diff --git a/Contest/ExampleSimAnalysis/README.md b/Contest/ExampleSimAnalysis/README.md
new file mode 100644
index 0000000..2138e48
--- /dev/null
+++ b/Contest/ExampleSimAnalysis/README.md
@@ -0,0 +1,89 @@
+# Example of contest test set evaluation
+
+Author: [Vladimir Zolotov](mailto:zolotov@us.ibm.com)
+
+
+This directory holds an example of program `TestSetEval.py` and `scrip test_eval.sh` for evaluating a contest test set on source code similarity.
+
+The program is given only as an example. It is expected that the contestants write their own test set evaluation program better suitable for their operational environment, file formats and ML framework.
+
+The program `TestSetEval.py`  accepts a test set consisting of two components:
+
+1. Directory with source code files of C++ programs to detect similarity or dissimilarity with each other.
+2. csv file of a test set in the following format:
+
+`<sample number>,<path to 1-st file>,<path to 2-nd file>`
+
+where `path to 1-st file` and `path to 2-nd file` specify paths to the pair of files to detect similarity or dissimilarity. The paths are specified relative to the directory with source code files. Here is an example of the csv file of the test set:
+
+```
+pair-id,file1,file2
+1,p02761/s682789980.cpp,p02761/s060579067.cpp
+2,p02817/s224840938.cpp,p03360/s804824036.cpp
+3,p01085/s591760635.cpp,p01085/s734466918.cpp
+```
+
+The program `TestSetEval.py` can also accept a csv file of ground truth labels in the following format:
+`<sample number>,<label>`. Here is an example of the file with ground truth labels:
+
+```
+pair-id,similar
+1,1
+2,0
+3,1
+```
+
+The program `TestSetEval.py`  write down the computed similarity predictions as a csv file in the following format:
+
+`<sample number>,<path to 1-st file>,<path to 2-nd file>,<similarity score><prediction>`
+
+where `similarity score` is the computed probability that the pair of files are similar and, `prediction` is the computed prediction of the similarity. Here is an example of this file:
+
+```
+pair-id,file1,file2,confidence,prediction
+1,f8610.cpp,f8588.cpp,0.06234602,Dissimilar
+2,f1089.cpp,f9389.cpp,0.15431221,Dissimilar
+3,f9570.cpp,f9593.cpp,0.89995503,Similar
+```
+
+If the file with ground truth labels is given the program also computes the accuracy of the test set evaluation and prints it to the console report.
+
+The program uses the Codenet tokenizer from https://github.com/IBM/Project_CodeNet/tree/main/tools/tokenizer and 
+Keras API of TensorFlow ML framework.  However, it can be easily modified to  for a different ML framework.
+
+Program has the following arguments:
+*  The directory with source code files to analyze similarity.
+*  The csv file with sample pairs to analyze similarity
+*  The path to tokenizer of source code files. This should be the Codenet tokenizer from https://github.com/IBM/Project_CodeNet/tree/main/tools/tokenizer. Its default value is `tokenize`.
+*  The TensorFlow checkpoint file with the trained DNN. Its default value is `./dnn_ckpt`.
+*  The csv file with ground truth labels. If it is omitted the program does not compute the accuracy of testset evaluation.
+*  The file to write down the computed similarity predictions.
+*  The batch size.  Its default value is 400.
+*  The mode of Keras training progress bar. By default the program depicts the progress bar on the console.
+
+The program usage can be obtained with the command: `python TestSetEval.py -h`, which gives the following output:
+
+```
+usage: TestSetEval [-h] [--labels LABELS] [--dnn DNN] [--tokenizer TOKENIZER]
+                   [--predictions PREDICTIONS] [--batch BATCH]
+                   [--progress {0,1,2}]
+                   source_code test
+
+positional arguments:
+  source_code           directory with source code files to analyze similarity
+  test                  file with sample pairs to analyze similarity
+
+optional arguments:
+  -h, --help            show this help message and exit
+  --labels LABELS       file with similarity labels of test samples
+  --dnn DNN             checkpoint file with trained dnn
+  --tokenizer TOKENIZER
+                        path to tokenizer of source code files
+  --predictions PREDICTIONS
+                        file to write similarity predictions
+  --batch BATCH         batch size
+  --progress {0,1,2}    mode of Keras training progress bar
+```
+
+The directory has also a script  calling the program with and without ground truth labels.
+
diff --git a/Contest/ExampleSimAnalysis/TestSetEval.py b/Contest/ExampleSimAnalysis/TestSetEval.py
new file mode 100644
index 0000000..5156891
--- /dev/null
+++ b/Contest/ExampleSimAnalysis/TestSetEval.py
@@ -0,0 +1,259 @@
+"""
+Program for predicting similarity of testset samples.
+- The DNN is loaded from a given TensorFlow check point.
+- The testset is a csv file with the following format:
+  <sample number>,<relative path to 1-st file>,<relative path to 2-nd file>
+- The program converts source code into token sequences
+  using the tokenizer from Project_CodeNet
+- Tokens coding is defined with dictionary of tokens hard coded in the program.
+- It is required that tokens coding is the same as the one used for DNN training.
+- More examples of token dictionaries can be found in  Project_CodeNet Github
+- Additionally to the testset the program can read a csv file with ground truth labels of the test set sample if it is given
+- The file with labels has the following format:
+  <sample number>,<label>
+    * The label = 1 for similar source code files, otherwise label = 0
+- The program computes the average accuracy of detecting similarity and dissimilarity of test set samples, if labels are defined
+- The program also writes down file csv file with predicted probabilities that samples represent similar source code files
+
+The program uses the following components:
+- The tokenizer from Project_CodeNet 
+- Keras API of TensorFlow ML framework
+
+Program arguments are described at the end of the file
+"""
+import sys
+import os
+import argparse
+import csv
+import numpy as np
+import tensorflow as tf
+
+def makeTokenSet():
+    """
+    Make a token set 
+    The set of tokens must be the same as it used for trainning the DNN
+    Here we make a CPP56X token set of C++ tokens
+    Returns a dictionary of tokens:
+    - Key is a string representing the token
+    - Value is integer value of token
+    """
+    #CPP56 OPERATORS
+    operators = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                     #Logical operators
+        "(", ")", "{", "}", "[", "]", "->",
+        ";", ","]                                 #Others    
+    #CPP56 KEYWORDS
+    keywords= ["if", "else", "for", "while",
+               "switch", 
+               "enum", "int", "char", "short", "long",
+               "float", "double", "bool"]
+    #CPP SYNONYMS
+    synonyms = {"and": "&&", "or": "||", "not": "!"}
+
+    token_dict = {}
+    for _i, _op in enumerate(operators + keywords):
+        token_dict[_op] = _i
+    print(f"Token set of {len(token_dict)} tokens is constructed")    
+    for _syn, _orig in synonyms.items():
+        token_dict[_syn] = token_dict[_orig]
+    print(f"Additionally it has {len(synonyms)} synonym tokens")    
+    return token_dict
+
+#Dictionary of tokens and their indicies
+token_set = makeTokenSet()
+
+def tokenizeFile(filename, tokenizer):
+    """
+    Tokenize a given file
+    Parameters:
+    - filename     -- name of source code file to tokenize
+    - tokenizer -- path to tokenizer executable
+    Returns:
+    - a list of integer token values representing the source code file
+    """
+    #Name of temporary file for tokenized source code
+    TMP_TOKENIZATION = "./t_o_k_e_n_s.o_u_t"
+    #Tokenization command ignoring macros
+    #tokenize_cmd = tokenizer + " -wcmcsv"
+    #Tokenization command tokenising macros
+    tokenize_cmd = tokenizer + " -wmcsv"
+    if os.system(f"{tokenize_cmd}  -o {TMP_TOKENIZATION} {filename}"):
+        sys.exit(f"Tokenization error in file {filename}")
+    tokens = []
+    with open(TMP_TOKENIZATION, newline='',
+              encoding="ISO-8859-1") as csvfile:
+        token_reader = csv.reader(csvfile)
+        token_reader.__next__() #Skip csv header
+        for _, _, _tok_class, _tok_value in token_reader:
+            if _tok_class == "operator" or _tok_class == "keyword":
+                try:
+                    tokens.append(token_set[_tok_value] + 1)
+                except KeyError:
+                    #ignore tokens that are not in the tokens set
+                    pass
+    return tokens
+
+def makeDataset(source, test, tokenizer):
+    """
+    Make tensorflow dataset 
+    for predicting similarity of testset samples with Simaese DNN
+    Parameters:
+    - source    -- path to directory with source code files 
+                   to analyze similarity
+    - test      -- path to the testsetrfile specifying pairs 
+                   of source code file to analyze similarity
+    - tokenizer -- path to tokenizer executable
+    Returns:
+    - dataset as list of two numpy arrays.
+      Each numpy array represets set of token sequences for one input of DNN
+    """   
+    tokenizations = {}
+    samples = []
+    max_code_len = 0
+    with open(test, newline='') as csvfile:
+        test_reader = csv.reader(csvfile)
+        test_reader.__next__() #Skip csv header
+        for _num, fn1, fn2 in test_reader:
+            try:
+                tok_seq1 = tokenizations[fn1]
+            except KeyError:
+                tok_seq1 = tokenizeFile(source + '/' + fn1, tokenizer)
+                tokenizations[fn1] = tok_seq1
+                max_code_len = max(max_code_len, len(tok_seq1))
+            try:
+                tok_seq2 = tokenizations[fn2]
+            except KeyError:
+                tok_seq2 = tokenizeFile(source + '/' + fn2, tokenizer)
+                tokenizations[fn2] = tok_seq2                
+                max_code_len = max(max_code_len, len(tok_seq2))
+            samples.append((tok_seq1, tok_seq2))
+    np_ds1 = np.zeros(shape=(len(samples), max_code_len), 
+                      dtype=np.int32)
+    np_ds2 = np.zeros(shape=(len(samples), max_code_len), 
+                      dtype=np.int32)
+    for _i, _s in enumerate(samples):
+        tok_seq1, tok_seq2 = _s
+        np_ds1[_i][0:len(tok_seq1)] = np.asarray(tok_seq1, dtype=np.int32)
+        np_ds2[_i][0:len(tok_seq2)] = np.asarray(tok_seq2, dtype=np.int32)
+    print(f"Dataset of {len(samples)} samples is constructed")
+    return [np_ds1, np_ds2]
+
+def loadLabels(filename):
+    """
+    Load ground truth lables if they exist
+    Parameters:
+    - filename  -- Path to labels file
+    Returns:
+    - numpy array with labels to compare with the predicted similarity
+      or None if no ground truth lables are provided
+    """
+    if filename is None:
+        print("Labels of test samples are not specified")
+        print("Accuracy of DNN on this test cannot be evaluated")        
+        return None
+    if not os.path.exists(filename):
+        print(f"File {filename} with labels of test samples is not found")
+        print("Accuracy of DNN on this test cannot be evaluated")
+        return None
+    labels = []
+    with open(filename, newline='') as csvfile:
+        test_reader = csv.reader(csvfile)
+        test_reader.__next__() #Skip csv header
+        for _num, _lbl in test_reader:
+            labels.append(int(_lbl))
+    return np.asarray(labels)
+
+def writePredictions(test, probabilities, filename):
+    """
+    Write down similarity predictions
+    Parameters:
+    - test           -- path to the testset file specifying pairs 
+                        of source code file to analyze similarity
+    - probabilities  -- numpy array with probabilities of similarities
+    - filename       -- filename to write predictions
+    """
+    with open(test, newline='') as csvin,\
+         open(filename, 'w', newline='') as csvout:
+        test_reader = csv.reader(csvin)
+        writer = csv.writer(csvout, lineterminator=os.linesep)
+        test_reader.__next__() #Skip csv header
+        writer.writerow(["pair-id", "file1", "file2",
+                         "confidence", "prediction"])
+        _i = 0
+        for _num, _fn1, _fn2 in test_reader:
+            writer.writerow([_num, _fn1, _fn2, probabilities[_i][0],
+                             "Similar" if probabilities[_i][0] >= 0.5
+                             else "Dissimilar"])
+            _i += 1
+    
+def main(args):
+    """
+    Main function of program for predicting similarity testset samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.source_code):
+        sys.exit(f"Directory {args.source_code} with source code is not found")
+    if not os.path.exists(args.test):
+        sys.exit(f"File {args.test} with test pairs is not found")
+    if not os.path.exists(args.tokenizer):
+        sys.exit(f"Tokenizer {args.tokenizer} is not found")
+    if not os.path.exists(args.dnn):
+        sys.exit(f"Check point with dnn model {args.dnn} is not found")
+    ds = makeDataset(args.source_code, args.test, args.tokenizer)
+    labels = loadLabels(args.labels)
+    #Load trained DNN from TF checkpoint
+    dnn = tf.keras.models.load_model(args.dnn)
+    if labels is not None:
+        if ds[0].shape[0] == labels.shape[0]:
+            #Evaluate DNN accuracy on the testset
+            loss, acc = dnn.evaluate(ds, labels, verbose = args.progress)
+            print("\nEvaluation accuracy is {:5.2f}%".format(acc * 100))
+            print("Evaluation loss is {:5.2f}".format(loss))
+        else:
+            print(f"Numers of labels {labels.shape[0]} " +
+                f"and samples {ds[0].shape[0]} is different ")
+            print("Accuracy of DNN on this test cannot be evaluated")
+    #Compute probabilities of similarity predicted by DNN
+    prob = dnn.predict(ds, verbose = args.progress)
+    writePredictions(args.test, prob, args.predictions)
+##############################################################################
+# Program arguments are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nPREDICTING SIMILARITY OF TESTSET SAMPLES")
+    #Handle command-line arguments
+    parser = argparse.ArgumentParser("TestSetEval")
+    parser.add_argument("source_code", type=str,
+                        help="directory with source code files to analyze similarity")
+    parser.add_argument("test", type=str,
+                        help="file with sample pairs to analyze similarity")
+    parser.add_argument("--labels", type=str, default = None,
+                        help="file with similarity labels of test samples")
+    parser.add_argument("--dnn", default = "./dnn_ckpt",
+                        type=str, help="checkpoint file with trained dnn")    
+    parser.add_argument("--tokenizer", default = "tokenize",
+                        type=str, help="path to tokenizer of source code files")
+    parser.add_argument("--predictions", default = "./predictions.csv",
+                        type=str, help="file to write similarity predictions")
+    parser.add_argument("--batch", default=400, type=int,
+                        help="batch size")
+    parser.add_argument('--progress', default=1, type=int,
+                        choices=[0, 1, 2],
+                        help="mode of Keras training progress bar")
+    args = parser.parse_args()
+
+    print("Program arguments used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+        
+    main(args)
+
+
diff --git a/Contest/ExampleSimAnalysis/test_eval.sh b/Contest/ExampleSimAnalysis/test_eval.sh
new file mode 100755
index 0000000..196c7fe
--- /dev/null
+++ b/Contest/ExampleSimAnalysis/test_eval.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+#Evaluating contest testset with DNN source code similarity analyzer:
+#Parameters:
+# $1  -- directory with source code files
+# $2  -- csv file with sample pairs to analyze
+# $3  -- csv file with ground truth labels
+DATA=$1
+TEST=$2
+TOKENIZER=/Volume1/AI4CODE/bin/tokenize
+DNN=dnn_ckpt
+if test $# -gt 2; then
+    echo "Evaluating DNN accuracy on test set"
+    python TestSetEval.py $DATA $TEST --labels $3 --tokenizer $TOKENIZER --dnn $DNN --predictions ./predictions_2.csv --batch 400
+fi
+echo "Computing predictions of source code similarity"
+python TestSetEval.py $DATA $TEST --tokenizer $TOKENIZER --dnn $DNN --predictions ./predictions_1.csv --batch 400
diff --git a/ProjectCodeNet_NeurIPS2021.pdf b/ProjectCodeNet_NeurIPS2021.pdf
deleted file mode 100644
index febd2c1..0000000
Binary files a/ProjectCodeNet_NeurIPS2021.pdf and /dev/null differ
diff --git a/README.md b/README.md
index eac43b9..b897792 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,7 @@
 # Project CodeNet
 
+[![DOI](https://zenodo.org/badge/363800912.svg)](https://zenodo.org/badge/latestdoi/363800912)
+
 The goal of Project CodeNet is to provide the *AI-for-Code* research community with a large scale, diverse, and high quality curated dataset to drive innovation in AI techniques. 
 
 ## Table of Contents
@@ -9,6 +11,8 @@ The goal of Project CodeNet is to provide the *AI-for-Code* research community w
       * [Benchmarks](#benchmarks)
       * [Potential use cases](#potential-use-cases)
       * [Usability](#usability)
+   * [Models and experiments](#models-and-experiments)
+   * [Relevant links](#relevant-links)
    * [Download the dataset](#download-the-dataset)
    * [Dataset overview](#dataset-overview)
       * [Dataset statistics](#dataset-statistics)
@@ -24,6 +28,7 @@ The goal of Project CodeNet is to provide the *AI-for-Code* research community w
       * [Statistics](#statistics)
       * [Access and selection](#access-and-selection)
       * [Pre-processing](#pre-processing)
+   * [Contributors](#contributors)
 
 ## Introduction
 
@@ -39,27 +44,43 @@ Another area that Project CodeNet addressed is the quality of the data samples.
 
 ### Benchmarks
 
-In light of these issues, we developed several benchmarks that have been filtered to remove identical problem clusters and near-duplicate code samples, so that performance metrics can be measured on training and test data samples with the appropriate statistics. There are two C++ benchmarks similar to the popular POJ-104 but pproximately ten times in size. We felt that the size increase is necessary, since [98% accuracy](https://github.com/zhangj111/astnn) has been already achieved in code classification on POJ-104. An order of magnitude larger dataset will leave ample room to advance the state of the art with more complex neural networks and algorithms. The other two benchmarks are in Python and Java, which provides a different flavor because the frequent use of library functions.
+In light of these issues, we have extracted several benchmark datasets from CodeNet for users to perform code classification and code similarity experiments. They have been filtered to remove identical problem clusters and near-duplicate code samples, so that performance metrics can be measured on training and test data samples with the appropriate statistics. There are two C++ benchmark datasets that are similar to the popular POJ-104 but are approximately ten times in size. We felt that the size increase is necessary, since [98% accuracy](https://github.com/zhangj111/astnn) has been already achieved in code classification on POJ-104. An order of magnitude larger dataset will leave ample room to advance the state of the art with more complex neural networks and algorithms. The other two benchmark datasets are in Python and Java, which provides a different flavor because the frequent use of library functions.
 
 ### Potential use cases
 
-The rich metadata and diversity open Project CodeNet to a plethora of uses cases. The problem-submission relationship in Project CodeNet corresponds to type-4 similarity and can be used for code search and clone detection. The code samples in Project CodeNet are labeled with their acceptance status and we can explore AI techniques to distinguish correct codes from problematic ones. Project CodeNet's metadata also enables the tracking of how a submission evolves from problematic to accepted, which could be used for exploring automatic code correction. Each code sample is labeled with CPU run time and  memory footprint, which can be used for regression studies and prediction. Given  its wealth of programs written in a multitude of languages, Project CodeNet may serve as a valuable benchmark dataset for source-to-source translation.
+The rich metadata and diversity open Project CodeNet to a plethora of uses cases. The problem-submission relationship in Project CodeNet corresponds to [type-4 similarity](https://escholarship.org/uc/item/45r2308g) and can be used for code search and clone detection. The code samples in Project CodeNet are labeled with their acceptance status and we can explore AI techniques to distinguish correct codes from problematic ones. Project CodeNet's metadata also enables the tracking of how a submission evolves from problematic to accepted, which could be used for exploring automatic code correction. Each code sample is labeled with CPU run time and  memory footprint, which can be used for regression studies and prediction. Given  its wealth of programs written in a multitude of languages, Project CodeNet may serve as a valuable benchmark dataset for source-to-source translation.
 
 ### Usability
 
 To facilitate creation of customized benchmarks and dataset, we provide a set of productivity tools to aggregate codes samples based on user criteria. We are also releasing pre-processing tools to transform code samples into [token sequences](tools/tokenizer), [simplified parse trees](tools/spt-generator) and other [code graphs](tools/analysis-graph-generator).
 
-## Relevant link
+## Models and experiments
+
+We have performed numerous experiments on the CodeNet dataset. The goal of these experiments is to produce a set of baseline models and results for users of the CodeNet dataset to gauge their research. The run scripts and training scripts are available in the model-experiments directory. The classification and similarity experiments use the benchmark datasets we extracted from CodeNet as training and test datasets. In addition to experiments based on token sequences, we also have experiments leveraging graph neural networks (GNN). For the convenience of the users interested in GNN's, we have included the simplified parse tree (SPT) representation of the code samples for each benchmark dataset. The experiment on Masked Language Model has a companion Jupyter notebook in the notebooks directory.
+
+## Problem Descriptions
+
+For the vast majority of problem classes, short problem descriptions are available in
+'doc/problem_descriptions.tar.gz', a small html file for each problem. 
 
-[Project CodeNet paper](./ProjectCodeNet_NeurIPS2021.pdf)
+## Relevant links
+
+- [Project CodeNet full dataset: Project_CodeNet.tar.gz](https://codait-cos-dax.s3.us.cloud-object-storage.appdomain.cloud/dax-project-codenet/1.0.0/Project_CodeNet.tar.gz) (7.8GB)
+- Project CodeNet metadata: Project_CodeNet_metadata.tar.gz. Unfortunately this dataset is no longer available as a separate tar file;
+It does however form part of the full dataset listed above.
+- [Project CodeNet paper: Arxiv paper](https://arxiv.org/abs/2105.12655)
 
 ## Download the dataset
 
-Download the full dataset [here](https://developer.ibm.com/exchanges/data/all/project-codenet/).
-`tar -zxf Project_CodeNet_full.tar.gz`
+Download the full dataset from the link listed above, then use
+
+`tar -zxf Project_CodeNet.tar.gz`
 to uncompress and untar. The directory structure and how the code samples are organized are explained [here](README.md#directory-structure-and-naming-convention).
 
-The 4 benchmarks, Project_CodeNet_C++1000, Project_CodeNet_C++1400, Project_CodeNet_Python800, and Project_CodeNet_Java250 are included in the full dataset and are available separately [here](https://developer.ibm.com/exchanges/data/all/project-codenet/). They can be used for code classification and code similarity research as a replacement of or in addition to the dataset [POJ-104](https://sites.google.com/site/treebasedcnn/).
+The 4 benchmark datasets, Project_CodeNet_C++1000, Project_CodeNet_C++1400,
+Project_CodeNet_Python800, and Project_CodeNet_Java250 are included in the
+full dataset.
+They can be used for code classification and code similarity research as a replacement of or in addition to the dataset [POJ-104](https://sites.google.com/site/treebasedcnn/).
 
 ## Dataset overview
 
@@ -222,13 +243,18 @@ To complement our large dataset of source code, a suite of tools and utilities w
 
 ### Statistics
 
-Since Project CodeNet uses the file system as storage and uses a rigorous directory structure, many (Linux) command-line utilities can be directly used to extract interesting statistics about the dataset. Utilities like `ls`, `wc` and `grep` are very useful. The CSV metadata can best be browsed using `[csvkit](https://csvkit.readthedocs.io/en/latest/)` components like `csvstat`.
+Since Project CodeNet uses the file system as storage and uses a rigorous directory structure, many (Linux) command-line utilities can be directly used to extract interesting statistics about the dataset. Utilities like `ls`, `wc` and `grep` are very useful. The CSV metadata can best be browsed using [`csvkit`](https://csvkit.readthedocs.io/en/latest/) components like `csvstat`.
 
 More elaborate statistics about the dataset can easily be retrieved using SQL queries on a database representation of the metadata. [HSQLDB](http://hsqldb.org/) is a database that runs off a CSV file. Our CSV problem metadata files are simply stripped of their headers and concatenated. A suite of useful SQL queries is available. A separate [document](doc/HSQLDB.md) explains the necessary steps.
 
 ### Access and selection
 
-As described above, it should be easy to create specific subsets of the dataset merely by copying (or symlinking) relevant files and/or directories. For more elaborate selections based on a subset or range of problems, a subset of languages, statuses, and code sizes, several Bash scripts are available to accomplish that. These scripts reside in the `tools/aggregation-scripts` directory and are separately documented in [README](tools/aggregation-scripts/README.md).
+As described above, it should be easy to create specific subsets of the
+dataset merely by copying (or symlinking) relevant files and/or
+directories. For more elaborate selections based on a subset or range of
+problems, a subset of languages, statuses, and code sizes, several Bash
+scripts are available to accomplish that. These scripts reside in the
+`tools/aggregation-scripts` directory and are separately documented in this [README](tools/aggregation-scripts/README.md).
 
 ### Pre-processing
 
@@ -238,3 +264,7 @@ We provide tools to convert code samples into a representation that can be consu
   - control and data flow graph construction [code analysis](tools/analysis-graph-generator) 
 
 Whether and to what extent the above steps can successfully be applied to any given source file depends on several factors. Obviously, if the submission is not of `Accepted` status, it is to be expected that even simple tokenization will fail because of malformed lexical elements. But the situation for `Accepted` submissions is not always better: programmers might have used certain non-standard features of the language that happen to be accepted by a certain compiler or interpreter. Simple cases are the use of a dollar sign as part of a C identifier. For languages like C and C++ that use a pre-processor, use of macros and conditional defines can hugely change how the code ultimately looks like.
+
+### Contributors
+
+Ruchir Puri, David S. Kung, Geert Janssen, Wei Zhang, Giacomo Domeniconi, Vladimir Zolotov, Julian Dolby, Jie Chen, Mihir Choudhury, Lindsey Decker, Veronika Thost, Luca Buratti, Saurabh Pujar, Shyam Ramji, Ulrich Finkler, Susan Malaika, Frederick Reiss.
diff --git a/doc/problem_descriptions.tar.gz b/doc/problem_descriptions.tar.gz
new file mode 100644
index 0000000..22a8342
Binary files /dev/null and b/doc/problem_descriptions.tar.gz differ
diff --git a/doc/srcml.md b/doc/srcml.md
index 1777174..3002501 100644
--- a/doc/srcml.md
+++ b/doc/srcml.md
@@ -179,23 +179,25 @@ TRANSFORMATIONS:
 For instance, the XML markup can be enhanced with line and column coordinates.
 Notice also that srcML has built-in capabilities to query and manipulate the
 XML. Queries can be done with XPath expressions. General transformations can
-be executed with XSLT.
+be executed with XSLT. By the way, there is no need to first convert the
+source to XML; the built-in queries capabilities work also directly off the
+source code.
 
 Here are a few examples of useful operations:
 
 - Get all function and method definition names:
 ```console
-$ srcml --xpath="//src:function/src:name" program.xml
+$ srcml --xpath="//src:function/src:name" program.java
 ```
 
 - Count the number of conditions:
 ```console
-$ srcml --xpath='count(//src:condition)' program.xml
+$ srcml --xpath='count(//src:condition)' program.c
 ```
 
 - Output all line comments:
 ```console
-$ srcml --xpath='//src:comment[@type="line"]' program.xml
+$ srcml --xpath='//src:comment[@type="line"]' program.cpp
 ```
 
 Much more versatile and powerful tools to process any XML are
@@ -210,7 +212,7 @@ jtm -i2 tiny.xml > tiny.json
 
 ## Using srcML to extract a Function Call Graph
 
-A neat application of the combination of srcML and Xidel is to use
+A neat application of the combination of srcML and xmlstarlet is to use
 them in a script to produce the call graph of a program as a
 JSON-Graph.
 It is easy to extract the actual function
@@ -218,7 +220,7 @@ definitions, i.e., the source text, of all functions mentioned in the
 call graph.
 
 Here we briefly sketch the main steps. Details can be found in the
-actual Bash scripts provided in the `scripts` directory.
+actual Bash scripts provided in [this](../tools/aggregation-scripts) directory.
 
 1. We start with using srcML to get all function definitions from a
 source file: (This will ignore any pre-processor directives, any global
@@ -237,7 +239,7 @@ represent the function calls.
 
 Notice that the call graph can have cycles. These are caused by direct
 recursive or mutual recursive functions.
-Once we have the graph, traversing it in reverse depth-first-search
+Once we have the graph, traversing it in reverse depth-first
 order enumerates all function definitions in the proper
 define-before-use order and can hence be retrieved from the
 `source.xml` file, again using srcML to convert them back to source code.
diff --git a/doc/syntax-correct-tokenstream.md b/doc/syntax-correct-tokenstream.md
index 56e961a..9651b44 100644
--- a/doc/syntax-correct-tokenstream.md
+++ b/doc/syntax-correct-tokenstream.md
@@ -145,7 +145,7 @@ line,column,class,token
 
 This output is then filtered by a simple AWK script (`filter5.awk`) to turn it
 into a stream of the above defined token classes. Here we will use `\` to
-indicate line continuations; these are no present in the actual output though.
+indicate line continuations; these are not present in the actual output though.
 
 ```console
 # include < id . id > # define id 123 static int id ( int id ) { if \
diff --git a/model-experiments/gnn-based-experiments/.gitignore b/model-experiments/gnn-based-experiments/.gitignore
new file mode 100644
index 0000000..5dc8b5b
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/.gitignore
@@ -0,0 +1,140 @@
+__pycache__/
+build/
+dist/
+*.egg-info/
+dataset/
+*.swp
+*.vscode
+*.DS_Store
+*.pt
+*.so
+
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
diff --git a/model-experiments/gnn-based-experiments/README.md b/model-experiments/gnn-based-experiments/README.md
new file mode 100644
index 0000000..951f896
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/README.md
@@ -0,0 +1,89 @@
+# Graph Neural Network Baseline Experiments on Project CodeNet
+
+The goal of this project is to investigate the source code classification capabilities of standard graph neural networks (GNNs).
+We use the (slightly adapted) training procedures and models provided by the Open Graph Benchmark [1] with the example experiments on source code. 
+The code contains two GNNs, GCN [2] and GIN [3], including their extensions with virtual nodes.
+## Example
+
+### Graph Representation of Source Code
+
+![](./img/spt_augmented.png)
+
+We transform the source code into graphs as in the picture, where the **simplified parse tree (SPT)** (see Section 6 [in the paper](./../../ProjectCodeNet.pdf)) is extended by **next-token edges**.
+Each node is represented by five features: 
+(1) node type (token or parsing rule); 
+(2) token type (e.g., an identifier); 
+(3) parsing rule type (e.g., an expression); 
+(4) whether it represents a reserved word; and
+(5) its depth in the tree.
+
+Note that we actually consider the graph edges to be bi-directional at runtime in order to improve the learning capabilities of our models.
+
+### Graph Representation Learning
+
+**Graph neural networks (GNNs)** learn a graph representation by exploiting the graph structure as inductive bias. 
+Most GNNs follow the architecture proposed in [4]. In a nutshell, they first compute a node representation for every graph node by iteratively **aggregating** its neighbor nodes and **combining** this aggregated representation with the current node representation.
+Then, the node representations are **pooled** to obtain a final representation for the entire graph. 
+The different models vary primarily in the way they do the aggregation, combination, and pooling.
+
+The code contains two popular GNNs: 
+the **graph convolutional network (GCN)** [2], one of the first and most common GNNs, 
+and the **graph isomorphism network (GIN)** [3], which is more powerful since it pools not only the final node representations but those from all iterations. 
+In addition, we provide the **option for using virtual nodes**, which means that an artificial node is added to each graph and bi-directionally connected to all graph nodes to improve the aggregation phase. 
+
+Finally, note that you can easily integrate any graph classification model written in Pytorch Geometric. For an introduction to Pytorch Geometric, see [here](https://pytorch-geometric.readthedocs.io/en/latest/notes/introduction.html).
+
+
+### The Task
+
+In our experiments, we do program classification as follows.
+Each problem in the Project Codenet benchmark is one class, 
+and a code sample belongs to a class if it is a submission to the corresponding problem.
+Hence, **we use the graph representation of a code sample computed by the GNN to predict its problem class**.
+
+## Installation
+
+Tested with Python 3.8, PyTorch 1.8.1, and PyTorch Geometric 1.6.3.
+- Set up an Anaconda environment: `./setup.sh`
+(before running, edit pytorch installation command and set variables; see comment in file)
+- Alternatively, install the above and the packages listed in requirements.txt
+
+## Data
+
+The project contains a self-contained data sample directory  `small` to test the installation. Note that `small` directory contains two sub-directories `raw` and `splits/random`. The `raw` directory contains the SPT data (8 CSV files each in .gz format) and `splits/random` directory contains the training/validation/testing split files (in both CSV and its .gz format). We also published the splits files that we used in our paper [here](https://github.com/IBM/Project_CodeNet/blob/main/ProjectCodeNet_NeurIPS2021.pdf). To repeat the large scale JAVA/Python/C++ experiments as mentioned in the paper, one simply needs to download the Project CodeNet benchmark SPT datasets in graph format [here](https://developer.ibm.com/exchanges/data/all/project-codenet/) (e.g., Project_CodeNet_Java250_spts.tar.gz, which contains 8 CSV files that represent the encoding of the SPT graph) and convert each CSV file to its .gz format and put them into the corresponding data directory (e.g., data/Java250/raw) before launching the run script. Please refer to `small` directory for the file format and directory layout.  
+
+## Experiments
+
+* The script to run the experiments is `./run.sh`
+* By default, the script will run `GCN` over `small`. To change these settings, see the comments in the script. To repeat the JAVA/Python/C++ experiments as mentioned in our paper, one just needs to put the raw data in the corresponding directory (see above) and change the `DATASET` to one of the 4 options: Java250, Python800, C++1000, and C++1400.
+* You can change the dataset, data directory, and other variables in the script as needed.
+* Note that we did not do hyperparamter tuning. For all our experiments, we used the parameters from the script. 
+* When running the first time with a new dataset, the code will first preprocess the data. It will reuse these files with later runs.
+
+## Results
+
+
+|     | Java250 | Python800 | C++1000 | C++1400 |
+| ----| --------|--------   |-------  | --------|
+|    MLP w/ bag of tokens|71.87 | 67.84| 68.23 | 64.73 |
+ |   CNN w/ token sequence | 90.96 | 89.49| 94.27| 94.10 |
+  |  C-BERT                | 97.60| 97.30 | 93.00 | 90.00 |
+   | **GCN**           | 92.70 ± 0.25 | 93.82 ± 0.16 | 95.76 ± 0.12 | 95.26 ± 0.13|
+   | **GCN-V**          | 93.02 ± 0.81 | 94.30 ± 0.15 | 96.09 ± 0.17 | 95.73 ± 0.07 |
+   | **GIN**          | 93.26 ± 0.23 | 94.17 ± 0.19 | 96.34 ± 0.15 | 95.95 ± 0.13 |
+   | **GIN-V**           | 92.77 ± 0.66 | 94.54 ± 0.12 | 96.64 ± 0.10 | 96.36 ± 0.10 |
+
+
+
+
+## References
+
+* [1] Hu et al. [Open Graph Benchmark: Datasets for Machine Learning on Graphs](https://arxiv.org/pdf/2005.00687.pdf), NeurIPS 2020.
+* [2] Kipf and Welling. [Semi-Supervised Classification with Graph Convolutional Networks](https://arxiv.org/pdf/1609.02907.pdf), ICLR 2017.
+* [3] Xu et al. [How Powerful are Graph Neural Networks?](https://arxiv.org/pdf/1810.00826.pdf), ICLR 2019.
+* [4] Gilmer et al. [Neural Message Passing for Quantum Chemistry](https://arxiv.org/pdf/1704.01212.pdf), ICML 2017.
+
+Please leave an issue if you have any trouble running the code.
+
+
+Author: Veronika Thost
diff --git a/model-experiments/gnn-based-experiments/data/C++1000/raw/.gitignore b/model-experiments/gnn-based-experiments/data/C++1000/raw/.gitignore
new file mode 100644
index 0000000..86d0cb2
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1000/raw/.gitignore
@@ -0,0 +1,4 @@
+# Ignore everything in this directory
+*
+# Except this file
+!.gitignore
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/test.csv b/model-experiments/gnn-based-experiments/data/C++1000/split/random/test.csv
new file mode 100644
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diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/test.csv.gz b/model-experiments/gnn-based-experiments/data/C++1000/split/random/test.csv.gz
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index 0000000..b58270c
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diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/train.csv b/model-experiments/gnn-based-experiments/data/C++1000/split/random/train.csv
new file mode 100644
index 0000000..b499cc7
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1000/split/random/train.csv
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diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/train.csv.gz b/model-experiments/gnn-based-experiments/data/C++1000/split/random/train.csv.gz
new file mode 100644
index 0000000..703ef78
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diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv b/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv
new file mode 100644
index 0000000..e03e219
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv
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diff --git a/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv.gz b/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv.gz
new file mode 100644
index 0000000..74c6c53
Binary files /dev/null and b/model-experiments/gnn-based-experiments/data/C++1000/split/random/valid.csv.gz differ
diff --git a/model-experiments/gnn-based-experiments/data/C++1400/raw/.gitignore b/model-experiments/gnn-based-experiments/data/C++1400/raw/.gitignore
new file mode 100644
index 0000000..86d0cb2
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1400/raw/.gitignore
@@ -0,0 +1,4 @@
+# Ignore everything in this directory
+*
+# Except this file
+!.gitignore
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/data/C++1400/split/random/test.csv b/model-experiments/gnn-based-experiments/data/C++1400/split/random/test.csv
new file mode 100644
index 0000000..121b787
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1400/split/random/test.csv
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diff --git a/model-experiments/gnn-based-experiments/data/C++1400/split/random/test.csv.gz b/model-experiments/gnn-based-experiments/data/C++1400/split/random/test.csv.gz
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index 0000000..2ed94a9
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diff --git a/model-experiments/gnn-based-experiments/data/C++1400/split/random/train.csv b/model-experiments/gnn-based-experiments/data/C++1400/split/random/train.csv
new file mode 100644
index 0000000..c4e8bc8
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1400/split/random/train.csv
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diff --git a/model-experiments/gnn-based-experiments/data/C++1400/split/random/train.csv.gz b/model-experiments/gnn-based-experiments/data/C++1400/split/random/train.csv.gz
new file mode 100644
index 0000000..e42e48b
Binary files /dev/null and b/model-experiments/gnn-based-experiments/data/C++1400/split/random/train.csv.gz differ
diff --git a/model-experiments/gnn-based-experiments/data/C++1400/split/random/valid.csv b/model-experiments/gnn-based-experiments/data/C++1400/split/random/valid.csv
new file mode 100644
index 0000000..77256d8
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/C++1400/split/random/valid.csv
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diff --git a/model-experiments/gnn-based-experiments/data/C++1400/split/random/valid.csv.gz b/model-experiments/gnn-based-experiments/data/C++1400/split/random/valid.csv.gz
new file mode 100644
index 0000000..e7fcb1a
Binary files /dev/null and b/model-experiments/gnn-based-experiments/data/C++1400/split/random/valid.csv.gz differ
diff --git a/model-experiments/gnn-based-experiments/data/Java250/raw/.gitignore b/model-experiments/gnn-based-experiments/data/Java250/raw/.gitignore
new file mode 100644
index 0000000..86d0cb2
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/Java250/raw/.gitignore
@@ -0,0 +1,4 @@
+# Ignore everything in this directory
+*
+# Except this file
+!.gitignore
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/data/Java250/split/random/test.csv b/model-experiments/gnn-based-experiments/data/Java250/split/random/test.csv
new file mode 100644
index 0000000..614cc85
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/Java250/split/random/test.csv
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diff --git a/model-experiments/gnn-based-experiments/data/Java250/split/random/test.csv.gz b/model-experiments/gnn-based-experiments/data/Java250/split/random/test.csv.gz
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diff --git a/model-experiments/gnn-based-experiments/data/Java250/split/random/train.csv b/model-experiments/gnn-based-experiments/data/Java250/split/random/train.csv
new file mode 100644
index 0000000..70e3b54
--- /dev/null
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diff --git a/model-experiments/gnn-based-experiments/data/Java250/split/random/train.csv.gz b/model-experiments/gnn-based-experiments/data/Java250/split/random/train.csv.gz
new file mode 100644
index 0000000..ecabf92
Binary files /dev/null and b/model-experiments/gnn-based-experiments/data/Java250/split/random/train.csv.gz differ
diff --git a/model-experiments/gnn-based-experiments/data/Java250/split/random/valid.csv b/model-experiments/gnn-based-experiments/data/Java250/split/random/valid.csv
new file mode 100644
index 0000000..1ea4e05
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/Java250/split/random/valid.csv
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diff --git a/model-experiments/gnn-based-experiments/data/Java250/split/random/valid.csv.gz b/model-experiments/gnn-based-experiments/data/Java250/split/random/valid.csv.gz
new file mode 100644
index 0000000..8522be7
Binary files /dev/null and b/model-experiments/gnn-based-experiments/data/Java250/split/random/valid.csv.gz differ
diff --git a/model-experiments/gnn-based-experiments/data/Python800/raw/.gitignore b/model-experiments/gnn-based-experiments/data/Python800/raw/.gitignore
new file mode 100644
index 0000000..86d0cb2
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/Python800/raw/.gitignore
@@ -0,0 +1,4 @@
+# Ignore everything in this directory
+*
+# Except this file
+!.gitignore
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/data/Python800/split/random/test.csv b/model-experiments/gnn-based-experiments/data/Python800/split/random/test.csv
new file mode 100644
index 0000000..03c9906
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/Python800/split/random/test.csv
@@ -0,0 +1,48000 @@
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diff --git a/model-experiments/gnn-based-experiments/data/Python800/split/random/test.csv.gz b/model-experiments/gnn-based-experiments/data/Python800/split/random/test.csv.gz
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diff --git a/model-experiments/gnn-based-experiments/data/Python800/split/random/train.csv b/model-experiments/gnn-based-experiments/data/Python800/split/random/train.csv
new file mode 100644
index 0000000..e3bb1f5
--- /dev/null
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diff --git a/model-experiments/gnn-based-experiments/data/Python800/split/random/train.csv.gz b/model-experiments/gnn-based-experiments/data/Python800/split/random/train.csv.gz
new file mode 100644
index 0000000..90dd787
Binary files /dev/null and b/model-experiments/gnn-based-experiments/data/Python800/split/random/train.csv.gz differ
diff --git a/model-experiments/gnn-based-experiments/data/Python800/split/random/valid.csv b/model-experiments/gnn-based-experiments/data/Python800/split/random/valid.csv
new file mode 100644
index 0000000..b570f11
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/data/Python800/split/random/valid.csv
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diff --git a/model-experiments/gnn-based-experiments/requirements.txt b/model-experiments/gnn-based-experiments/requirements.txt
new file mode 100644
index 0000000..eadca5b
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/requirements.txt
@@ -0,0 +1,3 @@
+tqdm
+pandas
+ogb
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/run.sh b/model-experiments/gnn-based-experiments/run.sh
new file mode 100755
index 0000000..010cb5f
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/run.sh
@@ -0,0 +1,52 @@
+#!/usr/bin/env bash
+
+set -e
+
+source activate pyg
+
+PROJECT=$PWD
+
+# you can adapt these (to save on an external disk for example)
+DATA=$PROJECT/data
+SAVE=$PROJECT/saved_models
+
+DATASET=small
+MODEL=gcn
+
+LR=1e-3
+CLIP=0.25
+BATCHSIZE=80
+RUNS=10
+EPOCHS=1000
+LAY=5
+PAT=20
+
+export CUDA_VISIBLE_DEVICES=0
+export PYTHONPATH=$PYTHONPATH:$PROJECT
+
+echo "PYTHONPATH: ${PYTHONPATH}"
+echo started experiments
+
+cd src
+
+# name identifying the experiment
+NAME="${MODEL}_lr${LR}"
+
+CHECKPOINT=""
+
+for f in $SAVE/$NAME*; do
+    if [ -e "$f" ]; then
+      CHECKPOINT=`basename $f`
+      echo "checkpoint exists! $f"
+      echo "using: $CHECKPOINT"
+      break
+    fi
+done
+
+python main.py --gnn=$MODEL --drop_ratio=0 --lr=$LR  \
+      --num_layer=$LAY  --emb_dim=300 --batch_size=$BATCHSIZE --runs=$RUNS --epochs=$EPOCHS --num_workers=$BATCHSIZE --dataset=$DATASET \
+      --dir_data=$DATA  --dir_save=$SAVE --filename=$NAME --clip=$CLIP \
+      --checkpointing=1 --checkpoint=$CHECKPOINT --patience=$PAT
+
+echo "Run completed at:- "
+date
diff --git a/model-experiments/gnn-based-experiments/setup.sh b/model-experiments/gnn-based-experiments/setup.sh
new file mode 100755
index 0000000..c5e3fcf
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/setup.sh
@@ -0,0 +1,26 @@
+#!/usr/bin/env bash
+
+if source activate pyg; then
+	:
+else
+	echo 'Creating environment pyg'
+	conda create -n pyg python=3.8 -y
+	source activate pyg
+fi
+
+# TODO 1: Install PyTorch
+#  use command for your system: https://pytorch.org/
+#  (scroll down to "INSTALL PYTORCH" and choose the parameters for your system)
+# e.g.
+# conda install pytorch==1.7.1 torchvision==0.8.2 torchaudio==0.7.2 cpuonly -c pytorch
+
+
+# TODO 2: Install PyTorch Geometric (after having installed pytorch)
+#  see PyTorch Geometric's installation instructions: https://pytorch-geometric.readthedocs.io/en/latest/notes/installation.html
+#CUDA=
+#TORCH=
+#pip install torch-scatter -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html
+#pip install torch-sparse -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html
+#pip install torch-cluster -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html
+#pip install torch-spline-conv -f https://pytorch-geometric.com/whl/torch-${TORCH}+${CUDA}.html
+#pip install torch-geometric
diff --git a/model-experiments/gnn-based-experiments/src/__init__.py b/model-experiments/gnn-based-experiments/src/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/model-experiments/gnn-based-experiments/src/data/__init__.py b/model-experiments/gnn-based-experiments/src/data/__init__.py
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index 0000000..e69de29
diff --git a/model-experiments/gnn-based-experiments/src/data/data_parallel.py b/model-experiments/gnn-based-experiments/src/data/data_parallel.py
new file mode 100644
index 0000000..b4855f7
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/data/data_parallel.py
@@ -0,0 +1,84 @@
+# adaptation of pytorch-geometrics DataParallel to support also CPU
+
+import warnings
+from itertools import chain
+
+import torch
+from torch_geometric.data import Batch
+
+
+class DataParallel(torch.nn.DataParallel):
+    r"""Implements data parallelism at the module level.
+
+    This container parallelizes the application of the given :attr:`module` by
+    splitting a list of :class:`torch_geometric.data.Data` objects and copying
+    them as :class:`torch_geometric.data.Batch` objects to each device.
+    In the forward pass, the module is replicated on each device, and each
+    replica handles a portion of the input.
+    During the backwards pass, gradients from each replica are summed into the
+    original module.
+
+    The batch size should be larger than the number of GPUs used.
+
+    The parallelized :attr:`module` must have its parameters and buffers on
+    :obj:`device_ids[0]`.
+
+    .. note::
+
+        You need to use the :class:`torch_geometric.data.DataListLoader` for
+        this module.
+
+    Args:
+        module (Module): Module to be parallelized.
+        device_ids (list of int or torch.device): CUDA devices.
+            (default: all devices)
+        output_device (int or torch.device): Device location of output.
+            (default: :obj:`device_ids[0]`)
+    """
+
+    def __init__(self, module, device_ids=None, output_device=None):
+        super(DataParallel, self).__init__(module, device_ids, output_device)
+        self.src_device = torch.device("cuda:{}".format(self.device_ids[0])) if torch.cuda.is_available() else torch.device("cpu")  # VT allow cpu
+
+    def forward(self, data_list):
+        """"""
+        if len(data_list) == 0:
+            warnings.warn('DataParallel received an empty data list, which '
+                          'may result in unexpected behaviour.')
+            return None
+
+        if not self.device_ids or len(self.device_ids) == 1:  # Fallback
+            data = data_list[0].to(self.src_device)
+            return self.module(data)
+
+        for t in chain(self.module.parameters(), self.module.buffers()):
+            if t.device != self.src_device:
+                raise RuntimeError(
+                    ('Module must have its parameters and buffers on device '
+                     '{} but found one of them on device {}.').format(
+                         self.src_device, t.device))
+
+        inputs = self.scatter(data_list, self.device_ids)
+        replicas = self.replicate(self.module, self.device_ids[:len(inputs)])
+        outputs = self.parallel_apply(replicas, inputs, None)
+        return self.gather(outputs, self.output_device)
+
+    def scatter(self, data_list, device_ids):
+        num_devices = min(len(device_ids), len(data_list))
+
+        # count = torch.tensor([data.num_nodes for data in data_list])
+        # cumsum = count.cumsum(0)
+        # cumsum = torch.cat([cumsum.new_zeros(1), cumsum], dim=0)
+        # device_id = num_devices * cumsum.to(torch.float) / cumsum[-1].item()
+        # device_id = (device_id[:-1] + device_id[1:]) / 2.0
+        # device_id = device_id.to(torch.long)  # round.
+        # split = device_id.bincount().cumsum(0)
+        # split = torch.cat([split.new_zeros(1), split], dim=0)
+        # split = torch.unique(split, sorted=True)
+        # split = split.tolist()
+
+        return [
+            data_list[i].to(
+                torch.device('cuda:{}'.format(device_ids[i])))
+            for i in range(num_devices)
+        ]
diff --git a/model-experiments/gnn-based-experiments/src/data/dataloader.py b/model-experiments/gnn-based-experiments/src/data/dataloader.py
new file mode 100644
index 0000000..d5a5364
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/data/dataloader.py
@@ -0,0 +1,135 @@
+# adaptation of pytorch-geometrics DataLoader
+
+import torch
+from torch.utils.data.dataloader import default_collate
+
+from torch_geometric.data import Data, Batch
+from torch._six import container_abcs, string_classes, int_classes
+# from src.data.batch import Batch
+
+class Collater(object):
+    def __init__(self, follow_batch, ndevices):
+        self.follow_batch = follow_batch
+        self.ndevices = ndevices
+
+    def collate(self, batch):
+        elem = batch[0]
+        if isinstance(elem, Data):
+            data = batch
+            count = torch.tensor([data.num_nodes for data in data])
+            cumsum = count.cumsum(0)
+            cumsum = torch.cat([cumsum.new_zeros(1), cumsum], dim=0)
+            device_id = self.ndevices * cumsum.to(torch.float) / cumsum[-1].item()
+            device_id = (device_id[:-1] + device_id[1:]) / 2.0
+            device_id = device_id.to(torch.long)  # round.
+            split = device_id.bincount().cumsum(
+                0)  # Count the frequency of each value in an array of non-negative ints.
+            split = torch.cat([split.new_zeros(1), split], dim=0)
+            split = torch.unique(split, sorted=True)
+            split = split.tolist()
+
+            graphs = []
+            for i in range(len(split) - 1):
+                data1 = data[split[i]:split[i + 1]]
+                graph = Batch.from_data_list(data1, self.follow_batch)
+                graphs += [graph]
+
+            return graphs  #Batch.from_data_list(batch, self.follow_batch)
+        elif isinstance(elem, torch.Tensor):
+            return default_collate(batch)
+        elif isinstance(elem, float):
+            return torch.tensor(batch, dtype=torch.float)
+        elif isinstance(elem, int_classes):
+            return torch.tensor(batch)
+        elif isinstance(elem, string_classes):
+            return batch
+        elif isinstance(elem, container_abcs.Mapping):
+            return {key: self.collate([d[key] for d in batch]) for key in elem}
+        elif isinstance(elem, tuple) and hasattr(elem, '_fields'):
+            return type(elem)(*(self.collate(s) for s in zip(*batch)))
+        elif isinstance(elem, container_abcs.Sequence):
+            return [self.collate(s) for s in zip(*batch)]
+
+        raise TypeError('DataLoader found invalid type: {}'.format(type(elem)))
+
+    def __call__(self, batch):
+        return self.collate(batch)
+
+
+class DataLoader(torch.utils.data.DataLoader):
+    r"""Data loader which merges data objects from a
+    :class:`torch_geometric.data.dataset` to a mini-batch.
+
+    Args:
+        dataset (Dataset): The dataset from which to load the data.
+        batch_size (int, optional): How many samples per batch to load.
+            (default: :obj:`1`)
+        shuffle (bool, optional): If set to :obj:`True`, the data will be
+            reshuffled at every epoch. (default: :obj:`False`)
+        follow_batch (list or tuple, optional): Creates assignment batch
+            vectors for each key in the list. (default: :obj:`[]`)
+    """
+
+    def __init__(self, dataset, batch_size=1, shuffle=False, follow_batch=[], n_devices=1,
+                 **kwargs):
+        super(DataLoader,
+              self).__init__(dataset, batch_size, shuffle,
+                             collate_fn=Collater(follow_batch, n_devices), **kwargs)
+
+
+class DataListLoader(torch.utils.data.DataLoader):
+    r"""Data loader which merges data objects from a
+    :class:`torch_geometric.data.dataset` to a python list.
+
+    .. note::
+
+        This data loader should be used for multi-gpu support via
+        :class:`torch_geometric.nn.DataParallel`.
+
+    Args:
+        dataset (Dataset): The dataset from which to load the data.
+        batch_size (int, optional): How many samples per batch to load.
+            (default: :obj:`1`)
+        shuffle (bool, optional): If set to :obj:`True`, the data will be
+            reshuffled at every epoch (default: :obj:`False`)
+    """
+
+    def __init__(self, dataset, batch_size=1, shuffle=False, **kwargs):
+        super(DataListLoader, self).__init__(
+            dataset, batch_size, shuffle,
+            collate_fn=lambda data_list: data_list, **kwargs)
+
+
+class DenseCollater(object):
+    def collate(self, data_list):
+        batch = Batch()
+        for key in data_list[0].keys:
+            batch[key] = default_collate([d[key] for d in data_list])
+        return batch
+
+    def __call__(self, batch):
+        return self.collate(batch)
+
+
+class DenseDataLoader(torch.utils.data.DataLoader):
+    r"""Data loader which merges data objects from a
+    :class:`torch_geometric.data.dataset` to a mini-batch.
+
+    .. note::
+
+        To make use of this data loader, all graphs in the dataset needs to
+        have the same shape for each its attributes.
+        Therefore, this data loader should only be used when working with
+        *dense* adjacency matrices.
+
+    Args:
+        dataset (Dataset): The dataset from which to load the data.
+        batch_size (int, optional): How many samples per batch to load.
+            (default: :obj:`1`)
+        shuffle (bool, optional): If set to :obj:`True`, the data will be
+            reshuffled at every epoch (default: :obj:`False`)
+    """
+
+    def __init__(self, dataset, batch_size=1, shuffle=False, **kwargs):
+        super(DenseDataLoader, self).__init__(
+            dataset, batch_size, shuffle, collate_fn=DenseCollater(), **kwargs)
diff --git a/model-experiments/gnn-based-experiments/src/data/dataset.py b/model-experiments/gnn-based-experiments/src/data/dataset.py
new file mode 100644
index 0000000..724a641
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/data/dataset.py
@@ -0,0 +1,213 @@
+# adaptation of OGB's code to support our datasets
+
+from torch_geometric.data import InMemoryDataset
+import pandas as pd
+import shutil, os
+import os.path as osp
+import torch
+import numpy as np
+import ogb.graphproppred
+from ogb.utils.url import decide_download, download_url, extract_zip
+from ogb.io.read_graph_pyg import read_graph_pyg
+
+
+class PygGraphPropPredDataset(InMemoryDataset):
+    def __init__(self, name, root = 'dataset', transform=None, pre_transform = None, meta_dict = None):
+        '''
+            - name (str): name of the dataset
+            - root (str): root directory to store the dataset folder
+            - transform, pre_transform (optional): transform/pre-transform graph objects
+
+            - meta_dict: dictionary that stores all the meta-information about data. Default is None, 
+                    but when something is passed, it uses its information. Useful for debugging for external contributers.
+        ''' 
+
+        self.name = name ## original name, e.g., ogbg-molhiv
+        
+        if meta_dict is None:
+            self.dir_name = '_'.join(name.split('-')) 
+            
+            # check if previously-downloaded folder exists.
+            # If so, use that one.
+            if osp.exists(osp.join(root, self.dir_name + '_pyg')):
+                self.dir_name = self.dir_name + '_pyg'
+
+            self.original_root = root
+            self.root = osp.join(root, self.dir_name)
+            
+            master = pd.read_csv(os.path.join(os.path.dirname(ogb.graphproppred.__file__), 'master.csv'), index_col = 0)
+
+            if not self.name in master:
+                # we assume this is a dataset from Project Codenet and take over default settings from OGB
+                # print("Is this a proprietary code dataset? We assume so!!")
+                self.meta_info = master["ogbg-code2"]
+                self.meta_info['split'] = "random"
+                self.meta_info['task type'] = "multiclass classification"
+                self.meta_info['eval metric'] = "acc"
+                self.meta_info['num classes'] = max(pd.read_csv(self.root + "/raw/graph-label.csv.gz",
+                                                                compression='gzip', header=None).values.squeeze()) + 1
+                if os.path.exists(self.root + "/raw/edge_type.csv.gz"):
+                    self.meta_info['additional edge files'] = "edge_type"
+            else:
+                self.meta_info = master[self.name]
+            # print(self.meta_info)
+        else:
+            self.dir_name = meta_dict['dir_path']
+            self.original_root = ''
+            self.root = meta_dict['dir_path']
+            self.meta_info = meta_dict
+        
+        # check version
+        # First check whether the dataset has been already downloaded or not.
+        # If so, check whether the dataset version is the newest or not.
+        # If the dataset is not the newest version, notify this to the user. 
+        # if osp.isdir(self.root) and (not osp.exists(osp.join(self.root, 'RELEASE_v' + str(self.meta_info['version']) + '.txt'))):
+        #     print(self.name + ' has been updated.')
+        #     if input('Will you update the dataset now? (y/N)\n').lower() == 'y':
+        #         shutil.rmtree(self.root)
+
+        self.download_name = self.meta_info['download_name'] ## name of downloaded file, e.g., tox21
+
+        self.num_tasks = int(self.meta_info['num tasks'])
+        self.eval_metric = self.meta_info['eval metric']
+        self.task_type = self.meta_info['task type']
+        self.__num_classes__ = int(self.meta_info['num classes'])
+        self.binary = self.meta_info['binary'] == 'True'
+
+        super(PygGraphPropPredDataset, self).__init__(self.root, transform, pre_transform)
+
+        self.data, self.slices = torch.load(self.processed_paths[0])
+
+    def get_idx_split(self, split_type = None):
+        if split_type is None:
+            split_type = self.meta_info['split']
+            
+        path = osp.join(self.root, 'split', split_type)
+
+        # short-cut if split_dict.pt exists
+        if os.path.isfile(os.path.join(path, 'split_dict.pt')):
+            return torch.load(os.path.join(path, 'split_dict.pt'))
+
+        train_idx = pd.read_csv(osp.join(path, 'train.csv.gz'), compression='gzip', header = None).values.T[0]
+        valid_idx = pd.read_csv(osp.join(path, 'valid.csv.gz'), compression='gzip', header = None).values.T[0]
+        test_idx = pd.read_csv(osp.join(path, 'test.csv.gz'), compression='gzip', header = None).values.T[0]
+
+        return {'train': torch.tensor(train_idx, dtype = torch.long), 'valid': torch.tensor(valid_idx, dtype = torch.long), 'test': torch.tensor(test_idx, dtype = torch.long)}
+
+    @property
+    def num_classes(self):
+        return self.__num_classes__
+
+    @property
+    def raw_file_names(self):
+        if self.binary:
+            return ['data.npz']
+        else:
+            file_names = ['edge']
+            if self.meta_info['has_node_attr'] == 'True':
+                file_names.append('node-feat')
+            if self.meta_info['has_edge_attr'] == 'True':
+                file_names.append('edge-feat')
+            return [file_name + '.csv.gz' for file_name in file_names]
+
+    @property
+    def processed_file_names(self):
+        return 'geometric_data_processed.pt'
+
+    def download(self):
+        url = self.meta_info['url']
+        if decide_download(url):
+            path = download_url(http://github.com/url,%20self.original_root)
+            extract_zip(path, self.original_root)
+            os.unlink(path)
+            shutil.rmtree(self.root)
+            shutil.move(osp.join(self.original_root, self.download_name), self.root)
+
+        else:
+            print('Stop downloading.')
+            shutil.rmtree(self.root)
+            exit(-1)
+
+    def process(self):
+        ### read pyg graph list
+        add_inverse_edge = self.meta_info['add_inverse_edge'] == 'True'
+
+        if self.meta_info['additional node files'] == 'None':
+            additional_node_files = []
+        else:
+            additional_node_files = self.meta_info['additional node files'].split(',')
+
+        if self.meta_info['additional edge files'] == 'None':
+            additional_edge_files = []
+        else:
+            additional_edge_files = self.meta_info['additional edge files'].split(',')
+
+        data_list = read_graph_pyg(self.raw_dir, add_inverse_edge = add_inverse_edge, additional_node_files = additional_node_files, additional_edge_files = additional_edge_files, binary=self.binary)
+
+        if self.task_type == 'subtoken prediction':
+            graph_label_notparsed = pd.read_csv(osp.join(self.raw_dir, 'graph-label.csv.gz'), compression='gzip', header = None).values
+            graph_label = [str(graph_label_notparsed[i][0]).split(' ') for i in range(len(graph_label_notparsed))]
+
+            for i, g in enumerate(data_list):
+                g.y = graph_label[i]
+
+        else:
+            if self.binary:
+                graph_label = np.load(osp.join(self.raw_dir, 'graph-label.npz'))['graph_label']
+            else:
+                graph_label = pd.read_csv(osp.join(self.raw_dir, 'graph-label.csv.gz'), compression='gzip', header = None).values
+
+            has_nan = np.isnan(graph_label).any()
+
+            for i, g in enumerate(data_list):
+                if 'classification' in self.task_type:
+                    if has_nan:
+                        g.y = torch.from_numpy(graph_label[i]).view(1,-1).to(torch.float32)
+                    else:
+                        g.y = torch.from_numpy(graph_label[i]).view(1,-1).to(torch.long)
+                else:
+                    g.y = torch.from_numpy(graph_label[i]).view(1,-1).to(torch.float32)
+
+        if self.pre_transform is not None:
+            data_list = [self.pre_transform(data) for data in data_list]
+
+        data, slices = self.collate(data_list)
+
+        print('Saving...')
+        torch.save((data, slices), self.processed_paths[0])
+
+
+if __name__ == '__main__':
+    # pyg_dataset = PygGraphPropPredDataset(name = 'ogbg-molpcba')
+    # print(pyg_dataset.num_classes)
+    # split_index = pyg_dataset.get_idx_split()
+    # print(pyg_dataset)
+    # print(pyg_dataset[0])
+    # print(pyg_dataset[0].y)
+    # print(pyg_dataset[0].y.dtype)
+    # print(pyg_dataset[0].edge_index)
+    # print(pyg_dataset[split_index['train']])
+    # print(pyg_dataset[split_index['valid']])
+    # print(pyg_dataset[split_index['test']])
+
+    pyg_dataset = PygGraphPropPredDataset(name = 'ogbg-code2')
+    print(pyg_dataset.num_classes)
+    split_index = pyg_dataset.get_idx_split()
+    print(pyg_dataset[0])
+    # print(pyg_dataset[0].node_is_attributed)
+    print([pyg_dataset[i].x[1] for i in range(100)])
+    # print(pyg_dataset[0].y)
+    # print(pyg_dataset[0].edge_index)
+    print(pyg_dataset[split_index['train']])
+    print(pyg_dataset[split_index['valid']])
+    print(pyg_dataset[split_index['test']])
+
+    # from torch_geometric.data import DataLoader
+    # loader = DataLoader(pyg_dataset, batch_size=32, shuffle=True)
+    # for batch in loader:
+    #     print(batch)
+    #     print(batch.y)
+    #     print(len(batch.y))
+
+    #     exit(-1)
+
diff --git a/model-experiments/gnn-based-experiments/src/main.py b/model-experiments/gnn-based-experiments/src/main.py
new file mode 100644
index 0000000..f63c2a5
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/main.py
@@ -0,0 +1,321 @@
+# adapted https://github.com/snap-stanford/ogb/blob/master/examples/graphproppred/code2/main_pyg.py
+import argparse
+import random
+import numpy as np
+import torch.optim as optim
+import pandas as pd
+import torch.multiprocessing
+from torchvision import transforms
+from tqdm import tqdm
+from ogb.graphproppred import Evaluator
+
+from src.utils import augment_edge, ASTNodeEncoder
+from src.model.gnn import GNN
+from src.data.dataset import PygGraphPropPredDataset
+from src.data.dataloader import DataLoader
+from src.data.data_parallel import DataParallel
+# make sure summary_report is imported after src.utils (also from dependencies)
+from src.utils_file import *
+
+
+torch.multiprocessing.set_sharing_strategy('file_system')
+multicls_criterion = torch.nn.CrossEntropyLoss()
+
+path = os.path.abspath(__file__)
+path = path[:path.rindex("/")] + "/../"
+PATH = os.path.abspath(path)
+
+
+def train(model, device, loader, optimizer, args, evaluator):
+    model.train()
+
+    y_true = []
+    y_pred = []
+    loss_accum = 0
+    for step, batch in enumerate(tqdm(loader, desc="Iteration")):
+        # one b(atch) per device
+        batch = [b for b in batch if not b.x.shape[0] == 1 and not b.batch[-1] == 0]
+        if batch:
+            pred = model(batch)
+            optimizer.zero_grad()
+
+            trg = torch.cat([b.y.to(device) for b in batch], dim=0)
+            loss = multicls_criterion(pred, trg.to(torch.long).view(-1,))
+            loss.backward()
+            if args.clip > 0:
+                torch.nn.utils.clip_grad_norm(model.parameters(), args.clip)
+            optimizer.step()
+
+            loss_accum += loss.item()
+
+            y_true.append(trg.view(-1,1).detach().cpu())
+            y_pred.append(torch.argmax(pred.detach(), dim=1).view(-1, 1).cpu())
+
+    y_true = torch.cat(y_true, dim=0).numpy()
+    y_pred = torch.cat(y_pred, dim=0).numpy()
+    # print(y_true)
+    # print(y_pred)
+    input_dict = {"y_true": y_true, "y_pred": y_pred}
+    return loss_accum / (step + 1), evaluator.eval(input_dict)
+
+
+def eval(model, device, loader, evaluator):
+    model.eval()
+
+    y_true = []
+    y_pred = []
+    for step, batch in enumerate(tqdm(loader, desc="Iteration")):
+        # one b(atch) per device
+        batch = [b for b in batch if not b.x.shape[0] == 1]
+        if batch:
+            with torch.no_grad():
+                pred = model(batch)
+
+            y_true += [b.y.view(-1, 1).detach().cpu() for b in batch]
+            y_pred.append(torch.argmax(pred.detach(), dim=1).view(-1, 1).cpu())
+
+    y_pred = torch.cat(y_pred, dim=0)
+    y_true = torch.cat(y_true, dim=0).view(y_pred.shape)
+    y_true = y_true.numpy()
+    y_pred = y_pred.numpy()
+    # print(y_true)
+    # print(y_pred)
+    input_dict = {"y_true": y_true, "y_pred": y_pred}
+
+    return evaluator.eval(input_dict)
+
+
+def main():
+    parser = argparse.ArgumentParser(description='GNN baselines on Project Codenet data with Pytorch Geometrics')
+    parser.add_argument('--device', type=int, default=0,
+                        help='which gpu to use if any (default: 0)')
+    parser.add_argument('--gnn', type=str, default="gcn",
+                        help='GNN gin, gin-virtual, or gcn, or gcn-virtual (default: gcn), ...')
+    parser.add_argument('--drop_ratio', type=float, default=0,
+                        help='dropout ratio (default: 0)')
+    parser.add_argument('--num_layer', type=int, default=5,
+                        help='number of GNN message passing layers (default: 5)')
+    parser.add_argument('--emb_dim', type=int, default=300,
+                        help='dimensionality of hidden units in GNNs (default: 300)')
+    parser.add_argument('--feat_nums', type=str, default="",
+                        help='comma separated string containing number of categories per feature '
+                             '(default: "", meaning "let it be computed")')
+    parser.add_argument('--batch_size', type=int, default=80,
+                        help='input batch size for training (default: 128)')
+    parser.add_argument('--epochs', type=int, default=1000,
+                        help='number of epochs to train (default: 1000)')
+    parser.add_argument('--num_workers', type=int, default=0,
+                        help='number of workers (default: 0)')
+    parser.add_argument('--dataset', type=str, default="small", choices={"small","Java250", "Python800", "C++1000", "C++1400"},
+                        help='dataset name (default: python1k)')
+
+    parser.add_argument('--filename', type=str, default="test",
+                        help='filename to output result (default: test)')
+
+    parser.add_argument('--dir_data', type=str, default=os.path.join(PATH, 'data'),
+                        help='directory where data should be stored (default: REPOSITORY/data)')
+    parser.add_argument('--dir_results', type=str, default=os.path.join(PATH, 'results'),
+                        help='results directory (default: REPOSITORY/results)')
+    parser.add_argument('--dir_save', default=os.path.join(PATH, 'saved_models'),
+                        help='directory to save checkpoints in (default: REPOSITORY/saved_models)')
+    parser.add_argument('--checkpointing', default=0, type=int, choices=[0, 1],
+                        help='if you want to use checkpointing (1) or not (0) (default: 0)')
+    parser.add_argument('--checkpoint', default="",
+                        help='path of checkpoint if any')
+    parser.add_argument('--runs', default=10, type=int,
+                        help='number of runs (default: 10)')
+    parser.add_argument('--clip', default=0, type=float,
+                        help='clipping value if gradient clipping should be uses (default: 0) ')
+    parser.add_argument('--lr', default=1e-3, type=float,
+                        help='learning rate (default: 1e-3)')
+    parser.add_argument('--patience', default=20, type=float,
+                        help='patience (default: 20)')
+    ###
+
+    args = parser.parse_args()
+    device = torch.device("cuda:" + str(args.device)) if torch.cuda.is_available() else torch.device("cpu")
+
+    os.makedirs(args.dir_results, exist_ok=True)
+    os.makedirs(args.dir_save, exist_ok=True)
+
+    save_args(args, os.path.join(args.dir_results, "a_" + args.filename + '.csv'))
+
+    train_file = os.path.join(args.dir_results, 'd_' + args.filename + '.csv')
+    if not os.path.exists(train_file):
+        with open(train_file, 'w') as f:
+            f.write("run,e,loss,tr_acc,va_acc,te_acc\n")
+    res_file = os.path.join(args.dir_results, args.filename + '.csv')
+    if not os.path.exists(res_file):
+        with open(res_file, 'w') as f:
+            f.write("r,e,tr_acc,va_acc,te_acc\n")  # run, epoch, best results according to validation
+
+    ### dataloading and splitting
+    dataset = PygGraphPropPredDataset(name=args.dataset, root=os.path.abspath("../data") if args.dir_data is None else args.dir_data)
+    print("Data loading done!")
+    split_idx = dataset.get_idx_split()
+
+    assert dataset[0].num_node_features <= args.emb_dim
+
+    ### set the transform function
+    # augment_edge: add next-token edge as well as inverse edges. add edge attributes.
+    net = max(dataset.data.edge_type).item()+1 if hasattr(dataset.data, "edge_type") else 0
+    dataset.transform = transforms.Compose([lambda data: augment_edge(data, net)])
+
+    ### automatic acc evaluator. takes some dataset name as input
+    evaluator = Evaluator("ogbg-ppa")
+
+    edim = args.emb_dim
+    dims = []
+    dataset.data.x.abs_()  # ensure no negative -- should not be in there anyway
+    if not args.feat_nums:  # need to find out
+        for d in range(dataset.data.num_node_features):
+            dims += [max(dataset.data.x[:, d]).item() + 1]
+    else:
+        dims = [int(s) for s in args.feat_nums.split(",")]
+
+    ### Encode node features into emb_dim vectors.
+    node_encoder = ASTNodeEncoder(edim, max_depth=20, enc_dims=dims)
+
+    start_run = 1
+    checkpoint_fn = ""
+    train_results, valid_results, test_results = [], [], []     # on run level
+
+    if args.checkpointing and args.checkpoint:
+        s = args.checkpoint[:-3].split("_")
+        start_run = int(s[-2])
+        start_epoch = int(s[-1]) + 1
+
+        checkpoint_fn = os.path.join(args.dir_save, args.checkpoint)  # need to remove it in any case
+
+        if start_epoch > args.epochs:  # DISCARD checkpoint's model (ie not results), need a new model!
+            args.checkpoint = ""
+            start_run += 1
+
+            results = load_checkpoint_results(checkpoint_fn)
+            train_results, valid_results, test_results, train_curve, valid_curve, test_curve = results
+
+    # start
+    for run in range(start_run, args.runs + 1):
+        # run-specific settings & data splits
+        torch.manual_seed(run)
+        random.seed(run)
+        np.random.seed(run)
+        if torch.cuda.is_available():
+            torch.cuda.manual_seed(run)
+            torch.backends.cudnn.benchmark = True
+            # torch.backends.cudnn.deterministic = True
+            # torch.backends.cudnn.benchmark = False
+
+        n_devices = torch.cuda.device_count() if torch.cuda.device_count() > 0 else 1
+        train_loader = DataLoader(dataset[split_idx["train"]], batch_size=args.batch_size, shuffle=True,
+                                  num_workers = args.num_workers, n_devices=n_devices)
+        valid_loader = DataLoader(dataset[split_idx["valid"]], batch_size=args.batch_size, shuffle=False,
+                                  num_workers=args.num_workers, n_devices=n_devices)
+        test_loader = DataLoader(dataset[split_idx["test"]], batch_size=args.batch_size, shuffle=False,
+                                 num_workers=args.num_workers, n_devices=n_devices)
+
+        start_epoch = 1
+
+        # model etc.
+        model = init_model(args, node_encoder, numclass=dataset.num_classes, edge_attr_dim=net+2)
+
+        print("Let's use", torch.cuda.device_count(), "GPUs! -- DataParallel running also on CPU only")
+        device_ids = list(range(torch.cuda.device_count())) if torch.cuda.device_count() > 0 else None
+        model = DataParallel(model, device_ids)
+        model.to(device)
+
+        optimizer = optim.Adam(model.parameters(), lr=args.lr)
+
+        # overwrite some settings
+        if args.checkpointing and args.checkpoint:
+            # signal that it has been used
+            args.checkpoint = ""
+
+            results, start_epoch, model, optimizer = load_checkpoint(checkpoint_fn, model, optimizer)
+            train_results, valid_results, test_results, train_curve, valid_curve, test_curve = results
+            start_epoch += 1
+        else:
+            valid_curve, test_curve, train_curve = [], [], []
+
+        # start new epoch
+        for epoch in range(start_epoch, args.epochs + 1):
+            old_checkpoint_fn = checkpoint_fn
+            checkpoint_fn = '%s.pt' % os.path.join(args.dir_save, args.filename + "_" + str(run) + "_" + str(epoch))
+
+            print("=====Run {}, Epoch {}".format(run, epoch))
+            loss, train_perf = train(model, device, train_loader, optimizer, args, evaluator)
+            valid_perf = eval(model, device, valid_loader, evaluator)
+            test_perf = eval(model, device, test_loader, evaluator)
+
+            print({'Train': train_perf, 'Validation': valid_perf, 'Test': test_perf})
+            with open(train_file, 'a') as f:
+                f.write("{},{},{:.4f},{:.4f},{:.4f},{:.4f}\n".format(run, epoch, loss, train_perf[dataset.eval_metric], valid_perf[dataset.eval_metric], test_perf[dataset.eval_metric]))
+
+            train_curve.append(train_perf[dataset.eval_metric])
+            valid_curve.append(valid_perf[dataset.eval_metric])
+            test_curve.append(test_perf[dataset.eval_metric])
+
+            if args.checkpointing:
+                create_checkpoint(checkpoint_fn, epoch, model, optimizer, (train_results, valid_results, test_results, train_curve, valid_curve, test_curve))
+                if run > 1 or epoch > 1:
+                    remove_checkpoint(old_checkpoint_fn)
+
+            best_val_epoch = np.argmax(np.array(valid_curve))
+            if args.patience > 0 and best_val_epoch + 1 + args.patience < epoch:
+                print("Early stopping!")
+                break
+
+        print('Finished training for run {} !'.format(run)+"*"*20)
+        print('Best validation score: {}'.format(valid_curve[best_val_epoch]))
+        print('Test score: {}'.format(test_curve[best_val_epoch]))
+
+        with open(res_file, 'a') as f:
+            results = [run, best_val_epoch, train_curve[best_val_epoch], valid_curve[best_val_epoch],test_curve[best_val_epoch]]
+            f.writelines(",".join([str(v) for v in results]) + "\n")
+
+        train_results += [train_curve[best_val_epoch]]
+        valid_results += [valid_curve[best_val_epoch]]
+        test_results += [test_curve[best_val_epoch]]
+
+        results = list(summary_report(train_results)) + list(summary_report(valid_results)) + list(summary_report(test_results))
+        # with open(res_file, 'a') as f:
+        #     f.writelines(str(run)+ ",_," + ",".join([str(v) for v in results]) + "\n")
+        print(",".join([str(v) for v in results]))
+
+    results = list(summary_report(train_results)) + list(summary_report(valid_results)) + list(summary_report(test_results))
+    with open(res_file, 'a') as f:
+        f.writelines(str(run) + ",_," + ",".join([str(v) for v in results]) + "\n")
+        # print(",".join([str(v) for v in results]))
+
+    # we might want to add runs later
+    # if args.checkpointing:
+    #     remove_checkpoint(checkpoint_fn)
+
+
+def init_model(args, node_encoder, numclass=275, edge_attr_dim=2):
+    # this was only relevant for regression version
+    n, m = 1, 1
+    if args.gnn == 'gin':
+        model = GNN(num_vocab=n, max_seq_len=m, node_encoder=node_encoder,
+                    num_layer=args.num_layer, gnn_type='gin', emb_dim=args.emb_dim, drop_ratio=args.drop_ratio,
+                    virtual_node=False, num_class=numclass, edge_attr_dim=edge_attr_dim)
+    elif args.gnn == 'gin-virtual':
+        model = GNN(num_vocab=n, max_seq_len=m, node_encoder=node_encoder,
+                    num_layer=args.num_layer, gnn_type='gin', emb_dim=args.emb_dim, drop_ratio=args.drop_ratio,
+                    virtual_node=True, num_class=numclass, edge_attr_dim=edge_attr_dim)
+    elif args.gnn == 'gcn':
+        model = GNN(num_vocab=n, max_seq_len=m, node_encoder=node_encoder,
+                    num_layer=args.num_layer, gnn_type='gcn', emb_dim=args.emb_dim, drop_ratio=args.drop_ratio,
+                    virtual_node=False, num_class=numclass, edge_attr_dim=edge_attr_dim)
+    elif args.gnn == 'gcn-virtual':
+        model = GNN(num_vocab=n, max_seq_len=m, node_encoder=node_encoder,
+                    num_layer=args.num_layer, gnn_type='gcn', emb_dim=args.emb_dim, drop_ratio=args.drop_ratio,
+                    virtual_node=True, num_class=numclass, edge_attr_dim=edge_attr_dim)
+    else:
+        raise ValueError('Invalid GNN type')
+
+    return model
+
+
+if __name__ == "__main__":
+    main()
diff --git a/model-experiments/gnn-based-experiments/src/model/__init__.py b/model-experiments/gnn-based-experiments/src/model/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/model-experiments/gnn-based-experiments/src/model/conv.py b/model-experiments/gnn-based-experiments/src/model/conv.py
new file mode 100644
index 0000000..f6c7a74
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/model/conv.py
@@ -0,0 +1,243 @@
+# code from https://github.com/snap-stanford/ogb/blob/master/examples/graphproppred/code2/conv.py
+import torch
+from torch_geometric.nn import MessagePassing
+import torch.nn.functional as F
+from torch_geometric.nn import global_mean_pool, global_add_pool
+from torch_geometric.utils import degree
+
+import math
+
+### GIN convolution along the graph structure
+class GINConv(MessagePassing):
+    def __init__(self, emb_dim, edge_attr_dim):
+        '''
+            emb_dim (int): node embedding dimensionality
+        '''
+
+        super(GINConv, self).__init__(aggr = "add")
+
+        self.mlp = torch.nn.Sequential(torch.nn.Linear(emb_dim, 2*emb_dim), torch.nn.BatchNorm1d(2*emb_dim), torch.nn.ReLU(), torch.nn.Linear(2*emb_dim, emb_dim))
+        self.eps = torch.nn.Parameter(torch.Tensor([0]))
+        
+        # edge_attr is two dimensional after augment_edge transformation
+        self.edge_encoder = torch.nn.Linear(edge_attr_dim, emb_dim)
+
+    def forward(self, x, edge_index, edge_attr):
+        edge_embedding = self.edge_encoder(edge_attr)    
+        out = self.mlp((1 + self.eps) *x + self.propagate(edge_index, x=x, edge_attr=edge_embedding))
+    
+        return out
+
+    def message(self, x_j, edge_attr):
+        return F.relu(x_j + edge_attr)
+        
+    def update(self, aggr_out):
+        return aggr_out
+
+### GCN convolution along the graph structure
+class GCNConv(MessagePassing):
+    def __init__(self, emb_dim, edge_attr_dim):
+        super(GCNConv, self).__init__(aggr='add')
+
+        self.linear = torch.nn.Linear(emb_dim, emb_dim)
+        self.root_emb = torch.nn.Embedding(1, emb_dim)
+
+        # edge_attr is two dimensional after augment_edge transformation
+        self.edge_encoder = torch.nn.Linear(edge_attr_dim, emb_dim)
+
+    def forward(self, x, edge_index, edge_attr):
+        x = self.linear(x)
+        edge_embedding = self.edge_encoder(edge_attr)
+
+        row, col = edge_index
+
+        #edge_weight = torch.ones((edge_index.size(1), ), device=edge_index.device)
+        deg = degree(row, x.size(0), dtype = x.dtype) + 1
+        deg_inv_sqrt = deg.pow(-0.5)
+        deg_inv_sqrt[deg_inv_sqrt == float('inf')] = 0
+
+        norm = deg_inv_sqrt[row] * deg_inv_sqrt[col]
+
+        return self.propagate(edge_index, x=x, edge_attr = edge_embedding, norm=norm) + F.relu(x + self.root_emb.weight) * 1./deg.view(-1,1)
+
+    def message(self, x_j, edge_attr, norm):
+        return norm.view(-1, 1) * F.relu(x_j + edge_attr)
+
+    def update(self, aggr_out):
+        return aggr_out
+
+
+### GNN to generate node embedding
+class GNN_node(torch.nn.Module):
+    """
+    Output:
+        node representations
+    """
+    def __init__(self, num_layer, emb_dim, node_encoder, drop_ratio = 0.5, JK = "last", residual = False, gnn_type = 'gin', edge_attr_dim=2):
+        '''
+            emb_dim (int): node embedding dimensionality
+            num_layer (int): number of GNN message passing layers
+
+        '''
+
+        super(GNN_node, self).__init__()
+        self.num_layer = num_layer
+        self.drop_ratio = drop_ratio
+        self.JK = JK
+        ### add residual connection or not
+        self.residual = residual
+
+        if self.num_layer < 2:
+            raise ValueError("Number of GNN layers must be greater than 1.")
+
+        self.node_encoder = node_encoder
+
+        ###List of GNNs
+        self.convs = torch.nn.ModuleList()
+        self.batch_norms = torch.nn.ModuleList()
+
+        for layer in range(num_layer):
+            if gnn_type == 'gin':
+                self.convs.append(GINConv(emb_dim, edge_attr_dim))
+            elif gnn_type == 'gcn':
+                self.convs.append(GCNConv(emb_dim, edge_attr_dim))
+            else:
+                ValueError('Undefined GNN type called {}'.format(gnn_type))
+                
+            self.batch_norms.append(torch.nn.BatchNorm1d(emb_dim))
+
+    def forward(self, batched_data):
+        x, edge_index, edge_attr, node_depth, batch = batched_data.x, batched_data.edge_index, batched_data.edge_attr, batched_data.node_depth, batched_data.batch
+
+
+        ### computing input node embedding
+
+        h_list = [self.node_encoder(x, node_depth.view(-1,))]
+        for layer in range(self.num_layer):
+
+            h = self.convs[layer](h_list[layer], edge_index, edge_attr)
+            h = self.batch_norms[layer](h)
+
+            if layer == self.num_layer - 1:
+                #remove relu for the last layer
+                h = F.dropout(h, self.drop_ratio, training = self.training)
+            else:
+                h = F.dropout(F.relu(h), self.drop_ratio, training = self.training)
+
+            if self.residual:
+                h += h_list[layer]
+
+            h_list.append(h)
+
+        ### Different implementations of Jk-concat
+        if self.JK == "last":
+            node_representation = h_list[-1]
+        elif self.JK == "sum":
+            node_representation = 0
+            for layer in range(self.num_layer):
+                node_representation += h_list[layer]
+
+        return node_representation
+
+
+### Virtual GNN to generate node embedding
+class GNN_node_Virtualnode(torch.nn.Module):
+    """
+    Output:
+        node representations
+    """
+    def __init__(self, num_layer, emb_dim, node_encoder, drop_ratio = 0.5, JK = "last", residual = False, gnn_type = 'gin', edge_attr_dim=2):
+        '''
+            emb_dim (int): node embedding dimensionality
+        '''
+
+        super(GNN_node_Virtualnode, self).__init__()
+        self.num_layer = num_layer
+        self.drop_ratio = drop_ratio
+        self.JK = JK
+        ### add residual connection or not
+        self.residual = residual
+
+        if self.num_layer < 2:
+            raise ValueError("Number of GNN layers must be greater than 1.")
+
+        self.node_encoder = node_encoder
+
+        ### set the initial virtual node embedding to 0.
+        self.virtualnode_embedding = torch.nn.Embedding(1, emb_dim)
+        torch.nn.init.constant_(self.virtualnode_embedding.weight.data, 0)
+
+        ### List of GNNs
+        self.convs = torch.nn.ModuleList()
+        ### batch norms applied to node embeddings
+        self.batch_norms = torch.nn.ModuleList()
+
+        ### List of MLPs to transform virtual node at every layer
+        self.mlp_virtualnode_list = torch.nn.ModuleList()
+
+        for layer in range(num_layer):
+            if gnn_type == 'gin':
+                self.convs.append(GINConv(emb_dim, edge_attr_dim))
+            elif gnn_type == 'gcn':
+                self.convs.append(GCNConv(emb_dim, edge_attr_dim))
+            else:
+                ValueError('Undefined GNN type called {}'.format(gnn_type))
+
+            self.batch_norms.append(torch.nn.BatchNorm1d(emb_dim))
+
+        for layer in range(num_layer - 1):
+            self.mlp_virtualnode_list.append(torch.nn.Sequential(torch.nn.Linear(emb_dim, 2*emb_dim), torch.nn.BatchNorm1d(2*emb_dim), torch.nn.ReLU(), \
+                                                    torch.nn.Linear(2*emb_dim, emb_dim), torch.nn.BatchNorm1d(emb_dim), torch.nn.ReLU()))
+
+
+    def forward(self, batched_data):
+
+        x, edge_index, edge_attr, node_depth, batch = batched_data.x, batched_data.edge_index, batched_data.edge_attr, batched_data.node_depth, batched_data.batch
+
+        ### virtual node embeddings for graphs
+        virtualnode_embedding = self.virtualnode_embedding(torch.zeros(batch[-1].item() + 1).to(edge_index.dtype).to(edge_index.device))
+
+        h_list = [self.node_encoder(x, node_depth.view(-1,))]
+        for layer in range(self.num_layer):
+            ### add message from virtual nodes to graph nodes
+            h_list[layer] = h_list[layer] + virtualnode_embedding[batch]
+
+            ### Message passing among graph nodes
+            h = self.convs[layer](h_list[layer], edge_index, edge_attr)
+
+            h = self.batch_norms[layer](h)
+            if layer == self.num_layer - 1:
+                #remove relu for the last layer
+                h = F.dropout(h, self.drop_ratio, training = self.training)
+            else:
+                h = F.dropout(F.relu(h), self.drop_ratio, training = self.training)
+
+            if self.residual:
+                h = h + h_list[layer]
+
+            h_list.append(h)
+
+            ### update the virtual nodes
+            if layer < self.num_layer - 1:
+                ### add message from graph nodes to virtual nodes
+                virtualnode_embedding_temp = global_add_pool(h_list[layer], batch) + virtualnode_embedding
+                ### transform virtual nodes using MLP
+
+                if self.residual:
+                    virtualnode_embedding = virtualnode_embedding + F.dropout(self.mlp_virtualnode_list[layer](virtualnode_embedding_temp), self.drop_ratio, training = self.training)
+                else:
+                    virtualnode_embedding = F.dropout(self.mlp_virtualnode_list[layer](virtualnode_embedding_temp), self.drop_ratio, training = self.training)
+
+        ### Different implementations of Jk-concat
+        if self.JK == "last":
+            node_representation = h_list[-1]
+        elif self.JK == "sum":
+            node_representation = 0
+            for layer in range(self.num_layer):
+                node_representation += h_list[layer]
+        
+        return node_representation
+
+
+if __name__ == "__main__":
+    pass
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/src/model/gnn.py b/model-experiments/gnn-based-experiments/src/model/gnn.py
new file mode 100644
index 0000000..2845614
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/model/gnn.py
@@ -0,0 +1,98 @@
+# code form https://github.com/snap-stanford/ogb/blob/master/examples/graphproppred/code2/gnn.py
+import torch
+from torch_geometric.nn import MessagePassing
+from torch_geometric.nn import global_add_pool, global_mean_pool, global_max_pool, GlobalAttention, Set2Set
+import torch.nn.functional as F
+from torch_geometric.nn.inits import uniform
+
+from src.model.conv import GNN_node, GNN_node_Virtualnode
+
+from torch_scatter import scatter_mean
+
+class GNN(torch.nn.Module):
+
+    def __init__(self, num_vocab, max_seq_len, node_encoder, num_layer = 5, emb_dim = 300, 
+                    gnn_type = 'gin', virtual_node = True, residual = False, drop_ratio = 0.5, JK = "last", graph_pooling = "mean", num_class=0, edge_attr_dim=2):
+        '''
+            num_tasks (int): number of labels to be predicted
+            virtual_node (bool): whether to add virtual node or not
+        '''
+
+        super(GNN, self).__init__()
+
+        self.num_class = num_class # if we do classification
+        self.num_layer = num_layer
+        self.drop_ratio = drop_ratio
+        self.JK = JK
+        self.emb_dim = emb_dim
+        self.num_vocab = num_vocab
+        self.max_seq_len = max_seq_len
+        self.graph_pooling = graph_pooling
+
+        if self.num_layer < 2:
+            raise ValueError("Number of GNN layers must be greater than 1.")
+
+        ### GNN to generate node embeddings
+        if virtual_node:
+            self.gnn_node = GNN_node_Virtualnode(num_layer, emb_dim, node_encoder, JK = JK, drop_ratio = drop_ratio, residual = residual, gnn_type = gnn_type, edge_attr_dim=edge_attr_dim)
+        else:
+            self.gnn_node = GNN_node(num_layer, emb_dim, node_encoder, JK = JK, drop_ratio = drop_ratio, residual = residual, gnn_type = gnn_type, edge_attr_dim=edge_attr_dim)
+
+
+        ### Pooling function to generate whole-graph embeddings
+        if self.graph_pooling == "sum":
+            self.pool = global_add_pool
+        elif self.graph_pooling == "mean":
+            self.pool = global_mean_pool
+        elif self.graph_pooling == "max":
+            self.pool = global_max_pool
+        elif self.graph_pooling == "attention":
+            self.pool = GlobalAttention(gate_nn = torch.nn.Sequential(torch.nn.Linear(emb_dim, 2*emb_dim), torch.nn.BatchNorm1d(2*emb_dim), torch.nn.ReLU(), torch.nn.Linear(2*emb_dim, 1)))
+        elif self.graph_pooling == "set2set":
+            self.pool = Set2Set(emb_dim, processing_steps = 2)
+        else:
+            raise ValueError("Invalid graph pooling type.")
+
+        self.graph_pred_linear_list = torch.nn.ModuleList()
+
+        if self.num_class > 0:
+            if graph_pooling == "set2set":
+                self.graph_pred_linear = torch.nn.Linear(2*self.emb_dim, self.num_class)
+            else:
+                self.graph_pred_linear = torch.nn.Linear(self.emb_dim, self.num_class)
+        else:
+            if graph_pooling == "set2set":
+                for i in range(max_seq_len):
+                     self.graph_pred_linear_list.append(torch.nn.Linear(2*emb_dim, self.num_vocab))
+
+            else:
+                if self.num_vocab == 1:
+                    self.graph_pred_linear_list.append(torch.nn.Sequential(
+                        torch.nn.Linear(emb_dim, self.num_vocab), torch.nn.ReLU()))
+                else:
+                    for i in range(max_seq_len):
+                         self.graph_pred_linear_list.append(torch.nn.Linear(emb_dim, self.num_vocab))
+
+
+    def forward(self, batched_data):
+        '''
+            Return:
+                A list of predictions.
+                i-th element represents prediction at i-th position of the sequence.
+        '''
+
+        h_node = self.gnn_node(batched_data)
+
+        h_graph = self.pool(h_node, batched_data.batch)
+
+        if self.num_class > 0:
+            return self.graph_pred_linear(h_graph)
+
+        pred_list = []
+        for i in range(self.max_seq_len):
+            pred_list.append(self.graph_pred_linear_list[i](h_graph))
+
+        return pred_list
+
+if __name__ == '__main__':
+    pass
\ No newline at end of file
diff --git a/model-experiments/gnn-based-experiments/src/utils.py b/model-experiments/gnn-based-experiments/src/utils.py
new file mode 100644
index 0000000..c616318
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/utils.py
@@ -0,0 +1,103 @@
+# adapted https://github.com/snap-stanford/ogb/blob/master/examples/graphproppred/code2/utils.py
+import torch
+
+
+class ASTNodeEncoder(torch.nn.Module):
+    '''
+        Input:
+            x: default node feature.
+            depth: The depth of the node in the AST.
+
+        Output:
+            emb_dim-dimensional vector
+
+    '''
+    def __init__(self, emb_dim, max_depth, enc_dims=[]):
+        super(ASTNodeEncoder, self).__init__()
+
+        self.max_depth = max_depth
+        if enc_dims:
+            edim = emb_dim//(len(enc_dims) + 1)
+            l = [torch.nn.Embedding(n, edim) for n in enc_dims]
+            self.embs = torch.nn.ModuleList(l)
+            rest = emb_dim - (edim * (len(enc_dims) + 1))
+            self.depth_encoder = torch.nn.Embedding(self.max_depth + 1, edim+rest)
+        else:
+            self.embs = None
+            self.depth_encoder = torch.nn.Embedding(self.max_depth + 1, emb_dim)
+
+
+    def forward(self, x, depth):
+        depth[depth > self.max_depth] = self.max_depth
+        if self.embs is None:
+            return torch.cat([x, self.depth_encoder(depth)], dim=-1)
+        return torch.cat([enc(x[:, i]) for i, enc in enumerate(self.embs)]+[self.depth_encoder(depth)], dim=-1)
+
+
+# VT: with ourgraphs the below "AST" edges etc do not have to be AST edges but may be arbitray (data flow etc)
+def augment_edge(data, num_edge_type):
+    '''
+        Input:
+            data: PyG data object
+        Output:
+            data (edges are augmented in the following ways):
+                data.edge_index: Added next-token edge. The inverse edges were also added.
+                data.edge_attr (torch.Long):
+                    data.edge_attr[:,0]: whether it is a graph edge (0) for next-token edge (1)
+                    data.edge_attr[:,1]: whether it is original direction (0) or inverse direction (1)
+                    IF IN DATA: n types for graph edges
+                    data.edge_attr[:, 1+n]: types, n > 0
+
+    '''
+    if num_edge_type > 0:  # hasattr(data, "edge_type"):
+        # num_edge_type = max(data.edge_type).item()+1
+        idx = data.edge_type  ##.view(-1, 1)
+        edge_type = torch.zeros(idx.size()[0], num_edge_type).scatter_(1, idx, 1)
+        # y_one_hot = y_one_hot.view(*y.shape, -1)
+    else:
+        # num_edge_type = 0
+        edge_type = torch.zeros(data.edge_index.size()[1], 0)
+    # print(num_edge_type)
+
+    ##### AST edge
+    edge_index_ast = data.edge_index
+    edge_attr_ast = torch.zeros((edge_index_ast.size(1), 2))
+    if num_edge_type:
+        edge_attr_ast = torch.cat([edge_attr_ast, edge_type], dim=-1)
+
+    ##### Inverse AST edge
+    edge_index_ast_inverse = torch.stack([edge_index_ast[1], edge_index_ast[0]], dim = 0)
+    edge_attr_ast_inverse = torch.cat([torch.zeros(edge_index_ast_inverse.size(1), 1), torch.ones(edge_index_ast_inverse.size(1), 1)], dim = 1)
+    if num_edge_type:
+        edge_attr_ast_inverse = torch.cat([edge_attr_ast_inverse, edge_type], dim=-1)
+
+    ##### Next-token edge
+
+    ## Obtain attributed nodes and get their indices in dfs order
+    # attributed_node_idx = torch.where(data.node_is_attributed.view(-1,) == 1)[0]
+    # attributed_node_idx_in_dfs_order = attributed_node_idx[torch.argsort(data.node_dfs_order[attributed_node_idx].view(-1,))]
+
+    ## Since the nodes are already sorted in dfs ordering in our case, we can just do the following.
+    attributed_node_idx_in_dfs_order = torch.where(data.node_is_attributed.view(-1,) == 1)[0]
+
+    ## build next token edge
+    # Given: attributed_node_idx_in_dfs_order
+    #        [1, 3, 4, 5, 8, 9, 12]
+    # Output:
+    #    [[1, 3, 4, 5, 8, 9]
+    #     [3, 4, 5, 8, 9, 12]
+    edge_index_nextoken = torch.stack([attributed_node_idx_in_dfs_order[:-1], attributed_node_idx_in_dfs_order[1:]], dim = 0)
+    edge_attr_nextoken = torch.cat([torch.ones(edge_index_nextoken.size(1), 1), torch.zeros(edge_index_nextoken.size(1), 1+num_edge_type)], dim = 1)
+
+
+    ##### Inverse next-token edge
+    edge_index_nextoken_inverse = torch.stack([edge_index_nextoken[1], edge_index_nextoken[0]], dim = 0)
+    edge_attr_nextoken_inverse = torch.ones((edge_index_nextoken.size(1), 2))
+    if num_edge_type:
+        edge_attr_nextoken_inverse = torch.cat([edge_attr_nextoken_inverse, torch.zeros(edge_index_nextoken.size(1), num_edge_type)], dim = 1)
+
+
+    data.edge_index = torch.cat([edge_index_ast, edge_index_ast_inverse, edge_index_nextoken, edge_index_nextoken_inverse], dim = 1)
+    data.edge_attr = torch.cat([edge_attr_ast,   edge_attr_ast_inverse, edge_attr_nextoken,  edge_attr_nextoken_inverse], dim = 0)
+
+    return data
diff --git a/model-experiments/gnn-based-experiments/src/utils_file.py b/model-experiments/gnn-based-experiments/src/utils_file.py
new file mode 100644
index 0000000..64a8a32
--- /dev/null
+++ b/model-experiments/gnn-based-experiments/src/utils_file.py
@@ -0,0 +1,40 @@
+import os
+import torch
+import statistics
+
+
+def save_args(args, fn):
+    with open(fn, 'w') as f:
+        for k, v in args.__dict__.items():
+            f.write("{},{}\n".format(k, v))
+    print("saved args:", args)
+
+
+def summary_report(val_list):
+    return sum(val_list)/len(val_list), statistics.stdev(val_list) if len(val_list) > 1 else 0
+
+
+def create_checkpoint(checkpoint_fn, epoch, model, optimizer, results):
+    checkpoint = {"epoch": epoch,
+                  "model": model.state_dict(),
+                  "optimizer": optimizer.state_dict(),
+                  "results": results}
+    torch.save(checkpoint, checkpoint_fn)
+
+
+def remove_checkpoint(checkpoint_fn):
+    os.remove(checkpoint_fn)
+
+
+def load_checkpoint(checkpoint_fn, model, optimizer):
+    checkpoint = torch.load(checkpoint_fn)
+    model.load_state_dict(checkpoint['model'])
+    optimizer.load_state_dict(checkpoint['optimizer'])
+
+    return checkpoint['results'], checkpoint['epoch'], model, optimizer
+
+
+def load_checkpoint_results(checkpoint_fn):
+    checkpoint = torch.load(checkpoint_fn)
+    return checkpoint['results']
+
diff --git a/model-experiments/masked-language-model/Makefile b/model-experiments/masked-language-model/Makefile
new file mode 100644
index 0000000..bad6ffd
--- /dev/null
+++ b/model-experiments/masked-language-model/Makefile
@@ -0,0 +1,15 @@
+# Copyright IBM Corporation 2020
+# Written by Geert Janssen <geert@us.ibm.com>
+
+
+# Convert dot to png:
+%.png: %.dot
+	dot -Tpng -o $@ $<
+
+# Convert dot to pdf:
+%.pdf: %.dot
+	dot -Tpdf -o $@ $<
+
+.PHONY: clean
+clean:
+	-rm -f *.o *.png
diff --git a/model-experiments/masked-language-model/README.md b/model-experiments/masked-language-model/README.md
new file mode 100644
index 0000000..3413328
--- /dev/null
+++ b/model-experiments/masked-language-model/README.md
@@ -0,0 +1,151 @@
+# A Masked Language Model using Keras MultiHeadAttention for CodeNet
+
+## Introduction
+
+This experiment investigates whether a popular attention model to
+construct a masked language model (MLM) can be used for source code
+instead of natural language sentences. We here closely follow the
+approach by Ankur Singh documented in his
+[blog](https://keras.io/examples/nlp/masked_language_modeling).
+
+The goal of the model is to be able to infer the correct token for a
+masked out token (or blank) at an arbitrary position in the source text.
+We will use the special token literal `[mask]` to represent the masked
+out token. We assume that in the test set precisely one token
+is randomly masked per sample. The original token at that position is
+then the golden label, or ground truth.
+
+## Dataset
+
+The CodeNet dataset consist of a large (11 million) collection of
+submissions in various programming languages to problems posed on
+online judging sites. The submissions are typically small, complete
+programs in a single source file. There are 1000s of problems in this
+dataset.
+
+We extract a selection of C programming language files from the
+CodeNet dataset for training and evaluation:
+
+| Aspect              | Value |
+| ------------------- | ----- |
+| purpose             | training |
+| submission status   | Accepted |
+| smallest size       | 200 bytes |
+| largest size        | 500 bytes |
+| samples per problem | at most 100 |
+| problems            | 0-3417 |
+| total samples       | 50,000 |
+
+Notice that the training and evaluation are derived from
+non-overlapping sets of problems. It might also be interesting to see
+what happens when a different split is made, e.g. by selecting 110
+submissions from each problem and using 100 for training and the rest
+for evaluation.
+
+| Aspect              | Value |
+| ------------------- |------ |
+| purpose             | evaluation |
+| submission status   | Accepted |
+| smallest size       | 200 bytes |
+| largest size        | 500 bytes |
+| samples per problem | at most 100 |
+| problems            | 3418-3636 |
+| total samples       | 5,000 |
+
+## Data preparation
+
+Each C file is tokenized into a vocabulary of 414 distinct tokens:
+
+| Type           | Count | Description |
+| -------------- | ----: | -- |
+|the keyword     |    95 | all C++20 reserved words |
+|the function    |   279 | function names in common header files |
+|the identifier  |    18 | standard identifiers, like stderr, etc. |
+|the punctuator  |    15 | small set of punctuation symbols |
+|# or ##         |     2 | the 2 C preprocessor symbols |
+|the token class |     5 | one of: identifier, number, operator, character, string |
+
+By _the keyword_, _the function_ and so on, we mean the actual keyword
+or function literal, like `while` for a keyword and `strlen` for a function.
+The tokens are output on a single line separated by spaces.
+It turns out that our training set overall uses 174 out of the 414
+possible tokens; not all keywords and standard functions are used presumably.
+
+This code snippet:
+```C
+for (i = 0; i < strlen(s); i++) {}
+```
+
+will be converted to (wrapped here to fit on the line):
+```C
+for ( identifier = number ; identifier < strlen ( identifier ) ;
+identifier operator ) { }
+```
+
+The tokenized source files are read into a pandas dataframe and
+processed by the Keras TextVectorization layer to extract a vocabulary
+and encode all token lines into vocabulary indices. Index 0 is
+reserved for padding; index 1 is the `<UNK>` value for Out-Of-Vocabulary
+tokens (not used in our case since the input vocabulary is of fixed
+size); the last index (least frequent position) is dedicated to encode
+the special `[mask]` token. Each sample will have a fixed token length
+of 256. The average number of tokens per sample across the training
+set is 131. Short samples are padded with 0 and too large ones are
+simply truncated. The same operations will be applied to the test set.
+
+## Model
+
+As mentioned above, the BERT-like model is copied from the Keras
+example "End-to-end Masked Language Modeling with BERT" by Ankur Singh, implemented in this [colab Python notebook](https://colab.research.google.com/github/keras-team/keras-io/blob/master/examples/nlp/ipynb/masked_language_modeling.ipynb)
+
+The model architecture is depicted in Figure 1 below.
+
+<!--
+<p align="center">
+  <img src="http://github.com/codenet_mlm_model.png" alt="BERT-like MLM for CodeNet" width="50%">
+</p>
+-->
+
+![BERT-like MLM for CodeNet =50x](codenet_mlm_model.png)
+
+(Unfortunately the Keras `plot_model` function has a bug: the positional
+embedding node is missing and some edges as well, in particular the `dropout`
+nodes should not be leaf nodes but connect to the `add` operations as their
+second operand. All this has been corrected by hand here.)
+
+## Training
+
+The model is trained with 50,000 samples in batches of 32 (1562
+batches per epoch) over 5 epochs with a learning rate of 0.001 using the
+Adam optimizer.
+
+## Evaluation
+
+We evaluate the trained model on a test set of 5,000 samples taken
+from problems not considered for the training set. Each sample is
+preprocessed in the same way as the training samples and one token
+(never a padding!) is arbitrarily replaced by the `[mask]`. Then a
+prediction is generated and the top 1 and top 5 results are compared
+with the expected value. The achieved accuracies are:
+
+```
+top-1 accuracy: 0.9434
+top-5 accuracy: 0.9986
+```
+
+# References
+
+> <a id="1">[1]</a>
+Ankur Singh,
+["End-to-end Masked Language Modeling with BERT"](https://keras.io/examples/nlp/masked_language_modeling)
+
+> <a id="2">[2]</a>
+[CodeXGLUE -- Code Completion (token level)](https://github.com/microsoft/CodeXGLUE/tree/main/Code-Code/CodeCompletion-token)
+
+> <a id="3">[3]</a>
+[AllenNLP Demo on Masked Language Modeling](https://demo.allennlp.org/masked-lm)
+
+> <a id="4">[4]</a>
+Zhangyin Feng, Daya Guo, Duyu Tang, Nan Duan, Xiaocheng Feng, Ming Gong,
+Linjun Shou, Bing Qin, Ting Liu, Daxin Jiang, Ming Zhou,
+[CodeBERT: A Pre-Trained Model for Programming and Natural Languages](https://arxiv.org/abs/2002.08155)
diff --git a/model-experiments/masked-language-model/codenet_mlm_model.png b/model-experiments/masked-language-model/codenet_mlm_model.png
new file mode 100644
index 0000000..a04704d
Binary files /dev/null and b/model-experiments/masked-language-model/codenet_mlm_model.png differ
diff --git a/model-experiments/masked-language-model/infer.py b/model-experiments/masked-language-model/infer.py
new file mode 100644
index 0000000..b0052f1
--- /dev/null
+++ b/model-experiments/masked-language-model/infer.py
@@ -0,0 +1,116 @@
+#!/usr/bin/env python
+
+# Copyright (c) 2020 IBM Corp. - Geert Janssen <geert@us.ibm.com>
+
+import os
+#0 = all messages are logged (default behavior)
+#1 = INFO messages are not printed
+#2 = INFO and WARNING messages are not printed
+#3 = INFO, WARNING, and ERROR messages are not printed
+os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' 
+import tensorflow as tf
+from tensorflow import keras
+import numpy as np
+from pprint import pprint
+from dataclasses import dataclass
+import re
+
+@dataclass
+class Config:
+    MAX_LEN = 256               # length of each input sample
+    BATCH_SIZE = 32             # batch size
+    LR = 0.001                  # learning rate
+    VOCAB_SIZE = 512            # max number of words in vocabulary
+    EMBED_DIM = 128             # word embedding vector size
+    NUM_HEAD = 8                # used in bert model
+    FF_DIM = 128                # feedforward; used in bert model
+    NUM_LAYERS = 1              # number of BERT module layers
+
+config = Config()
+
+class MaskedLanguageModel(tf.keras.Model):
+    pass
+
+# Load pretrained bert model
+mlm_model = keras.models.load_model(
+    "bert_mlm_codenet.h5", custom_objects={"MaskedLanguageModel": MaskedLanguageModel}
+)
+mlm_model.trainable = False
+#mlm_model.summary()
+
+# Get the vocabulary:
+import pickle
+with open("vocabulary.pkl", "rb") as f:
+    vocabulary = pickle.load(f)
+
+# token<->id mappings as dicts:
+id2token = dict(enumerate(vocabulary))
+token2id = {y: x for x, y in id2token.items()}
+mask_token_id = len(vocabulary)-1
+print("mask_token_id:", mask_token_id)
+
+# Mimick the TextVectorization tokenization.
+def tokenize(text):
+    # split at ' '
+    return text.split()
+
+# Turns text into list of vocabulary indices.
+def encode(text):
+    R = [0] * config.MAX_LEN # all padding
+    text = tokenize(text)
+    for i in range(len(text)):
+        w = text[i]
+        if w in token2id:
+            R[i] = token2id[w]
+        else:
+            R[i] = 1 # OOV: [UNK]
+    return np.array(R)
+
+# Opposite of encode: restores text string from token ids.
+def decode(tokens):
+    return " ".join([id2token[t] for t in tokens if t != 0])
+
+# Do predictions:
+def predict(text):
+    sample = np.reshape(encode(text), (1, config.MAX_LEN))
+    print("sample.shape:", sample.shape) #(1, 256)
+    prediction = mlm_model.predict(sample)
+    print("prediction.shape:", prediction.shape) #(1, 256, 512)
+
+    # position of token2id['[mask]'] in list:
+    masked_index = np.where(sample == mask_token_id)[1][0]
+    print("masked_index:", masked_index)
+    # all substitute word probabilities:
+    mask_prediction = prediction[0][masked_index]
+    #mask_prediction.shape = (512,)
+    top_k = 1
+    # word indices with top-k highest probabilities:
+    # Trick: negate array so order is reversed:
+    #top_indices = (-mask_prediction).argsort()[0:top_k]
+    top_indices = mask_prediction.argsort()[-top_k:][::-1]
+    # probabilities of the top_k
+    values = mask_prediction[top_indices]
+
+    for i in range(len(top_indices)):
+        w = id2token[top_indices[i]]
+        v = values[i]
+        # fill in the blank:
+        #tokens = np.copy(sample[0])
+        #tokens[masked_index] = p
+        result = {
+            "input_text": text,
+            # better use original text:
+            "prediction": text.replace('[mask]', w),
+            "probability": v,
+            #"predicted mask token": w,
+        }
+        pprint(result)
+
+# Read a sentence from stdin, 1 per line:
+import sys
+
+if sys.stdin.isatty():
+    print("Enter a line of C tokens with [mask] replacing some token:")
+for line in sys.stdin:
+    line = line.rstrip()
+    predict(line)
diff --git a/model-experiments/masked-language-model/model_arc_half.jpg b/model-experiments/masked-language-model/model_arc_half.jpg
new file mode 100644
index 0000000..fb50dac
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diff --git a/model-experiments/masked-language-model/pos_enc.py b/model-experiments/masked-language-model/pos_enc.py
new file mode 100644
index 0000000..ef51782
--- /dev/null
+++ b/model-experiments/masked-language-model/pos_enc.py
@@ -0,0 +1,35 @@
+#!/usr/bin/env python
+
+# Copyright (c) 2020 IBM Corp. - Geert Janssen <geert@us.ibm.com>
+
+import numpy as np
+import matplotlib.pyplot as plt
+
+tokens = 256
+dimensions = 128
+
+def get_pos_encoding_matrix(max_len, d_emb):
+    pos_enc = np.array(
+        [
+            [pos / np.power(10000, 2 * (j // 2) / d_emb) for j in range(d_emb)]
+            if pos != 0
+            else np.zeros(d_emb)
+            for pos in range(max_len)
+        ]
+    )
+    #print("pos_enc.shape:", pos_enc.shape) # (256,128)
+    # 0::2 means start at 0 and step 2 (all even)
+    pos_enc[1:, 0::2] = np.sin(pos_enc[1:, 0::2])  # dim 2i
+    pos_enc[1:, 1::2] = np.cos(pos_enc[1:, 1::2])  # dim 2i+1
+    return pos_enc
+
+pos_encoding = get_pos_encoding_matrix(tokens, dimensions)
+
+plt.figure(figsize=(12,8))
+plt.pcolormesh(pos_encoding, cmap='viridis')
+plt.xlabel('Embedding Dimensions')
+plt.xlim((0, dimensions))
+plt.ylim((tokens,0))
+plt.ylabel('Token Position')
+plt.colorbar()
+plt.show()
diff --git a/model-experiments/masked-language-model/positional_encoding.png b/model-experiments/masked-language-model/positional_encoding.png
new file mode 100644
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diff --git a/model-experiments/masked-language-model/test.py b/model-experiments/masked-language-model/test.py
new file mode 100644
index 0000000..8aaab70
--- /dev/null
+++ b/model-experiments/masked-language-model/test.py
@@ -0,0 +1,142 @@
+#!/usr/bin/env python
+
+# Copyright (c) 2020 IBM Corp. - Geert Janssen <geert@us.ibm.com>
+
+import os
+#0 = all messages are logged (default behavior)
+#1 = INFO messages are not printed
+#2 = INFO and WARNING messages are not printed
+#3 = INFO, WARNING, and ERROR messages are not printed
+os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' 
+import tensorflow as tf
+from tensorflow import keras
+import numpy as np
+from dataclasses import dataclass
+import glob
+import re
+import random
+
+@dataclass
+class Config:
+    MAX_LEN = 256               # length of each input sample
+    BATCH_SIZE = 32             # batch size
+    LR = 0.001                  # learning rate
+    VOCAB_SIZE = 512            # max number of words in vocabulary
+    EMBED_DIM = 128             # word embedding vector size
+    NUM_HEAD = 8                # used in bert model
+    FF_DIM = 128                # feedforward; used in bert model
+    NUM_LAYERS = 1              # number of BERT module layers
+
+config = Config()
+
+class MaskedLanguageModel(tf.keras.Model):
+    pass
+
+# Load pretrained bert model
+mlm_model = keras.models.load_model(
+    "bert_mlm_codenet.h5", custom_objects={"MaskedLanguageModel": MaskedLanguageModel}
+)
+mlm_model.trainable = False
+#mlm_model.summary()
+
+# Get the vocabulary:
+import pickle
+with open("vocabulary.pkl", "rb") as f:
+    vocabulary = pickle.load(f)
+
+# token<->id mappings as dicts:
+id2token = dict(enumerate(vocabulary))
+token2id = {y: x for x, y in id2token.items()}
+mask_token_id = len(vocabulary)-1
+#print("mask_token_id:", mask_token_id)
+
+# Every sample contains a single line of text.
+# Returns list of strings.
+def get_text_list_from_files(files):
+    text_list = []
+    for name in files:
+        with open(name) as f:
+            for line in f:
+                text_list.append(line)
+    return text_list
+
+# Compose the full path names to the token files.
+def get_data_from_text_files(folder_name):
+    files = glob.glob(folder_name + "/*.toks")
+    texts = get_text_list_from_files(files)
+    return texts
+
+tests = get_data_from_text_files("test")
+
+# Mimick the TextVectorization tokenization.
+def tokenize(text):
+    # split at ' '
+    return text.split()
+
+# Turns text into list of vocabulary indices.
+def encode(text):
+    R = [0] * config.MAX_LEN # all padding
+    text = tokenize(text)
+    ntoks = len(text)
+    if ntoks > config.MAX_LEN:
+        ntoks = config.MAX_LEN
+        text = text[:ntoks]
+    # pick random position (never a padding):
+    k = random.randint(0, ntoks-1)
+    golden = 0
+    for i in range(len(text)):
+        w = text[i]
+        if w in token2id:
+            R[i] = token2id[w]
+        else:
+            R[i] = 1 # OOV: [UNK]
+        if i == k:
+            #golden = w
+            golden = R[i]
+            #print("k:", k, "golden:", golden)
+            R[i] = mask_token_id
+    return k, golden, np.array(R)
+
+def predict(text):
+    k, golden, R = encode(text)
+    sample = np.reshape(R, (1, config.MAX_LEN))
+    #print("sample.shape:", sample.shape) #(1, 256)
+    prediction = mlm_model.predict(sample)
+    #print("prediction.shape:", prediction.shape) #(1, 256, 512)
+
+    # position of token2id['[mask]'] in list:
+    masked_index = k
+    #print("masked_index:", masked_index)
+    # all substitute word probabilities:
+    mask_prediction = prediction[0][masked_index]
+    # word indices with top-k highest probabilities:
+    top_k = 5
+    # Trick: negate array so order is reversed:
+    #top_indices = (-mask_prediction).argsort()[0:top_k]
+    top_indices = mask_prediction.argsort()[-top_k:][::-1]
+    # probabilities of the top_k
+    values = mask_prediction[top_indices]
+    correct_top1 = top_indices[0] == golden
+    correct_top5 = False
+    for i in range(len(top_indices)):
+        if top_indices[i] == golden:
+            correct_top5 = True
+            break
+    return correct_top1, correct_top5
+
+# enumerate all tests
+correct_top1 = 0
+correct_top5 = 0
+num_tests = 0
+for test in tests:
+    for i in range(10):
+        # predict and check
+        top1, top5 = predict(test)
+        if top1:
+            correct_top1+=1
+        if top5:
+            correct_top5+=1
+        num_tests+=1
+
+print("top-1 accuracy:", correct_top1/num_tests);
+print("top-5 accuracy:", correct_top5/num_tests);
diff --git a/model-experiments/masked-language-model/train.py b/model-experiments/masked-language-model/train.py
new file mode 100644
index 0000000..6200dc7
--- /dev/null
+++ b/model-experiments/masked-language-model/train.py
@@ -0,0 +1,359 @@
+#!/usr/bin/env python
+
+# Copyright (c) 2020 IBM Corp. - Geert Janssen <geert@us.ibm.com>
+
+# Based on: masked_language_modeling.py
+# https://keras.io/examples/nlp/masked_language_modeling/
+# Fixed spelling errors in messages and comments.
+
+# Preparation on dyce2:
+# virtualenv --system-site-packages tf-nightly
+# source tf-nightly/bin/activate
+# pip install tf-nightly
+# pip install dataclasses
+# pip install pandas
+# pip install pydot
+# Results in TF 2.5.0 using the available CUDA 11
+
+import os
+#0 = all messages are logged (default behavior)
+#1 = INFO messages are not printed
+#2 = INFO and WARNING messages are not printed
+#3 = INFO, WARNING, and ERROR messages are not printed
+os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' 
+import tensorflow as tf
+from tensorflow import keras
+from tensorflow.keras import layers
+from tensorflow.keras.layers.experimental.preprocessing import TextVectorization
+from dataclasses import dataclass
+import pandas as pd
+import numpy as np
+import glob
+import re
+from pprint import pprint
+
+@dataclass
+class Config:
+    MAX_LEN = 256               # length of each input sample in tokens
+    BATCH_SIZE = 32             # batch size
+    LR = 0.001                  # learning rate
+    VOCAB_SIZE = 512            # max number of words in vocabulary
+    EMBED_DIM = 128             # word embedding vector size
+    NUM_HEAD = 8                # used in bert model
+    FF_DIM = 128                # feedforward; used in bert model
+    NUM_LAYERS = 1              # number of BERT module layers
+
+config = Config()
+
+# Every sample file contains a single line of text.
+# Returns these lines as a list of strings.
+def get_text_list_from_files(files):
+    text_list = []
+    for name in files:
+        with open(name) as f:
+            for line in f:
+                text_list.append(line)
+    return text_list
+
+# Compose the full path names to the token files.
+# Creates and returns a dataframe.
+# Frame has single key "tokens".
+def get_data_from_text_files(folder_name):
+    files = glob.glob(folder_name + "/*.toks")
+    texts = get_text_list_from_files(files)
+    df = pd.DataFrame({"tokens": texts})
+    df = df.sample(len(df)).reset_index(drop=True)
+    return df
+
+all_data = get_data_from_text_files("train")
+#print("all_data:", all_data)
+
+# Part of TF dataflow graph.
+def custom_standardization(input_data):
+    # No special prep.
+    return input_data
+
+def get_vectorize_layer(texts, vocab_size, max_seq):
+    """Build Text vectorization layer
+
+    Args:
+      texts (list): List of string, i.e., input texts
+      vocab_size (int): vocab size
+      max_seq (int): Maximum sequence length.
+
+    Returns:
+        layers.Layer: Return TextVectorization Keras Layer
+    """
+    vectorize_layer = TextVectorization(
+        max_tokens=vocab_size,
+        output_mode="int",
+        standardize=custom_standardization,
+        output_sequence_length=max_seq,
+    )
+    vectorize_layer.adapt(texts)
+
+    # Insert mask token in vocabulary
+    vocab = vectorize_layer.get_vocabulary()
+    #print("len(vocab):", len(vocab)) #177
+    #vocab: ['', '[UNK]', 'the', 'and', 'a', 'of', ...] all lower-case
+    #GJ20: where do the empty string and [UNK] come from?
+    # they are created by adapt() as words 0 and 1
+    # '' is padding token; [UNK] is OOV token
+    vocab = vocab[2:len(vocab)-1] + ["[mask]"]
+    #print("len(vocab):", len(vocab)) #175
+    #GJ20: anyway first 2 words removed and '[mask]' added at the end
+    vectorize_layer.set_vocabulary(vocab)
+    # '' and [UNK] are back in
+    #vocab = vectorize_layer.get_vocabulary()
+    #print("len(vocab):", len(vocab)) #177
+    # '[mask]' has been added as last (least frequent) word in the vocab
+    return vectorize_layer
+
+vectorize_layer = get_vectorize_layer(
+    all_data.tokens.values.tolist(),
+    config.VOCAB_SIZE,
+    config.MAX_LEN,
+)
+
+# Serialize vocabulary and dump to file:
+import pickle
+with open("vocabulary.pkl", "wb") as out:
+    pickle.dump(vectorize_layer.get_vocabulary(), out)
+
+# Get mask token id for masked language model
+mask_token_id = vectorize_layer(["[mask]"]).numpy()[0][0]
+#print("mask_token_id:", mask_token_id) #176 (always last index in vocab)
+
+# Encodes the token strings by int vocab indices.
+def encode(texts):
+    encoded_texts = vectorize_layer(texts)
+    return encoded_texts.numpy()
+
+# Randomly replace tokens by the [mask] and keep replaced token as label.
+def get_masked_input_and_labels(encoded_texts):
+    # These numbers come from something called "BERT recipe":
+    # 15% used for prediction. 80% of that is masked. 10% is random token,
+    # 10% is just left as is.
+    
+    # 15% BERT masking
+    #print("encoded_texts.shape:", encoded_texts.shape) #(50000, 256)
+    inp_mask = np.random.rand(*encoded_texts.shape) < 0.15
+    #print("inp_mask:", inp_mask) #[[False False True ...] ...]
+    # Do not mask special tokens
+    # GJ20: what are these special tokens? 0 and 1! But why <= 2? Mistake?
+    inp_mask[encoded_texts < 2] = False
+    # Set targets to -1 by default, it means ignore
+    labels = -1 * np.ones(encoded_texts.shape, dtype=int)
+    # Set labels for masked tokens
+    labels[inp_mask] = encoded_texts[inp_mask]
+    # False positions -> -1, True -> encoded word (vocab index)
+    #print("labels:", labels) #[[10 -1 -1 ...] [-1 -1 -1 994 ...] ... ]
+
+    # Prepare input
+    encoded_texts_masked = np.copy(encoded_texts)
+    # Set input to [MASK] which is the last token for the 90% of tokens
+    # This means leaving 10% unchanged
+    inp_mask_2mask = inp_mask & (np.random.rand(*encoded_texts.shape) < 0.90)
+    # mask token is the last in the dict
+    encoded_texts_masked[inp_mask_2mask] = mask_token_id
+
+    # Set 10% to a random token
+    inp_mask_2random = inp_mask_2mask & (np.random.rand(*encoded_texts.shape) < 1 / 9)
+    #GJ20: why 3 and not 2?
+    encoded_texts_masked[inp_mask_2random] = np.random.randint(
+        2, mask_token_id, inp_mask_2random.sum()
+    )
+
+    # Prepare sample_weights to pass to .fit() method
+    sample_weights = np.ones(labels.shape)
+    sample_weights[labels == -1] = 0
+
+    # y_labels would be same as encoded_texts, i.e., input tokens
+    y_labels = np.copy(encoded_texts)
+
+    return encoded_texts_masked, y_labels, sample_weights
+
+# Prepare data for masked language model
+x_all_tokens = encode(all_data.tokens.values)
+#print("x_all_tokens.shape:", x_all_tokens.shape) #(50000, 256)
+
+# Encoding and masking step:
+x_masked_train, y_masked_labels, sample_weights = get_masked_input_and_labels(
+    x_all_tokens
+)
+
+mlm_ds = (
+    tf.data.Dataset.from_tensor_slices(
+        (x_masked_train, y_masked_labels, sample_weights))
+    .shuffle(1000)
+    .batch(config.BATCH_SIZE)
+)
+
+# i is layer number 0,1,2...
+def bert_module(query, key, value, i):
+    # Multi headed self-attention
+    attention_output = layers.MultiHeadAttention(
+        num_heads=config.NUM_HEAD,
+        key_dim=config.EMBED_DIM // config.NUM_HEAD,
+        name="encoder_{}/multiheadattention".format(i),
+    )(query, key, value)
+    attention_output = layers.Dropout(0.1, name="encoder_{}/att_dropout".format(i))(attention_output)
+    attention_output = layers.LayerNormalization(
+        epsilon=1e-6, name="encoder_{}/att_layernormalization".format(i)
+    )(query + attention_output)
+
+    # Feed-forward layer
+    ffn = keras.Sequential(
+        [
+            layers.Dense(config.FF_DIM, activation="relu"),
+            layers.Dense(config.EMBED_DIM),
+        ],
+        name="encoder_{}/ffn".format(i),
+    )
+    ffn_output = ffn(attention_output)
+    ffn_output = layers.Dropout(0.1, name="encoder_{}/ffn_dropout".format(i))(
+        ffn_output
+    )
+    sequence_output = layers.LayerNormalization(
+        epsilon=1e-6, name="encoder_{}/ffn_layernormalization".format(i)
+    )(attention_output + ffn_output)
+    return sequence_output
+
+def get_pos_encoding_matrix(max_len, d_emb):
+    pos_enc = np.array(
+        [
+            [pos / np.power(10000, 2 * (j // 2) / d_emb) for j in range(d_emb)]
+            if pos != 0
+            else np.zeros(d_emb)
+            for pos in range(max_len)
+        ]
+    )
+    #pos_enc.shape = (512, 128)
+    # 0::2 means start at 0 and step 2 (all even)
+    pos_enc[1:, 0::2] = np.sin(pos_enc[1:, 0::2])  # dim 2i
+    pos_enc[1:, 1::2] = np.cos(pos_enc[1:, 1::2])  # dim 2i+1
+    return pos_enc
+
+loss_fn = keras.losses.SparseCategoricalCrossentropy(
+    reduction=tf.keras.losses.Reduction.NONE
+)
+loss_tracker = tf.keras.metrics.Mean(name="loss")
+
+class MaskedLanguageModel(tf.keras.Model):
+    def train_step(self, inputs):
+        if len(inputs) == 3:
+            features, labels, sample_weight = inputs
+        else:
+            features, labels = inputs
+            sample_weight = None
+
+        with tf.GradientTape() as tape:
+            predictions = self(features, training=True)
+            loss = loss_fn(labels, predictions, sample_weight=sample_weight)
+
+        # Compute gradients
+        trainable_vars = self.trainable_variables
+        gradients = tape.gradient(loss, trainable_vars)
+
+        # Update weights
+        self.optimizer.apply_gradients(zip(gradients, trainable_vars))
+
+        # Compute our own metrics
+        loss_tracker.update_state(loss, sample_weight=sample_weight)
+
+        # Return a dict mapping metric names to current value
+        return {"loss": loss_tracker.result()}
+
+    @property
+    def metrics(self):
+        # We list our `Metric` objects here so that `reset_states()` can be
+        # called automatically at the start of each epoch
+        # or at the start of `evaluate()`.
+        # If you don't implement this property, you have to call
+        # `reset_states()` yourself at the time of your choosing.
+        return [loss_tracker]
+
+def create_masked_language_bert_model():
+    inputs = layers.Input((config.MAX_LEN,), dtype=tf.int64)
+
+    word_embeddings = layers.Embedding(
+        input_dim=config.VOCAB_SIZE,
+        output_dim=config.EMBED_DIM,
+        name="word_embedding"
+    )(inputs)
+    # GJ20: what does this do? Positional embedding part of transformer.
+    position_embeddings = layers.Embedding(
+        input_dim=config.MAX_LEN,
+        output_dim=config.EMBED_DIM,
+        weights=[get_pos_encoding_matrix(config.MAX_LEN, config.EMBED_DIM)],
+        name="position_embedding",
+    )(tf.range(start=0, limit=config.MAX_LEN, delta=1))
+    embeddings = word_embeddings + position_embeddings
+
+    encoder_output = embeddings
+    for i in range(config.NUM_LAYERS):
+        encoder_output = bert_module(encoder_output, encoder_output, encoder_output, i)
+
+    mlm_output = layers.Dense(config.VOCAB_SIZE, name="mlm_cls", activation="softmax")(encoder_output)
+    mlm_model = MaskedLanguageModel(inputs, mlm_output, name="masked_bert_model")
+
+    optimizer = keras.optimizers.Adam(learning_rate=config.LR)
+    mlm_model.compile(optimizer=optimizer)
+    return mlm_model
+
+# token<->id mappings as dicts:
+id2token = dict(enumerate(vectorize_layer.get_vocabulary()))
+token2id = {y: x for x, y in id2token.items()}
+
+class MaskedTextGenerator(keras.callbacks.Callback):
+    def __init__(self, sample_tokens, top_k=5):
+        # encoded review
+        self.sample_tokens = sample_tokens
+        self.k = top_k
+
+    def decode(self, tokens):
+        return " ".join([id2token[t] for t in tokens if t != 0])
+
+    def convert_ids_to_tokens(self, id):
+        return id2token[id]
+
+    def on_epoch_end(self, epoch, logs=None):
+        prediction = self.model.predict(self.sample_tokens)
+        # index of token2id['[mask]'] in list:
+        masked_index = np.where(self.sample_tokens == mask_token_id)
+        masked_index = masked_index[1]
+        mask_prediction = prediction[0][masked_index]
+
+        top_indices = mask_prediction[0].argsort()[-self.k :][::-1]
+        values = mask_prediction[0][top_indices]
+
+        for i in range(len(top_indices)):
+            p = top_indices[i]
+            v = values[i]
+            tokens = np.copy(sample_tokens[0])
+            # fill in the blank:
+            tokens[masked_index[0]] = p
+            result = {
+                "input_text": self.decode(sample_tokens[0].numpy()),
+                "prediction": self.decode(tokens),
+                "probability": v,
+                #"predicted mask token": self.convert_ids_to_tokens(p),
+            }
+            pprint(result)
+
+sample_tokens = vectorize_layer(["# include < identifier . identifier > # include < identifier . [mask] > int identifier ( int identifier operator int operator identifier operator int identifier ) { }"])
+
+generator_callback = MaskedTextGenerator(sample_tokens.numpy())
+
+bert_masked_model = create_masked_language_bert_model()
+bert_masked_model.summary()
+
+from tensorflow.keras.utils import plot_model
+# File extension determines output format!
+#plot_model(bert_masked_model, to_file='bert_mlm_codenet.pdf', show_shapes=True)
+plot_model(bert_masked_model, to_file='bert_mlm_codenet.dot', show_shapes=True, expand_nested=True)
+quit()
+#GJ20: 5 epochs of 50000 samples with 32 per badge gives 1562.5 iterations.
+print("Train BERT MLM model on CodeNet:")
+bert_masked_model.fit(mlm_ds, epochs=5, callbacks=[generator_callback])
+bert_masked_model.save("bert_mlm_codenet.h5")
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diff --git a/model-experiments/token-based-similarity-classification/README.md b/model-experiments/token-based-similarity-classification/README.md
new file mode 100644
index 0000000..59efcc1
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/README.md
@@ -0,0 +1,167 @@
+# Source Code Classification and Similarity Analysis
+### Author: [Vladimir Zolotov](mailto:zolotov@us.ibm.com)
+
+## Introduction
+
+This repository holds an experimental package for classification and similarity analysis of source code.
+
+The goal of this project is to investigate capabilities of simple neural network architectures and deep learning techniques for source code classification and similarity analysis.
+
+All applications are written in python 3 and uses Keras deep learning tool with Tensorflow backend.
+
+The current version of the code operates with two types of source code representations:
+* bag of tokens;
+* sequence of tokens.
+
+## Data processing flow
+The package can process input data from two types of sources:
+* IBM CodeNet dataset with its metadata files.
+* Two level directory structure like POJ-104 dataset. Top level directory has a set of sub-directories corresponding to problems solved with programs represented with source code files. Each sub-directory has source code of programs solving the corresponding problem.
+
+The source code is processed in 2 stages:
+1. Tokenizing source code solutions of the selected problems satisfying specified criteria ( problems having only sufficient number of solutions in a specified language, etc) and writing them down into the local database.
+2. Classification or similarity analysis of all or some part of the tokenized source code files stored in the local database.
+
+Having a local database with tokenized source code classification and similarity analysis can be performed multiple times for different subsets of source code files.
+
+## Package applications
+
+Current version of the package has the following applications:
+*  *MakeTokenizedDS.py* tokenizes source code solutions of the selected problems stored in CodeNet, and writes them down into local database.
+* *TokenizeImportDS.py* tokenize source code solutions stored in a dataset different from CodeNet in format similar to POJ-104.
+* *BagOfTokensClassifier.py* trains DNN for classifying source code using bag of tokens technique.
+* *SimilarityByBoT.py* trains DNN for similarity analysis of source code using bag of tokens technique.
+* *ClasBagTokEval.py* evaluates a trained bag of tokens classifier and performs confusion analysis.
+* *SimBagTokEval.py* evaluates a trained bag of tokens similarity analyzer and performs confusion analysis.
+* *SeqOfTokensClassifier.py* trains DNN for classifying source code using sequence of tokens technique. The DNN is trained using either CPU or single GPU.
+* *SimilarityBySeqTok.py* trains DNN for similarity analysis of source code using sequence of tokens technique. The DNN is trained using either CPU or single GPU.
+* *SeqClassParallel.py* trains DNN for classifying source code using sequence of tokens technique. The DNN is trained using multiple GPUs in data parallel mode.
+* *SimSeqTokParallel.py* trains DNN for similarity analysis of source code using sequence of tokens technique. The DNN is trained using multiple GPUs in data parallel mode.
+* *ClasSeqTokEvalParall.py* evaluates a trained sequence of tokens classifier and performs confusion analysis. It runs in multi-GPU mode.
+* *SimSeqTokEvalParall.py* evaluates a trained sequence of tokens similarity analyzer and performs confusion analysis.  It runs in multi-GPU mode.
+* *SimSeqTokFullTest.py*  evaluates a trained sequence of tokens similarity analyzer on full test including all possible similar and dissimilar pairs of source code files.
+* *MapAtR.py* computes Map@R accuracy metric  of a trained sequence of tokens similarity analyzer.  It runs in multi-GPU mode.
+* *ClassDsVerify.py* verifies consistency of train, validation and test datasets split generated by bag of tokens or sequence of tokens classifiers.
+* *SimDsVerify.py* verifies consistency of  of train, validation and test datasets generated by bag of tokens or sequence of tokens similarity analyzers.
+
+Applications *MakeProblemSet.py*,  *MakeTokenizedDS.py*, and  *TokenizeImportDS.py* are stored in directory *DSMaker*.
+
+Applications *BagOfTokensClassifier.py*, *SimilarityByBoT.py*, *ClasBagTokEval.py* and *SimBagTokEval.py* are stored in directory *BagOfTokens*.
+
+Applications *SeqOfTokensClassifier.py*, *SimilarityBySeqTok.py*, *SeqClassParallel.py*, *SimSeqTokParallel.py* are stored in directory *SeqOfTokens*.
+
+Applications *ClasSeqTokEvalParall.py*, *SimSeqTokEvalParall.py*, *SimSeqTokFullTest.py*, and *MapAtR.py* are stored in directory *PostProcessor*.
+
+Applications *ClassDsVerify.py* and *SimDsVerify.py* are stored in directory *Verify*.
+
+## Package organization. 
+
+Current version of the package is stored in the following directories:
+* *src* holds the source code of the package.
+* *run* holds the scripts for running the package applications on CodeNet benchmark datasets.
+
+### Source code of package
+
+The package source code is stored in the directory *src*. It has the following sub-directories:
+
+* *DSMaker* holds applications and their modules for getting, tokenizing and storing in a local database tokenized representation of source code files for classification and similarity analysis.
+* *BagOfTokens* holds applications and their modules for classifications and similarity analysis of source code using bag of tokens technique.
+* *SeqOfTokens* holds applications and their modules for classifications and similarity analysis of source code using sequence of tokens technique.
+* *PostProcessor* holds applications for confusion analysis of classification and similarity analysis results.
+* *Verify* holds applications for verifying consistency of training, validation and test datasets generated by the classification or similarity analysis applications.
+* *Dataset* holds modules for constructing datasets for training, validation and testing DNNs.
+* *ModelMaker* holds modules for constructing DNNs.
+* *CommonFunctions* hold utility modules used by several package applications.
+* *Clustering* holds experimental modules for cluster analysis of source code.
+
+### Scripts to run package applications
+
+The scripts to run the package applications for source code classification and similarity analysis on the CodeNet benchmarks are stored in the directory *run*.
+
+The directory *run* has the sub-directories corresponding to CodeNet benchmark datasets: *cpp1000*, *cpp1400*, *java250*, *python800*. Current version has only scripts for cpp1000 benchmark dataset.
+
+Each of the above directories has the following sub-directories:
+* *tokenize* holds script *tokenize.sh*, which runs the package application for tokenization of the corresponding CodeNet benchmark dataset.
+* *class* holds sub-directories *bagtok* and *seqtok* with scripts for training and testing source classifiers using bag-of-tokens and sequence-of-tokens techniques respectively. 
+
+Both *bagtok* and *seqtok* directories has same organization and hold similar scripts:
+* *train.sh* for training the corresponding source code classifier.
+* *eval.sh* for testing and evaluation of the trained source code classifier.
+* *verify.sh* for checking consistency of the dataset split into training, validation and testing portions. This split is constructed for training and testing of other source code classifiers based on the techniques different from bag-of-tokens or sequence-of-tokens.
+
+## Running scripts on CodeNet benchmark datasets
+
+Before training and evaluation source code classifiers or similarity analyzers, it is required to tokenize the benchmark dataset. 
+
+Here we explain how to run tokenization, training and evaluation scripts for specific case of *cpp1000* benchmark for source code classification using bag-of-tokens technique. The scripts for all other benchmarks, both for source code classification and similarity analysis, using either bag-of-tokens or sequence-of-tokens technique are ran in the similar way. The corresponding scripts has same names and same external parameters. However, they call different package applications with different set of parameters.
+
+### Tokenization
+
+For tokenizing *cpp1000* dataset go to *run/cpp1000/tokenize/* directory and run *tokenize.sh* script specifying a path to the directory with the *cpp1000* benchmark dataset as follows:
+
+`./tokenize.sh <Path to cpp1000 benchmark dataset>`
+
+The script creates the directory *cpp1000ds* with a database of the tokenized source code files of the problem solutions. This database is used training and evaluation scripts both for classification and similarity analysis, both for the bag-of-tokens and the sequence-of-tokens techniques. Therefore, it is enough to run *tokenize.sh* script only once for all further runs of training and evaluation scripts on *cpp1000* benchmark.
+
+The script also creates the directory *TokenizerWorkDir* holding listing files with tokenization reports.
+
+### Traning and testing neural networks
+
+After completing tokenization of the benchmark dataset either any source code classifier or any similarity analyzer can be trained by running *train.sh* script. For training bag-of-tokens source code classifier go to the directory */run/cpp1000/class/bagtok/* and run *train.sh* script, specifying the desired number of training epochs, as follows:
+
+`./train.sh <Number of training epochs>`
+
+The script creates the following directories:
+* *class_ckpt* holds check points with trained classifier model. These models are used with the script evaluating them on test dataset.
+* *dataset_statistics* holds files with datasets statistics and training, validation and test datasets for other classifiers.
+
+The trained models are evaluated with *eval.sh* script on the test dataset. The script has no external parameters, as all application parameters a set inside it. By default the script evaluates the best trained model form *class_ckpt* directory.  The script updates *dataset_statistics* directory with reports on the test dataset, and creates confusion_report directory with the classification confusion report and other files reporting the classification statistics.
+
+The training and testing scripts generate specification of datasets used for traning and testing the neural networks. Those specifications are in the form of lists of samples referring the corresponding source code files. The consistency of the generated dataset specifications against the benchmark dataset can be checked with *verify_ds.sh* script. The script can be ran as follows:
+
+`/verify_ds.sh <Path to cpp1000 benchmark dataset>`
+
+The script prints some statistics on the datasets and error messages if any inconsistencies are found.
+
+## Benchmark results
+
+The results of running the package applications on the CodeNet benchmark results are shown in the following table 1-4.
+
+It should be noted that due to variations of GPU computation results for large neural networks on long training sequences, the best accuracy can vary from one run to another one, as much as up to ~1%. Besides the number of epoch at which the best accuracy is achieved also varies.
+
+| Benchmark dataset | Accuracy | # tokens      |
+| ------------ | ----------- | ------------------- | 
+| Java250    | 71.87   | 81     |
+| Python800    | 67.74 | 71     |
+| C++1000     | 68.23  | 56     |
+| C++1400     | 64.73  | 56     |
+
+Table 1: Classification results using MLP with bag of tokens
+
+| Benchmark dataset | Accuracy | # tokens      |
+| :------------ | :-----------: | -------------------: |
+| Java250    | 90.96   | 81     |
+| Python800    | 89.49 | 71     |
+| C++1000     | 94.27  | 56     |
+| C++1400     | 94.10  | 56     |
+
+Table 2: Classification results using CNN with sequence of tokens
+
+| Benchmark dataset | Accuracy | # tokens      | # of test samples |
+| :------------ | :-----------: | -------------------: | -------------------: |
+| Java250    | 82.48   | 81     | 512000 |
+| Python800    | 86.64 | 71     | 512000 |
+| C++1000     | 85.69  | 56     | 512000 |
+| C++1400     | 86.47  | 56     | 512000 |
+
+Table 3: Similarity results using MLP with bag of tokens
+
+| Benchmark dataset | Accuracy | # tokens      | # of test samples |
+| :------------ | :-----------: | -------------------: | -------------------: |
+| Java250    | 89.39   | 75     | 512000 |
+| Python800    | 94.86 | 71     | 512000 |
+| C++1000     | 96.70  | 56     | 512000 |
+| C++1400     | 96.36  | 56     | 512000 |
+
+Table 4: Similarity results using Siamese network with sequence of tokens
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/eval.sh
new file mode 100755
index 0000000..1ba8a54
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens classifier for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/ClasBagTokEval.py ../../tokenize/cpp1000ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/train.sh
new file mode 100755
index 0000000..fa6be1b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/train.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Training Bag of Tokens classifier for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/BagOfTokens/BagOfTokensClassifier.py ../../tokenize/cpp1000ds --short_code 0 --dense 128 256 512 --optimizer adam --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123 --epochs $1 --progress 2
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/verify_ds.sh
new file mode 100755
index 0000000..59de7fe
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/bagtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/eval.sh
new file mode 100755
index 0000000..3589ee9
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens classifier for C++ benchmark dataset
+#with 1000 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/ClasSeqTokEvalParall.py ../../tokenize/cpp1000ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/train.sh
new file mode 100755
index 0000000..5b7d6a2
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Sequence of Tokens classifier for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SeqClassParallel.py ../../tokenize/cpp1000ds --short_code 0 --kernels 16 5 1 --filters 512 320 256 --conv_act relu --dense 512 1024 --coding trainable --embed 48 --optimizer adam --epochs $1 --batch 512 --ckpt ./class_ckpt --l2 0.00002 --dropout 0.1 --testpart 0.2 --valpart 0.2 --l1 0.0000000015 --seed_ds 123 --progress 2
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/verify_ds.sh
new file mode 100755
index 0000000..59de7fe
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/class/seqtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/eval.sh
new file mode 100755
index 0000000..a1e7485
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/eval.sh
@@ -0,0 +1,7 @@
+#!/bin/bash
+#Evaluating Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/SimBagTokEval.py ../../tokenize/cpp1000ds --short_code 0 --validation different --batch 256 --progress 1 --testpart 0.2 --valpart 0.2 --seed_ds 123 --valsize 512000 --ckpt_dir sim_ckpt
+#foo > allout.txt 2>&1
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/train.sh
new file mode 100755
index 0000000..c90cc20
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/BagOfTokens/SimilarityByBoT.py ../../tokenize/cpp1000ds --short_code 0 --dense 64 32 4 --validation different --testpart 0.2 --valpart 0.2 --seed_ds 123 --trainsize 4096000 --valsize 512000 --ckpt_dir sim_ckpt  --batch 256 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/verify_ds.sh
new file mode 100755
index 0000000..4f0960f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/bagtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext cpp
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/eval.sh
new file mode 100755
index 0000000..ab51bb2
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/SimSeqTokEvalParall.py ../../tokenize/cpp1000ds --short_code 0 --validation different --valsize 512000 --batch 256 --progress 1 --ckpt_dir sim_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/train.sh
new file mode 100755
index 0000000..2b3b21f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/train.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Training Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SimSeqTokParallel.py ../../tokenize/cpp1000ds --short_code 0 --coding trainable --embed 32  --kernels 15 5 1 --filters 320 256 160 --validation different --epochs $1 --steps_per_epoch $1 --dense 160 128 64 --conv_act relu --optimizer adam --trainsize 40000000 --valsize 409600 --batch 256 --dropout 0.15 --ckpt sim_ckpt --merge subtract --regul_dense_only --l2 0.000005 --l1 0.000000001 --testpart 0.2 --valpart 0.2 --seed_ds 123 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/verify_ds.sh
new file mode 100755
index 0000000..4f0960f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/sim/seqtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext cpp
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1000/tokenize/tokenize.sh b/model-experiments/token-based-similarity-classification/run/cpp1000/tokenize/tokenize.sh
new file mode 100755
index 0000000..3d044e1
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1000/tokenize/tokenize.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Tokenizing C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../src
+python $SRC/DSMaker/TokenizeImportDS.py ./cpp1000ds --source $1 --language C++ --tok_set CPP56X --update --no_macro
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/eval.sh
new file mode 100755
index 0000000..d6da978
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/ClasBagTokEval.py ../../tokenize/cpp1400ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/train.sh
new file mode 100755
index 0000000..71e6fee
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/BagOfTokens/BagOfTokensClassifier.py ../../tokenize/cpp1400ds --short_code 0 --dense 128 256 512 --optimizer adam --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/verify_ds.sh
new file mode 100755
index 0000000..59de7fe
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/bagtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/eval.sh
new file mode 100755
index 0000000..731d0be
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/ClasSeqTokEvalParall.py ../../tokenize/cpp1400ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/train.sh
new file mode 100755
index 0000000..0194020
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/train.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Training Sequence of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SeqClassParallel.py ../../tokenize/cpp1400ds --short_code 0 --kernels 15 5 1 --filters 1024 512 320 --conv_act relu --dense 320 1536 --coding trainable --embed 48 --optimizer adam --epochs $1 --batch 512 --ckpt ./class_ckpt --l2 0.00002 --dropout 0.1 --testpart 0.2 --valpart 0.2 --l1 0.0000000015 --seed_ds 123 --progress 2
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/verify_ds.sh
new file mode 100755
index 0000000..59de7fe
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/class/seqtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/eval.sh
new file mode 100755
index 0000000..ef740cf
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/SimBagTokEval.py ../../tokenize/cpp1400ds --short_code 0 --validation different --batch 256 --progress 1 --testpart 0.2 --valpart 0.2 --seed_ds 123 --valsize 512000 --ckpt_dir sim_ckpt
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/train.sh
new file mode 100755
index 0000000..e1f806a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/BagOfTokens/SimilarityByBoT.py ../../tokenize/cpp1400ds --short_code 0  --dense 64 32 4 --validation different --testpart 0.2 --valpart 0.2 --seed_ds 123 --trainsize 4096000 --valsize 512000 --ckpt_dir sim_ckpt  --batch 256 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/verify_ds.sh
new file mode 100755
index 0000000..4f0960f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/bagtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext cpp
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/eval.sh
new file mode 100755
index 0000000..7088c0a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/SimSeqTokEvalParall.py ../../tokenize/cpp1400ds --short_code 0 --validation different --valsize 512000 --batch 256 --progress 1 --ckpt_dir sim_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/train.sh
new file mode 100755
index 0000000..d95e6cd
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/train.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Training Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SimSeqTokParallel.py ../../tokenize/cpp1400ds --short_code 0 --coding trainable --embed 32  --kernels 15 5 1 --filters 256 160 128 --validation different --epochs $1 --steps_per_epoch 250 --dense 128 128 --conv_act relu --optimizer adam --trainsize 10000000 --valsize 400000 --batch 256 --dropout 0.15 --ckpt sim_ckpt --merge subtract --regul_dense_only --l2 0.000005 --l1 0.000000001 --testpart 0.2 --valpart 0.2 --seed_ds 123 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/verify_ds.sh
new file mode 100755
index 0000000..c7729ed
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/sim/seqtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Sequence of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext cpp
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/cpp1400/tokenize/tokenize.sh b/model-experiments/token-based-similarity-classification/run/cpp1400/tokenize/tokenize.sh
new file mode 100755
index 0000000..897b592
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/cpp1400/tokenize/tokenize.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Tokenizing C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../src
+python $SRC/DSMaker/TokenizeImportDS.py ./cpp1400ds --source $1 --language C++ --tok_set CPP56X --update --no_macro
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/eval.sh
new file mode 100755
index 0000000..cbf88c6
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/ClasBagTokEval.py ../../tokenize/java250ds --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/train.sh
new file mode 100755
index 0000000..c0fb5c9
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/BagOfTokens/BagOfTokensClassifier.py ../../tokenize/java250ds --dense 128 160 256 --optimizer adam --short_code 0 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123 --history history --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/verify_ds.sh
new file mode 100755
index 0000000..ce7fd06
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/bagtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/eval.sh
new file mode 100755
index 0000000..6fac9bf
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#!/bin/bash
+#Evaluating Sequence of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/ClasSeqTokEvalParall.py ../../tokenize/java250ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/train.sh
new file mode 100755
index 0000000..d556238
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/train.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Training Sequence of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SeqClassParallel.py ../../tokenize/java250ds --short_code 0 --kernels 17 5 1 --filters 512 256 256 --conv_act relu --dense 256 256 320 --coding trainable --embed 64 --optimizer adam --epochs $1 --batch 200 --ckpt ./class_ckpt --l2 0.000025 --dropout 0.1 --testpart 0.2 --valpart 0.2 --l1 0.000000002 --seed_ds 123 --progress 2
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/verify_ds.sh
new file mode 100755
index 0000000..813999d
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/class/seqtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Sequence of Tokens classifier for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/eval.sh
new file mode 100755
index 0000000..d521f93
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluation of Bag of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/SimBagTokEval.py ../../tokenize/java250ds --validation different --batch 256 --progress 1 --testpart 0.2 --valpart 0.2 --seed_ds 123 --valsize 512000 --ckpt_dir sim_ckpt
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/train.sh
new file mode 100755
index 0000000..06626e3
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/BagOfTokens/SimilarityByBoT.py ../../tokenize/java250ds --short_code 0 --dense 64 32 4 --optimizer adam --validation different --testpart 0.2 --valpart 0.2 --seed_ds 123 --trainsize 4096000 --valsize 512000 --ckpt_dir sim_ckpt  --batch 256 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/verify_ds.sh
new file mode 100755
index 0000000..e34fd22
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/bagtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext java
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/eval.sh
new file mode 100755
index 0000000..3de5f4b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluation of Sequence of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/SimSeqTokEvalParall.py ../../tokenize/java250ds --validation different --valsize 512000 --batch 256 --progress 1 --ckpt_dir sim_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/train.sh
new file mode 100755
index 0000000..daa8fb3
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/train.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Training Sequence of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/SeqOfTokens/SimSeqTokParallel.py ../../tokenize/java250ds --short_code 0 --coding trainable --embed 64 --kernels 17 5 1 --filters 512 256 256 --validation different --epochs $1 --steps_per_epoch 200 --dense 256 128 --conv_act relu --optimizer adam --trainsize 20480000 --valsize 512000 --batch 256 --dropout 0.1 --ckpt sim_ckpt --merge subtract --regul_dense_only --l2 0.000005 --l1 0.000000001 --testpart 0.2 --valpart 0.2 --seed_ds 123 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/verify_ds.sh
new file mode 100755
index 0000000..7373a43
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/sim/seqtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Sequence of Tokens similarity analyzer for Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext java
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/java250/tokenize/tokenize.sh b/model-experiments/token-based-similarity-classification/run/java250/tokenize/tokenize.sh
new file mode 100755
index 0000000..c3668b1
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/java250/tokenize/tokenize.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Tokenizing Java benchmark dataset
+#with 250 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../src
+python $SRC/DSMaker/TokenizeImportDS.py ./java250ds --source $1 --language Java --tok_set Java --update
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/eval.sh
new file mode 100755
index 0000000..5b42483
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens classifier for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/ClasBagTokEval.py ../../tokenize/python800ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/train.sh
new file mode 100755
index 0000000..0847ffa
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens classifier for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/BagOfTokens/BagOfTokensClassifier.py ../../tokenize/python800ds --short_code 0 --dense 128 256 512 --optimizer adam --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123 --history history --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/verify_ds.sh
new file mode 100755
index 0000000..59de7fe
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/bagtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/eval.sh
new file mode 100755
index 0000000..7e06bc7
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens classifier for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/ClasSeqTokEvalParall.py ../../tokenize/python800ds --short_code 0 --batch 256 --progress 1 --ckpt_dir class_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/train.sh
new file mode 100755
index 0000000..775e6be
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/train.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Training Sequence of Tokens classifier for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf class_ckpt
+python $SRC/SeqOfTokens/SeqClassParallel.py ../../tokenize/python800ds --short_code 0 --kernels 19 5 1 --filters 512 256 256 --conv_act relu --dense 256 512 960 --coding trainable --embed 64 --optimizer adam --epochs $1 --batch 512 --ckpt ./class_ckpt --l2 0.00005 --dropout 0.1 --testpart 0.2 --valpart 0.2 --l1 0.000000001 --seed_ds 123 --progress 2
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/verify_ds.sh
new file mode 100755
index 0000000..59de7fe
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/class/seqtok/verify_ds.sh
@@ -0,0 +1,10 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens classifier for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/ClassDsVerify.py $1 ./dataset_statistics/TestDataset.csv ./dataset_statistics/TrainAndValidDataset.csv
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/eval.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/eval.sh
new file mode 100755
index 0000000..7b25037
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/eval.sh
@@ -0,0 +1,6 @@
+#!/bin/bash
+#Evaluating Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1000 problems with 500 solution source code files each
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+python $SRC/BagOfTokens/SimBagTokEval.py ../../tokenize/python800ds --short_code 0 --validation different --batch 256 --progress 1 --testpart 0.2 --valpart 0.2 --seed_ds 123 --valsize 512000 --ckpt_dir sim_ckpt
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/train.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/train.sh
new file mode 100755
index 0000000..8b14e21
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/train.sh
@@ -0,0 +1,9 @@
+#!/bin/bash
+#Training Bag of Tokens similarity analyzer for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+export CUDA_VISIBLE_DEVICES=0
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/BagOfTokens/SimilarityByBoT.py ../../tokenize/python800ds --short_code 0 --dense 64 32 4 --validation different --testpart 0.2 --valpart 0.2 --seed_ds 123 --trainsize 4096000 --valsize 512000 --ckpt_dir sim_ckpt  --batch 256 --epochs $1 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/verify_ds.sh
new file mode 100755
index 0000000..09c91c9
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/bagtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext py
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/eval.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/eval.sh
new file mode 100755
index 0000000..e0dad78
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/eval.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+#Evaluating Sequence of Tokens similarity analyzer for python benchmark dataset
+#with 800 problems with 300 solution source code files each
+SRC=../../../../src
+python $SRC/PostProcessor/SimSeqTokEvalParall.py ../../tokenize/python800ds --short_code 0 --validation different --valsize 512000 --batch 256 --progress 1 --ckpt_dir sim_ckpt --testpart 0.2 --valpart 0.2 --seed_ds 123
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/train.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/train.sh
new file mode 100755
index 0000000..bd925c7
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/train.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Training Sequence of Tokens similarity analyzer for  python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+#$1 -- number of training epochs to run
+SRC=../../../../src
+rm -rf sim_ckpt
+python $SRC/SeqOfTokens/SimSeqTokParallel.py ../../tokenize/python800ds --short_code 0 --coding trainable --embed 64 --kernels 17 5 1 --filters 512 256 256 --validation different --epochs $1 --steps_per_epoch 250 --dense 256 128 --conv_act relu --optimizer adam --trainsize 10000000 --valsize 400000 --batch 256 --dropout 0.15 --ckpt sim_ckpt --merge subtract --regul_dense_only --l2 0.000005 --l1 0.000000001 --testpart 0.2 --valpart 0.2 --seed_ds 123 --progress 2
diff --git a/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/verify_ds.sh b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/verify_ds.sh
new file mode 100755
index 0000000..09c91c9
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/sim/seqtok/verify_ds.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+#Verification of datsets generated by Bag of Tokens similarity analyzer for C++ benchmark dataset
+#with 1400 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../../src
+python $SRC/Verify/SimDsVerify.py $1 --train_problems ./dataset_statistics/training_problems.txt --val_problems ./dataset_statistics/validation_problems.txt --test_problems ./dataset_statistics/test_problems.txt --train_samples ./dataset_statistics/train_samples.csv --val_samples ./dataset_statistics/val_samples.csv --test_samples ./dataset_statistics/test_samples.csv --sol_ext py
+
+
+
+
diff --git a/model-experiments/token-based-similarity-classification/run/python800/tokenize/tokenize.sh b/model-experiments/token-based-similarity-classification/run/python800/tokenize/tokenize.sh
new file mode 100755
index 0000000..580e865
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/run/python800/tokenize/tokenize.sh
@@ -0,0 +1,8 @@
+#!/bin/bash
+#Tokenizing python benchmark dataset
+#with 800 problems with 300 solution source code files each
+#Parameters:
+# $1  -- path to benchmark dataset with source code files
+SRC=../../../src
+python $SRC/DSMaker/TokenizeImportDS.py ./python800ds --source $1 --language python --tok_set python --update
+
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagOfTokensClassifier.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagOfTokensClassifier.py
new file mode 100644
index 0000000..0553532
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagOfTokensClassifier.py
@@ -0,0 +1,92 @@
+"""
+Program for code classification by Bag or Tokens technique
+
+History of traing is pickled to be plotted with other application
+
+Implements several simple classifiers of sorce code:
+- Linear (1 layer neural network)
+- 2 layer neural network giving ~97% accuracy for 5 classes
+- General N layer network
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+import pickle
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/CommonFunctions"])
+
+from ProgramArguments import (makeArgParserCodeML, parseArguments)
+from Utilities        import *
+from BagTokDataset    import BagTokDataset
+from DsUtilities      import DataRand
+from SeqModelMaker    import SeqModelFactory
+
+def main(args):
+    """
+    Main function of program for classifying source code
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+
+    if args.ckpt_dir:
+        _latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        _checkpoint_callback = makeCkptCallback(args.ckpt_dir)
+        _callbacks=[_checkpoint_callback]
+    else:
+        _latest_checkpoint = None
+        _callbacks = None
+   
+    _ds = BagTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        test_part = args.testpart,
+                        balanced_split = args.balanced_split)
+    print(f"Classification of source code among {_ds.n_labels} classes")
+    print("Technique of fully connected neural network on bag of tokens\n")
+    _model_factory = SeqModelFactory(_ds.n_token_types, _ds.n_labels)
+    if _latest_checkpoint:
+        print("Restoring DNN from", _latest_checkpoint)
+        _dnn = tf.keras.models.load_model(_latest_checkpoint)
+    else:
+        print("Constructing DNN")
+        _dnn = _model_factory.denseDNN(args.dense)
+    
+    _val_ds, _train_ds = _ds.trainValidDs(args.valpart, args.batch)
+
+    _history = _dnn.fit(_train_ds[0], _train_ds[1],
+                        epochs = args.epochs, batch_size = args.batch,
+                        validation_data = (_val_ds[0], _val_ds[1]),
+                        verbose = args.progress, callbacks = _callbacks)
+    with open(args.history, 'wb') as _jar:
+        pickle.dump(_history.history, _jar)
+    
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCODE CLASSIFICATION WITH BAG OF TOKENS TECHNIQUE")
+
+    #Command-line arguments
+    parser = makeArgParserCodeML(
+        "Bag of tokens program source code classifier",
+        task = "classification")
+    args = parseArguments(parser)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokDataset.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokDataset.py
new file mode 100644
index 0000000..62f8d12
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokDataset.py
@@ -0,0 +1,154 @@
+"""
+Module for constracting dataset of bag of tokens
+of problem solutions of source code.
+
+Provides it capability of computing bag of tokens
+to parent module TokensClassifDS
+
+Test dataset is not created and is not supported
+"""
+import sys
+import os
+
+import numpy as np
+import math
+from TokensClassifDS import *
+
+class BagTokDataset(ClassifDSMaker):
+    """
+    Class for making datasets
+    to train bag of tokens classifiers of source code
+    Specializes parent class with functions computing bag of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 3,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 test_part = 0, balanced_split = False):
+        """
+        Initialize object BagTokDataset with files to process
+        
+        Parameters:
+       - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - test_part       -- fraction of data reserved for test set
+        - balanced_split  -- flag to make training/validation/test split
+                             of the dateset fully balanced, it means that
+                             each problem has the same fraction of solutions
+        """
+        super(BagTokDataset, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, 
+            max_n_problems = max_n_problems,
+            short_code_th = short_code_th, 
+            long_code_th = long_code_th, test_part = test_part,
+            balanced_split = balanced_split)
+        #Names and lables of validation samples,
+        #computed at the time of validation set construction
+        #Required for confusion analysis
+        self.val_ds  = None
+        self.train_ds = None
+        #!!!Used by obsolete function trainValNumPyDs
+        self.val_labels = None
+
+    def makeSample(self, tokens):
+        """
+        Compute bag of tokens from list of tokens
+        where <bag of tokens> is a vector of tokens frequences.
+        Uses function of parent class
+
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - bag of tokens as numpy object 
+        """
+        return self.makeBagOfTokens(tokens)
+
+    #!!! Obsolete function
+    def trainValNumPyDs(self, valpart):
+        """
+        Get training and validation numpy type datasets
+        constructed by splitting loaded data set
+        Additionally computes names of validation samples
+        Parameter:
+        - valpart  -- Fraction of dataset samples used for validation
+                      as float
+        - show     -- Flag to print distribution of sample lables
+        Returns:
+        - pair of <validation dataset>, <training dataset>
+          Each data set is a pair of samples and lables
+          in the form of numpy arrays 
+        """
+        _val_len = int(float(len(self.labels)) * valpart)
+        self.labels = np.asarray(self.labels, dtype = np.int32)
+        self.samples = np.stack(self.samples)
+        _val_ds = self.samples[: _val_len],   \
+                  self.labels[: _val_len]
+        self.val_labels = _val_ds[1]
+        self.val_names = self.sample_names[: _val_len]
+        _train_ds = self.samples[_val_len :], \
+                    self.labels[_val_len :]
+        return _val_ds, _train_ds
+
+    def trainValidDs(self, valpart, batch_size):
+        """
+        Make training and validation datasets by 
+        splitting loaded data set
+        Parameters:
+        - valpart    -- Fraction of dataset samples used for validation
+                        as float
+        - batch_size -- size for training dataset
+        Returns:
+        - <validation dataset>
+        - <training dataset>
+          Each data set is a pair of samples and lables
+          in the form of numpy arrays 
+        """
+        _train_len, _val_len = self.trainValDsSize(valpart, batch_size)
+        self.val_ds = ClassDataset(self, 0, _val_len,
+                                   "validation", self.report_dir)
+        self.train_ds = ClassDataset(self, _val_len, _train_len,
+                                     "training", self.report_dir)
+        self.writeLabelDistribution()
+        _train_samples, _train_labels, _, _ = self.train_ds.rawDS(batch_size)
+        _train_ds = (np.stack(_train_samples),
+                     np.asarray(_train_labels, dtype = np.int32))
+        _val_samples, _val_labels, _, _ = self.val_ds.rawDS(batch_size)
+        _val_ds = (np.stack(_val_samples),
+                   np.asarray(_val_labels, dtype = np.int32))
+        memoryUsage("After DS made")
+        return _val_ds, _train_ds
+
+    def testDS(self, batch_size):
+        """
+        Make test tf.dataset
+        The tf.data.dataset is constructed from_generator
+        Parameters:
+        - batch_size -- batch size
+
+        Returns:
+        - <validation dataset>
+        - <test dataset> as a pair of samples and lables 
+          in the form of numpy arrays 
+        - list of labels
+        - list of sample names 
+        - list of label names
+        """
+        if not self.test_ds:
+            sys.exit("Cannot make test dataset because it was not defined")
+        _samples, _labels, _sample_names, _label_names = \
+                                    self.test_ds.rawDS(batch_size)
+        _test_ds = (np.stack(_samples),
+                     np.asarray(_labels, dtype = np.int32))
+        return _test_ds, _labels, _sample_names, _label_names
+#---------------- End of class BagOfTokensLoader ---------------------
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokSimilarityDS.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokSimilarityDS.py
new file mode 100644
index 0000000..a1e73d2
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/BagTokSimilarityDS.py
@@ -0,0 +1,108 @@
+"""
+Module for constructing dataset for similarity analysis
+by bag of tokens technique.
+
+Loads tokenized samples of source codes 
+corresponding to solution of programming problems.
+Each file there contains all samples of 
+one class of samples - tokenised source code files
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+
+import numpy as np
+import math
+import random
+
+from TokensSimilDS import SimilarityDSMaker
+
+class BagTokSimilarityDS(SimilarityDSMaker):
+    """
+    Dataset maker for source coode similarity analyser
+    using Bag of Tokens technique
+
+    Loads files of tokenized source code files from the given directory and
+    Prepares data set for simple Bag or Tokens code similarity detector
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None, test = 0):
+        """
+        Initize Dataset maker
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        """
+        super(BagTokSimilarityDS, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th,
+            test = test)
+
+    def makeSample(self, tokens):
+        """
+        Compute bag of tokens from list of tokens
+        where <bag of tokens> is a vector of tokens frequences.
+        Uses function of parent class
+
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - bag of tokens as numpy object 
+        """
+        return self.makeBagOfTokens(tokens)
+
+    '''
+    !!!Obsolete function. Delete after confirming.
+    def completeSimilDataset(self, ds):
+        """
+        Complete similarity dataset
+        by converting it from compact pythonic form to 
+        numpy array
+        Parameters: 
+        - ds -- list of data samples,
+                 where data sample is a concatenated pair of bag of tokens,
+        Returns: 
+        - numpy array of input list items
+        """
+        return np.stack(ds)
+    '''
+
+    def makeSimDataset(self, samples, labels):
+        """
+        Make similarity dataset in the form of numpy array
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as dummy parameter,
+                                 which is not used here
+        Returns:
+        numpy array of the constructed dataset
+        """
+        _np_ds = np.zeros(shape=(len(samples), self.n_token_types * 2))
+        for _i, _s in enumerate(samples):
+            _p1_idx, _s1_idx, _p2_idx, _s2_idx = _s
+            _np_ds[_i] = \
+                np.concatenate((self.problems_solutions[_p1_idx][_s1_idx],
+                                self.problems_solutions[_p2_idx][_s2_idx]))
+        return _np_ds    
+#---------------- End of class BagTokSimilarityDS -----------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/ClasBagTokEval.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/ClasBagTokEval.py
new file mode 100644
index 0000000..5497857
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/ClasBagTokEval.py
@@ -0,0 +1,74 @@
+"""
+Program for evaluating source code classifier using
+bag or Tokens technique 
+
+For correct evaluation of DNN model it is required 
+that the test datset is  generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/BagOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcessor"])
+from BagTokDataset    import BagTokDataset
+from DsUtilities      import DataRand
+from ProgramArguments import (makeArgParserCodeML, parseArguments)
+from Utilities        import *
+from ClassConfusion   import ClassConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for classifying source code samples
+    and evaluating its accuracy
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    
+    _checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = BagTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        test_part = args.testpart,
+                        balanced_split = args.balanced_split)
+
+    print("Restoring from", _checkpoint)
+    _dnn = tf.keras.models.load_model(_checkpoint)
+
+    _test_ds, _labels, _sample_names, _label_names = \
+                                _ds.testDS(args.batch)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds[0], _test_ds[1],
+                                  verbose = args.progress)
+    _prob = _dnn.predict(_test_ds[0], verbose = args.progress)
+    _confusion = ClassConfusAnalysis(_prob, _labels, _sample_names,
+                                     _label_names)
+    _confusion.writeReport()
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE CLASSIFIER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code classifier",
+        task = "classification")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file to load")
+    args = parseArguments(parser)
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimBagTokEval.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimBagTokEval.py
new file mode 100644
index 0000000..762a4c5
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimBagTokEval.py
@@ -0,0 +1,73 @@
+"""
+Program for evaluating source code similarity analyzer using
+bag or Tokens technique e
+
+For correct evaluation of DNN model it is required that 
+the test dataset is generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/BagOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcessor"])
+
+from BagTokSimilarityDS import BagTokSimilarityDS
+from ProgramArguments import *
+from Utilities import *
+from DsUtilities import DataRand
+from SimilConfusion import SimilConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+
+    _checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = BagTokSimilarityDS(args.dataset,
+                             min_n_solutions = args.min_solutions,
+                             max_n_problems = args.problems,
+                             short_code_th = args.short_code,
+                             long_code_th = args.long_code,
+                             test = args.testpart)
+    print("Restoring from", _checkpoint)
+    _dnn = tf.keras.models.load_model(_checkpoint)
+    _test_ds, _labels, _annotations = \
+                    _ds.testDataset(args.valsize, args.similpart)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, _labels,
+                                          verbose = args.progress)
+
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations)
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code similarity analyzer",
+        task = "similarity")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    args = parseArguments(parser)
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimilarityByBoT.py b/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimilarityByBoT.py
new file mode 100644
index 0000000..0a7742d
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/BagOfTokens/SimilarityByBoT.py
@@ -0,0 +1,93 @@
+"""
+Program for predicting similarity of two source code files by 
+Bag or Tokens technique
+
+History of traing is pickled to be plotted with other application
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+import pickle
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/PostProcessor",
+                 f"{main_dir}/CommonFunctions"])
+
+from ProgramArguments   import (makeArgParserCodeML, parseArguments)
+from Utilities          import *
+from BagTokSimilarityDS import BagTokSimilarityDS
+from DsUtilities        import DataRand
+from SeqModelMaker      import SeqModelFactory
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    if args.ckpt_dir:
+        _latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        _checkpoint_callback = makeCkptCallback(args.ckpt_dir)
+        _callbacks=[_checkpoint_callback]
+    else:
+        _latest_checkpoint = None
+        _callbacks = None
+    _ds = BagTokSimilarityDS(args.dataset,
+                             min_n_solutions = args.min_solutions,
+                             max_n_problems = args.problems,
+                             short_code_th = args.short_code,
+                             long_code_th = args.long_code,
+                             test = args.testpart)
+
+    _val_ds, _train_ds = \
+        _ds.trainValidDsSameProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart) if args.validation == "same" else \
+        _ds.trainValidDsDifferentProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart)
+
+    _model_factory = SeqModelFactory(_ds.n_token_types * 2, 1)
+    if _latest_checkpoint:
+        print("Restoring from", _latest_checkpoint)
+        _dnn = tf.keras.models.load_model(_latest_checkpoint)
+    else:
+        _dnn = _model_factory.denseDNN(args.dense)
+
+    _history = _dnn.fit(_train_ds[0], _train_ds[1],
+                        epochs = args.epochs, batch_size = args.batch,
+                        validation_data = (_val_ds[0], _val_ds[1]),
+                        verbose = args.progress, callbacks = _callbacks)
+
+    with open(args.history, 'wb') as _jar:
+        pickle.dump(_history.history, _jar)
+
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nCODE SIMILARITY WITH BAG OF TOKENS TECHNIQUE")
+
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Bag of tokens source code similarity analysis",
+        task = "similarity")
+    args = parseArguments(parser)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/BagTokCluster.py b/model-experiments/token-based-similarity-classification/src/Clustering/BagTokCluster.py
new file mode 100644
index 0000000..8e8f330
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/BagTokCluster.py
@@ -0,0 +1,73 @@
+"""
+"""
+import sys
+import os
+import math
+import argparse
+import pickle
+from VectorKMeans import VectorsClustered
+
+sys.path.extend(["../BagOfTokens"])
+from DatasetLoader import BagOfTokensLoader
+
+def main(args):
+    """
+    Main function of program for bag of tokens cluster analysis of 
+    of one problem source code solutions
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    ds = BagOfTokensLoader(args.samples, args.tokens)
+    samples, _, _, _, _, = ds.loadProblem(args.problem)
+    sol_clustered = VectorsClustered(samples)
+    sol_clustered.kmeansCluster(args.clusters)
+    sol_clustered.printClustersStat()
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCLUSTER ANALAYSIS OF BAG OF TOKENS OF SOURCE CODE SOLUTIONS")
+
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Cluster analysis of bags of tokens of source code solution")
+    parser.add_argument('samples',
+                        type=str, help='path to data directory')
+    parser.add_argument('problem',
+                        type=str, help='filename of problem')
+    parser.add_argument('--tokens', default=17, type=int,
+                        help='number of tokens')
+    parser.add_argument('--clusters', default=8, type=int,
+                        help='number of clusters')
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
+
+
+"""
+#!!! OLD Experimental code
+#-------------------------------------------
+ds = BagOfTokensLoader("../../DataSet/ds5c/", 17)
+samples = []
+ds.loadSolutions("../../DataSet/ds5c/ALDS1_11_B.tkn", samples)
+samples, _ = zip(*samples)
+samples = np.stack(samples)
+n_clusters=32
+kmeans = KMeans(n_clusters=n_clusters, random_state=0).fit(samples)
+#print(kmeans.labels_)
+centers = kmeans.cluster_centers_
+print(kmeans.inertia_)
+
+for i in range(n_clusters):
+    line = ""
+    for j in range(n_clusters):
+        line += "{:4.2f} ".format(np.linalg.norm(centers[i] - centers[j]))
+    print(i, line + "\n")
+#-----End of OLD Experimental code  -------------
+"""
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/ClusterClassifier.py b/model-experiments/token-based-similarity-classification/src/Clustering/ClusterClassifier.py
new file mode 100644
index 0000000..ee2a8bc
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/ClusterClassifier.py
@@ -0,0 +1,73 @@
+"""
+Program for code classification by Bag or Tokens technique
+using cluster analysis
+
+
+
+Implements nearest cluster simple classifier of sorce code:
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+
+sys.path.extend(["../BagOfTokens"])
+from DatasetLoader import BagOfTokensLoader
+from NearestCluster import NearestClusterClassifier
+
+def main(args):
+    """
+    Main function of program for classifying source code
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    ds_loader = BagOfTokensLoader(args.samples, args.tokens)
+    all_samples, problem_samples = ds_loader.getPartitionedSampes()
+    val_train_split = args.valpart
+    val_samples = \
+        [_solutions[: int(float(len(_solutions)) * val_train_split)] 
+         for _solutions in problem_samples]
+
+    train_samples = \
+        [_solutions[int(float(len(_solutions)) * val_train_split) :] 
+         for _solutions in problem_samples]
+    classifier = NearestClusterClassifier(train_samples, val_samples)
+    #classifier.nClustersTrain(args.clusters)
+    classifier.scaledClustersTrain(args.clusters)
+    accuracy = classifier.validate()
+    print("Accuracy: ", accuracy)
+
+
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCODE CLASSIFICATION WITH BAG OF TOKENS CLUTERING CLASSIFIER")
+
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Bag of Tokens program source code classifier")
+    parser.add_argument('samples',
+                        type=str, help='path to data directory')
+    parser.add_argument('--tokens', default=17, type=int,
+                        help='number of tokens')
+    parser.add_argument('--valpart', default=0.2, type=float,
+                        help='fraction of samples for validation')
+    parser.add_argument('--clusters', default=8, type=int,
+                        help='number of clusters')
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/DistAnnalysisDS.py b/model-experiments/token-based-similarity-classification/src/Clustering/DistAnnalysisDS.py
new file mode 100644
index 0000000..d55286e
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/DistAnnalysisDS.py
@@ -0,0 +1,48 @@
+"""
+Program for analysis of distribution of problems solutions dataset
+"""
+import sys
+import os
+import argparse
+from VectorKMeans import SetOfClusters
+
+sys.path.extend(["../BagOfTokens"])
+from DatasetLoader import BagOfTokensLoader
+
+def main(args):
+    """
+    Main function of program for analysing bags of tokens distribution of 
+    of sorce code solutions of several problems
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    ds_loader = BagOfTokensLoader(args.samples, args.tokens)
+    all_samples, problem_samples = ds_loader.getPartitionedSampes()
+    dist_analyzer = SetOfClusters(problem_samples)
+    dist_analyzer.printClustCentersDistr()
+    dist_analyzer.printClustToCentersDistr()
+    dist_analyzer.printClustersDistr()
+    dist_analyzer.printClustersStat()
+
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nANALYSIS OF SOURCE CODE DATASET DISTRIBUTION BY BAG OF TOKENS")
+
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Analysis of distribution of bags of tokens of source code dataset")
+    parser.add_argument('samples',
+                        type=str, help='path to data directory')
+    parser.add_argument('--tokens', default=17, type=int,
+                        help='number of tokens')
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/NearestCluster.py b/model-experiments/token-based-similarity-classification/src/Clustering/NearestCluster.py
new file mode 100644
index 0000000..2342bdb
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/NearestCluster.py
@@ -0,0 +1,71 @@
+"""
+"""
+import sys
+import os
+import math
+import numpy as np
+from VectorKMeans import VectorsClustered
+
+class NearestClusterClassifier(object):
+    """
+    """
+    def __init__(self, train_samples, val_samples):
+        """
+        """
+        self._val_samples = val_samples
+        self._min_n_class_samples = min(map(len, train_samples))
+        print("_min_n_class_samples: ", self._min_n_class_samples)
+        self._classes = [VectorsClustered(_samples) 
+                         for _samples in train_samples]
+        self.n_classes = len(self._classes)
+
+    def nClustersTrain(self, n_clusters):
+        """
+        """
+        for _class in self._classes:
+            _class.kmeansCluster(n_clusters)
+
+    def scaledClustersTrain(self, n_clusters):
+        """
+        """
+        for _class in self._classes:
+            _scale = _class.n_samples // self._min_n_class_samples
+            print("Scale: ", _scale)
+            _class.kmeansCluster(n_clusters * _scale)
+            
+    def classify(self, sample):
+        """
+        """
+        _min_d = sys.maxsize
+        _classification = None
+        for _i, _class in enumerate(self._classes):
+            _class_dist = _class.distanceToCenters(sample)
+            if _class_dist < _min_d:
+                _min_d = _class_dist
+                _classification = _i
+        return _classification
+
+    def validate(self):
+        """
+        """
+        return self.test(self._val_samples)
+
+    def test(self, val_samples):
+        """
+        """
+        _n_correct_list = []
+        _acc_list = []
+        _n_val_samples = sum(map(len, val_samples))
+        print(_n_val_samples)
+        for _i, _val_class_samples in enumerate(val_samples):
+            _n_correct = 0
+            for _sample in _val_class_samples:
+                if _i == self.classify(_sample):
+                    _n_correct += 1
+            _n_correct_list.append(_n_correct)
+            _acc_list.append(float(_n_correct) / 
+                             float(len(_val_class_samples)))
+        _n_correct = sum(_n_correct_list)
+        print("Accuracy of classes: ", _acc_list)
+        return float(_n_correct) / float(_n_val_samples)
+            
diff --git a/model-experiments/token-based-similarity-classification/src/Clustering/VectorKMeans.py b/model-experiments/token-based-similarity-classification/src/Clustering/VectorKMeans.py
new file mode 100644
index 0000000..72ac211
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Clustering/VectorKMeans.py
@@ -0,0 +1,277 @@
+"""
+"""
+import sys
+import os
+import math
+import numpy as np
+from sklearn.cluster import KMeans
+
+sys.path.extend(["../BagOfTokens"])
+from DatasetLoader import BagOfTokensLoader
+
+def distance(x, y):
+    """
+    Distance between two vectors
+    """
+    return np.linalg.norm(x - y)
+
+def sampleToSetDistance(s, sset):
+    """
+    Distance from sample to set of vectors
+    """
+    return np.min(np.linalg.norm(sset - s, axis=1))
+    
+def setSeparation(s1, s2):
+    """
+    Separation of two sets of vectors
+    """
+    return min([sampleToSetDistance(s1[_i], s2)
+                for _i in range(s1.shape[0])])
+#--------------End of utility functions------------------------------
+
+class VectCluster(object):
+    """
+    Cluster of vectors
+    """
+    def __init__(self, samples, center = None, inertia = None):
+        """   
+        """
+        self.samples = samples if isinstance(samples, np.ndarray) \
+                       else np.stack(samples)
+        self.n_samples = self.samples.shape[0]
+        self.vect_len = self.samples.shape[1]
+        self.centroid = center if center is not None else \
+                        self.compCentroid()
+        self.inertia = inertia if inertia is not None else \
+                       self.compInertia()
+        self.rmsRadius = self.compRmsRadius()
+        self.max_radius = self.compMaxRadius()
+        self.aver_radius = self.compAvrRadius()
+        self.diameter = self.compDiameter()
+
+    def getStat(self):
+        """
+        """
+        return (self.n_samples, self.inertia, self.rmsRadius, 
+                self.max_radius, self.aver_radius, self.diameter)
+
+    def compCentroid(self):
+        """
+        """
+        _l = self.samples.shape[0]
+        _v_dim = self.samples.shape[1]
+        _c = np.zeros(_v_dim)
+        for _i in range(_v_dim):
+            _c[_i] = np.sum(self.samples[:, _i])/_l
+        return np.stack(_c)
+
+    def compInertia(self):
+        """
+        """
+        return np.sum(np.linalg.norm(
+            self.samples - self.centroid, axis=1) ** 2)
+
+    def compRmsRadius(self):
+        """
+        """
+        return math.sqrt(self.inertia / self.n_samples)
+
+    def compMaxRadius(self):
+        """
+        """    
+        return np.max(np.linalg.norm(
+            self.samples - self.centroid, axis=1))
+
+    def compAvrRadius(self):
+        """
+        """
+        #print("Checking np.linalg.norm\n")
+        #print(np.linalg.norm(
+        #    self.samples - self.centroid, axis=1))
+        #print("End of np.linalg.norm\n")
+        return np.average(np.linalg.norm(
+            self.samples - self.centroid, axis=1))
+
+    def compDiameter(self):
+        """
+        """
+        _d = 0
+        for _i in range(self.n_samples):
+            _d = max(_d, np.max(np.linalg.norm(
+                self.samples - self.samples[_i], axis=1)))
+        return _d
+#---------------- End of class VectCluster -----------------------------
+
+class SetOfClusters(object):
+    """
+    """
+    def __init__(self, clusters, centers = None, inertia = None):
+        """
+        """
+        self.clusters = \
+            [VectCluster(_cluster, center = 
+                         centers[_i] if centers is not None else None)
+             for _i, _cluster in enumerate(clusters)]
+        self.clust_centers = centers if centers is not None \
+            else np.stack([_cluster.centroid for _cluster in self.clusters])
+        self.n_clusters = len(self.clusters)
+ 
+    def _clustCentersSeparation(self, i, j):
+        """
+        Distance between centers of two clusters
+        """
+        return distance(self.clust_centers[i], 
+                        self.clust_centers[j])
+
+    def _clustToCenterSeparation(self, i, j):
+        """
+        Distance from center of one cluster to other cluster
+        """
+        return sampleToSetDistance(self.clusters[i].centroid,
+                                   self.clusters[j].samples)
+
+    def _clustSeparation(self, i, j):
+        """
+        """
+        if self.clusters[i].n_samples > self.clusters[j].n_samples:
+            i,j = j,i
+        return setSeparation(self.clusters[i].samples,
+                             self.clusters[j].samples)
+
+    def printClustCentersDistr(self):
+        """
+        """
+        print("\nDistances between cluster centers")
+        print("----------------------------")
+        self._printClustersDistr(self._clustCentersSeparation)
+
+    def printClustToCentersDistr(self):
+        """
+        """
+        print("\nDistances between centers of clusters to other clusters")
+        print("----------------------------")
+        self._printClustersDistr(self._clustToCenterSeparation)
+
+    def printClustersDistr(self):
+        """
+        """
+        print("\nDistances between clusters")
+        print("----------------------------")
+        self._printClustersDistr(self._clustSeparation)
+
+
+    def _printClustersDistr(self, dist_func):
+        """
+        """
+        _title = (" " + "   {:2d}" * self.n_clusters). \
+                 format(*range(self.n_clusters))
+        print(_title + '\n')
+        _max_sep = 0
+        _min_sep = sys.maxsize
+        _avr_sep = 0
+        for _i in range(self.n_clusters):
+            _line = "{:2d}: ".format(_i)
+            for _j in range(self.n_clusters):
+                _sep = dist_func(_i, _j)
+                _line += "{:4.2f} ".format(_sep)
+                _max_sep = max(_max_sep, _sep)
+                if _i != _j:
+                    _min_sep = min(_min_sep, _sep)
+                    _avr_sep += _sep
+            print(_line)
+        _avr_sep = _avr_sep / float((self.n_clusters - 1) ** 2)
+        print("Separations: " + 
+              f"min = {_min_sep:.4f}, average = {_avr_sep:.4f}, max = {_max_sep:.4f}\n")
+
+    def printClustersStat(self):
+        """
+        """
+        print("Characteristics of clusters\n") 
+        print("Num    N    Inert    RMS    Max    Avr   Diameter")
+        print("Clus points        Radius Radius  Radius        \n")
+        _big_cluster = None
+        _max_size = 0
+        _small_cluster = None
+        _min_size = sys.maxsize
+        _wide_cluster = None
+        _max_width = 0
+        _compact_cluster = None
+        _min_width = float(sys.maxsize)
+        for _i, _cluster in enumerate(self.clusters):
+            print("{:3d}  {:4d}  {:7.3f}  {:5.3f}  {:5.3f}  {:5.3f}   {:5.3f}".
+                  format(_i, *_cluster.getStat()))
+            if _max_size < _cluster.n_samples:
+                _big_cluster = _i
+                _max_size = _cluster.n_samples
+            if _min_size > _cluster.n_samples:
+                _small_cluster = _i
+                _min_size = _cluster.n_samples
+            if _max_width < _cluster.diameter:
+                _wide_cluster = _i
+                _max_width = _cluster.diameter
+            if _min_width > _cluster.diameter:
+                _compact_cluster = _i
+                _min_width = _cluster.diameter
+        print(f"Largest cluster #{_big_cluster} has {_max_size} samples")
+        print(f"Smallest cluster #{_small_cluster} has {_min_size} samples")
+        print(f"Widest cluster #{_wide_cluster} is {_max_width:.4f} wide")
+        print(f"Most compact cluster #{_compact_cluster} is {_min_width:.4f} wide")
+
+    def makeClustersStat(self):
+        """
+        """
+        pass
+#---------------- End of class SetOfClusters -----------------------------
+            
+class VectorsClustered(VectCluster):
+    """
+    Clustered source code of problem solutions 
+    """
+    def __init__(self, samples):
+        """
+        """
+        super(VectorsClustered, self).__init__(samples)
+        self._random_seed = 0
+
+    def kmeansCluster(self, n_clusters):
+        """
+        Cluster samples into n clusters
+        Parameters:
+        - n  -- number of clusters
+        """
+        _kmeans = KMeans(n_clusters = n_clusters, 
+                         random_state =
+                         self._random_seed).fit(self.samples)
+        self._kmeans_inertia = _kmeans.inertia_
+        self.clust_centers = _kmeans.cluster_centers_
+        self.n_clusters = n_clusters
+        self.labels = _kmeans.labels_
+        self.clusters = SetOfClusters(self.clustersFromLabels(),
+                                      self.clust_centers)
+
+    def clustersFromLabels(self):
+        """
+        """
+        _cluster_list = [[] for _in in range(self.n_clusters)]
+        for _i in range(self.n_samples):
+            _cluster_list[self.labels[_i]].append(self.samples[_i])
+        return _cluster_list
+            
+    def printClustersStat(self):
+        """
+        """
+        self.clusters.printClustersStat()
+        self.clusters.printClustCentersDistr()
+        self.clusters.printClustToCentersDistr()
+        self.clusters.printClustersDistr()
+
+    def printClustCenters(self):
+        """
+        """
+        print("Centers of clusters\n", self.clusters.clust_centers)
+
+    def distanceToCenters(self, sample):
+        """
+        """
+        return sampleToSetDistance(sample, self.clust_centers)
+#---------------- End of class SolutionsClustered -----------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/CommonFunctions/ProgramArguments.py b/model-experiments/token-based-similarity-classification/src/CommonFunctions/ProgramArguments.py
new file mode 100644
index 0000000..298329d
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/CommonFunctions/ProgramArguments.py
@@ -0,0 +1,160 @@
+"""
+Module of functions defining program parameters
+"""
+import sys
+import argparse
+
+def makeArgParserCodeML(description, task = "classification"):
+    """
+    Make program arguments parser for machine learning
+    for analysis of source code problems
+    Parameters:
+    - description  -- string describing the parser
+    - task         -- task for which dataset is used:
+                      either 'classification' or 'similarity'
+    Returns: constructed argument parser
+    """
+    parser = argparse.ArgumentParser(description = description)
+    parser.add_argument("dataset",
+                        type=str, help="dataset directory")
+    parser.add_argument("--min_solutions", type=int, default=8,
+                        help = "min number of problem solutions")
+    parser.add_argument("--problems", default=None, type=int,
+                        help = "max number of problems to load")
+    parser.add_argument("--short_code", default = 4, type=int,
+                        help = "shortest code to load")
+    parser.add_argument("--long_code", default = None, type=int,
+                        help = "longest code to load")
+    parser.add_argument("--testpart", default=0, type=float,
+                        help="part of whole dataset for testing")    
+    parser.add_argument("--valpart", default=0.2, type=float,
+                        help="fraction of training dataset for validation")
+    parser.add_argument("--batch", default=32, type=int,
+                        help="batch size")
+    parser.add_argument("--seed_ds", type=int, default=101,
+                        help = "seed for making randomized dataset")
+    parser.add_argument("--seed_model", type=int, default=101,
+                        help = "seed for making randomized model")    
+    parser.add_argument("--dnn", default="basic",
+                        type=str, help="dnn model")    
+    parser.add_argument('--progress', default=1, type=int,
+                        choices=[0, 1, 2],
+                        help="mode of keras training progress bar")
+    parser.add_argument("--epochs", default=32, type=int,
+                        help="number of train epochs")
+    parser.add_argument("--patience", default=32, type=int,
+                        help="number of epoch to train without improvements")
+    parser.add_argument("--dense", type=int, nargs='*',
+                        help="sizes of dense layers")
+    parser.add_argument("--regul_dense_only", action="http://github.com/store_true", 
+                        default=False,
+                        help="regulirize only dense layers")
+    parser.add_argument("--history", type=str, 
+                        default="./train_history.pcl",
+                        help="filename to write history of training")
+    parser.add_argument("--optimizer", type=str, default="rmsprop", 
+                        choices=["sgd", "rmsprop", "adam", "adadelta",
+                                 "adagrad", "adamax", "nadam", "ftrl"],
+                        help="training optimizer")
+    parser.add_argument("--ckpt_dir", default = None,
+                        type=str, help="checkpoint directory")
+    if task == "similarity":
+        parser.add_argument("--validation", type=str, 
+                            default="same", choices=["same", "different"],
+                            help="validation with same or different " + 
+                            "as training problems")
+        parser.add_argument("--valsize", default=5000, type=int,
+                            help="size of validation dataset")
+        parser.add_argument("--trainsize", default=20000, type=int,
+                            help="size of training dataset")
+        parser.add_argument("--similpart", default=0.5, type=float,
+                            help="fraction of all samples, " + 
+                            "representing pairs of similar source code")
+    elif task == "classification":
+        parser.add_argument("--balanced_split", action="http://github.com/store_true", 
+                            default=False,
+                            help="balanced split of problem solutions " + 
+                            "for training, validation and testing")        
+    else:
+        sys.exit(f"Wrong machine learning task {task}. " +
+                "It should be either 'classification' or 'similarity'")
+    return parser
+
+def addSeqTokensArgs(parser):
+    """
+    Add arguments defining DNN processing sequences of tokens
+    Parameters:
+    - parser  -- argument parser as an object of ArgumentParser
+                 to add arguments
+    Returns: constructed argument parser
+    """
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument("--coding", type=str, default="categorical", 
+                        choices=["categorical", "trainable", "one_hot"],
+                        help="dnn input data coding: " + 
+                        "either one-hot or categorical or trainable")
+    parser.add_argument("--embed", default=None, type=int,
+                        help="size of embedding vectors; " + 
+                        "number of tokens if it is not defined" )
+    parser.add_argument("--kernels", required=True,
+                        type=int, nargs='+',
+                        help="width of convolution kernels")
+    parser.add_argument("--filters", required=True,
+                        type=int, nargs='+',
+                        help="number of convolution filters")
+    parser.add_argument("--strides", default = None,
+                        type=int, nargs='+',
+                        help="strides of convolutions")
+    parser.add_argument("--conv_act", type=str, 
+                        default= None, choices=["relu", "sigmoid", "tanh"],
+                        help="activation of convolutional layers")
+    parser.add_argument("--pool", type=str, 
+                        default="max", choices=["max", "aver"],
+                        help="operation of pooling layer")
+    parser.add_argument("--dropout", default=0, type=float,
+                        help="rate of dropout")
+    return parser
+
+def addRegularizationArgs(parser):
+    """
+    Add arguments defining regularization
+    Parameters:
+    - parser  -- argument parser as an object of ArgumentParser
+                 to add arguments
+    Returns: constructed argument parser
+    """
+    parser.add_argument("--l1", default=0, type=float,
+                        help="l1 regularization")
+    parser.add_argument("--l2", default=0, type=float,
+                        help="l2 regularization")
+    return parser
+
+def parseArguments(parser):
+    """
+    Parse program arguments
+    Parameters:
+    - parser  -- argument parser as an object of ArgumentParser
+                 to add arguments
+    Returns: object with program arguments
+    """
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    return args
+
+def checkConvolution(args):
+    """
+    Check definition of convolution by program arguments
+    Parameters:
+    - args object with program arguments
+    """
+    if len(args.kernels) != len(args.filters):
+        print("Error: Numbers of convolution kernels and filters are different")
+        sys.exit(1)
+    if args.strides and len(args.strides) != len(args.filters):
+        print("Error: Numbers of convolution kernels and strides are different")
+        sys.exit(1)   
diff --git a/model-experiments/token-based-similarity-classification/src/CommonFunctions/Utilities.py b/model-experiments/token-based-similarity-classification/src/CommonFunctions/Utilities.py
new file mode 100644
index 0000000..4a70701
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/CommonFunctions/Utilities.py
@@ -0,0 +1,114 @@
+"""
+Module defining some utility functions used with ML applications
+"""
+import os
+import sys
+import numpy as np
+import tensorflow as tf
+import random as python_random
+
+def resetSeeds():
+    """
+    Reset system seeds for random generators
+    """
+    np.random.seed(123) 
+    python_random.seed(123)
+    tf.random.set_seed(1234)
+
+def setupCheckpoint(checkpoint_dir):
+    """
+    Set up writing down checkpoints:
+    - Make checkpoint directory is it does not exist
+    - Find latest checkpoint
+    Parameter:
+    - checkpoint_dir  -- Directory for writing down checkpoints
+    Returns:
+    """
+    if not os.path.exists(checkpoint_dir):
+        os.makedirs(checkpoint_dir)
+        latest_checkpoint = None
+    else:
+        checkpoints = [checkpoint_dir + "/" + name for 
+                       name in os.listdir(checkpoint_dir)]  
+        latest_checkpoint = max(checkpoints, key=os.path.getctime) \
+            if checkpoints else None
+    return latest_checkpoint
+
+def getCheckpoint(checkpoint_dir, checkpoint = None):
+    """
+    Get either the specified checkpoint or the latest one
+    Parameters:
+    - checkpoint_dir  -- Directory with checkpoints
+    - checkpoint      -- Checkpoint file name
+    Returns: full path to checkpoint file
+    """
+    if not checkpoint_dir:
+        sys.exit("Directory with DNN models is not defined")
+    if not os.path.exists(checkpoint_dir):
+        sys.exit(f"Directory {checkpoint_dir} with DNN models does not exist")
+    if checkpoint:
+        if os.path.exists(f"{checkpoint_dir}/checkpoint"):
+            return ckpt_file
+        else:
+            sys.exit(f"Directory {checkpoint_dir} does not have checkpoint {checkpoint}")
+    checkpoints = [checkpoint_dir + "/" + name for 
+                       name in os.listdir(checkpoint_dir)]
+    if checkpoints:
+        return max(checkpoints, key=os.path.getctime)
+    else:
+        sys.exit(f"Directory {checkpoint_dir} with DNN models is empty")
+    
+def makeCkptCallback(checkpoint_dir, monitor = "val_accuracy"):
+    """
+    - Create callback function for writing down checkpoints
+    Parameter:
+    - checkpoint_dir  -- Directory for writing down checkpoints
+    - monitor         -- value to monitor
+    Returns:
+    - Callback function created
+    """
+    checkpoint_callback = tf.keras.callbacks.ModelCheckpoint(
+        filepath = checkpoint_dir + "/ckpt-{epoch}",
+        monitor = monitor,
+        verbose = 0, save_best_only = True,
+        save_weights_only = False,
+        mode = "auto", save_freq= "epoch")
+    return checkpoint_callback
+
+def memoryUsage(point):
+    """
+    Print memory usage
+    Parameter:
+    - point --  identifier of print: string or number
+    """
+    from resource import getrusage, RUSAGE_SELF
+    _resource_usage = getrusage(RUSAGE_SELF)
+    print(f"{point}:  MEMORY = {_resource_usage.ru_maxrss}")
+
+def makeFilePath(*parts, m = None):
+    """
+    Make path to file and check its existance
+    Check if the path exists and exit if it is not found
+    The existance of the path is checked only if 
+    the description of file is defined
+    Parameters:
+    - m      -- description of the path to pringt in the message 
+                if the path does not exist
+    - parts  -- parts to concatenate to get file path
+    """
+    _p = "/".join(parts).replace("//", "/")
+    if m and not os.path.exists(_p):
+        sys.exit(f"{m} {_p} is not found")
+    return _p
+
+'''
+def accessModules(*modules):
+    """
+    Update sys.path to access required modules
+    Parameters:
+    - modules  -- modules to access
+    """
+    main_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+'''
+           
+    
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/DSTokenizer.py b/model-experiments/token-based-similarity-classification/src/DSMaker/DSTokenizer.py
new file mode 100644
index 0000000..c355d26
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/DSTokenizer.py
@@ -0,0 +1,595 @@
+"""
+Module for updating dataset with tokenized solutions of given problems.
+
+- Tokenized representations of all solutions of one problem are 
+  placed in a single file.
+- The files with tokenized solutions of problems are added into existing 
+  directory.
+- Each tokenized source code file is represented in the following form:
+     <Name of code file>:<String of tokens separated with commas (',')>'\n'
+- The program can select for tokenisation solutions having 
+  the specified status. 
+  If the specified status is 'All' all solutions are tokenized.
+- The program selects problems having not fewer tokenizable solutions 
+  than the specified parameter.
+- There is a parameter specifying the limit of 
+  the number problems to tokenize. If that number is None 
+  all existing problems satisfying to selection criteria 
+  are tokenized.
+"""
+import sys
+import os
+from os import path
+from abc import ABC, abstractmethod
+import json
+import csv
+
+from DebugTokenizer import DebugTokenizer
+from TokenSets      import TokenDictFactory
+
+class BaseTokenizer(ABC):
+    """
+    Base abstract class for tokenizing one file of source code
+    """
+    #Name of temporary file for tokenized source code
+    TMP_TOKENIZATION = "./t_o_k_e_n_s.o_u_t"
+    #Flags specifing program langiages for Geert's tokenizer 
+    LANG_FLAGS = {"Java": "j", "C++": "", "C": ""}
+    
+    def __init__(self, lang, verbose, no_macro):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - lang     -- language of the solution code written in:
+                      either C++ or Java
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        """
+        self.lang = lang
+        self.tokenize_cmd = self.makeTokenizerCmd(
+            self.lang, verbose = verbose, no_macro = no_macro)
+        
+    def makeTokenizerCmd(self, language, verbose = False, 
+                        no_macro = False):
+        """
+        Make command for tokenizing source code
+        Parameters:
+        - language  -- programming language of code written in
+                       either C++ or Java
+        - verbose   -- flag to pring tonezer warnings
+        - no_macro  -- flag to ignor macro definitions in C C++ code
+        Returns: tokenization commend as a string
+        """
+        _w = "" if verbose else "w"
+        if language == "python":
+            return f"pytokenize -{_w}mcsv "
+        try:
+            _l = self.LANG_FLAGS[language]
+        except KeyError:
+            sys.exit(f"Programming language {language} cannot be tokenized")    
+        _c = "c" if no_macro else ""
+        return f"tokenize -{_w}{_c}{_l}mcsv "
+        
+    @abstractmethod
+    def tokenizeFile(self, in_fn):
+        """
+        Tokenize source code file
+        Parameters:
+        - in_fn  -- name of input file with code to tokenize
+        Returns:
+        - either string of tokens if tokenization is successful
+        - or None if it failed
+        """
+        raise NotImplementedError()
+
+    @abstractmethod
+    def tokensReport(self):
+        """
+        Print report on tokens and 
+        their occurrence in processed files
+        and write down info on tokens to tokenized dataset
+        """
+        raise NotImplementedError()
+#------------- End of class BaseTokenizer  -----------------------------
+
+class TokClass17Tokenizer(BaseTokenizer):
+    """
+    Class for tokenizing one file of source code
+    The tokenization is represented with 17 token classes 
+    """
+    def __init__(self, lang, verbose, no_macro):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - lang     -- language of the solution code
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        """
+        super(TokClass17Tokenizer, self).__init__(
+            lang, verbose, no_macro)
+        self.filter_cmd = self.makeFilterCmd()
+        self.n_tokens = 17
+
+    def makeFilterCmd(self):
+        """
+        Make command for tokenizing source code
+        Returns: string as for command pipe with awk filter 
+                 postprocessing output of tokenizer
+        """
+        return f"| filter.awk > {self.TMP_TOKENIZATION};" + \
+            "exit ${PIPESTATUS[0]}"
+
+    def tokenizeFile(self, in_fn):
+        """
+        Tokenize source code file
+        Parameters:
+        - in_fn  -- name of input file with code to tokenize
+        Returns:
+       - either string of tokens if tokenization is successful
+       - or None if it failed
+        """
+        _rc =  os.system(self.tokenize_cmd + in_fn + 
+                         self.filter_cmd)
+        if _rc: return None
+        with open(self.TMP_TOKENIZATION) as _f:
+            _tokens = _f.read().rstrip('\n').replace('\n',',')
+        return _tokens
+
+    def tokensReport(self):
+        """
+        - Print report on tokens and 
+          their occurrence in processed files
+        - 17 classes tokenizer does not collect tokens statistics
+        """
+        print("\nTokenization was performed with 17 classes of tokens")
+#------------- End of class BaseTokenizer  -----------------------------
+
+class DetailedTokenizer(BaseTokenizer):
+    """
+    Class for tokenizing source code file
+    The resulted sequence reprersents all operator and keyword tokens
+    Uses file cls.TMP_TOKENIZATION for temporary results 
+    """
+    def __init__(self, lang, verbose, no_macro,
+                 token_set, tok_debugger):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - lang       -- language of the solution code
+        - verbose    -- flag to print tokenizer warning
+        - no_macro   -- flag not to tokenize macro definitions
+        - token_set  -- name of set of tokens to use
+        - tok_debugger -- object for debugging tokeinizer
+        """
+        super(DetailedTokenizer, self).__init__(
+            lang, verbose, no_macro)
+        self.tokenize_cmd += f" -o{self.TMP_TOKENIZATION} "
+        self.token_dict, self.n_tokens = \
+            TokenDictFactory.makeTokenDict(token_set)
+        #Set of unrecognized operators and keywords
+        self.unknow_tokens = set()
+        #Set of found operators and keywords
+        self.found_tokens = set() 
+        self.tok_debugger = tok_debugger
+
+    def tokenizeFile(self, in_fn):
+        """
+        Tokenize source code file
+        Parameters:
+        - in_fn  -- name of input file with code to tokenize
+        Returns:
+        - either string of tokens if tokenization is successful
+        - or None if it failed
+        """
+        if os.system(self.tokenize_cmd + in_fn):
+            return None
+        self.tok_debugger.debugFile(in_fn, 
+                                    self.TMP_TOKENIZATION)
+        _tokens = []
+        with open(self.TMP_TOKENIZATION, newline='',
+                  encoding="ISO-8859-1") as _csvfile:
+            _token_reader = csv.reader(_csvfile)
+            _token_reader.__next__() #Skip csv header
+            for _, _, _tok_class, _tok_value in _token_reader:
+                if _tok_class == "operator" or _tok_class == "keyword":
+                    try:
+                        _tokens.append(self.token_dict[_tok_value])
+                        self.found_tokens.add(_tok_value)
+                    except KeyError:
+                        self.unknow_tokens.add(_tok_value)
+        return  ','.join(_tokens)
+
+    def tokensReport(self):
+        """
+        Print report on tokens and 
+        their occurrence in processed files
+        """
+        self.printTokenDict()
+        self.printUnknownTokens()
+        self.printNonexistentTokens()
+
+    def printTokenDict(self):
+        """
+        Print tokens used for tokenization
+        """
+        print(f"\nTokenization used {len(self.token_dict)} tokens")
+        print("#   Token       Tok idx")
+        print("-----------------------")
+        for _i, _t in enumerate(
+                sorted(self.token_dict.keys())):
+            print("{:3d} {:10s}  {:s}".
+                  format(_i + 1, _t, self.token_dict[_t]))
+
+    def printUnknownTokens(self):
+        """
+        Print tokens that were not recognized
+        """
+        if not self.unknow_tokens: return
+        print("\nUnrecognized tokens")
+        print("-------------------")
+        for _i, _t in enumerate(self.unknow_tokens):
+            print("{:3d}  {:s}".format(_i + 1, _t))
+
+    def printNonexistentTokens(self):
+        """
+        Print tokens not found in any of the processed files
+        """
+        _not_found = [_t for _t in self.token_dict.keys() 
+                      if _t not in self.found_tokens]
+        if _not_found:
+            print("\nTokens not present in processed files")
+            for _i, _t in enumerate(_not_found):
+                print(f"{_i + 1:2d}  {_t}")
+        else:
+            print("\nAll tokens present in processed files")
+#------------- End of class DetailTokenizer -----------------------------
+
+class BaseDsTokenizer:
+    """
+    Base class for tokenizing solutions of all problems
+    and writing down tokenized solution code to dataset
+    Defines data and functions common for all tokenizers
+    Does not rely on any metadada or directory structure
+    of source code files to be tokenized
+    """
+    #Working directory for writing down reports and temporary files
+    WORK_DIR = "./TokenizerWorkDir"
+    #File name for reporting problem solutions that are not found
+    NOT_FOUND_SOLUTIONS = f"{WORK_DIR}/not_found_solutions.lst"
+    #File name for reporting problem solutions with tokenization errors
+    FAILED_TOKENIZATIONS = f"{WORK_DIR}/tokenization_errors.lst"
+    #File name for reporting problem solutions without interesting tokens
+    NO_TOKENS = f"{WORK_DIR}/no_interesting_tokens.lst"
+    #File name for reporting tokenized problems
+    TOKENIZED_PROBLEMS = f"{WORK_DIR}/tokenized_problems.lst"
+    #File for reporting distribution of 
+    #lengths (number of tokens) of problem solutions
+    SOL_LENGTH_DISTR = f"{WORK_DIR}/distr_solution_lengths.lst"
+    #File for writing report on tokenized problems
+    PROBLEMS_REPORT = f"{WORK_DIR}/tokenization_report.lst"
+    #Name of temporary file for tokenized source code
+    TMP_TOKENIZATION = f"{WORK_DIR}/t_o_k_e_n_s.o_u_t"
+
+    def __init__(self, ds, data, lang, 
+                 verbose, no_macro, update = True, 
+                 token_set = "17classes", debug = False):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - ds       -- Directory to write down tokenized solutions
+        - data     -- Directory with source code of problem solutions
+        - lang     -- language of the solution code
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        - update   -- flag to update tokenized problems in constructed dataset
+        - token_set -- name of set of tokens to use:
+                      - either "17classes" for combined tokens into 17 classes.
+                      - name of sets language operators and keywords 
+                        for detailed operational mode
+        - debug    -- flag to debug tokenization
+        """
+        if not os.path.exists(ds):
+            sys.exit(f"Directory {ds} to write down tokenized solutions is not found")
+        if not os.path.exists(data):
+            sys.exit(f"Directory {data} with data files of dataset is not found")
+        if not os.path.exists(self.WORK_DIR):
+            os.makedirs(self.WORK_DIR)
+        #Set name of the temporary file for output of tokenization program
+        BaseTokenizer.TMP_TOKENIZATION = self.TMP_TOKENIZATION
+        self.ds = ds
+        self.data = data
+        self.update = update
+        self.lang = lang
+        self.token_set = token_set
+        if self.token_set == "17classes":
+            self.tok_debugger = DebugTokenizer(False, self.WORK_DIR)
+            self.file_tokenizer = \
+                TokClass17Tokenizer(lang, verbose, no_macro)
+        else:
+            self.tok_debugger = DebugTokenizer(debug, self.WORK_DIR)
+            self.file_tokenizer = \
+                DetailedTokenizer(lang, verbose, no_macro, 
+                                  token_set, self.tok_debugger)
+        #Dictionary for accumulating distribution of solution length
+        #Key number of tokens
+        #Value a pair <number of solutions, name of one sample>
+        self.sol_len_distr = {}
+        #Dictionary of tokenized problems:
+        #Key: number of solutions. Value list of problems
+        self.tokenized_problems = {}
+        #List of source code files not found
+        self.not_found = []
+        #List of source code files failed to tokenize 
+        self.failed_tokenized = []
+        #List of source files having no interesting tokens
+        self.without_tokens = []
+        self.n_all_tokenized_sol = 0
+        #List of correctly tokenized problems
+        self.valid_problems = {}
+
+    def tokenizeFile(self, file2tokenize, solution, fout,
+                     failed, without_tokens):
+        """
+        Tokenize file, write down tokenization, and 
+        update accumulated statistics
+        Parameters:
+        - file2tokenize  -- file name to tokenize
+        - solution       -- name of problem solution represented by this file
+        - fout           -- file to write down tokenization to
+        - failed         -- list accumalting names of files failed
+        - without_tokens -- list accumalting names of files 
+                            without interesting tokens
+        Returns:
+        - 1  --  if tokenization is successuly written down 
+        - 0  -- if tokenization is not written down
+        """
+        _tokens = self.file_tokenizer.tokenizeFile(file2tokenize)
+        if _tokens:
+            fout.write(f"{solution}:{_tokens}\n")
+            n_tok = (len(_tokens) +1) // 2
+            try:
+                self.sol_len_distr[n_tok][0] += 1
+            except KeyError:
+                self.sol_len_distr[n_tok] = [1, file2tokenize]
+            return 1
+        if _tokens is None:
+            failed.append(file2tokenize)
+        else:
+            without_tokens.append(file2tokenize)
+            print(f"WARNING: File {file2tokenize} is skipped. " +
+                  "It has no interesting tokens")
+        return 0
+
+    def writeInfo(self):
+        """
+        Write information on tokenization into the dataset
+        """
+        _fn_info = self.ds + "/" + "info.json"
+        _info = {"token_set": self.token_set,
+                 "n_tokens": self.file_tokenizer.n_tokens}
+        with open(_fn_info, 'w') as _out_json:
+            json.dump(_info, _out_json)        
+
+    def printReport(self):
+        """
+        Print report on performed tokenization
+        """
+        self.file_tokenizer.tokensReport()
+        self.writeProblemsReport(self.valid_problems)
+        self.writeSolLenDistr()
+        print(f"It was tokenized {self.n_all_tokenized_sol} solutions " + 
+              f"of {len(self.tokenized_problems)} problems")
+        print(f"There were {len(self.failed_tokenized)} " + 
+              "files failed tokenization")
+        print(f"There were {len(self.not_found)} files not found")
+        print(f"There were {len(self.without_tokens)} files" + 
+              " without interesting tokens")
+        with open(self.NOT_FOUND_SOLUTIONS, 'w') as _f:
+            _f.write('\n'.join(self.not_found) + '\n')
+        with open(self.FAILED_TOKENIZATIONS, 'w') as _f:
+            _f.write('\n'.join(self.failed_tokenized) + '\n')
+        with open(self.NO_TOKENS, 'w') as _f:
+            _f.write('\n'.join(self.without_tokens) + '\n')
+        with open(self.TOKENIZED_PROBLEMS, 'w') as _f:
+            _f.write("Problem    N solutions\n")
+            _f.write("----------------------\n")
+            for _p, _n in self.tokenized_problems.items():
+                _f.write("{:10} {:7d}\n".format(_p, _n))
+
+    def writeSolLenDistr(self):
+        """
+        Write distribution of problem solutions
+        """
+        with open(self.SOL_LENGTH_DISTR, 'w') as _f:
+            _f.write("  N       N        %%      Tot N    Distr %  One example\n")
+            _f.write("tok-s  sol-ns    sol-ns    sol-ns   sol-ns   of solution\n")
+            _f.write("--------------------------------------------------------\n")
+            _acc_n_sol = 0
+            for _l, _n in sorted(self.sol_len_distr.items()):
+                _acc_n_sol += _n[0]
+                _f.write("{:5d}  {:6d}  {:7.3f}%  {:8d}  {:7.3f}%  {}\n".
+                         format(_l, _n[0], 
+                                100.0 * _n[0] / self.n_all_tokenized_sol,
+                                _acc_n_sol, 
+                                100.0 * _acc_n_sol / self.n_all_tokenized_sol,
+                                _n[1]))
+
+    def writeProblemsReport(self, problems):
+        """
+        Print report on processed problems
+        sorted according to their number of solutions
+        Parameters:
+        - problems  -- dictionary of processed problems
+           Key:   number of solutions
+           Value: list of problems with so many solutions
+        """
+        with open(self.PROBLEMS_REPORT, 'w') as _f:
+            _f.write("Number of  Number of  Count of   Names of problems\n")
+            _f.write("solutions  problems   problems                    \n")
+            _f.write("--------------------------------------------------\n")
+            _total = 0
+            for _n in sorted(problems.keys(), reverse = True):
+                _total += len(problems[_n])
+                _problems = ', '.join(problems[_n])
+                _f.write("{:8d}     {:6d}     {:6d}   {}\n".
+                         format(_n, len(problems[_n]), 
+                                _total, _problems))
+        print(f"\nIt was considered {_total} problems " +
+              f"with solutions in {self.lang}")
+#------------- End of class BaseDsTokenizer  -----------------------------
+
+class DsTokenizer(BaseDsTokenizer):
+    """
+    Class for tokenizing solutions of all given problems
+    of CodeNet dataset
+    and writing down tokenized solution code to dataset
+    """
+    def __init__(self, ds, data, mdata, lang, 
+                 verbose, no_macro, update = True, 
+                 token_set = "17classes", debug = False):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - ds       -- Directory to write down tokenized solutions
+        - data     -- Directory with source code of problem solutions
+        - mdata    -- Directory with metadata describing the dataset
+        - lang     -- language of the solution code
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        - update   -- flag to update tokenized problems in constructed dataset
+        - token_set -- name of set of tokens to use:
+                      - either "17classes" for combined tokens into 17 classes.
+                      - name of sets language operators and keywords 
+                        for detailed operational mode
+        - debug    -- flag to debug tokenization
+        """
+        super(DsTokenizer, self).__init__(ds, data, lang, 
+                        verbose, no_macro, update = update, 
+                        token_set = token_set, debug = debug)
+        if not os.path.exists(mdata):
+            sys.exit(f"Directory {mdata} with metadata of dataset is not found")
+        self._mdata = mdata
+
+    def tokenizeProblem(self, sol_dir, problem_mdata, out_fn):
+        """
+        Tokenize solution files of given problem 
+        and combine results in a single file,
+        collect statistics about tokenized problems 
+        and their solutions
+        Tokenization of each file is represented in the following format:
+        <Name of code file>:<String of tokens seprated with commas (',')>'\n'
+        
+        Parameters:
+        - sol_dir       -- directory with solutions to tokenize
+        - problem_mdata -- name of the file with problem metadata
+        - out_fn       -- Name of output file to write tokenized code
+        Returns:
+        - number of files tokenized
+        Updates:
+        - self.sol_len_distr distribution of solution lengths
+        """
+        _not_found = []
+        _failed = []
+        _without_tokens = []
+        _n_files_analyzed = 0
+        _n_files_tokenized = 0
+        with open(problem_mdata, newline='') as _mdata_csv, \
+             open(out_fn, 'w') as _fout:
+            _reader = csv.DictReader(_mdata_csv)
+            for _row in _reader:
+                if _row["language"] != self.lang or \
+                   _row["status"] != "Accepted":
+                    continue
+                _n_files_analyzed += 1
+                _solution = \
+                    f"{_row['submission_id']}.{_row['filename_ext']}"
+                _file2tokenize = \
+                    f"{sol_dir}/{_solution}"
+                if not os.path.exists(_file2tokenize):
+                    _not_found.append(_file2tokenize)
+                    continue
+                _tokens = \
+                    self.file_tokenizer.tokenizeFile(_file2tokenize)
+                if _tokens:
+                    _fout.write(f"{_solution}:{_tokens}\n")
+                    _n_files_tokenized += 1
+                    _n_tok = (len(_tokens) +1) // 2
+                    try:
+                        self.sol_len_distr[_n_tok][0] += 1
+                    except KeyError:
+                        self.sol_len_distr[_n_tok] = [1, file2tokenize]
+                elif _tokens is None:
+                    _failed.append(_file2tokenize)
+                else:
+                    _without_tokens.append(_file2tokenize)
+                    print(f"WARNING: File {_file2tokenize} is skipped. " +
+                          "It has no interesting tokens")
+                #os.system(f"rm {self.TMP_TOKENIZATION}")
+        self.not_found += _not_found
+        self.failed_tokenized += _failed
+        self.without_tokens += _without_tokens
+        print(f"Problem {sol_dir} was tokenized into {out_fn}")
+        print(f"   Number of files analyzed:  {_n_files_analyzed}")
+        print(f"   Number of files tokenized: {_n_files_tokenized}")
+        if _not_found:
+            print(f"   Number of files not found: {len(_not_found)}")
+        if _failed:
+            print(f"   Number of files failed to tokenize: {len(_failed)}")
+        if _without_tokens:
+            print(f"   Number of files without intertesting tokens: {len(_without_tokens)}")
+        return _n_files_tokenized
+    #------------- End of function DsTokenizer.tokenizeProblem  -----------
+
+    def tokenizeAllProblems(self, problem_list):
+        """
+        Tokenize all problems
+        Parameters:
+        - problem_list -- problems to tokenize their solutions
+        
+        """
+        #Dictionary for distribution of solution length
+        self.sol_len_distr = {}
+        #Dictionary of tokenized problems:
+        #Key: number of solutions. 
+        #Value list of problems
+        self.tokenized_problems = {}
+        #List of source code files not found
+        self.not_found = []
+        #List of source code files failed to tokenize 
+        self.failed_tokenized = []
+        #List of source files having no interesting tokens
+        self.without_tokens = []
+        self.n_all_tokenized_sol = 0
+        self.valid_problems = {}
+        for _i, _p_data in  enumerate(problem_list):
+            _problem, _n_solutions = _p_data
+            _output_fn = f"{self.ds}/{_problem}.tkn"
+            if not self.update and os.path.exists(_output_fn):
+                print(f"#{_i + 1}: Problem {_problem} is skipped. " + 
+                      "The tokenized dataset already has it")
+                continue
+            print(f"#{_i + 1}: " + 
+                  f"Tokenize problem {_problem} with {_n_solutions} solutions")
+            _solution_dir = f"{self.data}/{_problem}/{self.lang}"
+            _problem_mdata = f"{self._mdata}/{_problem}.csv"
+            if not os.path.exists(_solution_dir):
+                sys.exit(f"Directory {_solution_dir} with source code files is not found")
+            if not os.path.exists(_problem_mdata):
+                sys.exit(f"File {_problem_mdata} with problem metadata is not found")
+            _n_tokenized_sols = self.tokenizeProblem(
+                _solution_dir, _problem_mdata, _output_fn)
+            if _n_tokenized_sols:
+                self.n_all_tokenized_sol += _n_tokenized_sols
+                self.tokenized_problems[_problem] = _n_tokenized_sols
+                try:
+                    self.valid_problems[_n_tokenized_sols].append(_problem)
+                except KeyError:
+                    self.valid_problems[_n_tokenized_sols] = [_problem]
+            else:
+                os.system(f"rm {_output_fn}")
+                print(f"Problem {_problem} with solutions in {_solution_dir} " + 
+                      "has no tokenized solutions")
+        self.tok_debugger.endDebug()
+        self.printReport()
+        self.writeInfo()
+#------------- End of class DsTokenizer -----------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/DebugTokenizer.py b/model-experiments/token-based-similarity-classification/src/DSMaker/DebugTokenizer.py
new file mode 100644
index 0000000..17fb302
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/DebugTokenizer.py
@@ -0,0 +1,68 @@
+"""
+Module for debugging tokenizer
+nd tokenized source code
+"""
+import csv
+
+class DebugTokenizer:
+    """
+    Class for debugging tokenizer
+    """
+    #Operators to catch
+    catch_operators = frozenset([])
+    #Keywords to catch
+    catch_keywords  = frozenset([])
+    #Tokens to catch
+    catch_tokens    = frozenset([".*"])
+    #catch_tokens    = frozenset([">>>", "and", "or", "not"])
+    def __init__(self, debug, report_dir):
+        """
+        Initialize debugging
+        Paramneters:
+        - debug    -- flag to debug tokenization
+                      If it is False no debugging is performed
+        - report_dir -- directory to write the report to
+        """
+        self.debug = debug
+        if not self.debug: return
+        self.too_short_files = {}
+        self.too_long_files  = {}
+        self.strange_token_files   = {}
+        self.strange_operator_files   = {}
+        self.strange_keyword_files   = {}
+        self.debug_number = 0
+        self.fout = open(f"{report_dir}\DebugTokenization.lst", 'w')
+
+    def debugFile(self, source_fn, tok_fn):
+        """
+        Check tokenized file
+        Parameters:
+        - source_fn  -- file name of source code
+        - tok_fn     -- file name of tokenizer output
+        """
+        if not self.debug: return
+        _strange_tokens = set()
+        with open(tok_fn, newline='',
+                  encoding="ISO-8859-1") as _csvfile:
+            _token_reader = csv.reader(_csvfile)
+            _token_reader.__next__() #Skip csv header
+            for _, _, _tok_class, _tok_value in _token_reader:
+                if _tok_class == "operator" or _tok_class == "keyword":
+                    if _tok_value in self.catch_tokens:
+                        _strange_tokens.add(_tok_value)
+        if _strange_tokens:
+            self.debug_number += 1
+            _t = ", ".join(_strange_tokens)
+            self.fout.write(f"{self.debug_number:3d}  {source_fn}\n")
+            self.fout.write(f"   Unexpected tokens: {_t}\n")
+
+    def endDebug(self):
+        """
+        Complete debugging
+        """
+        if not self.debug: return
+        self.fout.close()
+
+        
+        
+
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/MakeTokenizedDS.py b/model-experiments/token-based-similarity-classification/src/DSMaker/MakeTokenizedDS.py
new file mode 100644
index 0000000..8ebcb7a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/MakeTokenizedDS.py
@@ -0,0 +1,159 @@
+"""
+Program for creating or updating dataset with tokenized solutions 
+of given problems.
+
+- Tokenized representations of all solutions of each 
+  problem are placed in a single file.
+- The files with tokenized solutions of problems are 
+  added into existing  directory.
+- Each tokenized source code file is represented in 
+  the following form:
+     <Name of code file>:<String of tokens separated with commas (',')>'\n'
+- The program can select for tokenisation solutions having 
+  the specified status. If the specified status is 'All',
+  all problem solutions are tokenized.
+- The program selects problems having not fewer tokenizable 
+  solutions than the specified parameter.
+- The program has parameter specifying the limit of 
+  the number problems to tokenize. If that number is 
+  None all existing problems satisfying to the selection 
+  criteria are tokenized.
+"""
+import sys
+import os
+import argparse
+import csv
+import json
+
+main_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset", 
+                 f"{main_dir}/CommonFunctions"])
+from DsUtilities import getProblemSet
+from Utilities import makeFilePath
+from DSTokenizer import DsTokenizer
+
+def getProblemNumber(metadir, pid,  lang):
+    """
+    Get number of accepted solutions of a required problem
+    Parameters:
+    - metadir  -- path to directory with metadata
+    - pid      -- problem id
+    - lang     -- language
+    """
+
+    problem_data_fn = makeFilePath(metadir, pid + ".csv", 
+                        m = "File with problem metadata")
+    n_accepted = 0
+    with open(problem_data_fn, newline='') as mdata_csv:
+        reader = csv.DictReader(mdata_csv)
+        for row in reader:
+            if row["language"] == lang and \
+               row["status"] == "Accepted":
+                n_accepted += 1
+    return n_accepted
+
+def makeProblemList(out_ds_fn, mdata_dir, source, lang):
+    """
+    Make problem list if it i does not exist and
+    write it down to directory for tokenized dataset
+    Parameters:
+    - out_ds_fn  -- tokenized datset to write problem list to
+    - mdata_dir  -- path to directory with metadata
+    - source     -- source of problems: either AIZU or AtCoder
+    - lang       -- language
+    """
+    _out_fn = makeFilePath(out_ds_fn, "problems.json")
+    if os.path.exists(_out_fn):
+        print(f"Tokenized dataset {out_ds_fn} already has problem list")
+        print("The dataset be updated with tokenized source code files")
+        return
+    _problem_list_fn = makeFilePath(
+        mdata_dir, "/problem_list.csv",
+        m = "File with dataset problem list")
+    _problem_dict = {}
+    _volume_hist = {}
+    with open(_problem_list_fn, newline='') as _plist_csv:
+        _reader = csv.DictReader(_plist_csv)
+        for _row in _reader:
+            if _row["dataset"] != source: continue
+            _problem_id = _row["id"]
+            _n = getProblemNumber(mdata_dir, _problem_id, lang)
+            if _n:
+                _problem_dict[_problem_id] = _n
+                try: 
+                    _volume_hist[_n] += 1 
+                except KeyError: 
+                    _volume_hist[_n] = 1
+    with open(_out_fn, 'w') as _out_json:
+        json.dump(_problem_dict, _out_json)        
+
+def main(args):
+    """
+    Main function of program for making dataset
+    with tokenized solutions of given problem
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.ds):
+        os.makedirs(args.ds)
+    _mdata_dir = makeFilePath(args.codenet,"/metadata",
+                    m = "Directory with dataset metadata")
+    _data_dir = makeFilePath(args.codenet, "/data",
+                    m = "Directory with dataset data")
+    makeProblemList(args.ds,_mdata_dir, args.source, 
+                    args.language)
+    _problem_list = getProblemSet(args.ds, args.size, 
+                                  args.n_problems)
+    if not _problem_list:
+        sys.exit(f"No problems have required number {args.size} of solutions")
+    tokenizer = DsTokenizer(args.ds,_data_dir, _mdata_dir,
+                            args.language, args.verbose,
+                            args.no_macro, args.update,
+                            args.tok_set, args.debug)
+    tokenizer.tokenizeAllProblems(_problem_list)
+#------------- End of function main -----------------------------
+
+################################################################################
+# Command line arguments are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nMAKING TOKENIZED DATASET")
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Adding tokenized solutions to dataset")
+    parser.add_argument("ds", type=str,
+                        help='Directory to construct tokenized dataset')
+    parser.add_argument("--codenet", type=str,
+                        default = "/Volume1/AI4CODE/CodeNet_AtCoder",
+                        help="path to dataset directory")
+    parser.add_argument("--source", type=str, 
+                        default="AIZU", choices=["AIZU", "AtCoder"],
+                        help="source of data: either AIZU or AtCoder")
+    parser.add_argument("--language", type=str, 
+                        default="C++", choices=["C", "C++", "Java", "python"],
+                        help="programming language: either C, C++, Java or python")
+    parser.add_argument("--tok_set", type=str,  default="CPP56X", 
+        help=("name of token set: " + 
+              "17classes, CPP52, CPP54, CPP56, CPP56X, Java, etc."))
+    parser.add_argument('--size', default=100, type=int,
+                        help='number of files with solutions of source code')
+    parser.add_argument('--n_problems', default=None, type=int,
+                        help='number of problems to tokenize solutions')
+    parser.add_argument('--update', default=False, action='http://github.com/store_true',
+                        help="rewrite existing files with tokenized solutions")
+    parser.add_argument('--verbose', default=False, action='http://github.com/store_true',
+                        help="report tokenization warnings")
+    parser.add_argument('--no_macro', default=False, action='http://github.com/store_true',
+                        help="do not tokenize macro definitions")
+    parser.add_argument('--debug', default=False, action='http://github.com/store_true',
+                        help="run in debug mode")
+
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/TokenSets.py b/model-experiments/token-based-similarity-classification/src/DSMaker/TokenSets.py
new file mode 100644
index 0000000..0a7cca7
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/TokenSets.py
@@ -0,0 +1,206 @@
+"""
+Module for constructing token dictionary for tokenizer
+"""
+import sys
+
+class TokenDictFactory():
+    """
+    Class for constructing token dictionaries for tokenizer
+    """
+    #=============  Old set of 52 C++ tokens  =================
+    CPP52_OPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "&&", "||", "!",                          #Logical operators
+        "(", ")", "{", "}", "[", "]", "->"]             #Others
+    CPP52_KEYWORDS  = ["if", "else", "for", "while",
+                       "switch", 
+                       "int", "char", "short", "long",
+                       "float", "double", "bool"]
+   
+    #============  Extended set of C++ tokens =================
+    #Old name CPPNew, now renamed to CPP54
+    #Added tokens: ?, enum
+    CPP54_OPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                          #Logical operators
+        "(", ")", "{", "}", "[", "]", "->"]             #Others    
+    CPP54_KEYWORDS  = ["if", "else", "for", "while",
+                     "switch", 
+                     "enum", "int", "char", "short", "long",
+                     "float", "double", "bool"]
+
+    #=========== Extended set of C++ tokens ================
+    #Added tokens: '?', 'enum', ';', ','
+    CPP56_OPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                     #Logical operators
+        "(", ")", "{", "}", "[", "]", "->",
+        ";", ","]                                 #Others    
+    CPP56_KEYWORDS  = ["if", "else", "for", "while",
+                     "switch", 
+                     "enum", "int", "char", "short", "long",
+                     "float", "double", "bool"]
+    
+    CPP_SYNONYMS = {"and": "&&", "or": "||", "not": "!"}
+
+    #=========== Reduced set of C++ tokens ================
+    #Removed << and >> as they overloaded with CPP input and output
+    #Added tokens: '?', 'enum', ';', ','
+    CPPreducedOPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~",                  #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                     #Logical operators
+        "(", ")", "{", "}", "[", "]",
+        ";", ","]                                 #Others    
+    CPPreducedKEYWORDS  = [
+        "if", "else", "for", "while", "switch", 
+        "enum", "int", "char", "short", "long",
+        "float", "double", "bool"]
+    #=========== Large set of C++ tokens ================
+    #Added tokens: '?', 'enum', ';', ','
+    CPPlarge_OPERATORS = [
+        "=", "+", "-", "*", "/",                  #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "++", "--", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "?", "&&", "||", "!",                     #Logical operators
+        "(", ")", "{", "}", "[", "]", "->",       #Others 
+        ";", ",",
+        ":", "."]                                 #Others added 
+    CPPlarge_KEYWORDS  = ["if", "else", "for", "while", "switch", 
+        "enum", "int", "char", "short", "long", "float", "double", "bool",
+        "unsigned", "signed", "const", "static", "typedef", "sizeof", 
+        "true", "false",
+        "case", "default", "break", "continue", "return", "do",
+        "void", "struct", "extern", "new", "delete", "class",
+        "goto", "inline", "register"]
+    #============================================================ 
+    #Set of Java tokens
+    JAVA_OPERATORS = [
+        "=", "+", "-", "*", "/",           #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~",           #Bitwise Operators
+        "<<", ">>", ">>>",                 #Shift operators                            
+        "+=", "-=", "*=", "/=", "%=",      #Compound arithmetic assignment operators
+        "++", "--",                        #Increment and decrement operators
+        "&=", "|=", "^=",                  #Compound bitwise assignment operators
+        "<<=", ">>=", ">>>=",              #Compound shift assignment operators
+        "==", "!=", "<", "<=", ">", ">=",  #Comparison operators
+        "?", "&&", "||", "!",              #Logical operators
+        "(", ")", "{", "}", "[", "]", "->", #Others
+        ".*", ",", ".", ":", ";", "...", "@", "::"]   #added
+    
+    JAVA_KEYWORDS  = ["if", "else", "for", "while",
+                      "switch", "do",
+                      "enum", "int", "char", "byte",
+                      "short", "long",
+                      "float", "double", "boolean",
+                      "null", "case", "this", "new",        #added
+                      "return", "interface", "implements",
+                      "finally", "static"]  #added
+    #============================================================ 
+    #Experimental set of Java tokens
+    JAVA_OPERATORS_EXP = [
+        "=", "+", "-", "*", "/",           #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~",           #Bitwise Operators
+        "<<", ">>", ">>>",                 #Shift operators                            
+        "+=", "-=", "*=", "/=", "%=",      #Compound arithmetic assignment operators
+        "++", "--",                        #Increment and decrement operators
+        "&=", "|=", "^=",                  #Compound bitwise assignment operators
+        "<<=", ">>=", ">>>=",              #Compound shift assignment operators
+        "==", "!=", "<", "<=", ">", ">=",  #Comparison operators
+        "?", "&&", "||", "!",              #Logical operators
+        "(", ")", "{", "}", "[", "]", "->", #Others
+        ".*", ",", ".", ":", ";", "...", "@", "::"]   #added
+    
+    JAVA_KEYWORDS_EXP  = ["if", "else", "for", "while",
+                          "switch", "do",
+                          "enum", "int", "char", "byte",
+                          "short", "long",
+                          "float", "double", "boolean",
+                          "null", "case", "this", "new",        #added
+                          "return", "interface", "implements",
+                          "finally", "static",
+        "try", "catch", "break", "throw", "default", "assert"]  #added for experiment
+    #=========== Set of python tokens ================
+    PYTHON_OPERATORS = [
+        "=", "+", "-", "*", "**", "/", "//",       #Assignment and arithmetic operators
+        "%", "&", "|", "^", "~", "<<", ">>",      #Bitwise Operators
+        "+=", "-=", "*=", "/=", "%=", "//=", "**=", #Compound arithmetic assignment operators
+        "&=", "|=", "^=", "<<=", ">>=",           #Compound bitwise assignment operators
+        "==", "!=", "<", "<=", ">", ">=",         #Comparison operators
+        "and", "or", "not", "is", "is not", "in", "not in",   #Logical operators
+        "(", ")", "{", "}", "[", "]",             #Others 
+        ";", ",", ":", "."]                       #Others
+
+    PYTHON_KEYWORDS  = ["if", "else", "elif", "for", "while", "with", "from",
+        "True", "False", "None",
+        "def", "lambda", "break", "continue", "return", "yield",
+        "try", "raise", "assert", "except", "finally", "class"]
+    #============================================================  
+  
+    #Dictionary of sets of tokens
+    #Key:   name of token set
+    #Value: 3-tuple defining sets of operators and keywords, and
+    #       dictionary of synonym tokens (either operators or keywords)
+    #       If it is none no synonyms exist
+    token_sets = {
+        "CPP52" : (CPP52_OPERATORS, CPP52_KEYWORDS, None),
+        "CPP54":  (CPP54_OPERATORS, CPP54_KEYWORDS, None),
+        "CPP56":  (CPP56_OPERATORS, CPP56_KEYWORDS, None),
+        "CPP56X": (CPP56_OPERATORS, CPP56_KEYWORDS, CPP_SYNONYMS),
+        "CPPreduced":  (CPPreducedOPERATORS, CPPreducedKEYWORDS, CPP_SYNONYMS),
+        "CPPlarge":  (CPPlarge_OPERATORS, CPPlarge_KEYWORDS, CPP_SYNONYMS),
+        "Java"  : (JAVA_OPERATORS, JAVA_KEYWORDS, None),
+        "JavaExp": (JAVA_OPERATORS_EXP, JAVA_KEYWORDS_EXP, None),
+        "python" :(PYTHON_OPERATORS, PYTHON_KEYWORDS, None)}
+
+    def __init__(self):
+        """
+        Initialize object of factory of tokens dictionaries
+        So far factory of token disctionaries has only class level API
+        Parameters:
+        """
+        pass
+
+    @classmethod
+    def makeTokenDict(self, token_set):
+        """
+        Make dictionary for parsing tokenizer output
+        Parameters:
+        - token_set  -- name of set of tokens to use
+        Returns:
+        - Dictionary of tokens
+          Key:   string representation of the token
+          Value: numerical string representation of the token
+        - Number of types of tokens, excluding synonyms
+        """
+        try:
+            _operators, _keywords, _synonyms = self.token_sets[token_set]
+        except KeyError:
+            sys.exit(f"Token set {token_set} is unknown")
+        _token_dict = {}
+        for _i, _op in enumerate(_operators + _keywords):
+            _token_dict[_op] = str(_i)
+        _n_token_types = len(_token_dict)    
+        if _synonyms:
+            for _syn, _orig in _synonyms.items():
+                _token_dict[_syn] = _token_dict[_orig]
+        return _token_dict, _n_token_types
+#------------- End of class TokenDictFactory -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/DSMaker/TokenizeImportDS.py b/model-experiments/token-based-similarity-classification/src/DSMaker/TokenizeImportDS.py
new file mode 100644
index 0000000..5ac2171
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/DSMaker/TokenizeImportDS.py
@@ -0,0 +1,256 @@
+"""
+Program for updating dataset with tokenized solutions of given problems.
+
+- Tokenized representations of all solutions of each 
+  problem are placed in a single file.
+- The files with tokenized solutions of problems are 
+  added into existing  directory.
+- Each tokenized source code file is represented in 
+  the following form:
+     <Name of code file>:<String of tokens separated with commas (',')>'\n'
+- The program can select for tokenisation solutions having 
+  the specified status. If the specified status is 'All',
+  all problem solutions are tokenized.
+- The program selects problems having not fewer tokenizable 
+  solutions than the specified parameter.
+- The program has parameter specifying the limit of 
+  the number problems to tokenize. If that number is 
+  None all existing problems satisfying to the selection 
+  criteria are tokenized.
+"""
+import sys
+import os
+from os import path
+import argparse
+import json
+
+main_dir = os.path.dirname(os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset"])
+from DsUtilities import getProblemSet
+from DSTokenizer import BaseDsTokenizer
+
+def makeProblemList(ds, source):
+    """
+    Analyze source code dataset and 
+    write down list of problems to tokenized dataset
+    Parameters:
+    - ds      -- directory of tokenized datset to be constructed
+    - source  -- directory with source code files of problem solutions
+    """
+    _problems = os.listdir(source)
+    if not _problems:
+        sys.exit(f"Directory {source}  of source code dataset is empty")
+    problem_dict = {}
+    volume_hist = {}
+    print(f"Analyzing source code dataset with {len(_problems)} problems")
+    _n_problems = 0
+    _n_all_solutions = 0
+    for _p in _problems:
+        _sol_dir = source + '/' + _p
+        _solutions = os.listdir(_sol_dir)
+        if not _solutions:
+            print(f"Directory {_sol_dir} has no source code files")
+            continue
+        _n_problems += 1
+        _n_solutions = len(_solutions)
+        _n_all_solutions += _n_solutions
+        problem_dict[_p] = _n_solutions
+        try: 
+            volume_hist[_n_solutions] += 1 
+        except KeyError: 
+            volume_hist[_n_solutions] = 1
+    out_fn = ds + '/' + "problems.json"
+    with open(out_fn, 'w') as out_json:
+        json.dump(problem_dict, out_json)
+    print(f"Imported {_n_problems} problems with {_n_all_solutions} solutions")
+    #------------- End of function makeProblemList  -----------
+
+class ImportDsTokenizer(BaseDsTokenizer):
+    """
+    Class for tokenizing solutions of all problems
+    of imported datset, which is different from CodeNet
+    and writing down tokenized solution code to dataset
+    """
+    def __init__(self, ds, data, lang, 
+                 verbose, no_macro, update = True, 
+                 token_set = "17classes", debug = False):
+        """
+        Initialize tokenizer object
+        Parameters:
+        - ds       -- Directory to write down tokenized solutions
+        - data     -- Directory with source code of problem solutions
+        - lang     -- language of the solution code
+        - verbose  -- flag to print tokenizer warning
+        - no_macro -- flag not to tokenize macro definitions
+        - update   -- flag to update tokenized problems in constructed dataset
+        - token_set -- name of set of tokens to use:
+                      - either "17classes" for combined tokens into 17 classes.
+                      - name of sets language operators and keywords 
+                        for detailed operational mode
+        - debug    -- flag to debug tokenization
+        """
+        super(ImportDsTokenizer, self).__init__(ds, data, lang, 
+                        verbose, no_macro, update =update, 
+                        token_set = token_set, debug = debug)
+
+    def tokenizeProblem(self, sol_dir, out_fn):
+        """
+        Tokenize solution files of given problem 
+        and combine results in a single file,
+        collect statistics about tokenized problems 
+        and their solutions
+        Tokenization of each file is represented in the following format:
+        <Name of code file>:<String of tokens seprated with commas (',')>'\n'
+        
+        Parameters:
+        - sol_dir       -- directory with solutions to tokenize
+        - out_fn       -- Name of output file to write tokenized code
+        Returns:
+        - number of files tokenized
+        Updates:
+        - self.sol_len_distr distribution of solution lengths
+        """
+        _not_found = []
+        _failed = []
+        _without_tokens = []
+        _n_files_analyzed = 0
+        _n_files_tokenized = 0
+        _solutions = os.listdir(sol_dir)
+        with open(out_fn, 'w') as _fout:
+            for _s in _solutions:
+                _n_files_analyzed += 1
+                _solution = _s.rpartition('.')[0]
+                _file2tokenize = f"{sol_dir}/{_s}"
+                if not os.path.exists(_file2tokenize):
+                    _not_found.append(_file2tokenize)
+                    continue
+                _n_files_tokenized += self.tokenizeFile(
+                    _file2tokenize, _solution, _fout, _failed, _without_tokens)
+        self.not_found += _not_found
+        self.failed_tokenized += _failed
+        self.without_tokens += _without_tokens
+        print(f"Problem {sol_dir} was tokenized into {out_fn}")
+        print(f"   Number of files analyzed:  {_n_files_analyzed}")
+        print(f"   Number of files tokenized: {_n_files_tokenized}")
+        if _not_found:
+            print(f"   Number of files not found: {len(_not_found)}")
+        if _failed:
+            print(f"   Number of files failed to tokenize: {len(_failed)}")
+        if _without_tokens:
+            print(f"   Number of files without intertesting tokens: {len(_without_tokens)}")
+        return _n_files_tokenized
+
+    def tokenizeAllProblems(self, problem_list):
+        """
+        Tokenize all problems
+        Parameters:
+        - problem_list -- problems to tokenize their solutions
+        """
+        #Dictionary for distribution of solution length
+        self.sol_len_distr = {}
+        #Dictionary of tokenized problems:
+        #Key: number of solutions. 
+        #Value list of problems
+        self.tokenized_problems = {}
+        #List of source code files not found
+        self.not_found = []
+        #List of source code files failed to tokenize 
+        self.failed_tokenized = []
+        #List of source files having no interesting tokens
+        self.without_tokens = []
+        self.n_all_tokenized_sol = 0
+        self.valid_problems = {}
+        for _i, _p_data in  enumerate(problem_list):
+            _problem, _n_solutions = _p_data
+            _output_fn = f"{self.ds}/{_problem}.tkn"
+            if not self.update and os.path.exists(_output_fn):
+                print(f"#{_i + 1}: Problem {_problem} is skipped. " + 
+                      "The tokenized dataset already has it")
+                continue
+            print(f"#{_i + 1}: " + 
+                  f"Tokenize problem {_problem} with {_n_solutions} solutions")
+            _solution_dir = f"{self.data}/{_problem}"
+            if not os.path.exists(_solution_dir):
+                sys.exit(f"Directory {_solution_dir} with source code files is not found")
+            _n_tokenized_sols = self.tokenizeProblem(
+                _solution_dir, _output_fn)
+            if _n_tokenized_sols:
+                self.n_all_tokenized_sol += _n_tokenized_sols
+                self.tokenized_problems[_problem] = _n_tokenized_sols
+                try:
+                    self.valid_problems[_n_tokenized_sols].append(_problem)
+                except KeyError:
+                    self.valid_problems[_n_tokenized_sols] = [_problem]
+            else:
+                os.system(f"rm {_output_fn}")
+                print(f"Problem {_problem} with solutions in {_solution_dir} " + 
+                      "has no tokenized solutions")
+        self.tok_debugger.endDebug()
+        self.printReport()
+        self.writeInfo()
+#------------- End of class ImportDsTokenizer -----------------------------
+
+def main(args):
+    """
+    Main function of program for making dataset
+    with tokenized solutions of given problem
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.ds):
+        os.makedirs(args.ds)
+    if not os.path.exists(args.source):
+        sys.exit(f"Directory {args.source} of source code dataset is not found")
+    makeProblemList(args.ds, args.source)
+    _problem_list = getProblemSet(args.ds, args.size, 
+                                  args.n_problems)
+    if not _problem_list:
+        sys.exit(f"No problems have required number {args.size} of solutions")
+    tokenizer = ImportDsTokenizer(args.ds, args.source,
+                                  args.language, args.verbose,
+                                  args.no_macro, args.update,
+                                  args.tok_set, args.debug)
+    tokenizer.tokenizeAllProblems(_problem_list)
+#------------- End of function main -----------------------------
+
+################################################################################
+# Command line arguments are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nTOKENIZING IMPORTED DATASET")
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Make tokenized dataset from imported data")
+    parser.add_argument("ds", type=str,
+                        help="Directory to construct tokenized dataset")
+    parser.add_argument("--source", type=str, 
+                        default="/Volume1/AI4CODE/POJ-104/raw/ProgramData", 
+                        help="Path to source code dataset")
+    parser.add_argument("--language", type=str, 
+                        default="C++", choices=["C", "C++", "Java", "python"],
+                        help="programming language: either C, C++, Java or python")
+    parser.add_argument("--tok_set", type=str,  default="CPP56X", 
+        help=("name of token set: " + 
+              "17classes, CPP52, CPP54, CPP56, CPP56X, Java, etc."))
+    parser.add_argument('--size', default=1, type=int,
+                        help='number of files with solutions of source code')
+    parser.add_argument('--n_problems', default=None, type=int,
+                        help='number of problems to tokenize solutions')
+    parser.add_argument('--update', default=False, action='http://github.com/store_true',
+                        help="rewrite existing files with tokenized solutions")
+    parser.add_argument('--verbose', default=False, action='http://github.com/store_true',
+                        help="report tokenization warnings")
+    parser.add_argument('--no_macro', default=False, action='http://github.com/store_true',
+                        help="do not tokenize macro definitions")
+    parser.add_argument('--debug', default=False, action='http://github.com/store_true',
+                        help="run in debug mode")
+
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/DataLoader.py b/model-experiments/token-based-similarity-classification/src/Dataset/DataLoader.py
new file mode 100644
index 0000000..f414c75
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/DataLoader.py
@@ -0,0 +1,534 @@
+"""
+Module for loading samples of tokenized source codes 
+for constructing dataset for code classifiers and 
+similarity checkers
+The module has an absract base class for more specialized 
+constructors of datasets
+
+Loads tokenized samples of source codes 
+corresponding to solution of programming problems.
+Each file there contains all samples of 
+one class of samples - tokenised source code files
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import math
+from abc import ABC, abstractmethod
+import numpy as np
+import random
+import json
+from DsUtilities import *
+
+class WrongToken(Exception):
+    """
+    Exception on incorrect token
+    """
+    def __init__(self):
+        pass
+
+class SeqOfTokensLoader(ABC):
+    """
+    Abstract base class of classes for making datasets
+    to train bag and sequence of tokens classifiers
+    Provides basic functions for child classes
+
+    Child classes should reimplement method makeSample
+    transforming sequence of tokens into sample to classify
+    """    
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 report_dir = "./dataset_statistics"):
+        """
+        Initialize SeqOfTokensLoader with files to process
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- number of problems to select from the dataset
+                             The problems are selected from 
+                             randomly shuffled list of all loaded problems
+                             If max_n_problems is None all the specified 
+                             problems are selected
+        - short_code_th   -- minimum length of code to load
+        - long_code_th    -- max length of solution code to load
+                             if it is None sys.maxsize is used
+        - report_dir      -- directory for writing reports on
+                             loaded dataset
+        """
+        super(SeqOfTokensLoader, self).__init__()
+        self.short_code_th = short_code_th
+        if long_code_th:
+            self.long_code_th = long_code_th
+        else:
+            self.long_code_th = sys.maxsize
+        self.dir_name = dir_name
+        self._min_n_solutions = min_n_solutions
+        self._max_n_problems = max_n_problems
+        self.report_dir = report_dir
+        if not os.path.exists(self.report_dir):
+            os.makedirs(self.report_dir)        
+        self.token_set, self.n_token_types = \
+                    getTokensInfo(self.dir_name)
+        print(f"Loading dataset tokenized with {self.token_set} " +
+              f"token set having {self.n_token_types} tokens")
+        #Compute list of problems to load
+        if problem_list:
+            self.problem_list = []
+            _all_problems = getProblemSet(self.dir_name, 1, None)
+            _all_problems = frozenset(tuple(zip(*_all_problems))[0])
+            for _p in problem_list:
+                if _p in _all_problems:
+                    self.problem_list.append(_p)
+                else:
+                    print(f"there is no problem {_p} is dataset {self.dir_name}")
+        else:
+            self.problem_list = getProblemSet(self.dir_name, 
+                                              self._min_n_solutions, None)
+            self.problem_list, _ = zip(*self.problem_list)
+            self.problem_list = list(self.problem_list)
+        #Shuffle problems randomly
+        DataRand.randUnordered(self.problem_list, "ALL_PROBLEM_SEED")
+        if self._max_n_problems:
+            if self._max_n_problems > len(self.problem_list):
+                sys.exit(f"Cannot select required {self._max_n_problems} " +
+                         f"because only {len(self.problem_list)} were loaded")
+            #Select random subset of of problem and guarantee reproducebility
+            self.problem_list = self.problem_list[: self._max_n_problems]
+        #Computed maximum lengh of the code
+        self.code_max_length = 0
+        #Problem names of constructed dataset in order of their labels
+        self.problems = []
+        #Dictionary of problems: 
+        #key is problem name, 
+        #value is a pair <label, number of solutions)
+        self.problem_dict = {}
+        #Flag of errors in data samples
+        self.bad_data = False
+        #Dictionaries of problems with too long and too short solutions
+        #Key:   problem name
+        #Value: list of pairs, where each pair is 
+        #       <solution name, its length>
+        self._long_solutions = {}
+        self._short_solutions = {}
+
+    def _registerSolution(self, reg_dict, name, data):
+        """
+        Register problem solution
+        Parameters:
+        - reg_dict  -- dictionary where to register
+                       Key: problem name. Value: data
+        - name      -- problem name 
+        - data      -- solution data
+        """
+        if name in reg_dict:
+            reg_dict[name].append(data)
+        else:
+            reg_dict[name] = [data]
+
+    def _writeSolutionsLengths(self, reg_dict, fout):
+        """
+        Print registered problem solutions and their lengths
+        Parameters:
+        - reg_dict  --  Dictionary with registered problems
+                        Key:   problem name
+                        Value: list of pairs, where each pair is
+                        <solution name, its length>
+        - fout      -- file to write
+        """
+        for _i, _item in enumerate(reg_dict.items()):
+            _p, _data = _item
+            _line = "{:3d} {:16s}".format(_i + 1, _p)
+            _sep = ":"
+            for _s, _l in _data:
+                _line += f"{_sep} {_s}/{_l}"
+                _sep = ","
+                if len(_line) > 80:
+                    fout.write(_line + '\n')
+                    _line = " " * 5
+                    _sep = ""
+            if len(_line) > 5: fout.write(_line + '\n')
+
+    def loadAllSamples(self):
+        """
+        Loads tokenized samples of all solutions of programming problems.
+
+        Transforms each sample into bag or sequence of tokens
+        Actual transformation is defined with child class
+        Makes dataset of them to be used for machine learning
+
+        Prints sizes of shortest solutions of each problem.
+
+        Returns the following items:
+        - list of loaded samples, made with makeSample  function
+          Currently they are either:
+          * bags of tokens or 
+          * sequences of tokens of problem solutions
+        - list of indices idicating, where sub-arrays of solutions 
+          of each problem start and end in the above list
+        - list of names of samples i.e. names of problem solutions
+        """
+        #list of samples (either bags or sequences of tokens)
+        _samples = []
+        #Names of samples i.e. names of problem solutions
+        _sample_names = []
+        #List of indices where solutions of problem #i starts/ends
+        _problem_solutions  = [] 
+        print(f"\nDataset has solutions for the following {len(self.problem_list)} problems:\n")
+        print("Problem    Label    N      Aver      Min      Max  Shortest          Longest")
+        print("file             samples   size     size     size    code              code")
+        _i = 0  #Label counter
+        for _problem in self.problem_list:
+            _problem_solutions.append(len(_samples))
+            try:
+                _n_samples, _n_all_tokens, _min_n_tokens, \
+                    _max_n_tokens, _short_solution, _long_solution = \
+                    self.loadSolutions(_problem, _samples, _sample_names)
+            except OSError:
+                print(f"Failed to read file of problem {_problem} in directory {self.dir_name}")
+                print("Probably the file does not exist")
+                self.bad_data = True
+                continue
+            if not _n_samples:
+                print(f"Problem {_problem} has 0 samples loaded")
+                self.bad_data = True
+                continue
+            self.code_max_length = max(self.code_max_length, _max_n_tokens)
+            self.problems.append(_problem)
+            self.problem_dict[_problem] = (_i, _n_samples)
+            print("{:10s}  {:2d}   {:5d}   {:6.1f}   {:6d}   {:6d}  {:16s}  {:16s}".
+                  format(_problem, _i, _n_samples,
+                         _n_all_tokens / _n_samples,
+                         _min_n_tokens, _max_n_tokens,
+                         _short_solution, _long_solution))
+            _i += 1
+        _problem_solutions.append(len(_samples))
+        if self.bad_data == True:
+            print("Warning: There are errors in data samples")
+        print("-----------------------------------------------")
+        if len(_samples) < 2 *_i or _i < 2:
+            sys.exit(f"Error: Loaded only {len(_samples)} " + 
+                     f"solutions of {len(self.problems)} problems")
+        print(f"Successfully loaded {len(_samples)} code solutions " +
+              f"for {_i} problems")
+        print(f"Longest code has {self.code_max_length} tokens\n")
+        self.reportWrongLengthCode()
+        self.n_labels = len(self.problems)
+        return _samples, _problem_solutions, _sample_names
+
+    def reportWrongLengthCode(self):
+        """
+        Report too long and too short source code files
+        """
+        if self._short_solutions:
+            print(f"There are {len(self._short_solutions)} " + 
+                  "too short source code files")
+            with open(f"{self.report_dir}/TooShortCode.lst", 'w') as _f:
+                self._writeSolutionsLengths(self._short_solutions, _f)
+        if self._long_solutions:
+            print(f"There are {len(self._long_solutions)} " + 
+                  "too long source code files")
+            with open(f"{self.report_dir}/TooLongCode.lst", 'w') as _f:
+                self._writeSolutionsLengths(self._long_solutions, _f)
+
+    def getPartitionedSampes(self):
+        """
+        Load tokenized samples of all solutions of programming problems,
+        transform each sample into bag or sequence of tokens, 
+        Partition whole dataset into sublists of samples corresponding to 
+        programming problems
+        Returns:
+        - list of sub-lists of samples 
+          Each sub-list contains samples of one problem
+          All sublists are part of the whole list of samples
+        - list of sub-lists of sample names i.e. names of 
+          problem solutions
+          Each sub-list contains sample names of one problem
+          All sublists are part of the whole list of sample names
+        """
+        _samples, _problem_sol_indices, _sample_names = \
+            self.loadAllSamples()
+        _named_samples = list(zip(_sample_names, _samples))
+        _named_probl_sols = \
+            [_named_samples[_problem_sol_indices[_i - 1] :
+                            _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        #Randomize order of solutions of each problem individually
+        DataRand.setSeed("PROBLEM_SOLUTIONS_SEED")
+        for _l in _named_probl_sols:
+            _l.sort(key = lambda _s: _s[0])
+            random.shuffle(_l)
+        _sample_names, _samples = zip(*_named_samples)
+        _sample_names = list(_sample_names)
+        _samples = list(_samples)
+        _problems_solutions = \
+            [_samples[_problem_sol_indices[_i - 1] :
+                      _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        _solution_names = \
+            [_sample_names[_problem_sol_indices[_i - 1] :
+                           _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        return _problems_solutions, _solution_names
+
+    def getPartitionedSampesOld(self):
+        """
+        Load tokenized samples of all solutions of programming problems,
+        transform each sample into bag or sequence of tokens, 
+        Partition whole dataset into sublists of samples corresponding to 
+        programming problems
+        Returns:
+        - list of samples
+        - list of sub-lists of samples 
+          Each sub-list contains samples of one problem
+          All sublists are part of the whole list of samples
+        - list of names of samples i.e. names of problem solutions
+        """
+        _samples, _problem_sol_indices, _sample_names = \
+            self.loadAllSamples()
+        _named_samples = list(zip(_sample_names, _samples))
+        _named_probl_sols = \
+            [_named_samples[_problem_sol_indices[_i - 1] :
+                            _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        #Randomize order of solutions of each problem individually
+        DataRand.setSeed("PROBLEM_SOLUTIONS_SEED")
+        for _l in _named_probl_sols:
+            _l.sort(key = lambda _s: _s[0])
+            random.shuffle(_l)
+        _problems_solutions = \
+            [_samples[_problem_sol_indices[_i - 1] :
+                      _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]    
+        return _samples, _problems_solutions, _sample_names
+
+    def getShuffledLabeledSamples(self):
+        """
+        Load tokenized samples of all solutions of programming problems,
+        transform each sample into bag or sequence of tokens, 
+        create samples labels corresponding to the programming problems,
+        make shuffled dataset of them to be used for machine learning
+
+        Returns:
+        - shuffled list of samples
+        - shulled list of labels
+        - shuffled list of names of samples,
+          i.e. names of problem solutions
+
+        Same shuffling is produced by using same random seed
+        """
+        _samples, _problem_sol_indices, _sample_names = \
+            self.loadAllSamples()
+        #Randomize order of solutions of each problem individually
+        _named_samples = list(zip(_sample_names, _samples))
+        _named_probl_sols = \
+            [_named_samples[_problem_sol_indices[_i - 1] :
+                            _problem_sol_indices[_i]]
+             for _i in range(1, len(_problem_sol_indices))]
+        DataRand.setSeed("PROBLEM_SOLUTIONS_SEED")
+        for _l in _named_probl_sols:
+            _l.sort(key = lambda _s: _s[0])
+            random.shuffle(_l)
+        _sample_names, _samples = zip(*_named_samples)
+        _sample_names = list(_sample_names)
+        _samples = list(_samples)
+        #Create class labels
+        _labels = []
+        for _i in range(len(_problem_sol_indices) - 1):
+            _labels.extend([_i] * (_problem_sol_indices[_i + 1] - 
+                                   _problem_sol_indices[_i]))
+        #Randomize all samples, their labels and sample names
+        DataRand.randPreordered(_samples, "ALL_SOLUTIONS_SEED")
+        DataRand.randPreordered(_labels, "ALL_SOLUTIONS_SEED")
+        DataRand.randPreordered(_sample_names, "ALL_SOLUTIONS_SEED")
+        return _samples, _labels, _sample_names
+
+    def getShuffledLabeledSamplesOld(self):
+        """
+        Load tokenized samples of all solutions of programming problems,
+        transform each sample into bag or sequence of tokens, 
+        create samples labels corresponding to the programming problems,
+        make shuffled dataset of them to be used for machine learning
+
+        Returns:
+        - shuffled list of samples
+        - shulled list of labels
+        - shuffled list of names of samples,
+          i.e. names of problem solutions
+
+        Same shuffling is produced by using same random seed
+        """
+        _samples, _problems_solutions, _sample_names = \
+            self.getPartitionedSampes()
+        _labels = [_j for _j, _solutions 
+                   in enumerate(_problems_solutions) 
+                   for _ in range(len(_solutions))]
+        #Randomize all samples, their labels and sample names
+        DataRand.randPreordered(_samples, "ALL_SOLUTIONS_SEED")
+        DataRand.randPreordered(_labels, "ALL_SOLUTIONS_SEED")
+        DataRand.randPreordered(_sample_names, "ALL_SOLUTIONS_SEED")
+        return _samples, _labels, _sample_names
+
+    def loadSolutions(self, problem, samples, sample_names):
+        """
+        Load tokenized code samples of one class
+        i.e. source code files solving one programming problem
+        
+        The loaded samples are appended to given sample list
+        The names of samples i.e. names of problem solutions
+        are appended to given list of sample names
+
+        Parameters:
+        - problem      -- name of problem to load tokenized solutions
+        - samples      -- list to add samples
+        - sample_names -- names of samples,
+                          i.e. names of problem solutions
+
+        Returns tuple of the following items:
+        - number of samples (solutions) loaded
+        - total number of tokens in all code samples
+        - min number of tokens of code samples
+        - max number of tokens of code samples
+        - name of shortest solution
+        - name of longest solution
+        """
+        _full_fn = self.dir_name + '/' + problem + ".tkn"
+        _short_solution = None
+        _long_solution  = None
+        with open(_full_fn) as _f:
+            _n_solutions = 0
+            _n_all_tokens = 0
+            _min_n_tokens = sys.maxsize
+            _max_n_tokens = 0
+            for _line in _f:
+                try:
+                    _tokens, _solution = self._seqOfTokens(_line)
+                    _n_tokens = len(_tokens)
+                except WrongToken:
+                    print("Failed parsing the tokenization of solution " +
+                          f"{_solution} of problem {problem}")
+                    print("Tokenized code is: \n", repr(_line))
+                    self.bad_data = True
+                    continue
+                if _n_tokens < self.short_code_th:
+                    self._registerSolution(self._short_solutions,
+                                    problem, (_solution, _n_tokens))
+                    continue
+                if _n_tokens > self.long_code_th:
+                    self._registerSolution(self._long_solutions,
+                                    problem, (_solution, _n_tokens))
+                    continue
+                _n_solutions += 1
+                _n_all_tokens += _n_tokens
+                _min_n_tokens = min(_min_n_tokens, _n_tokens)
+                if(_min_n_tokens == _n_tokens):
+                    _short_solution = _solution
+                _max_n_tokens = max(_max_n_tokens, _n_tokens)
+                if(_max_n_tokens == _n_tokens):
+                    _long_solution  = _solution
+                samples.append(self.makeSample(_tokens))
+                sample_names.append(_solution)
+        return _n_solutions, _n_all_tokens, _min_n_tokens, \
+            _max_n_tokens, _short_solution, _long_solution
+
+    #!!!This is used in clustering experiments.
+    #!!!However it should be updated to reflect changes in API of self.loadSolutions
+    def loadProblem(self, fn):
+        """
+        Load tokenized code samples of one class
+        i.e. source code files solving one programming problem
+        Parameters:
+        - fn       -- name of problem
+        Returns tuple of the following items:
+        - list of samples (bags or sequence of tokens) of 
+          source code solutions
+        - number of samples (solutions) loaded
+        - total number of tokens in all code samples
+        - min number of tokens of code samples
+        - max number of tokens of code samples
+        """
+        _solutions = []
+        _n_solutions, _n_all_tokens, _min_n_tokens, \
+            _max_n_tokens, _short_solution = \
+            self.loadSolutions(fn + ".tkn", _solutions)
+        return _solutions, _n_solutions, _n_all_tokens, \
+            _min_n_tokens, _max_n_tokens
+
+    def _seqOfTokens(self, line):
+        """
+        Load sequence of tokens for solution source code
+        Transforms string representation into int
+        Parameters:
+        - line -- description of solution code of programming task
+                  as string in the following form;
+                  <name of solution>:<sequence of tokens separtated with ','>
+        Returns:
+        - sequence of source code tokens
+        - name of solution
+        """
+        _solution, _tokens = line.split(":")
+        _tokens = _tokens.split(',')
+        try:
+            _tokens = list(map(int, _tokens))
+        except ValueError:
+            print(f"Not all tokens are valid numbers")
+            self.bad_data = True
+            raise WrongToken()
+        if any(_tok >= self.n_token_types for _tok in _tokens):
+            print(
+                f"Token of source code {_solution} exceeds " +
+                f"maximum {self.n_token_types}")
+            raise WrongToken(line)
+            self.bad_data = True
+        return _tokens, _solution
+
+    @abstractmethod
+    def makeSample(self, tokens):
+        """
+        Abstract method for computing data sample 
+        from list of tokens
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - data sample as numpy object 
+        """
+        raise NotImplementedError()
+
+    def problemFromLabel(self, label):
+        """
+        Get problem name corresponding to a given label
+        """
+        return self.problems[label]
+
+    def labelFromProblem(self, problem):
+        """
+        Get label number for a given problem
+        """
+        return self.problem_dict[problem][0]
+
+    def makeBagOfTokens(self, tokens):
+        """
+        Compute bag of tokens from list of tokens
+        where <bag of tokens> is a vector of tokens frequences
+
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - bag of tokens as numpy object 
+        """
+        _code_signature = np.zeros(self.n_token_types,
+                                   dtype = np.float32)
+        for _tok in tokens:
+            _code_signature[_tok] += 1
+        _v = math.sqrt(np.dot(_code_signature, _code_signature))
+        np.divide(_code_signature, _v, out = _code_signature)
+        return _code_signature
+#---------------- End of class SeqOfTokensLoader -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/DoubleSeqTfDS.py b/model-experiments/token-based-similarity-classification/src/Dataset/DoubleSeqTfDS.py
new file mode 100644
index 0000000..9af68cc
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/DoubleSeqTfDS.py
@@ -0,0 +1,121 @@
+"""
+Module for constracting TF dataset 
+from two lists of sequences of tokens and array of labels
+"""
+import sys
+import os
+import math
+
+import numpy as np
+import tensorflow as tf
+
+from TokensSimilDS import SimilarityDSMaker
+from DsUtilities  import makeShardOptions
+
+class genConstructor():
+    """
+    Class for constructing generators to make TF datasets
+    To be used for further experiments
+    """
+    def __init__(self, samples, problem_solutions):
+        """
+        Parameters:
+
+        """
+        self._samples = samples
+        self._problem_solutions  = problem_solutions
+
+        def getGenerators():
+            """
+            """
+            def gen4DS_1st():
+                """
+                Generator for TF dataset
+                """
+                for _p, _s, _, _ in self.samples:
+                    yield self.problems_solutions[_p][_s]
+            def gen4DS_2nd():
+                """
+                Generator for TF dataset
+                """
+                for _, _, _p, _s in self.samples:
+                    yield self.problems_solutions[_p][_s]
+            return gen4DS_1st, gen4DS_2nd
+#---------------- End of class genConstructor -------------------------
+
+class DoubleSeqTfDataset():
+    """
+    Class for constracting TF dataset 
+    from two lists of sequences of tokens and array of labels
+    """
+    def __init__(self):
+        """
+        Initialize object DoubleSeqTfDataset
+        Parameters:
+        """
+        pass
+
+    @classmethod
+    def makeDoubleSeqDataset(cls, seq1, seq2, labels, batch_size,
+                             shard = "OFF"):
+        """
+        Make TF dataset from two lists of sequences of tokens 
+        and array of labels
+        The constructed dtaset of TensorFlow Dataset of from_generator type
+        Parameters:
+        - seq1         -- 1-st sequence of tokens
+        - seq2         -- 2-nd sequence of tokens
+        - labels       -- labels as numpy array
+                          If labels is None, the dataset is test dataset
+        - batch_size   -- batch size
+        - shard      -- option to shard dataset:
+                        * "OFF"  -- AutoShardPolicy.OFF
+                        " "DATA" -- AutoShardPolicy.DATA
+        Returns:
+        - Tensorflow dataset combined from 
+          * two tensorflow datasets representing each sequence of tokens; and
+          * tensorflow dataset rezenting labels 
+        """
+        _ds1 = cls.dsFromGenerator(seq1, batch_size)
+        _ds2 = cls.dsFromGenerator(seq2, batch_size)
+        _ds = tf.data.Dataset.zip((_ds1, _ds2))
+        _t_labels  = tf.convert_to_tensor(labels)
+        _l = tf.data.Dataset.from_tensor_slices(_t_labels)
+        _ds = tf.data.Dataset.zip((_ds, _l))
+        _ds_options = makeShardOptions(policy = shard)
+        _ds = _ds.batch(batch_size).with_options(_ds_options)
+        return _ds
+
+    @classmethod
+    def dsFromGenerator(cls, samples, batch_size):
+        """
+        Make TF dataset from samples generator,
+        defined with list of sequences
+        Parameters:
+        - samples    -- list of samples (sequences of tokens)
+        - batch_size -- batch size
+        Returns: TF dataset
+        """
+        _s = tf.data.Dataset.from_generator(
+            lambda: samples, output_signature=(
+                tf.TensorSpec(shape=([None]), dtype=tf.int32)))
+        _s = _s.padded_batch(batch_size, padding_values = 0,
+                             drop_remainder=True)
+        _s = _s.unbatch()
+        return _s
+
+    @classmethod
+    def makeDatasetOptions(cls):
+        """
+        Make Dataset options: 
+        currently they are chard options for multi GPU mode
+        Returns: dataset options
+        """
+        #Setting TF sharding policy for multi GPU mode. 
+        #It should be either OFF or DATA
+        _options = tf.data.Options()
+        _options.experimental_distribute.auto_shard_policy = \
+            tf.data.experimental.AutoShardPolicy.OFF
+        return _options
+#---------------- End of class makeDoubleSeqDataset -------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/DsUtilities.py b/model-experiments/token-based-similarity-classification/src/Dataset/DsUtilities.py
new file mode 100644
index 0000000..965a73a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/DsUtilities.py
@@ -0,0 +1,162 @@
+"""
+Module of utility functiosn and constants for Dataset functionality
+"""
+import sys
+import os
+import math
+from abc import ABC, abstractmethod
+import numpy as np
+import random
+import json
+import tensorflow as tf
+
+def getProblemSet(ds, n_solutions_th, max_n_problems):
+    """
+    Get list of problems satisfying required criteria:
+    - number of solutions is not less than threshold
+    - number of problems is not more than required
+    Parameters:
+    - ds             - directory with tokenized dataset
+    - n_solutions_th - min number of solutions required for 
+                       selecting problems
+    - max_n_problems - max number of problems to return
+                       If it is None or 0 return all problems 
+                       with sufficiently many solutions
+    Returns: Sorted list of pairs:
+             <problem, number of its solutions>,
+             sorted according to the number of problem solutions
+             If there are more problems with required number of 
+             solutions, the problems with more solutions are returned
+    """
+    _problem_data = f"{ds}/problems.json"
+    if not os.path.exists(_problem_data):
+        sys.exit(f"File {_problem_data} " + 
+                 "with a list of problems is not found")
+    with open(_problem_data, 'r') as _problem_json:
+        _all_problems = json.load(_problem_json)
+    _problems = [_p for _p in _all_problems.items() 
+                 if int(_p[1]) >= n_solutions_th]
+    if _problems:
+        _problems.sort(key = lambda _x: int(_x[1]), reverse=True)
+        if max_n_problems:
+            _problems = _problems[: max_n_problems]
+    return _problems
+
+def getTokensInfo(ds):
+    """
+    Get name of the token set and number of tokens used
+    for tokenization of problem solutions
+    Parameters:
+    - ds             - directory with tokenized dataset
+    Returns:
+    - Name of token set
+    - Number of tokens
+    """
+    _info_fn = f"{ds}/info.json"
+    with open(_info_fn, 'r') as _info_json:
+        _info = json.load(_info_json)
+    return _info["token_set"], _info["n_tokens"]
+
+def makeShardOptions(policy = "OFF"):
+    """
+    Make Dataset options: 
+    currently they are chard options for multi GPU mode
+    Parameters:
+    - policy  -- policy to shard dataset:
+                 * "OFF"    -- AutoShardPolicy.OFF
+                * "DATA" -- AutoShardPolicy.DATA
+Returns: dataset options
+    """
+    #Setting TF sharding policy for multi GPU mode. 
+    #It should be either OFF or DATA
+    _options = tf.data.Options()
+    if policy == "OFF":
+        _options.experimental_distribute.auto_shard_policy = \
+            tf.data.experimental.AutoShardPolicy.OFF
+    elif policy == "DATA":
+        _options.experimental_distribute.auto_shard_policy = \
+            tf.data.experimental.AutoShardPolicy.OFF
+    else:
+        sys.exit(f"Invalid shard policy {policy}")
+    return _options
+#------------- End of utility functions -------------------
+
+class DataRand:
+    """
+    Class for randomization of data samples
+    Provides random seeds for randomization of datasets
+    """
+
+    #Random seeds for repeatable randomization of data samples
+    #Seed for random shaffling all problems
+    seeds ={
+        #Shuffle list of problems
+        "ALL_PROBLEM_SEED": 1812, #+ 1001,
+        #Shuffle solutions of each problem
+        "PROBLEM_SOLUTIONS_SEED": 1870,
+        #Shuffle all solution samples
+        "ALL_SOLUTIONS_SEED": 1905,
+        #Make similarity training dataset
+        "SIMIL_TRAIN_DS_SEED": 1917,
+        #Make similarity validation dataset
+        "SIMIL_VALID_DS_SEED": 1937,
+        #Make similarity test dataset
+        "SIMIL_TEST_DS_SEED":  1941,
+        #Shuffle balanced test datsset
+        "TEST_SHUFFLE_SEED" :  1945,
+        #Shuffle balanced validation dataset seed
+        "VALID_SHUFFLE_SEED":  1961,
+        #Shuffle balanced training dataset seed
+        "TRAIN_SHUFFLE_SEED":  1980}
+
+    @classmethod
+    def setDsSeeds(cls, seed):
+        """
+        Setup all seeds used in dataset construction
+        Function should be executed only once before making all datasets
+        Parameters:
+        - seed   -- starting value of all dataset related seeds
+        """
+        for _k in cls.seeds.keys():
+            cls.seeds[_k] += seed
+        
+    @classmethod
+    def setSeed(cls, seed_name):
+        """
+        Set seed for current randomization procedure
+        Parameters:
+        - seed_name  -- name of the seed
+        """
+        random.seed(cls.seeds[seed_name])
+
+    @classmethod
+    def randPreordered(cls, l, seed):
+        """
+        Randomize list of ordered elements by shuffling it in place
+        It is assumed that the elements are in order 
+        which is the same for all runs
+        Parameters:
+        l    -- list of elements 
+                usually names of problems or solutions)
+        seed -- name of the predefined seed for random shuffling 
+        """
+        _state = random.getstate()
+        random.seed(cls.seeds[seed])
+        random.shuffle(l)
+        random.setstate(_state)
+    
+    @classmethod
+    def randUnordered(cls, l, seed):
+        """
+        Randomize list of unordered elements by shuffling it in place
+        It is assumed that the elements are in some random order,
+        which need not be the same from run to run
+        Therefroe for repeatability it is required to order them
+        Parameters:
+        l    -- list of unordered elements
+        seed -- name of the predefined seed for random shuffling 
+        """
+        l.sort()
+        cls.randPreordered(l, seed)
+        
+        
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/TokensClassifDS.py b/model-experiments/token-based-similarity-classification/src/Dataset/TokensClassifDS.py
new file mode 100644
index 0000000..d1b23c5
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/TokensClassifDS.py
@@ -0,0 +1,504 @@
+"""
+Module for making dataset for classifier 
+of source codes by sequence or bag of tokens technique
+The module has an absract base class for more specialized 
+constructors of datasets
+
+Loads tokenized samples of source codes 
+corresponding to solution of programming problems.
+Each file there contains all samples of 
+one class of samples - tokenised source code files
+
+Token sequences are codeconverted into samples by
+the function provided with child class
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+from abc import ABC, abstractmethod
+import numpy as np
+import csv
+
+import tensorflow as tf
+
+from DataLoader   import SeqOfTokensLoader
+from Utilities    import memoryUsage
+from DsUtilities  import *
+
+class ClassDatasetBase():
+    """
+    Base class for classes specifying classification datasets
+    """
+    #Filenames for dumping datasets
+    fn_ds_dump = {"whole":       "WholeDataset",
+                  "training":    "TrainingDataset",
+                  "validation":  "ValidationDataset",
+                  "test":        "TestDataset",
+                  "train_val":   "TrainAndValidDataset"}
+
+    def __init__(self, ds, purpose, report_dir, 
+                 dump = False, csv = True):
+        """
+        Initialize base object of classification dataset
+        Parameters:
+        - ds            -- object of loaded dataset
+        - purpose       -- purpose of dataset:
+                           "whole" -- whole dataset
+                           "training" -- training dataset
+                           "validation" -- validation dataset
+                           "test"       -- testing dataset
+        - report_dir    -- directory to write reports about dataset
+        - dump          -- flag to dump the dataset to file
+        - csv           -- flag to dump the dataset to csv file
+        """
+        self.label_names = ds.problems
+        self.report_dir = report_dir
+        if dump:
+            self.dumpDataset(f"{self.report_dir}/{self.fn_ds_dump[purpose]}.lst")
+        if csv:
+            self.csvDataset(f"{self.report_dir}/{self.fn_ds_dump[purpose]}.csv")
+            
+    @property
+    def size(self):
+        return len(self.samples)
+        
+    def dumpDataset(self, fn):
+        """
+        Dump classification dataset
+        Parameters:
+        - fn  -- name of file to write to
+        """
+        with open(fn, 'w') as _f:
+            _f.write("#         Label  Solution  Problem\n")
+            _f.write("------------------------------------\n")
+            for _i in range(len(self.labels)):
+                _f.write("{:8d}  {:5d}  {:8s} {:s}\n".
+                         format(_i, self.labels[_i], self.sample_names[_i], 
+                                self.label_names[self.labels[_i]]))
+                
+    def csvDataset(self, fn):
+        """
+        Write down classification dataset in csv form
+        Parameters:
+        - fn  -- name of file to write to
+        """
+        with open(fn, 'w', newline='') as _f:
+            _writer = csv.writer(_f, lineterminator=os.linesep)
+            _writer.writerow(["Problem", "Solution"])
+            for _i in range(len(self.labels)):
+                _writer.writerow([self.label_names[self.labels[_i]],
+                                  self.sample_names[_i]])
+                
+    def labelDistr(self):
+        """
+        Compute label distribution
+        Parameters:
+        - labels   - list of sample labels
+        - n_labels - number of labels
+        """
+        _lab_distr = [0] * len(self.label_names)
+        for _l in self.labels:
+            _lab_distr[_l] += 1
+        return _lab_distr
+
+    def samplesDsFromGenerator(self, samples, batch_size):
+        """
+        Make batched TF dataset of samples froms samples generator
+        Samples are defined with list of sequences
+        Parameters:
+        - samples    -- list of samples
+        - batch_size -- batch size
+        Returns: TF dataset
+        """
+        _s = tf.data.Dataset.from_generator(
+            lambda: samples, output_signature=(
+                tf.TensorSpec(shape=([None]), dtype=tf.int32)))
+        _s = _s.padded_batch(batch_size, padding_values = 0,
+                             drop_remainder=True)
+        return _s
+
+    def dsFromGenerator(self, batch_size, shard = "OFF"):
+        """
+        Make batched TF dataset from samples generator,
+        Samples are defined with list of sequences
+        Drop samples to make the dataset to be multiple of batch size
+        Parameters:
+        - batch_size -- batch size
+        - shard      -- option to shard dataset:
+                        * "OFF"  -- AutoShardPolicy.OFF
+                        " "DATA" -- AutoShardPolicy.DATA
+        Returns: 
+        - TF dataset
+        - list of sample labels (indices of problems)
+        - list of sample names (names of solutions)
+        - list of label names (name of problems)
+        """
+        _ds_size = (len(self.labels) // batch_size) * batch_size
+        _s = self.samplesDsFromGenerator(self.samples[: _ds_size], batch_size)
+        _s = _s.unbatch()
+        _t_labels  = tf.convert_to_tensor(
+            np.asarray(self.labels[: _ds_size], dtype=np.int32))
+        _l = tf.data.Dataset.from_tensor_slices(_t_labels)
+        _ds = tf.data.Dataset.zip((_s, _l))
+        _ds_options = makeShardOptions(policy = shard)
+        _ds = _ds.batch(batch_size).with_options(_ds_options)
+        return (_ds, self.labels[: _ds_size],
+                self.sample_names[: _ds_size], self.label_names)
+    
+    def rawDS(self, batch_size):
+        """
+        Make raw dataset having length multiple to batch size 
+        Samples are defined with list of sequences
+        Parameters:
+        - batch_size -- batch size
+        Returns: 
+        - list of samples 
+        - list of sample labels (indices of problems)
+        - list of sample names (names of solutions)
+        - list of label names (name of problems)
+        """
+        _ds_size = (len(self.labels) // batch_size) * batch_size
+        return (self.samples[: _ds_size], self.labels[: _ds_size],
+                self.sample_names[: _ds_size], self.label_names)
+#---------------- End of class ClassDatasetBase -----------------------------
+
+class ClassDataset(ClassDatasetBase):
+    """
+    Classification Dataset that is initialized by carving a part 
+    of array of samples
+    the resulted dataset is unbalanced in terms of solutions of each 
+    problem
+    Class of objects representing a classification dataset
+    Currently works for samples represented with sequences of tokens
+    """
+    def __init__(self, ds, start_idx, length,
+                 purpose, report_dir, dump = True, csv = True):
+        """
+        Initialize object of classification dataset
+        Parameters:
+        - ds            -- object of loaded dataset
+        - start_idx     -- start index for selecting dataset 
+                           from all data samples
+        - length        -- length of dataset
+        - purpose       -- purpose of dataset:
+                           "whole" -- whole dataset
+                           "training" -- training dataset
+                           "validation" -- validation dataset
+                           "test"       -- testing dataset
+        - report_dir    -- directory to write reports about dataset
+        - dump          -- flag to dump the dataset to file
+        - csv           -- flag to dump the dataset to csv file
+        """
+        self.samples = ds.samples[start_idx: start_idx + length]
+        self.sample_names = ds.sample_names[start_idx: start_idx + length]
+        self.labels = ds.labels[start_idx: start_idx + length]
+        #__init__ of base class is postponed till here to prepare the datasets
+        super(ClassDataset, self).__init__(ds, purpose, 
+                                report_dir, dump = dump, csv = csv)
+#---------------- End of class ClassDataset -----------------------------
+
+class BalancedClassDataset(ClassDatasetBase):
+    """
+    Balanced classification Dataset where is problem has proportionally 
+    correct number of solutions
+    Class of objects representing a classification dataset
+    Currently works for samples represented with sequences of tokens
+    """
+    #Seeds for shuffling datasets
+    shuffle_seeds = {"training"  : "TRAIN_SHUFFLE_SEED",
+                     "validation": "VALID_SHUFFLE_SEED",
+                     "test"      : "TEST_SHUFFLE_SEED"}
+
+    def __init__(self, ds, samples, sample_names, labels,
+                 purpose, report_dir, 
+                 dump = True, csv = True):
+        """
+        Initialize object of classification dataset
+        Parameters:
+        - ds            -- object of loaded dataset
+        - samples       -- dataset samples
+        - sample_names  -- names of dataset samples
+        - labels        -- labels of dataset samples loaded ???
+        - report_dir    -- directory to write reports about dataset
+        - purpose       -- purpose of dataset:
+                           "whole" -- whole dataset
+                           "training" -- training dataset
+                           "validation" -- validation dataset
+                           "test"       -- testing dataset
+        - dump          -- flag to dump the dataset to file
+        """
+        self.samples = samples
+        self.sample_names = sample_names
+        self.labels = labels
+        try:
+            _seed = self.shuffle_seeds[purpose]
+            DataRand.randPreordered(self.samples, _seed)
+            DataRand.randPreordered(self.sample_names, _seed)
+            DataRand.randPreordered(self.labels, _seed)
+        except KeyError:
+            pass
+        #__init__ of base class is postponed till here to prepare the datasets
+        super(BalancedClassDataset, self).__init__(ds, purpose, 
+                            report_dir, dump = dump, csv = csv)
+#---------------- End of class BalancedClassDataset -------------------------
+
+class ClassifDSMaker(SeqOfTokensLoader):
+    """
+    Dataset maker
+    Loads files of tokenized source code files from the given directory and
+    Prepares data set for classifier of source codes
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 test_part = 0, balanced_split = False):
+        """
+        Initialize Dataset maker with files to process
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th    -- max length of solution code to load
+                             if it is None sys.maxsize is used
+        - test_part       -- fraction of data reserved for test set
+        - balanced_split  -- flag to make training/validation/test split
+                             of the dateset fully balanced, it means that
+                             each problem has the same fraction of solutions
+        """
+        super(ClassifDSMaker, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th)
+        self.test_part = test_part
+        self.balanced_split = balanced_split
+        if self.balanced_split:
+            self.test_ds, self.train_val_ds, self.whole_ds = \
+                self.balancedTestTrain()
+            print("Constructed balanced split of problem solutions for testing and training")
+        else:
+            self.test_ds, self.train_val_ds, self.whole_ds = \
+                self.splitShuffledSamples() 
+            print("Shuffled samples are splited for testing and training")
+        self.val_ds = None
+        self.train_ds = None
+        print(f"Dataset with {len(self.whole_ds.samples)} samples is loaded")
+        memoryUsage("After ClassifDSMaker.__init__")
+
+    def balancedTestTrain(self):
+        """
+        Devide solutions of each problem evenly between test and,
+        training and test datasets
+        Returns:
+        - test dataset
+        - training/validation dataset
+        Computes:
+        - list of number of solutions of each problem reserved 
+          for training and validation
+        """
+        self.probl_solutions, self.sol_names = \
+                                self.getPartitionedSampes()
+        _test_samples = []
+        _test_sample_names = []
+        _test_labels = []
+        _train_samples = []
+        _train_sample_names = []
+        _train_labels = []
+        _all_samples = []
+        _all_sample_names = []
+        _all_labels = []
+        self.train_valid_solutions = []
+        for _i in range(len(self.probl_solutions)):
+            _n_solutions = len(self.probl_solutions[_i])
+            if _n_solutions < 3:
+                sys.exit(f"Number of solutions of problem {self.problems[_i]} " +
+                         "is only {_n_solutions}\n" + 
+                         "It is not enough for training and testing")
+            _n_test_solutions = max(1, int(_n_solutions * self.test_part))
+            _n_train_solutions = _n_solutions - _n_test_solutions
+            _test_samples.extend(self.probl_solutions[_i][_n_train_solutions :])
+            _test_sample_names.extend(self.sol_names[_i][_n_train_solutions :])
+            _test_labels.extend([_i] * _n_test_solutions)
+            _train_samples.extend(self.probl_solutions[_i][: _n_train_solutions])
+            _train_sample_names.extend(self.sol_names[_i][: _n_train_solutions])
+            _train_labels.extend([_i] * _n_train_solutions)
+            self.train_valid_solutions.append(_n_train_solutions)
+            _all_samples.extend(self.probl_solutions[_i])
+            _all_sample_names.extend(self.sol_names[_i])
+            _all_labels.extend([_i] * _n_solutions)
+        _test_ds = BalancedClassDataset(
+            self, _test_samples, _test_sample_names, _test_labels, 
+            "test", self.report_dir)
+        _train_val_ds = BalancedClassDataset(
+            self, _train_samples, _train_sample_names, _train_labels,
+            "train_val", self.report_dir)
+        #Make dataset with all samples
+        _whole_ds = BalancedClassDataset(
+            self, _all_samples, _all_sample_names, _all_labels, 
+            "whole", self.report_dir)
+        return _test_ds, _train_val_ds, _whole_ds
+      
+    def splitShuffledSamples(self):
+        """
+        Split array of shaffled samples straight forward way into 
+        test and, train and validation
+        Returns:
+        - test dataset
+        - training/validation dataset
+        - whole dataset
+        Computes: 
+        - size of test and training/validation dataset
+        """
+        self.samples, self.labels, self.sample_names = \
+            self.getShuffledLabeledSamples()
+        #Make dataset with all samples
+        _whole_ds = ClassDataset(self, 0, len(self.samples),
+                                 "whole", self.report_dir)
+        #Reserve samples for test set
+        self.test_size = int(len(self.samples) * self.test_part)
+        self.train_val_size = len(self.samples) - self.test_size
+        _test_ds = ClassDataset(
+            self, len(self.samples) - self.test_size,
+            self.test_size, "test", self.report_dir) \
+            if self.test_size else None
+        _train_val_ds = ClassDataset(self, 0, self.train_val_size,
+                                    "train_val", self.report_dir)
+        return _test_ds, _train_val_ds, _whole_ds
+
+    def balancedValTrain(self, valpart):
+        """
+        Devide solutions of each problem evenly between 
+        validation and training datasets
+        Parameters:
+        - valpart    -- Fraction of dataset samples used 
+                        for validation as float
+        Returns:
+        - validation and training datsets
+        """
+        _val_samples = []
+        _val_sample_names = []
+        _val_labels = []
+        _train_samples = []
+        _train_sample_names = []
+        _train_labels = []
+        for _i, _n_solutions in enumerate(self.train_valid_solutions):
+            if _n_solutions < 2:
+                sys.exit(f"Number of solutions of problem {self.problems[_i]} is " +
+                         "only {_n_solutions}\n" + 
+                         "It is not enough for training and validation")
+            _n_val_solutions = max(1, int(_n_solutions * valpart))
+            _val_samples.extend(self.probl_solutions[_i][: _n_val_solutions])
+            _val_sample_names.extend(self.sol_names[_i][: _n_val_solutions])
+            _val_labels.extend([_i] * _n_val_solutions)
+            _train_samples.extend(
+                self.probl_solutions[_i][_n_val_solutions : _n_solutions])
+            _train_sample_names.extend(
+                self.sol_names[_i][_n_val_solutions : _n_solutions])
+            _train_labels.extend([_i] * (_n_solutions - _n_val_solutions))
+        _val_ds = BalancedClassDataset(
+            self, _val_samples, _val_sample_names, _val_labels, 
+            "validation", self.report_dir)
+        _train_ds = BalancedClassDataset(
+            self, _train_samples, _train_sample_names, _train_labels,
+            "training", self.report_dir)
+        return _val_ds, _train_ds
+
+    def testDS(self, batch_size):
+        """
+        Make test tf.dataset
+        The tf.data.dataset is constructed from_generator
+        Parameters:
+        - batch_size -- batch size
+
+        Returns: 
+        - TF dataset and 
+        - list of labels
+        - list of sample names 
+        - list of lable names
+        """
+        if self.test_ds:
+            return self.test_ds.dsFromGenerator(batch_size)
+        else:
+            sys.exit("Cannot make test dataset because it was not defined")
+
+    def trainValidDs(self, valpart, batch_size, dump = True):
+        """
+        Make training and validation tf.datasets by 
+        splitting loaded data set
+        The tf.data.dataset is constructed from_generator
+        Additionally computes names of validation samples
+        Parameters:
+        - valpart    -- Fraction of dataset samples used for validation
+                        as float
+        - batch_size -- size for training dataset
+        Returns:
+        - pair of <validation dataset>, <training dataset>
+          Both training and validation dataset are tensorflow Datasets
+        """
+        if self.balanced_split:
+            self.val_ds, self.train_ds = self.balancedValTrain(valpart)
+        else:
+            _train_len, _val_len = self.trainValDsSize(valpart, batch_size)
+            self.val_ds = ClassDataset(self, 0, _val_len,
+                                       "validation", self.report_dir)
+            self.train_ds = ClassDataset(self, _val_len, _train_len,
+                                         "training", self.report_dir)
+        self.writeLabelDistribution()
+        _train_ds = self.train_ds.dsFromGenerator(batch_size)
+        _val_ds = self.val_ds.dsFromGenerator(batch_size)
+        memoryUsage("After DS made")
+        return _val_ds, _train_ds
+
+    def trainValDsSize(self, valpart, batch_size):
+        """
+        Compute sizes of training and validation datasets 
+        rounded to batch size
+        Use only samples left after reserving samples for testb set
+        Parameters:
+        - valpart    -- Fraction of dataset samples used for validation
+                        as float
+        - batch_size -- size for training dataset
+        Returns:
+        - sizes of training and validation datasets
+        """
+        _val_len = int(float(self.train_val_size) * valpart)
+        _train_len = self.train_val_size - _val_len
+        return _train_len, _val_len
+
+    def writeLabelDistribution(self):
+        """
+        Write down distribution of datasets lables
+        """
+        _whole_distr = self.whole_ds.labelDistr()
+        _train_distr = self.train_ds.labelDistr()
+        _val_distr   = self.val_ds.labelDistr()
+        _test_distr  = self.test_ds.labelDistr() if self.test_ds else None
+        print(f"Whole dataset has {self.whole_ds.size} samples")
+        print(f"Training dataset has {self.train_ds.size} samples")
+        print(f"Validation dataset has {self.val_ds.size} samples")
+        print(f"Test dataset has {self.test_ds.size} samples")
+        with open(f"{self.report_dir}/SampleDistribution.lst", 'w') as _f:
+            _f.write("Problem    Label      N     %%        N      %%       N       %%    N     %%\n")
+            _f.write("                 in whole dataset  in training DS   in valid DS   in test DS\n")
+            for _i in range(len(self.problems)): 
+                _whole_pct = 100.0 * float(_whole_distr[_i]) / self.whole_ds.size
+                _train_pct = 100.0 * float(_train_distr[_i]) / self.train_ds.size
+                _val_pct = 100.0 * float(_val_distr[_i]) / self.val_ds.size
+                _test_num, _test_pct = (_test_distr[_i], 
+                        100.0 * float(_test_distr[_i]) / self.test_ds.size) \
+                        if self.test_ds else (0, 0)
+                _f.write("{:10s}   {:3d}  {:7d}  {:6.2f}  {:7d}  {:6.2f}  {:7d}  {:6.2f}  {:7d}  {:6.2f}\n".
+                    format(self.problems[_i], _i, 
+                           _whole_distr[_i], _whole_pct,
+                           _train_distr[_i], _train_pct, 
+                           _val_distr[_i], _val_pct,
+                           _test_num, _test_pct))
+#---------------- End of class ClassifDSMaker ----------------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/Dataset/TokensSimilDS.py b/model-experiments/token-based-similarity-classification/src/Dataset/TokensSimilDS.py
new file mode 100644
index 0000000..b30b018
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Dataset/TokensSimilDS.py
@@ -0,0 +1,624 @@
+"""
+Module for making dataset for similarity detection of 
+of source codes by sequence or bag of tokens technique
+
+Has two operation modes:
+- Validiation on solutions of the same problems
+- Valdiation on solutions of the problems different from 
+  the ones seen at training
+However, test datset is always constructed from the problems
+that were used neither for training nor validation.
+
+Loads tokenized samples of source codes 
+corresponding to solution of programming problems.
+Each file there contains all samples of 
+one class of samples - tokenised source code files
+
+The module has an absract base class for more specialized 
+constructors of datasets
+"""
+import sys
+import os
+from abc import ABC, abstractmethod
+
+import numpy as np
+import math
+import random
+import csv
+
+from DataLoader import SeqOfTokensLoader
+from DsUtilities import DataRand
+
+class SimilarityDSMaker(SeqOfTokensLoader):
+    """
+    Abstract class for making dataset for 
+    source code similarity analysis by bag or sequence of Tokens technique
+
+    Loads files of tokenized source code files from the given directory and
+    Prepares datasets for Bag or Sequence Tokens code similarity detector
+    Test datset is always constructed for problems that are not used 
+    either for training or validation
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 test = 0, labels01 = True):
+        """
+        Initialize Dataset maker
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th    -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        """
+        super(SimilarityDSMaker, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th)
+        self.labels01 = labels01
+        #Size of the array used for selection of problem solutions
+        #with probabilities proportional to the number 
+        #of each problem solutions
+        self.problems_solutions, self.solution_names = \
+                                    self.getPartitionedSampes()
+        self.n_problems = len(self.problems_solutions)
+        self.n_test_problems = int(float(self.n_problems) * test) \
+                               if test < 1 else int(test)
+        if test and self.n_test_problems == 1:
+            sys.exit(f"Too few {test} problems for test dataset")
+        #Reserve problems for test dataset
+        self.n_tran_ds_problems = self.n_problems - self.n_test_problems
+        if self.n_test_problems > 0:
+            self.test_problems = self.problems[-self.n_test_problems :]
+            self.writeProblemList(self.test_problems, 
+                                  "test_problems.txt")
+            self.train_ds_problems = \
+                    self.problems[: -self.n_test_problems]
+            self.test_problem_solutions = \
+                    self.problems_solutions[-self.n_test_problems :]
+            self.train_ds_probl_solutions = \
+                    self.problems_solutions[: -self.n_test_problems]
+            print(f"Dataset of {self.n_problems} problems is split "+ 
+                  f"into {self.n_test_problems} and " + 
+                  f"{self.n_tran_ds_problems} for test and training with validation")
+        else:
+            self.test_problems = None
+            self.train_ds_problems = self.problems
+            self.test_problem_solutions = None
+            self.train_ds_probl_solutions = self.problems_solutions
+            print("No test dataset was defined")
+        self._SEL_SIZE = 128 * 1024
+        self.writeProblemList(self.train_ds_problems, 
+                              "train_valid_problems.txt")
+        self.writeProblemList(self.problems, "all_problems.txt")
+
+    def trainValidDsSameProblems(self, val_train_split,
+                                 val_size, train_size,
+                                 similar_part):
+        """
+        Make datasets for training source code similarity analyser
+        Both training and validation parts of dataset are made.
+
+        The validation part is made from solutions of the same 
+        problems that were used for making the training part 
+        of the dataset.
+        However, the test dataset is made from solutions of 
+        the problems different from ones used here for training 
+        and validation
+
+        The function provides the following:
+        - No same code samples (problem solutions) are used 
+          for creation both validation and training datasets
+        - Each problem is represented in both created datasets
+          with the same fraction of its code samples
+        - Number of samples of similar solutions of each problem
+          is proportional to the number of all pairs of solutions 
+          of that problem.
+        - All pairs of similar solutions are constructed from
+          different samples, i.e. no pair has same solution.
+          No self similar solution is constructed.
+          !!!Possibly this condition should be parameterized.
+        - Pairs of dissimilar solutions are constructed such as
+          each problem is selected with the probability 
+          proportional to the number of its solutions.
+        Similar samples are constructed as pairs of solutions
+        of the same problem
+        Dissimilar samples are constructed as pairs of solution
+        of different problems
+        Samples of each problem solutions are splitted individually.
+        The obtained subsets of are used for constructing training 
+        and validation datasets.
+
+        Parameters:
+        - val_train_split  -- Fraction of training samples that is used 
+                              for constructing validation dataset.
+                              It speciified as float
+                              Samples of each problem solutions are splitted 
+                              individually according to this parameters
+        - val_size         -- Size of validation dataset to create
+        - train_size       -- Size of training dataset to create
+        - similar_part     -- Fraction of samples of the created dataset 
+                              representing similar source code samples
+        Returns:
+        - validation and training datasets:
+        Each of them has the following items:
+        - constructed dataset 
+          * either as single numpy array 
+          * or list of 2 them 
+          * or TF dataset
+        - labels as numpy array
+        - list of similarity samples in form of 4-tuples
+          <problem1, solution1, problem2, solution2>
+        """
+        print("Constructing training and validation datasets " + 
+              "from different solutions of the same problems")
+        _val_problem_solutions = \
+            [_solutions[: int(float(len(_solutions)) * 
+                                   val_train_split)] 
+             for _solutions in self.train_ds_probl_solutions]
+        _train_problem_solutions = \
+            [_solutions[int(float(len(_solutions)) * 
+                                 val_train_split) :] 
+             for _solutions in self.train_ds_probl_solutions]
+        DataRand.setSeed("SIMIL_TRAIN_DS_SEED")
+        self.train_ds = self._makeDs(0, _train_problem_solutions,
+                                     train_size, similar_part)
+        DataRand.setSeed("SIMIL_VALID_DS_SEED")
+        self.val_ds = self._makeDs(0, _val_problem_solutions,
+                                   val_size, similar_part)
+        self.reportDatasetStatistics(0, self.n_tran_ds_problems, 
+                                     self.val_ds[2], 
+                                     0, self.n_tran_ds_problems, 
+                                     self.train_ds[2])
+        return self.val_ds, self.train_ds
+
+    def trainValidDsDifferentProblems(self, val_train_split,
+                                      val_size, train_size,
+                                      similar_part):
+        """
+        Make datasets for training source code similarity analyser
+
+        Both training and validation parts of dataset are made.
+
+        The validation part is made from solutions of different 
+        problems that were used for making the training part 
+        of the dataset.
+        Validation uses the problems of the beginning of the list
+        Training uses problems that are between validation and test ones
+
+        The function provides the following:
+        - No same code samples (problems) are used 
+          for creation both validation and training datasets
+        - Validation and training datasets are created from 
+          solutions of different problems
+        - Number of samples of similar solutions of each problem
+          is proportional to the number of all pairs of solutions 
+          of that problem.
+        - All pairs of similar solutions are constructed from
+          different samples, i.e. no pair has same solution.
+          No self similar solution is constructed.
+          !!!Possibly this condition should be parameterized.
+        - Pairs of dissimilar solutions are constructed such as
+          each problem is selected with the probability 
+          proportional to the number of its solutions.
+        Similar samples are constructed as pairs of solutions
+        of the same problem
+        Dissimilar samples are constructed as pairs of solution
+        of different problems
+        All problem solutions are splitted for ones used 
+        for training and ones used for validation. The solutions 
+        of the resulted subsets of problems are used for 
+        constructing training and validation datasets.
+
+        Parameters:
+        - val_train_split  -- Fraction of original probles used 
+                              for constructing validation dataset.
+                              It speciified as float
+                              Set of all problem is splitted according
+                              to this parameters
+        - val_size         -- Size of validation dataset to create
+        - train_size       -- Size of training dataset to create
+        - similar_part     -- Fraction of samples of the created dataset 
+                              representing similar source code samples
+        Returns:
+        - validation and training datasets:
+        Each of them has the following items:
+        - constructed dataset 
+          * either as single numpy array 
+          * or list of 2 them 
+          * or TF dataset
+        - labels as numpy array
+        - list of similarity samples in form of 4-tuples
+          <problem1, solution1, problem2, solution2>
+        """
+        print("Constructing training and validation datasets " + 
+              "from solutions of different problems")
+        _n_val_probls = int(float(self.n_tran_ds_problems) * 
+                            val_train_split)
+        print(f"Validation and training use {_n_val_probls} " + 
+              f"and {self.n_tran_ds_problems - _n_val_probls} problems respectively")
+        if _n_val_probls < 2 or self.n_tran_ds_problems - _n_val_probls < 2:
+            sys.exit(f"Too few problems for training " + 
+                     f"{self.n_tran_ds_problems - _n_val_probls} " + 
+                     f"or validation {_n_val_probls}")
+        _val_problem_solutions = \
+                self.train_ds_probl_solutions[: _n_val_probls]
+        _train_problem_solutions = \
+                self.train_ds_probl_solutions[_n_val_probls :]
+        self.writeProblemList(self.train_ds_problems[: _n_val_probls],
+                              "validation_problems.txt")
+        self.writeProblemList(self.train_ds_problems[_n_val_probls :],
+                              "training_problems.txt")
+        DataRand.setSeed("SIMIL_VALID_DS_SEED")
+        self.val_ds = self._makeDs(0, _val_problem_solutions,
+                                   val_size, similar_part)
+        DataRand.setSeed("SIMIL_TRAIN_DS_SEED")
+        self.train_ds = self._makeDs(_n_val_probls,
+            _train_problem_solutions, train_size, similar_part)
+        self.reportDatasetStatistics(0, _n_val_probls, self.val_ds[2], 
+            _n_val_probls, self.n_tran_ds_problems - _n_val_probls, 
+            self.train_ds[2])
+        self.writeSamplesCsv(self.val_ds[2], "val_samples.csv")
+        self.writeSamplesCsv(self.train_ds[2], "train_samples.csv")
+        return self.val_ds, self.train_ds
+
+    def testDataset(self, size, similar_part):
+        """
+        Make test dataset
+        Test datset is always constructed from problems different 
+        from ones used for training and validation
+        It uses the last problems in the list
+        More details are in comments to self.trainValidDsDifferentProblems
+
+        Parameters:
+        - size         -- Size of dataset to create
+        - similar_part -- Fraction of samples of the created dataset 
+                          representing similar source code samples
+        Returns:
+        - Test datasets having the following items:
+        - constructed dataset 
+          * either as single numpy array 
+          * or list of 2 them 
+          * or TF dataset
+        - labels as numpy array
+        - list of similarity samples in form of 4-tuples
+          <problem1, solution1, problem2, solution2>
+        """
+        print("Constructing test dataset")
+        if not self.test_problem_solutions:
+            sys.exit("Test datset cannot be created as it was not defined.")
+        DataRand.setSeed("SIMIL_TEST_DS_SEED")
+        _start_problem = self.n_problems - self.n_test_problems
+        self.test_ds = self._makeDs(_start_problem,
+                        self.test_problem_solutions, size, similar_part) 
+        with open(f"{self.report_dir}/TestDatasetStatistics.lst", 'w') as _f:
+            _f.write("PROBLEM DISTRIBUTION IN TEST DATASET\n")
+            self.writeProblemDistribution(_start_problem, 
+                            self.n_test_problems, self.test_ds[2], _f)
+        self.writeSamplesCsv(self.test_ds[2], "test_samples.csv")
+        return self.test_ds
+
+    def _makeDs(self, start_problem, problems_solutions,
+                size, similar_part):
+        """
+        Make a dataset for source code similarity analyser
+        Parameters:
+        - start_problem      -- index of fist problem to use for samples 
+        - problems_solutions -- source code problems solutions used
+                                for constructing the dataset
+        - size               -- Size of dataset to create
+        - similar_part       -- Fraction of samples of the created dataset 
+                                representing similar source code samples
+        Returns:
+        - constructed dataset 
+          * either as single numpy array 
+          * or list of 2 them 
+          * or TF dataset
+        - labels as numpy array
+        - list of similarity samples in form of 4-tuples
+          <problem1, solution1, problem2, solution2>
+        """
+        _annotations = []  #Similarity samples to construct
+        _n_similar = int(float(size) * similar_part)
+
+        #Add samples with similar solutions
+        self._addSimilarSamples(_annotations, start_problem, 
+                                problems_solutions,_n_similar)
+        _n_similar_solutions = len(_annotations)
+        self._addDisSimilarSamples(_annotations, start_problem, 
+                                   problems_solutions,
+                                   size - _n_similar_solutions)
+        _n_samples = len(_annotations)
+        _n_dissimilar_solutions = _n_samples - _n_similar_solutions
+        random.shuffle(_annotations)
+        _labels  = self._makeLabels(_annotations)
+        _samples = self.makeSimDataset(_annotations, _labels)
+        print(f"Similarity dataset of {_n_samples} samples is ready")
+        print(f"Dataset has {_n_similar_solutions} samples with similar solutions" + 
+              f" and {_n_dissimilar_solutions} samples with dissimilar solutions")
+        return (_samples, _labels, _annotations)
+
+    def _addSimilarSamples(self, ds, start_problem, problems_solutions, 
+                           size):
+        """
+        Add samples with similar solutions of the problems
+        to the given dataset
+        Parameters:
+        - ds                 -- dataset for adding samples to
+        - start_problem      -- index of fist problem to use for samples
+        - problems_solutions -- source code solutions for constructing 
+                                samples of similar solutions
+        - size               -- Size of dataset to create  
+        """
+        #Number of all pairs of similar solutions that can be constructed 
+        #from the given data
+        _n_pairs = \
+            float(sum(map(lambda _array: len(_array) * (len(_array) -1), 
+                          problems_solutions)))
+        for _p, _solutions in enumerate(problems_solutions):
+            if len(_solutions) <= 1:
+                continue     #Cannot make any pair from 1 or 0 items
+            #Number of pairs of similar solutions that can be constructed
+            #from solutions of this problem
+            _n_samples = \
+                int((float(size) * 
+                     float(len(_solutions) * (len(_solutions) -1)) / 
+                     _n_pairs))
+            for _i in range(_n_samples):
+                while True:
+                    _s1_idx = random.randint(0, len(_solutions) - 1)
+                    _s2_idx = random.randint(0, len(_solutions) - 1)
+                    if _s1_idx != _s2_idx: break
+                _sample_annot = (start_problem + _p, _s1_idx, 
+                                 start_problem + _p, _s2_idx)
+                ds.append(_sample_annot)
+
+    def _addDisSimilarSamples(self, ds, start_problem, 
+                              problems_solutions, size):
+        """
+        Expand the given dataset with pairs of dissimilar solutions 
+        Parameters:
+        - ds                 -- dataset for adding samples to
+        - start_problem      -- index of fist problem to use for samples
+        - problems_solutions -- source code solutions for constructing 
+                                samples of similar solutions
+        - size               -- Size of dataset to create   
+        """
+        #Total number of problem solution
+        _n_solutions = float(sum(map(len, problems_solutions)))
+        #Probabilities of random selection of each problem solution
+        _probl_probabilities = [float(len(_s)) / _n_solutions 
+                                for _s in problems_solutions]
+        #Utility array for selection of problem solutions with
+        #probabilities proportional to the number of solutions
+        #of each problem
+        _selection = np.zeros(self._SEL_SIZE, dtype = int)
+        _curr_probl_idx = 0
+        for _i, _p in enumerate(_probl_probabilities):
+            _next_probl_idx = int(float(_curr_probl_idx) + 
+                                  _p * float(self._SEL_SIZE))
+            _selection[_curr_probl_idx :_next_probl_idx] = _i
+            _curr_probl_idx = _next_probl_idx
+        _selection[_curr_probl_idx :] = _i
+        #Constructing pairs of solutions of different problems
+        for _ in range(size):
+            #Select pair of different problems
+            #with probabilities proportional to the number
+            #of their solutions
+            while True:
+                _rand_idx = random.randint(0, self._SEL_SIZE - 1)
+                _p1_idx = _selection[_rand_idx]
+                _rand_idx = random.randint(0, self._SEL_SIZE - 1)
+                _p2_idx = _selection[_rand_idx]
+                #_p1_idx = random.choice(_selection)
+                #_p2_idx = random.choice(_selection)
+                if _p1_idx != _p2_idx: break
+            _solutions1 = problems_solutions[_p1_idx]
+            _solutions2 = problems_solutions[_p2_idx]
+            #Selection of solution of each problem selected
+            _s1_idx = random.randint(0, len(_solutions1) - 1)
+            _s2_idx = random.randint(0, len(_solutions2) - 1)
+            _sample_annot = (start_problem + _p1_idx, _s1_idx, 
+                             start_problem + _p2_idx, _s2_idx)
+            ds.append(_sample_annot)
+
+    def _makeLabels(self, annotations):
+        """
+        Make lables from set of similarity samples
+        Parameters:
+        - annotations  -- list of similarity samples in form of 4-tuples
+                          <problem1, solution1, problem2, solution2>
+        Returns:
+        - numpy array of lables
+        """
+        _dissimilar = 0 if self.labels01 else -1
+        return np.asarray(tuple(map(
+            lambda _a: 1 if _a[0] == _a[2] else _dissimilar,
+            annotations)), dtype=np.int32) 
+        
+    def reportDatasetStatistics(self, val_start, n_val_problems, val_ds, 
+                                train_start, n_train_problems, train_ds):
+        """
+        Write down report on statistics of generated dataset
+        Parameters:
+        - val_start        -- index of start problem for validation
+        - n_val_problems   -- number of problems used for validation
+        - val_ds           -- samples of validation dataset
+        - train_start      -- index of start problem for training
+        - n_train_problems -- number of problems used for training
+        - train_ds         -- samples of training dataset
+        """
+        with open(f"{self.report_dir}/TrainDatasetStatistics.lst", 'w') as _f:
+            _f.write("PROBLEM DISTRIBUTION IN VALIDATION DATASET\n")
+            self.writeProblemDistribution(val_start, n_val_problems, 
+                                          val_ds, _f)
+            _f.write("\n\n")
+            _f.write("PROBLEM DISTRIBUTION IN TRAINING DATASET\n")
+            self.writeProblemDistribution(train_start, n_train_problems, 
+                                          train_ds, _f)
+
+    def writeProblemList(self, problems, fn):
+        """
+        Write problem list to file 
+        to report test, train, validation problems
+        Parameters:
+        - problems  -- list of problems
+        - fn        -- name of file 
+        """
+        with open(f"{self.report_dir}/{fn}", 'w') as _f:
+            for _p in problems:
+                _f.write(_p + "\n")
+
+    def writeSamplesTxt(self, samples, fn):
+        """
+        Write dataset samples in plain text format
+        to report test, train, validation datset
+        Parameters:
+        - samples  -- similarity samples in the form of 4-tuples
+                      <problem1, solution1, problem2, solution2>
+        - fn       -- name file to write down report
+        """
+        with open(f"{self.report_dir}/{fn}", 'w') as _f:
+            _f.write("{:8s} {:12s} {:8s} {:12s}\n".
+                format("problem1", "solution1", "problem2", "solution2"))
+            _f.write("------------------------------------------------\n")
+            for _sample in samples:
+                _p1, _sol1, _p2, _sol2 = _sample
+                _f.write("{:8s} {:12s} {:8s} {:12s}\n".
+                         format(self.problems[_p1], 
+                                self.solution_names[_p1][_sol1], 
+                                self.problems[_p2], 
+                                self.solution_names[_p2][_sol2]))
+
+    def writeSamplesCsv(self, samples, fn):
+        """
+        Write dataset samples in csv format
+        to report test, train, validation datset
+        Parameters:
+        - samples  -- similarity samples in the form of 4-tuples
+                      <problem1, solution1, problem2, solution2>
+        - fn       -- file to write down csv file
+        """
+        with open(f"{self.report_dir}/{fn}", 'w', newline='') as _f:
+            _writer = csv.writer(_f, lineterminator=os.linesep)
+            _writer.writerow(["problem1", "solution1",
+                              "problem2", "solution2"])
+            for _sample in samples:
+                _p1, _sol1, _p2, _sol2 = _sample
+                _writer.writerow([self.problems[_p1], 
+                                  self.solution_names[_p1][_sol1], 
+                                  self.problems[_p2], 
+                                  self.solution_names[_p2][_sol2]])
+
+    def writeProblemDistribution(self, start_problem, 
+                                 n_problems, samples, f):
+        """
+        Compute and write problem distribution in samples
+        The distribution is computed only for problems used 
+        for constructing samples
+        Parameters:
+        - start_problem   -- index of fist problem used for samples
+        - n_problems      -- number of problems used for samples    
+        - samples         -- similarity samples in the form of 4-tuples
+                             <problem1, solution1, problem2, solution2>
+        - f               -- file to write down reports
+        """
+        _same_problems = [0] * n_problems
+        _left_problems = [0] * n_problems
+        _right_problems = [0] * n_problems
+        _pair_cnt = np.zeros((n_problems, n_problems), dtype=float)
+        for _p1, _, _p2, _ in samples:
+            _pair_cnt[_p1 - start_problem, _p2 - start_problem] += 1
+            if _p1 == _p2:
+                _same_problems[_p1 - start_problem] += 1
+            else:
+                _left_problems[_p1 - start_problem] += 1
+                _right_problems[_p2 - start_problem] += 1
+        _max_pair = _pair_cnt.max(axis=1)
+        _min_pair = _pair_cnt.min(axis=1)
+        _mean_pair = _pair_cnt.mean(axis=1)
+        _median_pair = np.median(_pair_cnt, axis=1)
+        _std_pair  = _pair_cnt.std(axis=1)
+        _min_problem = np.argmin(_pair_cnt, axis=1)
+        _max_problem = np.argmax(_pair_cnt, axis=1)
+        _n_fully_omitted = 0
+        _n_same_omitted = 0
+        _n_left_omitted = 0
+        _n_right_omitted = 0
+        _n_different_omitted = 0
+        _n_samples = len(samples)
+        f.write(
+            "Probl  Same  Same%   Left  Left%  Right Right% Min N  Max N  Median Mean N Std N  Problem   Pare  Often\n" + 
+            "Index    samples       sample       samples    pairs  pairs  pairs  pairs  pairs  name    problem Problem\n")
+        f.write(
+            "---------------------------------------------------------------------------------------------------------\n")
+        for _i in range(n_problems):        
+            if (_same_problems[_i] + _left_problems[_i] + 
+                _right_problems[_i]) == 0:
+                _n_fully_omitted += 1
+                continue
+            f.write("{:4d} {:6d} {:5.2f}  {:6d} {:5.2f}  {:6d} {:5.2f} {:6f} {:6f} {:6f} {:8.1f} {:6.2f} {:7s} {:7s} {:7s} \n".
+                format(_i + start_problem, _same_problems[_i],
+                       (100.0 * float(_same_problems[_i])) / float(_n_samples),
+                       _left_problems[_i],
+                       100.0 * float(_left_problems[_i]) / float(_n_samples),
+                       _right_problems[_i],
+                       100.0 * float(_right_problems[_i]) / float(_n_samples),
+                       _min_pair[_i], _max_pair[_i], _median_pair[_i],
+                       _mean_pair[_i], _std_pair[_i],
+                       self.problems[_i + start_problem], 
+                       self.problems[_min_problem[_i] + start_problem] \
+                       if _min_pair[_i] > 0 else "   -   ", 
+                       self.problems[_max_problem[_i] + start_problem] \
+                       if _max_pair[_i] > 0 else "   -   "))
+            if _same_problems[_i] == 0: _n_same_omitted += 1
+            if _left_problems[_i] == 0: _n_left_omitted += 1
+            if _right_problems[_i] == 0: _n_right_omitted += 1
+            if _left_problems[_i] + _right_problems[_i] == 0:
+                _n_different_omitted += 1
+        f.write("-------------------------------------------\n")
+        f.write(f"{_n_fully_omitted} problems are not present in ANY samples\n")
+        f.write(f"Among the other {n_problems - _n_fully_omitted} problems:")
+        f.write(f"  - {_n_same_omitted} problems are not present in SAME samples\n")
+        f.write(f"  - {_n_different_omitted} problems are not present in DIFFERENT samples\n")
+        f.write(f"  - {_n_left_omitted} problems are not present in left side of DIFFERENT samples\n")
+        f.write(f"  - {_n_right_omitted} problems are not present in right side of DIFFERENT samples\n")
+
+    @abstractmethod
+    def makeSimDataset(samples, labels):
+        """
+        Make similarity dataset in the form of numpy arrays of
+        tensorflow datasets
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as numpy array
+                                 used only in implementations constructing 
+                                 TF datasets
+        Returns:
+        - constructed dataset 
+          * either as single numpy array 
+          * or tuple of them 
+          * or TF dataset
+        """
+        raise NotImplementedError()
+#---------------- End of class SimilarityDSMaker ----------------------------
+        
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/ExpSiamModel.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/ExpSiamModel.py
new file mode 100644
index 0000000..23f555b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/ExpSiamModel.py
@@ -0,0 +1,378 @@
+"""
+Module for making experimental Siamese DNNs for similarity 
+analysis
+"""
+import sys
+import tensorflow as tf
+from tensorflow import keras
+from tensorflow.keras import models
+from tensorflow.keras import layers
+
+from ModelUtils      import *
+from FuncModelMaker  import FuncModelFactory
+
+#LOSS FUNCTIONS
+register = keras.utils.register_keras_serializable('loss_function', name='loss_function')
+
+@register
+def cappedCrossEntropy(y_true, y_pred):
+    """
+    Capped binary cross entropy loss function 
+    """
+    return -(keras.backend.cast(y_true, tf.float32) * 
+             tf.math.minimum((keras.backend.log(y_pred) + 0.1), 0) + 
+             5 * (1.0 - keras.backend.cast(y_true, tf.float32)) * 
+             tf.math.minimum((keras.backend.log(1 - y_pred) + 0.01), 0) )
+
+#@register
+def relaxedCrossEntropy(y_true, y_pred):
+    """
+    Relaxed binary cross entropy loss function 
+    """
+    return -(keras.backend.cast(y_true, tf.float32) * 
+             keras.backend.log(y_pred) + 
+             (1.0 - keras.backend.cast(y_true, tf.float32)) * 
+             keras.backend.log((1 - y_pred + 0.1) / (1 + 0.1)))
+
+#@register
+def sinCrossEntropy(y_true, y_pred):
+    """
+    Binary cross entropy loss function 
+    with sin transformation of predicted probability
+    """
+    return -(keras.backend.cast(y_true, tf.float32) * 
+             keras.backend.log(keras.backend.sin(3.1415926 * (y_pred - 0.5)) / 2.0 + 0.5000001) + 
+             (1.0 - keras.backend.cast(y_true, tf.float32)) * 
+             keras.backend.log(keras.backend.sin(3.1415926 * (0.5 - y_pred)) / 2.0 + 0.5000001))
+
+def getLossFunction(loss = None):
+    """
+    Compute loss function as function of the argument
+    Parameters:
+    - loss   -- loss function as a string
+    """
+    if loss is None:
+        return "binary_crossentropy"
+    elif loss == "relaxedCrossEntropy":
+        return relaxedCrossEntropy
+    elif loss == "sinCrossEntropy":
+        return sinCrossEntropy
+    elif loss == "cappedCrossEntropy":
+        return cappedCrossEntropy
+    else:
+        sys.exit(f"Unknown loss function {loss}")
+    
+#---------------- End of lOSS FUNCTIONS ---------------------------
+
+class ExpSiameseModelFactory(FuncModelFactory):
+    """
+    Class for making experimental DNNs
+    Provides functions for creating experimental DNNs
+    both for classification and similarity analysis of
+    source code represented with sequence of tokens
+    Set all external parameters of DNNs,
+    which can be amended or even modified in each    
+    """
+    def __init__(self, n_labels, regularizer = None, loss = None):
+        """
+        Initialize factory for DNNs
+        Parameters:
+        - n_labels     -- number of labels (classes)
+        - regularizer  -- regularizer as a pair (l1, l2) 
+                          or None if no regularization is applied
+                          Same regularization is applied to all layers
+        """
+        super(ExpSiameseModelFactory, self).__init__(n_labels, 
+                                    regularizer = regularizer)
+        self.loss = getLossFunction(loss)
+
+    def makeCNN(self, dnn,
+                n_tokens,
+                convolutions, w_dense,
+                pool = 'max', side_dense = [],
+                conv_act = None, conv_bias = True,
+                dense_bias = True,
+                input_type = "trainable",
+                embedding_dim = None,
+                regul_dense_only = True,
+                dropout_rate = 0,
+                merge = "concatenate",
+                optimizer = "adam"):
+        """
+        Make experimental two way convolutional Siamese dnn 
+        for sequence similarity analysis
+        Parameters to each DNN are passed as self object member 
+        Parameters:
+        - dnn   -- string specifying type of DNN to make
+        - n_tokens  -- number of types of tokens
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - merge         -- method of merging outputs of Siamese blocks
+                           * if concatenate, the outputs are concatenated
+                             and processed with dense layers
+                           * if subract, absolute value of difference 
+                             of the outputs is computed
+                           * if "dot_prod_sigmoid" it is computed 
+                             sigmoid of dot product of outputs
+                           * if "cosine" it is computed 
+                             normalized dot product of normalized outputs
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        self.n_tokens =n_tokens 
+        self.convolutions = convolutions
+        self.w_dense = w_dense
+        self.pool = pool
+        self.side_dense = side_dense
+        self.conv_act = conv_act
+        self.conv_bias = conv_bias
+        self.dense_bias = dense_bias
+        self.input_type = input_type
+        self.embedding_dim = embedding_dim
+        self.regul_dense_only = regul_dense_only
+        self.dropout_rate = dropout_rate
+        self.merge = merge
+        self.optimizer = optimizer
+        if dnn == "concatenate":
+            return self.concatCNN()
+        elif dnn == "subtract":
+            return self.subtractCNN()
+        elif dnn == "dot_prod_sigmoid":
+            return self.dot_prodCNN()
+        elif dnn == "cosine":
+            return self.cosineCNN()
+        elif dnn == "multiply":
+            return self.multiplyCNN()
+        elif dnn == "plain":
+            return self.plainCNN()
+        else:
+            sys.exit(f"Requested dnn {dnn} is not known")
+
+    def expCompile(self, inputs, output, 
+                   optimizer = "rmsprop", 
+                   loss = "binary_crossentropy",
+                   metrics = ["accuracy"]):
+        """
+        Experomental version of function for 
+        making functional dnn model and compiling it
+        Parameters:
+        - inputs     -- list of dnn inputs
+        - output     -- dnn output
+        - optimizer  -- training optimizer
+        - loss       -- loss function used by optimizer
+                        * If loss = None the lost is binary_crossentropy
+        - metrics    -- list of metric functions used by optimizer
+        Returns compiled DNN
+        """
+        _dnn = models.Model(inputs, output)
+        _loss = loss if loss else "binary_crossentropy"
+        _dnn.compile(optimizer = optimizer, loss = loss,
+                     metrics = metrics)
+        print("Summary of DNN constructed")
+        _dnn.summary()
+        return _dnn 
+
+    def siameseBlock(self):
+        """
+        Make Siamese block of CNN
+        Outputs are Max pooled tensors of convolved input sequence
+
+        Parameters are taken from members of object self
+        Returns 4 tensors:
+        - input tensor 1
+        - input tensor 2
+        - output tensor 1
+        - output tensor 2      
+        """
+        _input1 = layers.Input(shape=(None,))
+        _input2 = layers.Input(shape=(None,))
+        _maker = SeqBlockFactory(self.n_tokens)
+        _conv = _maker.convBlock(
+            self.convolutions, 
+            dense = self.side_dense, 
+            pool = self.pool,
+            conv_act = self.conv_act, 
+            conv_bias = self.conv_bias,
+            dense_bias = self.dense_bias, 
+            input_type = self.input_type,
+            regularizer = self._regularizer,
+            embedding_dim = self.embedding_dim,
+            dropout_rate = self.dropout_rate,
+            regul_dense_only = self.regul_dense_only)
+        _pool1 = _conv(_input1)
+        _pool2 = _conv(_input2)  
+        return _input1, _input2, _pool1, _pool2
+
+    def denseTower(self, input_tensor, dense, 
+                   bias = True, activation = "relu"):
+        """
+        Make a stack of dense layers
+        Stack may have no layers
+        It is expected that input shape is known
+        Parameters:
+         - input_tensor  -- input tensor
+         - dense  -- specification of dense layers as list of
+                     their width except the last one
+         - bias    -- use or do not use bias on dense layers
+         - activation of all layers except the last one
+        Returns: output tensor
+        """
+        _output = input_tensor
+        _output = input_tensor
+        if dense:
+            for _w in dense:
+                _output = layers.Dense(_w, activation = activation,
+                        use_bias = bias,
+                        kernel_regularizer=self._regularizer,
+                        kernel_initializer = BaseModelFactory.computeInitializer()
+                )(_output)
+        return _output
+
+    def expDenseClassifier(self, input_tensor, dense, 
+                           bias = True, activation = "relu"):
+        """
+        Make a stack of dense layers with classifier
+        Classifier is either softmax for more than 2 classes
+        or sigmoid for 2 classes
+        It is expected that input shape is known
+        Parameters:
+         - input_tensor  -- input tensor
+         - dense  -- specification of dense layers as list of
+                     their width except the last one
+         - bias    -- use or do not use bias on dense layers
+         - activation of all layers except the last one
+        Returns: output tensor
+        """
+        _output = self.denseTower(input_tensor, dense, 
+                                  bias =bias, activation = activation)
+        _output = layers.Dense(self.n_labels, 
+                activation = self.class_layer,
+                use_bias = bias,
+                kernel_regularizer=self._regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer())(_output)
+        return _output
+
+    def concatCNN(self):
+        """
+        Siamese CNN with merging by concatenation
+        """
+        _input1, _input2,  _pool1, _pool2 = self.self.siameseBlock()
+        _merged = layers.concatenate([_pool1, _pool2])
+        _output = self._denseClassifier(_merged, self.w_dense)
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer)
+
+    def biasedDenseLayer(self, input_tensor, width, 
+                         min_bias, rate_bias = 0.5, activation = "tanh"):
+        """
+        Experimental dense layer with fixed value of bias
+        Parameters:
+        - input_tensor  -- input tensor
+        - width         -- width 
+        - min_bias      -- minimum bias value to shift 0 value of 
+                           previous layer output
+        - rate_bias     -- rate of enforcing bias constraint
+        - activation    -- activation function
+        Returns output tensor
+        """
+        _l = layers.Dense(width, activation = activation,
+                          use_bias = True,
+                          kernel_regularizer=self._regularizer,
+                          kernel_initializer = initializers.RandomUniform(
+                              minval=0, maxval=0.1, seed=UniqueSeed.getSeed()),
+                          #kernel_constraint = keras.constraints.NonNeg(),
+                          bias_initializer = keras.initializers.Constant(min_bias), 
+                          bias_constraint = keras.constraints.MinMaxNorm(
+                              min_value=min_bias, rate=rate_bias, axis=0))
+        return _l(input_tensor)
+
+    def subtractCNN(self):
+        """
+        Siamese CNN with merging by computing 
+        absolute value of difference
+        """
+        _bias_shift = 3.0    #minimum bias shift
+        _rate_bias  = 0.5    #rate of enforcing bias constraint
+        _diff_activation = "tanh"  # activation of layer processing 
+                                   #difference of feature vectors
+                                   #either tanh or None
+
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        _merged = self._absDifference(_pool1, _pool2)
+        _x = self.biasedDenseLayer(_merged,  self.w_dense[0], 
+                                    _bias_shift, rate_bias = _rate_bias,
+                                    activation = "relu")
+        _output = self.expDenseClassifier(_x, self.w_dense[1:])
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer)
+
+    def dot_prodCNN(self):
+        """
+        Siamese CNN with merging by dot product
+        """
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        _output = layers.Dot(axes = 1, normalize = False)([_pool1, _pool2])
+        _output = layers.Activation("sigmoid")(_output)
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer)
+
+    def cosineCNN(self):
+        """
+        Siamese CNN with merging by cosine
+        """
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        _output = layers.Dot(axes = 1, 
+                             normalize = True)([_pool1, _pool2])
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer,
+                               loss = keras.losses.SquaredHinge(),
+                               metrics = [keras.metrics.SquaredHinge()])
+                               #loss = keras.losses.Hinge(reduction="auto"),
+                               #metrics = [keras.metrics.Hinge()])
+
+    def multiplyCNN(self):
+        """
+        Siamese CNN with merging by multiplication
+        """
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        #_pool1 = layers.Activation("tanh")(_pool1)
+        #_pool2 = layers.Activation("tanh")(_pool2)
+        _multiplied = keras.layers.Multiply()([_pool1, _pool2])
+        _output = self.expDenseClassifier(_multiplied, self.w_dense)
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer)
+
+    def plainCNN(self, loss_function = "binary_crossentropy"):
+        """
+        Old plain siamese CNN
+        Parameters:
+        - loss_function  -- loss function
+        """
+        _input1, _input2,  _pool1, _pool2 = self.siameseBlock()
+        _merged = self._absDifference(_pool1, _pool2)
+        _output = self._denseClassifier(_merged, self.w_dense)
+        return self.expCompile([_input1, _input2,], _output,
+                               optimizer = self.optimizer, 
+                               loss = self.loss)
+#---------------- End of class ExpSiameseModelFactory ---------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/ExperimentalModel.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/ExperimentalModel.py
new file mode 100644
index 0000000..7286af3
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/ExperimentalModel.py
@@ -0,0 +1,221 @@
+"""
+Module for making experimental DNNs
+"""
+import sys
+import tensorflow
+from tensorflow import keras
+from tensorflow.keras import models
+from tensorflow.keras import layers
+
+from ModelUtils      import *
+from FuncModelMaker  import FuncModelFactory
+
+class ExperimentModelFactory(FuncModelFactory):
+    """
+    Class for making experimental DNNs
+    Provides functions for creating experimental DNNs
+    both for classification and similarity analysis of
+    source code represented with sequence of tokens
+    """
+    def __init__(self, n_labels, regularizer = None):
+        """
+        Initialize factory for DNNs
+        Parameters:
+        - n_labels     -- number of labels (classes)
+        - regularizer  -- regularizer as a pair (l1, l2) 
+                          or None if no regularization is applied
+                          Same regularization is applied to all layers
+        """
+        super(ExperimentModelFactory, self).__init__(n_labels, 
+                                    regularizer = regularizer)
+
+    def doublePoolClassCNN(self, n_tokens, 
+                           convolutions, dense,
+                           conv_act = None, conv_bias = True,
+                           dense_bias = True,
+                           input_type = "trainable",
+                           embedding_dim = None,
+                           regul_dense_only = True,
+                           dropout_rate = 0,
+                           optimizer = "rmsprop"):
+        """
+        Classificating CNN with both max and average 
+        global pooling operations
+        Parameters:
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - dense         -- specification of dense layers as list of
+                           their width except the last one
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+                           It effects trainable embedding only,
+                           i.e. input_type == "trainable"
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - optimizer   -- training optimizer
+        - regul_dense_only -- flag to regulirize only dense layers
+        Returns:
+        - compiled dnn
+        """
+        _input = layers.Input(shape=(None,))
+        _maker = SeqBlockFactory(n_tokens)
+        _conv_tower1 = _maker.convTower(convolutions,
+            conv_act = conv_act, out_no_act = True,
+            conv_bias = conv_bias,
+            input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim,
+            regul_dense_only = regul_dense_only)
+        _conv_tower2 = _maker.convTower(convolutions,
+            conv_act = conv_act, out_no_act = True,
+            conv_bias = conv_bias,
+            input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim,
+            regul_dense_only = regul_dense_only)        
+        _conv1 = _conv_tower1(_input)
+        _conv2 = _conv_tower2(_input)
+        _max_pool  = layers.GlobalMaxPooling1D()(_conv1)
+        _aver_pool = \
+            layers.GlobalAveragePooling1D()(_conv2)
+        #keras.layers.Lambda(lambda x: keras.backend.stop_gradient(x))(_conv))
+        _merged = layers.concatenate([_max_pool, _aver_pool],
+                                     axis=-1)
+        if dropout_rate:
+            _merged = layers.Dropout(dropout_rate, 
+                        seed = UniqueSeed.getSeed())(_merged)
+        _output = self._denseClassifier(_merged, dense)
+        return self._compile(_input, _output,
+                             optimizer = optimizer)
+
+    def _expCompile(self, inputs, output, 
+                    optimizer = "rmsprop", 
+                    loss = None):
+        """
+        Experomental version of function for 
+        making functional dnn model and compiling it
+        Parameters:
+        - inputs     -- list of dnn inputs
+        - output     -- dnn output
+        - optimizer  -- training optimizer
+        - loss       -- loss function used by optimizer
+                        * If loss = None the lost is computed 
+                          from the number of labels
+        Returns compiled DNN
+        """
+        _dnn = models.Model(inputs, output)
+        _loss = loss if loss else \
+                BaseModelFactory.compLoss(self.n_labels)
+        _dnn = SeqBlockFactory.compileDNN(
+            _dnn, _loss, optimizer = optimizer)
+        return _dnn
+
+    def _expBiasedDenseLayer(self, input_tensor, width, bias):
+        """
+        Experimental dense layer with fixed value of bias
+        Parameters:
+        - input_tensor  -- input tensor
+        - width         -- width 
+        - bias          -- bias values
+        """
+        _l = layers.Dense(width, activation = 'tanh',
+            use_bias = bias,
+            kernel_regularizer=self._regularizer,
+            kernel_initializer = BaseModelFactory.computeInitializer(),
+            bias_initializer = keras.initializers.Constant(bias), 
+            bias_constraint = keras.constraints.MinMaxNorm(
+                min_value=bias, rate=0.5, axis=0))  #max_value=bias, 
+        return _l(input_tensor)
+        
+
+    def siameseExperimentalCNN(self, n_tokens,
+                               convolutions, w_dense,
+                               pool = 'max', side_dense = [],
+                               conv_act = None, conv_bias = True,
+                               dense_bias = True,
+                               input_type = "trainable",
+                               embedding_dim = None,
+                               regul_dense_only = True,
+                               dropout_rate = 0,
+                               merge = "concatenate",
+                               optimizer = "rmsprop"):
+        """
+        Make two way convolutional Siamese dnn 
+        for sequence similarity analysis
+        
+        Parameters:
+        - n_tokens  -- number of types of tokens
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - merge         -- method of merging outputs of Siamese blocks
+                           * if concatenate, the outputs are concatenated
+                             and processed with dense layers
+                           * if subract, absolute value of difference 
+                             of the outputs is computed
+                           * if "dot_prod_sigmoid" it is computed 
+                             sigmoid of dot product of outputs
+                           * if "cosine" it is computed 
+                             normalized dot product of normalized outputs
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        _input1 = layers.Input(shape=(None,))
+        _input2 = layers.Input(shape=(None,))
+        _maker = SeqBlockFactory(n_tokens)
+        _conv = _maker.convBlock(
+            convolutions, dense = side_dense, pool = pool,
+            conv_act = conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        _pool1 = _conv(_input1)
+        _pool2 = _conv(_input2)
+        if merge == "concatenate":
+            _merged = layers.concatenate([_pool1, _pool2])
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "subtract":
+            _merged = self._absDifference(_pool1, _pool2)
+            _x = self._expBiasedDenseLayer(_merged,  w_dense[0], 4)
+            _output = self._denseClassifier(_x, w_dense[1:])
+        elif merge == "dot_prod_sigmoid":
+            _output = self._dotProdClassifier(_pool1, _pool2)
+        elif merge == "cosine":
+            _output = layers.Dot(axes = 1, 
+                        normalize = True)([_pool1, _pool2])
+        else:
+            sys.exit(f"Wrong method {merge} of merging outputs of Siamese blocks")
+        return self._expCompile([_input1, _input2,], _output,
+                                optimizer = optimizer)
+#---------------- End of class ExperimentModelFactory ---------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/FuncModelMaker.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/FuncModelMaker.py
new file mode 100644
index 0000000..7c2b88c
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/FuncModelMaker.py
@@ -0,0 +1,440 @@
+"""
+Module for making Keras functional Neural Network models 
+for similarity analysis of source code.
+The module provides factory class for making
+Neural Network models 
+"""
+import sys
+import tensorflow
+from tensorflow.keras import models
+from tensorflow.keras import layers
+
+from ModelUtils import SeqBlockFactory, BaseModelFactory
+
+class FuncModelFactory(object):
+    """
+    Factory of DNNs for code classification and similarity analysis 
+
+    Provides functions for creating DNNs for similarity 
+    analysis of source code represented with sequence of tokens
+    If the number of lables > 1 the constructed DNN uses;
+    - softmax for classification 
+    - categorical_crossentropy for loss function
+    othervise constructed DNN uses:
+    - sigmoid for classification
+    - binary_crossentropy for loss function
+    """
+    def __init__(self, n_labels, regularizer = None):
+        """
+        Initialize factory for DNNs
+        Parameters:
+        - n_labels     -- number of labels (classes)
+        - regularizer  -- regularizer as a pair (l1, l2) 
+                          or None if no regularization is applied
+                          Same regularization is applied to all layers
+        """
+        self.n_labels = n_labels
+        self.class_layer = \
+                BaseModelFactory.compClassification(n_labels)
+        self._regularizer = \
+                BaseModelFactory.computeRegularizer(regularizer)
+
+    def _convLayer(self, input_tensor, convolution,
+                   activation = None, bias = True):
+        """
+        Construct a convolutional layer
+        Regularization is applied with self._regularizer
+        Parameters:
+        - input_tensor  -- input tensor
+        - convolution   -- specification of the convolutional layer
+                           as list of tuples:
+                           either (n filters, kernel width, stride)
+                           or (n filters, kernel width) if stride = 1
+        - activation    -- activation on convolutional layer
+        - bias          -- use or do not use bias on convolutional layer
+        Returns: 
+        - output tensor if the layer is successfully created
+        - None if the layer is specified incorrectly
+        """
+        if len(convolution) == 3:
+            return layers.Conv1D(convolution[0], convolution[1],
+                    strides=convolution[2],
+                    activation = activation,
+                    use_bias = bias,
+                    kernel_regularizer=self._regularizer,
+                    kernel_initializer = BaseModelFactory.computeInitializer()
+            )(input_tensor)
+        elif len(convolution) == 2:
+            return layers.Conv1D(convolution[0], convolution[1],
+                    activation = activation,
+                    use_bias = bias,
+                    kernel_regularizer=self._regularizer,
+                    kernel_initializer = BaseModelFactory.computeInitializer()
+            )(input_tensor)
+        else:
+            return None
+
+    def _convolution1(self, input_tensor, convolutions,
+                      activation = None, bias = True,
+                      out_no_act = True):
+        """
+        Make a stack of convolutional layers
+        Parameters:
+        - input_tensor  -- input tensor
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (n filters, kernel width, stride)
+                           or (n filters, kernel width) if stride = 1
+        - activation    -- activation on all convolutional layers
+                           but the last one
+        - bias          -- use or do not use bias on convolutional layers
+        - out_no_act    -- flag of no activation on last layer
+        Returns: 
+        - output tensor
+        """
+        _output = input_tensor
+        for _i in range(len(convolutions)):
+            _act = None if _i == len(convolutions) - 1 and out_no_act \
+                else activation
+            _output = self._convLayer(_output, convolutions[_i],
+                                      activation = _act, bias = bias)
+            if _output is None:
+                print(f"Wrong specification of convolutional layer {-i}")
+                _n_conv_parms = len(convolutions[_i])
+                print(f"It has incorrect number {_n_conv_parm} of parameters")
+                sys.exit(0)
+        return _output
+
+    def _absDifference(self, input1, input2):
+        """
+        Compute absolute value of difference of two tensor
+        Parameters:
+        - input1  -- 1-st operand
+        - input2  -- 2-nd operand
+        """
+        _diff1 = layers.Subtract()([input1, input2])
+        _diff2 = layers.Subtract()([input2, input1])
+        #return layers.Maximum()([_diff1, _diff2])
+        return layers.Minimum()([_diff1, _diff2])
+
+
+    def _denseClassifier(self, input_tensor, dense, bias = True):
+        """
+        Make a stack of dense layers with classifier
+        Classifier is either softmax for more than 2 classes
+        or sigmoid for 2 classes
+        It is expected that input shape is known
+        Parameters:
+         - input_tensor  -- input tensor
+         - dense  -- specification of dense layers as list of
+                     their width except the last one
+         - bias    -- use or do not use bias on dense layers
+        Returns: output tensor
+        """
+        _output = input_tensor
+        if dense:
+            for _w in dense:
+                _output = layers.Dense(_w, activation = 'relu',
+                        use_bias = bias,
+                        kernel_regularizer=self._regularizer,
+                        kernel_initializer = BaseModelFactory.computeInitializer()
+                )(_output)
+        _output = layers.Dense(self.n_labels, 
+                activation = self.class_layer,
+                use_bias = bias,
+                kernel_regularizer=self._regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer())(_output)
+        return _output
+
+    def _dotProdClassifier(self, input1, input2):
+        """
+        Add dot product classifier
+        Dot product is not normalized but is transformed by sigmoid 
+        to probabilities as it helps convergence which is still inferior 
+        to conventional methods of merging two embeddings
+        !!!The function is for experiments only
+        Parameters:
+        - input1  -- 1-st operand of dot product 
+        - input2  -- 2-nd operand of dot product 
+        """
+        _output = layers.Dot(axes = 1, normalize = False)([input1, input2])
+        return tensorflow.keras.layers.Activation("sigmoid")(_output)
+
+
+    def twoWaySimilarityCNN(self, n_tokens,
+                            convolutions, w_dense,
+                            pool = 'max', side_dense = [],
+                            conv_act = None, conv_bias = True,
+                            dense_bias = True, shared = False,
+                            input_type = "one_hot",
+                            embedding_dim = None,
+                            regul_dense_only = True,
+                            dropout_rate = 0,
+                            optimizer = "rmsprop"):
+        """
+        Make symmetric two way convolutional dnn 
+        for sequence similarity analysis
+        
+        Parameters:
+        - n_tokens  -- number of types of tokens
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - one_hot     -  one hot coding of input samples
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        if input_type == "one_hot":
+            _input1 = layers.Input(shape=(None, n_tokens,))
+            _input2 = layers.Input(shape=(None, n_tokens,))
+        elif input_type == "categorical" or input_type == "trainable":
+            _input1 = layers.Input(shape=(None,))
+            _input2 = layers.Input(shape=(None,))
+        else:
+            sys.exit(f"Wrong type {input_type} of input_type parameter of twoWaySimilarityCNN")
+        _maker = SeqBlockFactory(n_tokens)
+        if shared:
+            _conv = _maker.convBlock(
+                convolutions, dense = side_dense, pool = pool,
+                conv_act = conv_act, conv_bias = conv_bias,
+                dense_bias = dense_bias, input_type = input_type,
+                regularizer = self._regularizer,
+                embedding_dim = embedding_dim,
+                dropout_rate = dropout_rate,
+                regul_dense_only = regul_dense_only)
+            _pool1 = _conv(_input1)
+            _pool2 = _conv(_input2)
+        else:
+            _conv1 = _maker.convBlock(
+                convolutions, dense = side_dense, pool = pool,
+                conv_act = conv_act, conv_bias = conv_bias,
+                dense_bias = dense_bias, input_type = input_type,
+                regularizer = self._regularizer,
+                embedding_dim = embedding_dim,
+                dropout_rate = dropout_rate,
+                regul_dense_only = regul_dense_only)
+            _conv2 = _maker.convBlock(
+                convolutions, dense = side_dense, pool = pool,
+                conv_act = conv_act, conv_bias = conv_bias,
+                dense_bias = dense_bias, input_type = input_type,
+                regularizer = self._regularizer,
+                embedding_dim = embedding_dim,
+                dropout_rate = dropout_rate,
+                regul_dense_only = regul_dense_only)
+            _pool1 = _conv1(_input1)
+            _pool2 = _conv2(_input2)
+        _merged = layers.concatenate([_pool1, _pool2], axis=-1)
+        _output = self._denseClassifier(_merged, w_dense)
+        return self._compile([_input1, _input2,], _output,
+                             optimizer = optimizer)
+
+    def _compile(self, inputs, output, optimizer = "rmsprop"):
+        """
+        Make functional dnn model and compile it
+        Parameters:
+        - inputs  -- list of dnn inputs
+        - output  -- dnn output
+        - optimizer   -- training optimizer
+        Returns compiled DNN
+        """
+        _dnn = models.Model(inputs, output)
+        _loss = BaseModelFactory.compLoss(self.n_labels)
+        _dnn = SeqBlockFactory.compileDNN(
+            _dnn, _loss, optimizer = optimizer)
+        return _dnn
+
+    def siameseSimilarityCNN(self, n_tokens,
+                             convolutions, w_dense,
+                             pool = 'max', side_dense = [],
+                             conv_act = None, conv_bias = True,
+                             dense_bias = True,
+                             input_type = "trainable",
+                             embedding_dim = None,
+                             regul_dense_only = True,
+                             dropout_rate = 0,
+                             merge = "concatenate",
+                             optimizer = "adam"):
+        """
+        Make two way convolutional Siamese dnn 
+        for sequence similarity analysis
+        
+        Parameters:
+        - n_tokens  -- number of types of tokens
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim -- size of embedding vectors
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - merge         -- method of merging outputs of Siamese blocks
+                           * if concatenate, the outputs are concatenated
+                             and processed with dense layers
+                           * if subract, absolute value of difference 
+                             of the outputs is computed
+                           * if "dot_prod_sigmoid" it is computed 
+                             sigmoid of dot product of outputs
+                           * if "cosine" it is computed 
+                             normalized dot product of normalized outputs
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        _input1 = layers.Input(shape=(None,))
+        _input2 = layers.Input(shape=(None,))
+        _maker = SeqBlockFactory(n_tokens)
+        _conv = _maker.convBlock(
+            convolutions, dense = side_dense, pool = pool,
+            conv_act = conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        _pool1 = _conv(_input1)
+        _pool2 = _conv(_input2)
+        if merge == "concatenate":
+            _merged = layers.concatenate([_pool1, _pool2])
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "subtract":
+            _merged = self._absDifference(_pool1, _pool2)
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "dot_prod_sigmoid":
+            _output = self._dotProdClassifier(_pool1, _pool2)
+        elif merge == "cosine":
+            _output = layers.Dot(axes = 1, 
+                        normalize = True)([_pool1, _pool2])
+        else:
+            sys.exit(f"Wrong method {merge} of merging outputs of Siamese blocks")
+        return self._compile([_input1, _input2,], _output,
+                             optimizer = optimizer)
+
+    def twoWayAsymSimilarityCNN(self, n_tokens1, n_tokens2,
+                                convolutions, w_dense,
+                                pool = 'max', side_dense = [],
+                                conv_act = None, conv_bias = True,
+                                dense_bias = True,
+                                input_type = "trainable",
+                                embedding_dim1 = None,
+                                embedding_dim2 = None,
+                                regul_dense_only = True,
+                                dropout_rate = 0,
+                                merge = "subtract",
+                                optimizer = "adam"):
+        """
+        Make asymmetric two way convolutional dnn 
+        for similarity analysis of token sequences
+        of code written in two different languages
+        
+        Parameters:
+        - n_tokens1     -- number of types of tokens for 1-st language
+        - n_tokens2     -- number of types of tokens for 2-nd language
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - w_dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - side_dense    -- specification of each branch dense layers 
+                           as list of their width
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - embedding_dim1 -- size of embedding vectors for 1-st language
+        - embedding_dim2 -- size of embedding vectors for 2-nd language
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - merge         -- method of merging outputs of Siamese blocks
+                           * if concatenate, the outputs are concatenated
+                             and processed with dense layers
+                           * if subract, absolute value of difference 
+                             of the outputs is computed
+                           * if "dot_prod_sigmoid" it is computed 
+                             sigmoid of dot product of outputs
+                           * if "cosine" it is computed 
+                             normalized dot product of normalized outputs
+        - regul_dense_only -- flag to regulirize only dense layers
+        - optimizer   -- training optimizer
+        Returns compiled dnn
+        """
+        _input1 = layers.Input(shape=(None,))
+        _input2 = layers.Input(shape=(None,))
+        _maker1 = SeqBlockFactory(n_tokens1)
+        _conv1 = _maker1.convBlock(
+            convolutions, dense = side_dense, pool = pool,
+            conv_act = conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim1,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        _maker2 = SeqBlockFactory(n_tokens2)
+        _conv2 = _maker2.convBlock(
+            convolutions, dense = side_dense, pool = pool,
+            conv_act = conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = self._regularizer,
+            embedding_dim = embedding_dim2,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        _pool1 = _conv1(_input1)
+        _pool2 = _conv2(_input2)
+        if merge == "concatenate":
+            _merged = layers.concatenate([_pool1, _pool2], axis=-1)
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "subtract":
+            _merged = self._absDifference(_pool1, _pool2)
+            _output = self._denseClassifier(_merged, w_dense)
+        elif merge == "dot_prod_sigmoid":
+            _output = self._dotProdClassifier(_pool1, _pool2)
+        elif merge == "cosine":
+            _output = layers.Dot(axes = 1, 
+                        normalize = True)([_pool1, _pool2])
+        else:
+            sys.exit(f"Wrong method {merge} of merging outputs of Siamese blocks")
+        return self._compile([_input1, _input2,], _output,
+                             optimizer = optimizer)
+#---------------- End of class FuncModelFactory ---------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/ModelUtils.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/ModelUtils.py
new file mode 100644
index 0000000..1501dd4
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/ModelUtils.py
@@ -0,0 +1,415 @@
+"""
+Model for making Neural Network models 
+for classification of source code.
+The module provides factory class for making
+Neural Network models 
+"""
+import sys
+import tensorflow
+from tensorflow.keras import models
+from tensorflow.keras import layers
+from tensorflow.keras import initializers
+
+class UniqueSeed():
+    """
+    Class for generating unique seed for 
+    model initializing DNN models
+    """
+    #Initial value of seed
+    seed = 1234
+    #Step at which seed is incrtemented after its each query
+    step = 17
+
+    @classmethod
+    def getSeed(cls):
+        """
+        Get unique seed
+        """
+        cls.seed += cls.step
+        return cls.seed
+    
+    @classmethod
+    def setSeed(cls, seed, step = 17):
+        """
+        Initialize seed externally 
+        Parameters:
+        - seed  -- Initial value of seed
+        - step  -- Step at which seed is incretemented 
+                   after its each query
+        """
+        cls.seed = seed
+        cls.step = step
+
+    def __init__(self):
+        pass
+
+class BaseModelFactory():
+    """
+    Base class for factories of DNN models
+    Supplies utility methods of other DNN factories
+    """
+    @classmethod
+    def computeInitializer(cls, seed = None):
+        """
+        Compute layer initializer
+        Parameters:
+        - seed  -- seed for random generator used by analyzer
+                   If it is None a unique repeatable seed is generated
+        """
+        _seed = seed if seed else UniqueSeed.getSeed()
+        #_initializer=initializers.GlorotNormal(seed=seed)
+        _initializer=initializers.GlorotUniform(seed=seed)
+        return _initializer
+
+    @classmethod
+    def computeRegularizer(cls, regular):
+        """
+        Compute l1 and l2 regulizer
+        Parameters:
+        - regular  -- regularizer as a pair (l1, l2) 
+                      or None if no regularization is applied.
+        """
+        return None if regular is None \
+            else tensorflow.keras.regularizers.l1_l2(l1=regular[0],
+                                                     l2=regular[1])
+
+    @classmethod
+    def compClassification(cls, labels):
+        """
+        Compute classification function
+        Parameters:
+        - labels  -- number of labels (classes)
+        """
+        return "sigmoid" if labels == 1 \
+            else "softmax"
+
+    @classmethod
+    def compLoss(cls, labels):
+        """
+        Compute loss function
+        Parameters:
+        - labels  -- number of labels (classes)
+        """
+        return "binary_crossentropy" if labels == 1 \
+            else "sparse_categorical_crossentropy"
+
+    @classmethod
+    def compileDNN(cls, dnn, loss, optimizer = "rmsprop"):
+        """
+        Compile sequential DNN
+        Parameters:
+        - dnn         -- DNN to compile
+        - loss        -- loss to use for training
+        - optimizer   -- training optimizer
+        Returns compiled DNN
+        """
+        dnn.compile(optimizer = optimizer, loss = loss,
+                    metrics = ['accuracy'])
+        print("Summary of DNN constructed")
+        dnn.summary()
+        return dnn
+
+    def __init__(self):
+        pass
+#---------------- End of class BaseModelFactory ---------------------------
+
+class SeqBlockFactory(BaseModelFactory):
+    """
+    Factory of sequential DNN blocks for processing sequences of tokens
+    for code classification and similarity analysis 
+
+    Provides functions for creating sequential DNN building blocks
+    """
+    def __init__(self, tokens):
+        """
+        Initialize factory of DNN sequential building blocks
+        Parameters:
+        - tokens -- number of types of tokens
+                    It is the size (dimensionality) of sequence vectors
+                    or number of values for cathegorical input coding
+        """
+        super(SeqBlockFactory, self).__init__()
+        self.n_tokens = tokens
+                    
+    def addConv1Layer(self, dnn, convolution, activation = None,
+                      bias = True, regularizer = None):
+        """
+        Add to the dnn a convolutional layer
+        Parameters:
+        - dnn           -- dnn to buld
+        - convolution   -- specification of the convolutional layer
+                           as list of tuples:
+                           either (n filters, kernel width, stride)
+                           or (n filters, kernel width) if stride = 1
+        - activation    -- activation on convolutional layer
+        - bias          -- use or do not use bias on convolutional layer
+        - regularizer   -- regularizer of convolution kernels
+        Returns exit code:
+        - 0 if the layer is successfully added
+        - 1 if the layer is specified incorrectly
+        """
+        if len(convolution) == 3:
+            dnn.add(layers.Conv1D(convolution[0], convolution[1],
+                strides=convolution[2],
+                activation = activation, 
+                use_bias = bias,
+                kernel_regularizer = regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer()))
+            return 0
+        elif len(convolution) == 2:
+            dnn.add(layers.Conv1D(convolution[0], convolution[1],
+                activation = activation, 
+                use_bias = bias,
+                kernel_regularizer = regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer()))
+            return 0
+        else:
+            return 1
+
+    def addConv1(self, dnn, convolutions, activation = None,
+                 bias = True, out_no_act = True,
+                 regularizer = None):
+        """
+        Add to the dnn a stack of convolutional layers
+        Parameters:
+        - dnn           -- dnn to buld
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (n filters, kernel width, stride)
+                           or (n filters, kernel width) if stride = 1
+        - activation    -- activation on all convolutional layers
+                           but the last one
+        - bias          -- use or do not use bias on convolutional layers
+        - out_no_act    -- flag of no activation on last layer
+        - regularizer   -- regularizer of convolution kernels
+        """            
+        for _i in range(len(convolutions)):
+            _act = None if _i == len(convolutions) - 1  and out_no_act \
+                else activation
+            if self.addConv1Layer(dnn, convolutions[_i], activation = _act,
+                                  bias = bias, regularizer = regularizer):
+                print(f"Wrong specification of convolutional layer {-i}")
+                _n_conv_parms = len(convolutions[_i])
+                print(f"It has incorrect number {_n_conv_parm} of parameters")
+                sys.exit(0)
+
+    def addDense(self, dnn, dense, bias = True, regularizer = None):
+        """
+        Add a stack of dense layers to the dnn 
+        Parameters:
+        - dnn         -- dnn to buld
+        - dense       -- specification of dense layers as list of
+                         their width
+        - bias        -- use or do not use bias on dense layers
+        - regularizer -- regularizer of dense weight matrix
+        """
+        if not dense: return
+        for _w in dense:
+            dnn.add(layers.Dense(_w, activation = 'relu',
+                use_bias = bias,
+                kernel_regularizer=regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer()))
+
+    def addPooling(self, dnn, pool):
+        """
+        Add pooling layer to the dnn
+        Parameters:
+        - dnn     -- dnn to buld
+        - pool    -- pooling operation; either
+                     'max' for maximum or 'aver' for average
+        """
+        if pool == 'max':
+            dnn.add(layers.GlobalMaxPooling1D())
+        elif pool == 'aver':
+            dnn.add(layers.GlobalAveragePooling1D())
+        else:
+            print(f"Error: Wrong pooling operation {pool}\n" +
+                  "It should be either max or aver")
+            sys.exit(0)
+
+    def addDropout(self, dnn, rate):
+        """
+        Add droput layer to dnn
+        Parameters:
+        - dnn     -- dnn to buld
+        - rate    -- dropout rate
+                     If it is 0 or None no droput layer is inserted
+        """
+        if rate:
+            dnn.add(layers.Dropout(rate, seed = UniqueSeed.getSeed())) 
+
+    def addEmbedding(self, dnn, trainable = False, width = None,
+                     regularizer = None):
+        """
+        Add embedding layer to the DNN
+        
+        Parameters:
+        - dnn         -- dnn to buld
+        - trainable   -- flag defining that embedding should be trainable
+                         If it is False embedding layer transforms
+                         categorical coding into one hot coding
+        - width       -- dimension of embedding vectors
+                         It effects trainable embedding only.
+                         If it is None self.n_tokens is used.
+        - regularizer -- regularizer of convolution and dense kernels
+                         effects on trainable embedding
+        """
+        if trainable:
+            _output_dim = width if width else self.n_tokens
+            _initializer = \
+                tensorflow.keras.initializers.RandomUniform(seed = \
+                                            UniqueSeed.getSeed())
+            dnn.add(layers.Embedding(
+                input_dim = self.n_tokens + 1, 
+                output_dim = _output_dim,
+                embeddings_initializer = _initializer,
+                mask_zero = True,
+                embeddings_regularizer = regularizer))
+        else:
+            #Transformation of categorical coding into one-hot
+            _initializer = tensorflow.keras.initializers.Identity()
+            dnn.add(layers.Embedding(
+                input_dim = self.n_tokens + 1, 
+                output_dim = self.n_tokens,
+                embeddings_initializer = _initializer,
+                mask_zero = True))
+
+
+    def convTower(self, convolutions,
+                  conv_act = None, out_no_act = True,
+                  conv_bias = True,
+                  input_type = "one_hot",
+                  regularizer = None, embedding_dim = None,
+                  regul_dense_only = True):
+        """
+        Make sequential DNN building block of stack 
+        of convolutional layers
+        Parameters:
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - conv_act      -- activation of convolutional layers
+        - out_no_act    -- flag of no activation on last convolutional layer
+        - conv_bias     -- use bias for convolutional layers
+        - input_type    -- type of input layer:
+                           - one_hot     -  one hot coding of input samples
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - regularizer   -- regularizer applied to weights of dense layer
+                           and to convolutionand embedding layers if 
+                           parameters regul_dense_only = False
+        - embedding_dim -- size of embedding vectors
+                           It effects trainable embedding only,
+                           i.e. input_type == "trainable"
+                           If it is None self.n_tokens is used.
+                           If it is None self.n_tokens is used
+        - regul_dense_only -- flag to regulirize only dense layers
+        Returns:
+        - dnn  -- constructed DNN building block
+        """
+        _conv_regul  = None if regul_dense_only else regularizer
+        _embed_regul = None if regul_dense_only else regularizer
+        _dnn = models.Sequential()
+        if input_type == "one_hot":
+            _dnn.add(layers.Input(shape=(None, self.n_tokens,)))
+        elif input_type == "categorical" or input_type == "trainable":
+            _trainable = (input_type == "trainable")
+            _dnn.add(layers.Input(shape=(None,)))
+            self.addEmbedding(_dnn, trainable = _trainable,
+                              width = embedding_dim,
+                              regularizer = _embed_regul)
+        else:
+            sys.exit(f"Wrong type {input_type} of input_type parameter of sequentinal convolution block")
+        self.addConv1(_dnn, convolutions, activation = conv_act,
+                      bias = conv_bias,
+                      out_no_act = out_no_act, 
+                      regularizer = _conv_regul)
+        return _dnn
+
+    def convBlock(self, convolutions, dense = [], pool = 'max',
+                  conv_act = None, conv_bias = True,
+                  dense_bias = True, input_type = "one_hot",
+                  regularizer = None, embedding_dim = None,
+                  dropout_rate = 0,
+                  regul_dense_only = True):
+        """
+        Make sequential convolutional DNN building block
+        Parameters:
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - dense         -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - one_hot     -  one hot coding of input samples
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - regularizer   -- regularizer applied to weights of dense layer
+                           and to convolutionand embedding layers if 
+                           parameters regul_dense_only = False
+        - embedding_dim -- size of embedding vectors
+                           It effects trainable embedding only,
+                           i.e. input_type == "trainable"
+                           If it is None self.n_tokens is used.
+                           If it is None self.n_tokens is used
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - regul_dense_only -- flag to regulirize only dense layers
+        Returns:
+        - dnn  -- constructed DNN building block
+        """
+        _conv_regul  = None if regul_dense_only else regularizer
+        _embed_regul = None if regul_dense_only else regularizer
+        _dnn = models.Sequential()
+        if input_type == "one_hot":
+            _dnn.add(layers.Input(shape=(None, self.n_tokens,)))
+        elif input_type == "categorical" or input_type == "trainable":
+            _trainable = (input_type == "trainable")
+            _dnn.add(layers.Input(shape=(None,)))
+            self.addEmbedding(_dnn, trainable = _trainable,
+                              width = embedding_dim,
+                              regularizer = _embed_regul)
+        else:
+            sys.exit(f"Wrong type {input_type} of input_type parameter of functional convolution block")
+        self.addConv1(_dnn, convolutions, activation = conv_act,
+                      bias = conv_bias,
+                      out_no_act = (pool == 'max'), 
+                      regularizer = _conv_regul)
+        self.addPooling(_dnn, pool)
+        self.addDense(_dnn, dense, bias = dense_bias,
+                      regularizer = regularizer)
+        self.addDropout(_dnn, dropout_rate)
+        return _dnn
+
+    def addClassifier(self, dnn, labels, bias = True, 
+                      regularizer = None):
+        """
+        Add to the dnn a dense layer with classifier
+        Classifier is either softmax for more than 2 classes
+        or sigmoid for 2 classes
+        It is expected that input shape is known
+        Parameters:
+        - dnn         -- dnn to complete
+        - labels  -- number of labels (classes)
+        - bias    -- use or do not use bias on dense layers
+        - regularizer   -- regularizer applied to weights of 
+                           convolution, dense, and embedding layers
+        """
+        dnn.add(layers.Dense(labels, 
+                activation = self.compClassification(labels),
+                use_bias = bias,
+                kernel_regularizer=regularizer,
+                kernel_initializer = BaseModelFactory.computeInitializer()))
+#---------------- End of class SeqBlockFactory ----------------------
diff --git a/model-experiments/token-based-similarity-classification/src/ModelMaker/SeqModelMaker.py b/model-experiments/token-based-similarity-classification/src/ModelMaker/SeqModelMaker.py
new file mode 100644
index 0000000..d08e9f4
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/ModelMaker/SeqModelMaker.py
@@ -0,0 +1,123 @@
+"""
+Model for making Neural Network models 
+for classification of source code.
+The module provides factory class for making
+Neural Network models 
+"""
+import sys
+import tensorflow
+from tensorflow.keras import models
+from tensorflow.keras import layers
+from tensorflow.keras import initializers
+
+from ModelUtils import *
+
+class SeqModelFactory(SeqBlockFactory):
+    """
+    Factory of DNNs for code classification and similarity analysis 
+
+    Provides functions for creating DNNs  of different types
+    If the number of lables > 1 the constructed DNN uses;
+    - softmax for classification 
+    - sparse_categorical_crossentropy for loss function
+    othervise constructed DNN uses:
+    - sigmoid for classification
+    - binary_crossentropy for loss function
+    """
+    def __init__(self, tokens, labels):
+        """
+        Initialize factory for DNNs
+        Parameters:
+        - tokens  -- number of types of tokens
+                       Actually it is the size (dimensionality) 
+                       of sequence vectors.
+                       For similarity analysis it is twice
+                       the number of tokens
+        - labels  -- number of labels (classes)
+        """
+        self.n_labels = labels
+        super(SeqModelFactory, self).__init__(tokens)
+
+    def denseDNN(self, dense, bias = True,
+                 regular = None, optimizer = "adam"):
+        """
+        Make DNN with dense (fully connected) layers
+        Parameters:
+        - dense    -- list of hidden layers widths
+                      for all layers except the last one
+                      If w_hidden is none or empty list,
+                      Linear classifier is constructed
+        - bias     -- use or do not use bias on dense layers
+        - regular  -- regularizer as a pair (l1, l2) 
+                      or None if no regularization is applied.
+                      Regularization is applied dense layers
+        - optimizer -- training optimizer
+        """
+        _regularizer = self.computeRegularizer(regular)
+        _dnn = models.Sequential()
+        _dnn.add(layers.Input(shape=(self.n_tokens)))
+        self.addDense(_dnn, dense, bias = bias, 
+            regularizer = _regularizer)
+        self.addClassifier(_dnn, self.n_labels, bias = bias, 
+                           regularizer = _regularizer)
+        return self.compileDNN(_dnn, self.compLoss(self.n_labels),
+                               optimizer = optimizer)
+
+    def cnnDNN(self, convolutions, dense, pool = 'max',
+               conv_act = None, conv_bias = True,
+               dense_bias = True, input_type = "categorical",
+               regular = None, optimizer = "rmsprop",
+               embedding_dim = None,
+               dropout_rate = 0,
+               regul_dense_only = True):
+        """
+        Make convolutional model
+        Parameters:
+        - convolutions  -- specification of convolutional layers
+                           as list of tuples:
+                           either (kernel width, n filters, stride)
+                           or (kernel width, n filters) if stride = 1
+        - dense       -- specification of dense layers as list of
+                           their width except the last one
+        - pool          -- pooling operation either:
+                           'max' for maximum or 
+                           'aver' for average
+        - conv_act      -- activation of convolutional layers
+        - conv_bias     -- use bias for convolutional layers
+        - dense_bias    -- use bias for dense layers
+        - input_type    -- type of input layer:
+                           - one_hot     - one hot coding of input samples
+                                 It also used for predefined input vectors,
+                                 even if they are not one-hot.
+                           - categorical - categorical coding 
+                                           decoded by preprocessing layer
+                           - trainable   - categorical coding processed
+                                           by trainable embedding layer
+        - regular       -- regularizer as a pair (l1, l2) 
+                           or None if no regularization is applied.
+                           Regularization is applied to both convolution 
+                           and dense layers
+        - embedding_dim -- size of embedding vectors
+                           It effects trainable embedding only,
+                           i.e. input_type == "trainable"
+        - dropout_rate  -- dropout rate for inserted dropout layer
+                           If it is 0 or None no droput layer is inserted
+        - optimizer   -- training optimizer
+        - regul_dense_only -- flag to regulirize only dense layers
+        Returns:
+        - compiled dnn
+        """
+        _regularizer = self.computeRegularizer(regular)
+        _dnn = self.convBlock(
+            convolutions, dense = dense, pool = pool,
+            conv_act =conv_act, conv_bias = conv_bias,
+            dense_bias = dense_bias, input_type = input_type,
+            regularizer = _regularizer,
+            embedding_dim = embedding_dim,
+            dropout_rate = dropout_rate,
+            regul_dense_only = regul_dense_only)
+        self.addClassifier(_dnn, self.n_labels, bias = dense_bias, 
+                           regularizer = _regularizer)
+        return self.compileDNN(_dnn, self.compLoss(self.n_labels),
+                               optimizer = optimizer)
+#---------------- End of class SeqModelFactory ----------------------------
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ClasSeqTokEvalParall.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ClasSeqTokEvalParall.py
new file mode 100644
index 0000000..166a93a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ClasSeqTokEvalParall.py
@@ -0,0 +1,88 @@
+"""
+Program for evaluation of source code classifier using
+sequence or Tokens technique by 2-way siamese type DNN in multi-GPU mode
+
+For correct evaluation of DNN model it is required that the test datset is 
+generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/SeqOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess"])
+
+from SeqTokDataset    import SeqTokDataset
+from DsUtilities      import DataRand
+from ProgramArguments import *
+from Utilities        import *
+from ClassConfusion   import ClassConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for classifying source code samples
+    and evaluating its accuracy
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        max_seq_length = args.seq_len,
+                        test_part = args.testpart,
+                        balanced_split = args.balanced_split)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds, _labels, _sample_names, _label_names = \
+                                _ds.testDS(args.batch)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, 
+                                  verbose = args.progress)
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _confusion = ClassConfusAnalysis(_prob, _labels, _sample_names,
+                                     _label_names)
+    _confusion.writeReport()
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE CLASSIFIER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code classifier",
+        task = "classification")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ClassConfusion.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ClassConfusion.py
new file mode 100644
index 0000000..c09d3f1
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ClassConfusion.py
@@ -0,0 +1,366 @@
+"""
+Module for constructing and analysing confusion matrix
+of source code classification
+Prints confusion report and writes down 
+statistics of classification accuracy
+"""
+import sys
+import os
+from abc import ABC, abstractmethod
+import numpy as np
+import csv
+import sklearn.metrics as metrics
+
+from ConfusionAnalysis import ConfusionAnalysis
+
+class ClassConfusAnalysis(ConfusionAnalysis):
+    """
+    Class for constructing and analysing confusion matrix
+    """
+    def __init__(self, probabilities, labels, solutions, 
+                 problems, extreme = 0.1):
+        """
+        Construct confusion matrix
+        Parameters:
+        - probabilities - classification probabilities as numpy array
+        - labels        - list of samples labels
+        - solutions     - list of file names of problem solutions,
+                          i.e sample names for this case
+        - problems      - list of problems 
+                          i.e names of classes for this case
+        - extreme       - fraction of cases to be reported 
+                          as extreme ones
+        """
+        super(ClassConfusAnalysis, self).__init__(probabilities, 
+            np.asarray(labels, dtype = np.int32), 
+            solutions, problems, extreme)
+        self.class_stat_fn = "class_statistics.lst"
+        self.class_stat_csv = "class_statistics.csv"
+        self.confused_classes_fn = "confused_classes.lst"
+        self.confused_classes_csv = "confused_classes.csv"
+        #Number of best and worst correct predictions of
+        #worst classified classes to report
+        self.n_right_pred_report = 32
+        #Max number of confusions to report
+        self.max_n_confus_report = 64
+        #Max number of worst and best classes to report mistakes
+        self.max_n_class_report = 16
+        #Max number of misclassifications to report
+        self.max_n_misclass_report = 32
+        #Confidence in classification
+        self.confidence = np.max(probabilities, axis=1)
+        #Number of samples in each class as numpy array
+        self._n_class_samples = self.conf_mat.sum(axis=1)
+        #Number of predictions of each class as numpy array
+        self._n_class_predict = self.conf_mat.sum(axis=0)
+        #Number of correct predictions of each class
+        self.n_corr_class_samples = np.diag(self.conf_mat)
+        #Confusion matrix normalized with number of class samples
+        self.norm_conf_mat = \
+            self.conf_mat / (self._n_class_samples[:, np.newaxis])
+        #Accuracy of class predictions as python list
+        self.class_accuracy = \
+            np.diag(self.norm_conf_mat).tolist()
+
+    def getPredictions(self):
+        """
+        Get classification predictions
+        Returns:  classification predictions  
+        """
+        return np.argmax(self.probabilities, axis=1)
+
+    def reportClasses(self, classes, f):
+        """
+        Report classification of set of classes
+        Parameters:
+        - classes  -- classes to report
+        - f        -- file to write report to
+        """
+        self.reportClassProblems(self._n_class_samples,
+                                 self.n_corr_class_samples,
+                                 classes, f)
+        self.csvClassProblems(self._n_class_samples,
+                                 self.n_corr_class_samples,
+                                 classes)
+
+    def csvClassProblems(self, tot_samples, corr_samples, 
+                         problems):
+        """
+        Writes absolute and relative numbers of 
+        correct and incorrect classifications of problems 
+        to csv file
+        Parameters:
+        - tot_samples  -- vector of total numbers of samples 
+                          corresponding to each problem
+        - corr_samples -- vector of numbers of correctly classified samples
+        - problems     -- list of indices of problems to report
+        """
+        with open(f"{self.report_dir}/{self.class_stat_csv}",
+                  'w', newline='') as _csv_f:
+            _w = csv.writer(_csv_f)
+            _w.writerow(("Label",  "Accuracy", "N files", 
+                       "N errors", "Problem"))
+            for _c in problems:
+                _w.writerow((_c, 
+                            100.0 * float(corr_samples[_c]) / float(tot_samples[_c]),
+                            tot_samples[_c], tot_samples[_c] - corr_samples[_c],
+                             self.problems[_c]))
+
+    def reportClassProblems(self, tot_samples, corr_samples, 
+                            problems, f):
+        """
+        Writes absolute and relative numbers of 
+        correct and incorrect classifications of problems
+
+        Parameters:
+        - tot_samples  -- vector of total numbers of samples 
+                          corresponding to each problem
+        - corr_samples -- vector of numbers of correctly classified samples
+        - problems     -- list of indices of problems to report
+        - f            -- file to write to
+        """
+        f.write("Label  Accur    Size  N errs   Problem name\n")
+        for _c in sorted(problems,
+            key = lambda _p: float(corr_samples[_p]) / float(tot_samples[_p])):
+            f.write("{:4d}  {:5.1f}%   {:5d}   {:5d}   {:s}\n".
+                    format(_c, 
+                           100.0 * float(corr_samples[_c]) / float(tot_samples[_c]),
+                           tot_samples[_c], tot_samples[_c] - corr_samples[_c],
+                           self.problems[_c]))
+
+    def getRightClassifications(self, classes):
+        """
+        Get list of correct classifications of given classes
+        Parameters:
+        - classes  -- indices of classes to report
+        Returns list of lists of pairs, each of which is 
+                <index of classified sample, confidence>
+                Sublists correspond to given classes
+                Each sublist is sorted according to confidence
+        """
+        _classifications = [[] for i in range(len(classes))]
+        for _i in range(self._n_samples):
+            if (self.predictions[_i] == self.labels[_i] and
+                self.labels[_i] in classes):
+                _idx = classes.index(self.labels[_i])
+                _classifications[_idx].append((self.solutions[_i],
+                                               self.confidence[_i]))
+        for _cls in _classifications:
+            if len(_cls) < 2: continue
+            _cls.sort(key = lambda _c: _c[1], reverse = True)
+        return _classifications
+
+    def reportRightClassifications(self, classes, f):
+        """
+        Report correct classifications  of given classes
+        Parameters:
+        - classes          -- indices of classes to report
+        - f                -- file to write to
+        """
+        _classifications = self.getRightClassifications(classes)
+        for _i, _c in enumerate(sorted(classes, 
+                        key = lambda _cl: self.class_accuracy[_cl])):
+            if not _classifications[_i]: continue        
+            f.write(f"#{_i}  Problem {self.problems[_c]} number {_c} " + 
+                    f"is classified with {100.0 *self.class_accuracy[_c]:.2f}% " + 
+                    "accuracy\n")
+            f.write(f"There are {len(_classifications[_i])} correct classifications\n")
+            if len(_classifications[_i]) < 2 * self.n_right_pred_report + 3:
+                self.writeClassifications(_classifications[_i],
+                                         "Solution predictions", f)
+            else:
+                self.writeClassifications(
+                    _classifications[_i][: self.n_right_pred_report],
+                    "Strongest predictions", f)                
+                self.writeClassifications(
+                    _classifications[_i][-self.n_right_pred_report :],
+                    "Weakest predictions", f)
+                
+    def writeClassifications(self, predictions, title, f):
+        """
+        Write down information on classification predictions
+        Parameters:
+        - predictions - list of predictions each of which is
+                        a pair <index of classified sample, confidence>
+        - title       - text to put in the first line
+        - f           - file to write to
+        """
+        _line = title
+        _punct = ': '
+        for _pred in predictions:
+            _line += _punct
+            _punct = ', '
+            if len(_line) > 80:
+                f.write(_line + "\n")
+                _line = ""
+            _line += f"{_pred[0]}/{100 * _pred[1]:.2f}%"
+        if _line: f.write(_line + "\n")        
+             
+    def getClassMistakes(self, classes):
+        """
+        Get list of misclassifications for given classes
+        Parameters:
+        - classes  -- indices of classes to report
+        Returns list of lists of miscalssifications:
+                pairs <index of classified sample, prediction>
+                Sublists gives misclassifications of classes
+        """
+        #Number of classification mistakes
+        _mistakes = [[] for i in range(len(classes))]
+        for _i in range(self._n_samples):
+            if (self.predictions[_i] != self.labels[_i] and
+                self.labels[_i] in classes):
+                _bad_idx = classes.index(self.labels[_i])
+                _mistakes[_bad_idx].append((_i, self.predictions[_i]))
+        return _mistakes
+
+    def reportMisclassifications(self, classes, mistakes, f):
+        """
+        Report misclassifications of given classes
+        Parameters:
+        - classes  -- indices of classes to report
+        - mistakes -- list of lists of miscalssifications:
+                      pairs <classified class index, prediction>
+                      Sublists gives misclassifications of classes
+        - f        -- file to write to
+        """
+        for _i, _c in enumerate(sorted(classes, 
+                            key = lambda _cl: self.class_accuracy[_cl])):
+            if not mistakes[_i]: continue
+            f.write(f"#{_i}  Problem {self.problems[_c]} number {_c} " + 
+                    f"is classified with {100.0 *self.class_accuracy[_c]:.2f}% " + 
+                    "accuracy\n")
+            _line = f"There are {len(mistakes[_i])} misclassified solutions"
+            _punct = ': '
+            for _err in sorted(mistakes[_i][: self.max_n_misclass_report], 
+                    key = lambda _e: self.confidence[_e[0]], 
+                               reverse = True):
+                _conf = "{:5.2f}".format(100.0 * self.confidence[_err[0]])
+                _line += _punct
+                _punct = ', '
+                if len(_line) > 80:
+                    f.write(_line + "\n")
+                    _line = ""
+                _line += (self.solutions[_err[0]] + " => " + 
+                          self.problems[_err[1]] + ' (' + _conf + '%)')
+            if _line: f.write(_line + "\n")
+
+    def reportConfusedClasses(self):
+        """
+        Report worst classification confusions,
+        i.e. confused pairs of confused problems
+        """
+        _confusions = self.worstConfusions()
+        _confusions = [_c for _c in _confusions if _c[0] != _c[1]]
+        with open(f"{self.report_dir}/{self.confused_classes_fn}", 'w') as _lst, \
+             open(f"{self.report_dir}/{self.confused_classes_csv}",
+                  'w', newline='') as _csv:
+            _lst.write("Most confused pairs of problems\n")
+            _lst.write("-------------------------------\n")
+            _lst.write(
+                " Orig   Pred    N        N      %%    Original      Predicted\n")
+            _lst.write(
+                "Label  Label Samples  Errors  Errors  Problem       Problem  \n")
+            _w = csv.writer(_csv)
+            _w.writerow(("Original_Label", "Predicted_Label",
+                         "N_samples", 
+                        "%%_of_errors", "Original_Problem", 
+                        "Predicted Problem"))
+            for _c in sorted(_confusions,
+                             key = lambda _conf:
+                             self.norm_conf_mat[_conf[0], _conf[1]],
+                             reverse = True):
+                _lorig, _lpred = _c
+                _lst.write("{:5d}  {:5d}  {:6d}  {:6d}  {:6.2f}  {:12s}  {:12s}\n".
+                    format(_lorig, _lpred,
+                           self._n_class_samples[_lorig],
+                           self.conf_mat[_lorig, _lpred],
+                           self.norm_conf_mat[_lorig, _lpred] * 100,
+                           self.problems[_lorig], self.problems[_lpred]))
+                _w.writerow((_lorig, _lpred, self._n_class_samples[_lorig],
+                             self.norm_conf_mat[_lorig, _lpred] * 100,
+                             self.problems[_lorig], self.problems[_lpred]))
+
+    def worstConfusions(self):
+        """
+        Compute worst confusions of classification
+        Returns list of pairs , each of which is
+        a classified problem and the problem predicted
+        """
+        _n_confusions_report = \
+            max(min(int(self._n_problems * self._n_problems * 
+                self._n_extreme_cases), self.max_n_confus_report),
+                self._n_problems)
+        _flat_conf = self.norm_conf_mat.flatten()
+        _part_index = \
+            self._n_problems * self._n_problems
+        _part_index -= (_n_confusions_report + self._n_problems)
+        _worst_idx =  \
+            np.argpartition(_flat_conf, _part_index)[_part_index :]
+        _worst_idx =  \
+            np.unravel_index(_worst_idx, 
+                             self.norm_conf_mat.shape)
+        _worst_idx = zip(_worst_idx[0].tolist(), _worst_idx[1].tolist())
+        return _worst_idx
+                
+    def printClassAccuracy(self, f):
+        """
+        Report accuracy of classifications
+        and their misclassified samples
+        Parameters:
+        -f   -- file to write report to
+        """
+        f.write("\nClassification statistics\n")
+        f.write("-------------------------\n")
+        self.reportClasses(range(self._n_problems), f)
+        _class_acc = \
+            sorted(zip(range(self._n_problems), self.class_accuracy), 
+                   key = lambda _s : _s[1])
+        _n_class_report = min(self._n_problems // 2,
+                             self.max_n_class_report)
+        _classes = _class_acc[: _n_class_report]
+        _worst_classes = list(zip(*_classes))[0]
+        _classes = _class_acc[-_n_class_report :]
+        _best_classes = list(zip(*_classes))[0]
+        _mistakes  = self.getClassMistakes(_worst_classes + _best_classes)
+        f.write("\nWorst classified classes\n")
+        f.write("--------------------------\n")
+        self.reportClasses(_worst_classes, f)
+        f.write("\nMisclassifications of the worst classified classes:\n")
+        f.write("-----------------------------------------------------\n")
+        self.reportMisclassifications(_worst_classes,
+                    _mistakes[: len(_worst_classes)], f)
+        f.write("\nCorrect classifications of the worst classified classes:\n")
+        f.write("-----------------------------------------------------\n")
+        self.reportRightClassifications(_worst_classes, f)
+        f.write("\nBest classified classes\n")
+        f.write("-------------------------\n")
+        self.reportClasses(_best_classes, f)
+        f.write("\nMisclassifications of the best classified classes:\n")
+        f.write("---------------------------------------------------\n")
+        self.reportMisclassifications(_best_classes, 
+                                      _mistakes[len(_worst_classes) :], f)
+                                      
+    def writeReport(self):
+        """
+        Write report on classification and misclassification
+        """
+        with open(f"{self.report_dir}/{self._conf_mat_fn}", 'w') as _f:
+            _f.write("Unnormalized confusion matrix\n")
+            _f.write("row and column indices are labels\n")
+            _f.write("---------------------------------\n")
+            self.writeLargeMatrixInt(self.conf_mat, _f)
+            _f.write("Normalized confusion matrix\n")
+            _f.write("row and column indices are labels\n")
+            _f.write("---------------------------------\n")
+            self.writeLargeMatrixPct(self.norm_conf_mat, _f, 100.0)
+        with open(f"{self.report_dir}/{self.class_stat_fn}", 'w') as _f:
+            self.printClassAccuracy(_f)
+        self.reportConfusedClasses()
+        print("\nClassification report")
+        print("-----------------------")
+        print(metrics.classification_report(self.labels, 
+                                    self.predictions,
+                                    target_names = self.problems))
+#---------------- End of class ClassConfusAnalysis ----------------------    
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ConfusionAnalysis.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ConfusionAnalysis.py
new file mode 100644
index 0000000..0ef824f
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ConfusionAnalysis.py
@@ -0,0 +1,99 @@
+"""
+Module with base class for analysis of confusion information
+"""
+import os
+from abc import ABC, abstractmethod
+import numpy as np
+import sklearn.metrics as metrics
+
+class ConfusionAnalysis(ABC):
+    """
+    Base class for analysis of confusion information
+    It performs intialization common for child classes
+    and provides utility functions for them
+    """
+    @classmethod
+    def writeLargeMatrixInt(cls, m, f):
+        """
+        Write large matrix to file
+        Parameters:
+        - m      -- matrix to write as numpy array of floats
+        - f      -- file to write the matrix
+        """
+        _n = m.shape[0]
+        _s = "     "
+        for _i in range(_n):
+            _s += "{:5d} ".format(_i)
+        f.write(_s + "\n")
+        for _i in range(_n):
+            _s = "{:3d} ".format(_i)
+            for _j in range(_n):
+                _s += "{:5d} ".format(m[_i, _j])
+            f.write(_s + "\n")
+
+    @classmethod
+    def writeLargeMatrixPct(cls, m, f, scale):
+        """
+        Write large matrix to file
+        Parameters:
+        - m      -- matrix to write as numpy array of floats
+        - f      -- file to write the matrix
+        - scale  -- multiplier to scale elements of matrix
+        """
+        _n = m.shape[0]
+        _s = "     "
+        for _i in range(_n):
+            _s += "{:4d} ".format(_i)
+        f.write(_s + "\n")
+        for _i in range(_n):
+            _s = "{:3d} ".format(_i)
+            for _j in range(_n):
+                _s += "{:4.1f} ".format(scale * m[_i, _j])
+            f.write(_s + "\n")
+
+    def __init__(self, probabilities, labels, solutions, 
+                 problems, extreme):
+        """
+        Initialize base class
+        for analysis and reporting confusion information
+        Parameters:
+        - probabilities - classification probabilities as numpy array
+        - labels        - labels of samples as numpy array
+        - solutions     - list of sub-lists of file names of problem solutions
+                          Each sub-list contains sample names of one problem
+                          All sublists are part of the whole list of sample names
+        - problems      - list of names of problems
+        - extreme       - specification of number of cases to be reported 
+                          as extreme ones;
+                          * if extreme < 1.0 it is a fraction of number of problems
+                          * if extreme >= 1  it is the number of problems  
+        """
+        super(ConfusionAnalysis, self).__init__()
+        self.probabilities = probabilities
+        self.labels  = labels
+        self._n_samples = self.labels.shape[0]
+        self.problems  = problems
+        self._n_problems = len(self.problems)
+        self.extreme = extreme
+        #Number of problems to reports as the best or worst
+        self._n_extreme_cases = int(extreme) if extreme >= 1 else \
+            max(2, int(extreme * float(self._n_problems)))
+        self.solutions = solutions
+        #Directory for writing confusion reports to
+        self.report_dir = "confusion_report"
+        if not os.path.exists(self.report_dir):
+            os.makedirs(self.report_dir)
+        #Name of file to write large confusion matrices
+        self._conf_mat_fn = "confusion_matrix.lst"
+        self.predictions = self.getPredictions()
+        self.conf_mat = metrics.confusion_matrix(
+            self.labels, self.predictions)
+
+    @abstractmethod
+    def getPredictions(self):
+        """
+        Abstract method for getting classification predictions
+        Returns:  classification predictions  
+        """
+        raise NotImplementedError()
+#---------------- End of class  ConfusionAnalysis ----------------------    
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimFullTestEval.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimFullTestEval.py
new file mode 100644
index 0000000..6219942
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimFullTestEval.py
@@ -0,0 +1,125 @@
+"""
+Experimental program for complete evaluation of similarity analyzer 
+using sequence or Tokens technique by 2-way siamese type DNN
+Program analyzes all pairs of source code samples
+Program operated in in multi-GPU mode
+Uses:
+ - experimental Siameze CNN 
+ - custom metric
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess",
+                 f"{main_dir}/ModelMaker"])
+
+from SeqTokSim2WayComplDS import SeqTokSim2WayComplDS
+from ProgramArguments import parseArguments
+from Utilities import *
+from SimilConfusion import SimilConfusAnalysis
+from ExpSiamModel import (getLossFunction,
+                          relaxedCrossEntropy, sinCrossEntropy,
+                          cappedCrossEntropy)
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    if not os.path.exists(args.out_dir):
+        os.makedirs(args.out_dir)
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTokSim2WayComplDS(args.dataset,
+                               short_code_th = 1,
+                               max_seq_length = args.seq_len,
+                               seq_len_to_pad = args.pad_len,
+                               labels01 = not args.symmetric_labels)
+    #Indices of problems corresponding to subsequences of samples
+    _sample_probl_indices = _ds.sample_probl_indices
+    with open(f"{args.out_dir}/problem_indices.pcl", "wb") as _f:
+        pickle.dump(_sample_probl_indices, _f)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        if args.loss:
+            _loss = getLossFunction(args.loss)
+            with tf.keras.utils.custom_object_scope({'loss_function': _loss}):
+                _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds = _ds.testDataset(batch = args.batch)
+    if args.evaluate:
+        _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, verbose = args.progress)
+        print("\n")
+        print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+        print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _prob = _prob[:,0]
+    with open(f"{args.out_dir}/similarity_probabilities.pcl", "wb") as _f:
+        pickle.dump(_prob, _f)
+    """
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations)
+    """
+
+    #_confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = argparse.ArgumentParser(description = 
+                "Evaluation of source code similarity analyzer")
+    parser.add_argument("dataset",
+                        type=str, help="dataset directory")
+    parser.add_argument("ckpt_dir",
+                        type=str, help="checkpoint directory")
+    parser.add_argument("out_dir",
+                        type=str, help="directory for results")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument("--batch", default=32, type=int,
+                        help="batch size")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument('--pad_len', default=None, type=int,
+                        help='sequence lengths to pad to')
+    parser.add_argument('--symmetric_labels', action='http://github.com/store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument("--loss", type=str, default=None, 
+                        help="loss function to optimize")
+    parser.add_argument('--evaluate', action='http://github.com/store_true', 
+                        default=False,
+                        help="run evaluation")
+    parser.add_argument('--progress', default=2, type=int,
+                        choices=[0, 1, 2],
+                        help="mode of keras training progress bar")
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimSeqTokEval.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimSeqTokEval.py
new file mode 100644
index 0000000..4c84ead
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/ExpSimSeqTokEval.py
@@ -0,0 +1,113 @@
+
+"""
+Experimental program for evaluation of source code similarity analyzer 
+using sequence or Tokens technique by 2-way Siamese type DNN
+Uses:
+ - experimental Siameze CNN 
+ - custom metric
+runs in multi-GPU mode
+
+For correct evaluation of DNN model it is required that the test datset is 
+generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+from tensorflow import keras
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/SeqOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess",
+                 f"{main_dir}/ModelMaker"])
+
+from SeqTok2WaySimDsTF import SeqTok2WaySimDsTF
+from ProgramArguments import *
+from Utilities import *
+from DsUtilities import DataRand
+from SimilConfusion import SimilConfusAnalysis
+from ExpSiamModel import (getLossFunction,
+                          relaxedCrossEntropy, sinCrossEntropy,
+                          cappedCrossEntropy)
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTok2WaySimDsTF(args.dataset,
+            min_n_solutions = args.min_solutions,
+            max_n_problems = args.problems,
+            short_code_th = args.short_code,
+            long_code_th = args.long_code,
+            max_seq_length = args.seq_len,
+            test = args.testpart,
+            batch = args.batch,
+            labels01 = not args.symmetric_labels)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        #with tf.keras.utils.custom_object_scope({}):
+        if args.loss:
+            _loss = getLossFunction(args.loss)
+            with tf.keras.utils.custom_object_scope({'loss_function': _loss}):
+                _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds, _labels, _annotations = \
+                    _ds.testDataset(args.valsize, args.similpart)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, 
+                                          verbose = args.progress)
+
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations,
+                                     labels01 = not args.symmetric_labels)
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF EXPERIMENTAL SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code similarity analyzer",
+        task = "similarity")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument('--symmetric_labels', action='http://github.com/store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument("--loss", type=str, default=None, 
+                        help="loss function to optimize")
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/MapAtR.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/MapAtR.py
new file mode 100644
index 0000000..b7dae76
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/MapAtR.py
@@ -0,0 +1,95 @@
+"""
+Program for computing MAP at R metric
+using matrix of predicted similarity strength for all sample pairs
+Input data are expected to be in the form of two pickled files:
+-  problem_indices.pcl          -- specifies indices of tested problem 
+                                   for each similarity test experiment
+-  similarity_probabilities.pcl -- specifies matrix of similarity test 
+                                   experiment results
+                                   Each matrix column describes results
+                                   of comparing one problem solution with 
+                                   solutions of all other problems
+"""
+import sys
+import os
+import argparse
+import pickle
+import numpy as np
+
+def map_at_r(sim, pids):
+    """
+    Function for computing MAP at R metric
+    Parameter:
+    - sim   --  2D numpy array of predicted similarity measures 
+                for all pairs of samples
+    - pids  --  1D numpy array of problem ids corresponding 
+                to columns of matrix  of predicted similarity measures
+    Returns: computed MAP at R metric
+    """
+    #Count number of source code solutions of each problem
+    r = np.bincount(pids) - 1
+    max_r = r.max()
+    #Mask for ignoring the similarity predictions lying 
+    #beyond the number of solutions of checked problem
+    mask = np.arange(max_r)[np.newaxis, :] < r[pids][:, np.newaxis]
+    np.fill_diagonal(sim,-np.inf)
+    #Select and sort top predictions
+    result = np.argpartition(-sim,
+                    range(max_r + 1), axis=1)[:, : max_r]
+    #Get correct similarity predictions
+    tp = pids[result] == pids[:, np.newaxis]
+    #Remove all predictions beyond the number of
+    #solutions of tested problem
+    tp[~mask] = False
+    #Get only tested problem
+    valid = r[pids] > 0
+    #Compute cumulative probability of correct predictions
+    p = np.cumsum(tp, axis=1, 
+        dtype = np.float32) / np.arange(1, max_r+1, 
+                            dtype = np.float32)[np.newaxis, :]
+    #average across similarity prediction for each tested problem
+    ap = (p * tp).sum(axis=1)[valid] / r[pids][valid]
+    val = np.mean(ap).item()
+    return val
+
+def main(args):
+    """
+    Main function of program for computing MAP at R metric
+    Arguments are descibed below
+    """
+    if not os.path.exists(args.similarities):
+        sys.exit(f"Directory {args.similarities} with similarity analysis does not exist")
+    with open(f"{args.similarities}/problem_indices.pcl", "rb") as _f:
+        pids = pickle.load(_f)
+
+    with open(f"{args.similarities}/similarity_probabilities.pcl", "rb") as _f:
+        sim = pickle.load(_f)
+    
+    n_problem_solutions = pids.shape[0]
+    if sim.shape[0] != n_problem_solutions * n_problem_solutions:
+        sys.exit(
+            f"Number of similarity samples {n_problem_solutions.shape[0]} ",
+            f" is not square of number of problem solutions {n_problem_solutions}")
+    map_r = map_at_r(sim.reshape(n_problem_solutions, n_problem_solutions),
+                     pids)
+
+    print("Map@R is ", map_r)
+
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nComputation of MAP at R metric of similarity analysis")
+
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Computation of MAP at R metric")
+    parser.add_argument('similarities', type=str,
+                        help='Directory with similarity results')
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/SeqTokSim2WayComplDS.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/SeqTokSim2WayComplDS.py
new file mode 100644
index 0000000..8861110
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/SeqTokSim2WayComplDS.py
@@ -0,0 +1,212 @@
+"""
+Module for constracting COMPLETE test dataset 
+of sequence of tokens for similarity analysis
+The dataset has all pairs of all problem solutions
+It is TF from-genrator dataset
+"""
+import sys
+import numpy as np
+import tensorflow as tf
+
+from DataLoader import SeqOfTokensLoader
+from DoubleSeqTfDS import DoubleSeqTfDataset
+from DsUtilities  import makeShardOptions
+
+class SeqTokSim2WayComplDS(SeqOfTokensLoader):
+    """
+    Class for constracting COMPLETE test dataset 
+    of sequence of tokens for similarity analysis
+    The dataset has all pairs of all problem solutions
+    It is TF from-generator based dataset
+    Specializes parent class with functions 
+    computing sequence of tokens
+    """
+    def __init__(self, dir_name, short_code_th = 1,
+                 max_seq_length = None, seq_len_to_pad = None,
+                 labels01 = True, ):
+        """
+        Initialize object SeqTok2WaySimDS
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - short_code_th   -- minimum length of code to load
+        - max_seq_length  -- maximum length of token sequencen to truncate.
+        - seq_len_to_pad  -- sequence lengths to pad to
+        - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        """
+        super(SeqTokSim2WayComplDS, self).__init__(
+            dir_name, min_n_solutions = 1,
+            problem_list = None, max_n_problems = None,
+            short_code_th = short_code_th, long_code_th = None)
+        #Minimum lengths of sequence of tokens
+        #All shorter ones are padded with 0
+        self.min_seq_length = seq_len_to_pad
+        self.labels01 = labels01
+        self.samples, self.probl_sol_ranges, \
+            self.sample_names = self.loadAllSamples()
+        self.seq_length =  \
+            self.code_max_length if max_seq_length is None \
+            else max_seq_length
+        self.n_samples = self.probl_sol_ranges[-1]
+        self.annotateSamples()
+
+    def annotateSamples(self):
+        """
+        Annotate samples with their problem indices and names
+        """
+        self.sample_probl_indices = np.zeros(self.n_samples, 
+                                             dtype = np.int32)
+        for _i in range(len(self.probl_sol_ranges) - 1):
+            self.sample_probl_indices[self.probl_sol_ranges[_i] : 
+                            self.probl_sol_ranges[_i + 1]].fill(_i)
+
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as numpy array
+        """
+        _s = list(map(lambda _tok: _tok + 1, tokens))
+        _l = len(_s)
+        if _l < self.min_seq_length:
+            _s.extend([0] * (self.min_seq_length - _l))
+        return np.asarray(_s, dtype = np.int32)
+
+    def goodOLDtestDataset(self, batch = 500, shard = "OFF"):
+        """
+        Make similarity dataset in the form of 
+        TensorFlow  Dataset of from_generator type
+        Parameters:
+        - batch           -- batch size for TF dataset
+        - shard      -- option to shard dataset:
+                        * "OFF"  -- AutoShardPolicy.OFF
+                        " "DATA" -- AutoShardPolicy.DATA
+        Returns:
+        - Tensorflow dataset combined fromhaving 3 components 
+          * two sequences of tokens; and
+          * labels 
+        """
+        def _sample_generator():
+            """
+            Function-generator of similarity samples
+            Returns pair:
+            - sequence of tokens of 1-st source code file
+            - sequence of tokens of 2-st source code file
+            - label: 1 if the files solve the same problem
+                     0 otherwise
+            """
+            _sample_count = 0
+            for _i in range(self.n_samples):
+                for _j in range(self.n_samples):
+                    #_sample_count += 1
+                    #if _sample_count > 100000: return
+                    yield self.samples[_i], self.samples[_j]
+
+        def _label_generator():
+            """
+            Function-generator of similarity sample labels
+            Returns pair:
+            - label: 1 if the files solve the same problem
+                     0 otherwise
+            """
+            _sample_count = 0
+            for _i in range(self.n_samples):
+                for _j in range(self.n_samples):
+                    #_sample_count += 1
+                    #if _sample_count > 100000: return
+                    yield int(self.sample_probl_indices[_i] == 
+                               self.sample_probl_indices[_j])    
+                    
+        _ds = tf.data.Dataset.from_generator(_sample_generator,
+                output_signature=(
+                    (tf.TensorSpec(shape=([None]), dtype=tf.int32),
+                     tf.TensorSpec(shape=([None]), dtype=tf.int32))))
+        _ds = _ds.padded_batch(batch, padding_values = (0, 0),
+                               padded_shapes = ([None], [None]))
+        _ds = _ds.unbatch()
+        _dl = tf.data.Dataset.from_generator(_label_generator,
+                output_signature=tf.TensorSpec(shape=(), dtype=tf.int32))
+        _ds = tf.data.Dataset.zip((_ds, _dl)).batch(batch, drop_remainder=True)
+        _ds_options = makeShardOptions(policy = shard)
+        _ds = _ds.with_options(_ds_options)
+        return _ds
+
+    #!!!Another version of tf datset constructor
+    #=================================
+    def testDataset(self, batch = 500, shard = "OFF"):
+        """
+        Make similarity dataset in the form of 
+        TensorFlow  Dataset of from_generator type
+        The dataset has samples of all pairs of problem solutions
+        The dataset is generated as sequence of subsequences
+        corresponding to problems solutions
+        All subsequences have the same length equals 
+        to the number of all problem solutions
+        i-th subsequence consists of similarity samples of the form:
+        <i-th solution, other solution> for all others solutions
+        
+        Parameters:
+        - batch           -- batch size for TF dataset
+        - shard      -- option to shard dataset:
+                        * "OFF"  -- AutoShardPolicy.OFF
+                        " "DATA" -- AutoShardPolicy.DATA
+        Returns:
+        - Tensorflow dataset combined fromhaving 3 components 
+          * two sequences of tokens; and
+          * labels
+        """
+        def _sample_generator01():
+            """
+            Function-generator of similarity samples
+            with 0 and 1 similarity labels
+            Returns 3 tuple:
+            - sequence of tokens of 1-st source code file
+            - sequence of tokens of 2-st source code file
+            - label: 1 if the files solve the same problem
+                     0 otherwise
+            """
+            for _i in range(self.n_samples):
+                for _j in range(self.n_samples):
+                    yield (self.samples[_i], self.samples[_j]), \
+                        int(self.sample_probl_indices[_i] == 
+                            self.sample_probl_indices[_j])
+
+        def _sample_generator_symmetric():
+            """
+            Function-generator of similarity samples
+            with symmetric -1 and +1 similarity labels
+            Returns 3 tuple:
+            - sequence of tokens of 1-st source code file
+            - sequence of tokens of 2-st source code file
+            - label: 1 if the files solve the same problem
+                     0 otherwise
+            """
+            for _i in range(self.n_samples):
+                for _j in range(self.n_samples):
+                    yield (self.samples[_i], self.samples[_j]), \
+                        2 * int(self.sample_probl_indices[_i] == 
+                            self.sample_probl_indices[_j]) - 1
+
+        _sample_generator = _sample_generator01 if self.labels01 \
+                            else _sample_generator_symmetric
+            
+        _ds = tf.data.Dataset.from_generator(_sample_generator,
+                output_signature=(
+                    (tf.TensorSpec(shape=([None]), dtype=tf.int32),
+                     tf.TensorSpec(shape=([None]), dtype=tf.int32)),
+                    tf.TensorSpec(shape=(), dtype=tf.int32)))
+
+        _ds = _ds.padded_batch(batch,         #padding_values = (0, 0),
+                    padded_shapes = (([None], [None]), ()), 
+                               drop_remainder=True)
+        _ds_options = makeShardOptions(policy = shard)
+        _ds = _ds.with_options(_ds_options)
+        return _ds
+#---------------- End of class SeqTok2WaySimDsTF -------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokEvalParall.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokEvalParall.py
new file mode 100644
index 0000000..24d1dd9
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokEvalParall.py
@@ -0,0 +1,97 @@
+
+"""
+Program for evaluation of source code similarity analyzer using
+sequence or Tokens technique by 2-way siamese type DNN in multi-GPU mode
+
+For correct evaluation of DNN model it is required that the test datset is 
+generated with the same parameters
+"""
+import sys
+import os
+import argparse
+import tensorflow as tf
+from tensorflow import keras
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/SeqOfTokens",
+                 f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess"])
+
+from SeqTok2WaySimDsTF import SeqTok2WaySimDsTF
+from ProgramArguments import *
+from Utilities import *
+from DsUtilities import DataRand
+from SimilConfusion import SimilConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTok2WaySimDsTF(args.dataset,
+            min_n_solutions = args.min_solutions,
+            max_n_problems = args.problems,
+            short_code_th = args.short_code,
+            long_code_th = args.long_code,
+            max_seq_length = args.seq_len,
+            test = args.testpart,
+            batch = args.batch,
+            labels01 = not args.symmetric_labels)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds, _labels, _annotations = \
+                    _ds.testDataset(args.valsize, args.similpart)
+    _eval_loss, _eval_acc = _dnn.evaluate(_test_ds.prefetch(2), 
+                                          verbose = args.progress)
+
+    _prob = _dnn.predict(_test_ds.prefetch(2), verbose = args.progress)
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations,
+                                     labels01 = not args.symmetric_labels)
+    print("\n")
+    print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+    print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Evaluation of source code similarity analyzer",
+        task = "similarity")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument('--symmetric_labels', action='http://github.com/store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokFullTest.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokFullTest.py
new file mode 100644
index 0000000..40fd6f9
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimSeqTokFullTest.py
@@ -0,0 +1,111 @@
+"""
+Program for complete evaluation of source code similarity analyzer 
+using sequence or Tokens technique by 2-way siamese type DNN
+Program analyzes all pairs of source code samples
+Program operated in in multi-GPU mode
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/CommonFunctions",
+                 f"{main_dir}/PostProcess"])
+
+from SeqTokSim2WayComplDS import SeqTokSim2WayComplDS
+from ProgramArguments import parseArguments
+from Utilities import *
+from SimilConfusion import SimilConfusAnalysis
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    if not os.path.exists(args.out_dir):
+        os.makedirs(args.out_dir)
+    latest_checkpoint = getCheckpoint(args.ckpt_dir, args.ckpt)
+
+    _ds = SeqTokSim2WayComplDS(args.dataset,
+                               short_code_th = 1,
+                               max_seq_length = args.seq_len,
+                               seq_len_to_pad = args.pad_len,
+                               labels01 = not args.symmetric_labels)
+    #Indices of problems corresponding to subsequences of samples
+    _sample_probl_indices = _ds.sample_probl_indices
+    with open(f"{args.out_dir}/problem_indices.pcl", "wb") as _f:
+        pickle.dump(_sample_probl_indices, _f)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parallelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        print("Restoring from", latest_checkpoint)
+        _dnn = tf.keras.models.load_model(latest_checkpoint)
+    _test_ds = _ds.testDataset(batch = args.batch)
+    if args.evaluate:
+        _eval_loss, _eval_acc = _dnn.evaluate(_test_ds, verbose = args.progress)
+        print("\n")
+        print("Evaluation accuracy is {:5.2f}%".format(_eval_acc * 100))
+        print("Evaluation loss is {:5.2f}".format(_eval_loss))
+    _prob = _dnn.predict(_test_ds, verbose = args.progress)
+    _prob = _prob[:,0]
+    with open(f"{args.out_dir}/similarity_probabilities.pcl", "wb") as _f:
+        pickle.dump(_prob, _f)
+    """
+    _confusion = SimilConfusAnalysis(_prob, _labels, 
+                                     _ds.solution_names,
+                                     _ds.problems, _annotations)
+    """
+
+    #_confusion.writeReport()
+##############################################################################
+# Args are described below
+##############################################################################
+if __name__ == '__main__':
+    print("\nEVALUATION OF SOURCE CODE SIMILARITY ANALYZER")
+    #Handle command-line arguments
+    parser = argparse.ArgumentParser(description = 
+                "Evaluation of source code similarity analyzer")
+    parser.add_argument("dataset",
+                        type=str, help="dataset directory")
+    parser.add_argument("ckpt_dir",
+                        type=str, help="checkpoint directory")
+    parser.add_argument("out_dir",
+                        type=str, help="directory for results")
+    parser.add_argument("--ckpt", default = None,
+                        type=str, help="checkpoint file")
+    parser.add_argument("--batch", default=32, type=int,
+                        help="batch size")
+    parser.add_argument('--seq_len', default=None, type=int,
+                        help='maximum lengths of token sequence')
+    parser.add_argument('--pad_len', default=None, type=int,
+                        help='sequence lengths to pad to')
+    parser.add_argument('--symmetric_labels', action='http://github.com/store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument('--evaluate', action='http://github.com/store_true', 
+                        default=False,
+                        help="run evaluation")
+    parser.add_argument('--progress', default=2, type=int,
+                        choices=[0, 1, 2],
+                        help="mode of keras training progress bar")
+    args = parseArguments(parser)
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/PostProcessor/SimilConfusion.py b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimilConfusion.py
new file mode 100644
index 0000000..972050b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/PostProcessor/SimilConfusion.py
@@ -0,0 +1,502 @@
+"""
+Module for analysing confusion matrix and accuracy 
+of similarity analysis of source code
+"""
+import sys
+import os
+from abc import ABC, abstractmethod
+import pickle
+import numpy as np
+import sklearn.metrics as metrics
+
+from ConfusionAnalysis import ConfusionAnalysis
+
+class SimilConfusAnalysis(ConfusionAnalysis):
+    """
+    Class for constructing and analysing confusion matrix
+    """
+    @classmethod
+    def similarityToProb(cls, sim_metric, labels01):
+        """
+        Convert similarity metric to probabilities
+        Parameters:
+        - sim_metric  -- similarity metric
+       - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        """
+        if labels01: 
+            return sim_metric
+        return (sim_metric + 1.0) / 2.0
+
+    def __init__(self, probabilities, labels, solutions, 
+                 problems, annotations, extreme = 0.1,
+                 labels01 = True):
+        """
+        Construct confusion matrix
+        Parameters:
+        - probabilities - classification probabilities as numpy array
+        - labels       - labels of samples as numpy array
+        - solutions    - list of sub-lists of file names of problem solutions
+                         Each sub-list contains sample names of one problem
+                         All sublists are part of the whole list of sample names
+        - problems     - list of names of problems
+        - annotations  - list of sample annotations
+                         Each sample is represented as 4-tuple
+                         <problem 1, solution 1, problem 2, solution 2>,
+                         where problems and solutions are their indices
+        - extreme      - fraction of cases to be reported 
+                         as extreme ones
+        - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        """
+        super(SimilConfusAnalysis, self).__init__(
+            self.similarityToProb(probabilities, labels01), 
+            self.similarityToProb(labels, labels01), 
+            solutions, problems, extreme)
+        self.annotations = annotations
+        self.simil_stat_fn = "similarity_stat.lst"
+        self.dissimil_stat_fn = "dissimilarity_stat.lst"
+        self.max_n_cases_report = 32
+        self._n_cases_report = min(self.max_n_cases_report, self._n_extreme_cases)
+        self.tn, self.fp, self.fn, self.tp = self.conf_mat.ravel()
+        self.precision_score = \
+            metrics.precision_score(self.labels, self.predictions)
+        self.recall_score = \
+            metrics.recall_score(self.labels, self.predictions)
+        self.f1_score = \
+            metrics.f1_score(self.labels, self.predictions)
+        self.fbeta_score_05 = \
+            metrics.fbeta_score(self.labels, self.predictions, beta=0.5)
+        self.fbeta_score_1 = \
+            metrics.fbeta_score(self.labels, self.predictions, beta=1)
+        self.fbeta_score_2 = \
+            metrics.fbeta_score(self.labels, self.predictions, beta=2)
+        self.precision, self.recall, self.threshold = \
+            metrics.precision_recall_curve(self.labels, self.probabilities)
+        self.average_precision_score = \
+            metrics.average_precision_score(self.labels, self.probabilities)
+
+    def getPredictions(self):
+        """
+        Get classification predictions
+        Returns: - classification predictions  
+        """
+        return self.probabilities.round()[:,0].astype(int)
+
+    def printConfusionReport(self):
+        """"
+        Print confusion report
+        """
+        print("\nClassification report")
+        print("-----------------------")
+        print(metrics.classification_report(
+            self.labels, self.predictions,
+            target_names = ["dissimilar", "similar"]))
+        print("\nConfusion matrix")
+        print("----------------")
+        print("            Dissimilar  Similar")
+        print("Dissimilar     {:7d}  {:7d}".
+              format(self.conf_mat[0, 0], self.conf_mat[0,1]))
+        print("Similar        {:7d}  {:7d}".
+              format(self.conf_mat[1, 0], self.conf_mat[1, 1]))
+        print("\n")
+        print(f"tn = {self.tn}, fp = {self.fp}," + 
+              f"fn = {self.fn}, tp = {self.tp}")
+        print(f"precision_score = {self.precision_score:.4f}")
+        print(f"recall_score = {self.recall_score:.4f}")
+        print(f"f1_score = {self.f1_score:.4f}")
+        print(f"fbeta_score(0.5) = {self.fbeta_score_05:.4f}")
+        print(f"fbeta_score(1) = {self.fbeta_score_1:.4f}")
+        print(f"fbeta_score(2) = {self.fbeta_score_2:.4f}")
+        print(f"average_precision_score = {self.average_precision_score:.4f}")
+        with open("roc.pcl", 'wb') as _jar:
+            _roc = {"precision" : self.precision, 
+                    "recall"    : self.recall, 
+                    "threshold" : self.threshold}
+            pickle.dump(_roc, _jar)
+
+    def similarityConfusion(self):
+        """
+        Compute and print following matricies:
+        - matrix of numbers of similarity/dissimilarity tests 
+          for solutions of pairs of problems
+        - matrix of correct detections of similarity/dissimilarity
+          of solutions of pairs of problems
+        """
+        #Matrix of numbers of cases when similarity or dissimilarity 
+        #of two solutions is detected correctly
+        self.sim_num_correct = \
+            np.zeros((self._n_problems, self._n_problems), dtype=int)
+        #Matrix of total numbers of similarity/dissimilarity tests 
+        self.sim_num_samples = \
+            np.zeros((self._n_problems, self._n_problems), dtype=int)
+        for _s, _p, _l in zip(self.annotations, self.predictions, 
+                              self.labels):
+            _problem1, _, _problem2, _ = _s
+            self.sim_num_samples[_problem1, _problem2] += 1
+            self.sim_num_correct[_problem1, _problem2] += int(_p == _l)
+
+    def compSimTestAccuracy(self):
+        """
+        Compute lists of accuracy of similarity and dissimilarity detection
+        Returns:
+        - list of tested problems
+          i-th element of list is either True or False 
+          indicating if solutions of i-th problem were tested
+        - list of accuracy of similarity detection
+          An element of the list is a pair: <problem, accuracy>
+        - list of accuracy of dissimilarity tests
+          Elements of this list are tuples
+          <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+          If any accuracy acc1(acc2) is not defined: 
+             acc1(acc2) = None
+             acc1+acc2  = 2*acc2(2*acc1)
+             abs(acc1-acc2) = 0
+        """
+        _sim = []
+        _dissim = []
+        _tested_problems = [False] * len(self.problems)
+        for _i in range(self._n_problems):
+            for _j in range(self._n_problems):
+                if _j > _i: break
+                _ntests_ij = self.sim_num_samples[_i, _j]
+                _ntests_ji = self.sim_num_samples[_j, _i]
+                if _ntests_ij + _ntests_ji == 0: continue
+                _tested_problems[_i] = True
+                _tested_problems[_j] = True
+                if _j == _i:
+                    _acc = self.sim_num_correct[_i, _j] / _ntests_ij
+                    _sim.append((_i, _acc))
+                    continue
+                if _ntests_ij == 0:
+                    _acc_ji = self.sim_num_correct[_j, _i] / _ntests_ji
+                    _dissim.append((_j, _i, None, _acc_ji, _acc_ji, 0))
+                    continue
+                if _ntests_ji == 0:
+                    _acc_ij = self.sim_num_correct[_i, _j] / _ntests_ij
+                    _dissim.append((_i, _j,  _acc_ij, None, _acc_ij, 0))
+                    continue
+                _acc_ij = self.sim_num_correct[_i, _j] / _ntests_ij
+                _acc_ji = self.sim_num_correct[_j, _i] / _ntests_ji
+                _acc = ((self.sim_num_correct[_i, _j] + 
+                         self.sim_num_correct[_j, _i]) /
+                        (_ntests_ij + _ntests_ji))
+                _dissim.append((_i, _j,  _acc_ij, _acc_ji, _acc, 
+                                abs(_acc_ij - _acc_ji)))
+        return _tested_problems, _sim, _dissim
+
+    def writeSimDissimAccuracy(self, tested_problems, f):
+        """
+        Write matrix of accuracy of similarity/dissimilarity detection
+        Parameters:
+        - tested_problems  -- list of tested problems
+                              i-th element of list is either True or False 
+                              indicating if solutions of i-th problem 
+                              were tested
+        - f                -- file to write to
+        """
+        f.write("Matrix of similarity/dissimilarity detection accuracy\n")
+        f.write("-----------------------------------------------------\n")
+        _s = "    "
+        for _i, _tested in enumerate(tested_problems):
+            if not _tested: continue
+            _s += "{:5d} ".format(_i)
+        f.write(_s + "\n")
+        for _i, _tested_row in enumerate(tested_problems): 
+            if not _tested_row: continue
+            _s = "{:3d} ".format(_i)
+            for _j, _tested_col in enumerate(tested_problems):
+                if not _tested_col: continue
+                if self.sim_num_samples[_i, _j]:
+                    _acc = self.sim_num_correct[_i, _j] / self.sim_num_samples[_i, _j]
+                    _s += "{:5.1f} ".format(100.0 * _acc)
+                else:
+                    _s += " -   "
+            f.write(_s + "\n")
+
+    def reportSimilarityProblems(self, sim_accuracy, f):
+        """
+        Write down accuracy of similarity detection 
+        of two solutions of same problem
+        Parameters:
+        - sim_accuracy  -- list of accuracy of similarity detection
+                            An element of the list is a pair: 
+                            <problem, accuracy>
+        - f             -- file to write the report to
+        """
+        f.write("#    Probl   Accu-      N      N     Problem name\n")
+        f.write("     numb    racy     tests  errors              \n")
+        for _i, _p_acc in enumerate(sim_accuracy):
+            _p = _p_acc[0]
+            f.write("{:4d}  {:4d}  {:6.2f}%   {:5d}  {:5d}   {:s}\n".
+                  format(_i, _p, _p_acc[1] * 100.0, 
+                         self.sim_num_samples[_p, _p], 
+                         self.sim_num_samples[_p, _p] - self.sim_num_correct[_p, _p],
+                         self.problems[_p]))
+
+    def getSimilarityMistakes(self, problems):
+        """
+        Get list of errors in similarity detection 
+        of problem solutions
+        Parameters:
+        -  problems -- indices of problems to report
+        Returns: list of lists of indices of samples for which
+        it was incorrectly decided that they give dissimilar solutions
+        """
+        #Number of mistakes to detect that two solutions 
+        #of same problem are similar
+        _mistakes = [[] for i in range(len(problems))]
+        for _i in range(self._n_samples):
+            _problem1, _solution1, _problem2, _solution2 = self.annotations[_i]
+            if _problem1 != _problem2: continue
+            if (self.predictions[_i] != self.labels[_i] and 
+                _problem1 in problems):
+                _bad_idx = problems.index(_problem1)
+                _mistakes[_bad_idx].append(_i)
+        return _mistakes
+
+    def reportSimilarityMisclass(self, sim_accuracy, mistakes, f):
+        """
+        Report errors in similarity detection of problem solutions
+        Parameters:
+        - sim_accuracy  -- list of accuracy of similarity detection
+                           An element of the list is a pair: 
+                           <problem, accuracy>
+        - problems  --  problems to report
+        - mistakes  --  list of lists of indices of samples for which
+                        it was incorrectly decided that they give 
+                        disssimilar solutions
+        - f         -- to write report to
+        """
+        for _i, _c in enumerate(sim_accuracy):
+            _p, _a = _c
+            if not mistakes[_i]: continue
+            f.write(f"#{_i}  For problem {self.problems[_p]} number {_p} " + 
+                    f"having {100.0 * _a : .2f}% accuracy of similarity detection\n")
+            f.write(f"there are {len(mistakes[_i])} " + 
+                    "incorrectly detected missimilarities:\n")
+            self.writeMistakes(mistakes[_i], f)
+
+    def writeMistakes(self, mistakes, f):
+        """
+        Report problem solutions whose similarity was 
+        incorrectly classified
+        Parameters:
+        - mistakes     -- list of indices of incorrectly 
+                          classified samples
+        - f            -- to write report to
+        """
+        def _getConf(s):
+            """
+            Get confedence of predicting sample s
+            Convert sigmoid output to probability
+            """
+            _p = self.probabilities[s][0]
+            return _p if self.predictions[s] else 1 - _p
+        _n_errs_report = min(len(mistakes), self.max_n_cases_report)
+        _line = ""
+        _punct = ", "
+        for _i, _err_sample in enumerate(sorted(mistakes,
+                key =_getConf, reverse = True)[: _n_errs_report]):
+            _p1, _solution1, _p2, _solution2 = \
+                self.annotations[_err_sample]
+            #Convert sigmoid output to probability
+            #_p = self.probabilities[_err_sample][0]
+            #_conf = _p if self.predictions[_err_sample] else 1 - _p
+            _conf = "{:6.2f}".format(100.0 * _getConf(_err_sample))
+            if len(_line) > 80:
+                f.write(_line + "\n")
+                _line = ""
+            if _i + 1 == len(mistakes):
+                _punct = ""
+            _line += (self.solutions[_p1][_solution1] + 
+                      "/" + self.solutions[_p2][_solution2] + '(' + 
+                      _conf + '%)' + _punct)
+        if _line: f.write(_line + "\n\n")
+                
+    def reportSimilarity(self, sim_accuracy):
+        """
+        Analyze and report information on detection of similarity 
+        of problem solutions
+        Parameters:
+        - sim_accuracy  -- list of accuracy of similarity detection
+                            An element of the list is a pair: <problem, accuracy>
+        """
+        with open(f"{self.report_dir}/{self.simil_stat_fn}", 'w') as _f:        
+            _f.write("Statistics on similarity detection\n")
+            _f.write("----------------------------------\n")
+            self.reportSimilarityProblems(sim_accuracy, _f)
+            _sim_acc =\
+                    sorted(sim_accuracy, key = lambda _s : _s[1])
+            _worst_problems = _sim_acc[: self._n_cases_report]
+            _best_problems = _sim_acc[-self._n_cases_report :]
+            _problems = list(zip(*(_worst_problems + _best_problems)))[0]
+            _mistakes  = self.getSimilarityMistakes(_problems)
+            _f.write("\nProblems with worst similarity detection\n")
+            _f.write("------------------------------------------\n")
+            self.reportSimilarityProblems(_worst_problems, _f)
+            _f.write("\nSimilarity detection errors for worst problems:\n")
+            _f.write("-------------------------------------------------\n")
+            self.reportSimilarityMisclass(_worst_problems,
+                                    _mistakes[: len(_worst_problems)], _f)
+            _f.write("\nProblems with best similarity detection\n")
+            _f.write("------------------------------------------\n")
+            self.reportSimilarityProblems(_best_problems, _f)
+            _f.write("\nSimilarity detection errors for best problems:\n")
+            _f.write("-----------------------------------------------\n")
+            self.reportSimilarityMisclass(_best_problems,
+                                _mistakes[len(_worst_problems) :], _f)
+
+    def reportDissimilarityProblems(self, tests, f):
+        """
+        Print report on accuracy of dissimilarity detection
+        of solutions of pairs of problems
+        Parameters:
+        - tests -- list of accuracy of dissimilarity tests
+                   Elements of this list are tuples
+                   <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+                   If any accuracy acc1(acc2) is not defined: 
+                   acc1(acc2) = None
+                   acc1+acc2  = 2*acc2(2*acc1)
+                   abs(acc1-acc2) = 0
+                   * acc1 is for similarity of problem1 to problem2 solutions
+                   * acc2 is for similarity of problem2 to problem1 solutions
+        - f     -- File to write to
+        """
+        f.write("#               1-st problem                                   2-nd problem        \n")
+        f.write("    Indx    Name         tsts  errs  Acc-cy Indx   Name          Tsts  Errs  Acc-cy\n")
+        f.write("-----------------------------------------------------------------------------------\n")
+        for _i, _t in enumerate(tests):
+            _p1, _p2, _a1, _a2, _a12, _diff = _t
+            _acc1 = "{:6.2f}%".format(100.0 * _a1) if _a1 is not None else "   -   "
+            _acc2 = "{:6.2f}%".format(100.0 * _a2) if _a2 is not None else "   -   "
+            f.write("{:3d} {:4d} {:16s} {:4d} {:4d} {:5s} {:4d} {:16s} {:4d} {:4d} {:5s}\n".
+                format(_i, _p1, self.problems[_p1], 
+                       self.sim_num_samples[_p1, _p2], 
+                       self.sim_num_samples[_p1, _p2] - self.sim_num_correct[_p1, _p2],
+                       _acc1,
+                       _p2, self.problems[_p2], 
+                       self.sim_num_samples[_p2, _p1], 
+                       self.sim_num_samples[_p2, _p1] - self.sim_num_correct[_p2, _p1],
+                       _acc2))
+
+    def getDissimilarityMistakes(self, tests):
+        """
+        Get list of errors in dissimilarity detection 
+        of problem solutions
+        Parameters:
+        -  tests -- list of accuracy of dissimilarity tests
+                    Elements of this list are tuples
+                    <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+                    If any accuracy acc1(acc2) is not defined: 
+                    acc1(acc2) = None
+                    acc1+acc2  = 2*acc2(2*acc1)
+                    abs(acc1-acc2) = 0
+        Returns: list of lists of indices of samples for which
+        it was incorrectly decided that they represent similar solutions
+        """
+        #Number of mistakes to detect that two solutions 
+        #of same problem are similar
+        _test_ids_1 = [(_x[0], _x[1]) for _x in tests]
+        _test_ids_2 = [(_x[1], _x[0]) for _x in tests]
+        _mistakes = [[] for i in range(len(tests))]
+        for _i in range(self._n_samples):
+            _problem1, _solution1, _problem2, _solution2 = self.annotations[_i]
+            if _problem1 == _problem2: continue
+            if self.predictions[_i] == self.labels[_i]: continue
+            _t = (_problem1, _problem2)
+            if _t in _test_ids_1:
+                _bad_idx = _test_ids_1.index(_t)
+                _mistakes[_bad_idx].append(_i)
+            if _t in _test_ids_2:
+                _bad_idx = _test_ids_2.index(_t)
+                _mistakes[_bad_idx].append(_i)
+        return _mistakes
+
+    def reportDissimilarityMisclass(self, tests, mistakes, f):
+        """
+        Report errors in dissimilarity detection of problem solutions
+        Parameters:
+        - tests     --   tests to report
+                         list of accuracy of dissimilarity tests
+                         Elements of this list are tuples
+                         <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+                         If any accuracy acc1(acc2) is not defined: 
+                         acc1(acc2) = None
+                         acc1+acc2  = 2*acc2(2*acc1)
+                         abs(acc1-acc2) = 0
+        - mistakes  --  list of lists of indices of samples for which
+        - f         -- file to write to
+        it was incorrectly decided that they give similar solutions
+        """
+        for _i, _t in enumerate(tests):
+            if not mistakes[_i]: continue
+            _p1, _p2, _a1, _a2, _a12, _diff = _t
+            _acc1 = "{:6.2f}%".format(100.0 * _a1) if _a1 is not None else "-"
+            _acc2 = "{:6.2f}%".format(100.0 * _a2) if _a2 is not None else "-"
+            f.write(f"#{_i}  For problem {self.problems[_p1]} number {_p1} " + 
+                    f"and problem {self.problems[_p2]} number {_p2} " + 
+                    f"having {_acc1} and {_acc2} " + 
+                    "accuracies of dissimilarity detection\n")
+            f.write(f"There are {len(mistakes[_i])} " + 
+                    "incorrectly detected similarities:\n")
+            self.writeMistakes(mistakes[_i], f)
+
+    def reportDissimilarity(self, dissim_acc):
+        """
+        Analyze and report information on detection of dissimilarity 
+        of problem solutions
+        Parameters:
+        - dissim_acc  -- list of accuracy of dissimilarity tests
+                         Elements of this list are tuples
+                         <problem1, problem2, acc1, acc2, acc1+acc2, abs(acc1-acc2)>
+                         If any accuracy acc1(acc2) is not defined: 
+                         acc1(acc2) = None
+                         acc1+acc2  = 2*acc2(2*acc1)
+                         abs(acc1-acc2) = 0
+        """
+        #Sort according to accuracy minimum
+        dissim_acc.sort(key = lambda _s : _s[4])
+        _worst_tests = dissim_acc[: self._n_cases_report]
+        _best_tests = dissim_acc[-self._n_cases_report :]
+        _mistakes = self.getDissimilarityMistakes(_worst_tests + _best_tests)
+        with open(f"{self.report_dir}/{self.dissimil_stat_fn}", 'w') as _f:        
+            _f.write("\nWorst dissimilarity tests:\n")
+            _f.write("----------------------------\n")
+            self.reportDissimilarityProblems(_worst_tests, _f)
+            self.reportDissimilarityMisclass(_worst_tests, 
+                                _mistakes[: len(_worst_tests)], _f)
+            _f.write("\nBest dissimilarity tests:\n")
+            _f.write("-------------------------\n")
+            self.reportDissimilarityProblems(_best_tests, _f)
+            self.reportDissimilarityMisclass(_best_tests, 
+                            _mistakes[len(_worst_tests) :], _f)
+            _f.write("\nTests with high asymmetry of similarity detection:\n")
+            _f.write("---------------------------------------------------\n")
+            #Sort according to accuracy discrepancy
+            dissim_acc.sort(key = lambda _s : _s[5])
+            _asymm_tests = dissim_acc[-self._n_cases_report :]
+            _mistakes = self.getDissimilarityMistakes(_asymm_tests)
+            self.reportDissimilarityProblems(_asymm_tests, _f)
+            self.reportDissimilarityMisclass(_asymm_tests, _mistakes, _f)
+
+    def writeReport(self):
+        """
+        Write report on similarity analysis
+        """
+        self.printConfusionReport()
+        self.similarityConfusion()
+        _tested_problems, _sim_acc, _dissim_acc = \
+                                self.compSimTestAccuracy()
+        with open(f"{self.report_dir}/{self._conf_mat_fn}", 'w') as _f:
+            self.writeSimDissimAccuracy(_tested_problems, _f)
+        self.reportSimilarity(_sim_acc)
+        self.reportDissimilarity(_dissim_acc)
+#---------------- End of class  ConfusionAnalysis ----------------------
+
+
+
+
+    
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/ExpSimSeqTok.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/ExpSimSeqTok.py
new file mode 100644
index 0000000..2905422
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/ExpSimSeqTok.py
@@ -0,0 +1,222 @@
+
+"""
+Experimental program for training source code similarity analyzer
+using sequence or Tokens technique by 2-way Siamese type DNN
+Uses:
+ - experimental Siameze CNN 
+ - custom metric
+ - class sample weights
+runs in multi-GPU mode
+History of traing is pickled to be plotted with other application
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/CommonFunctions"])
+
+from SeqTok2WaySimDsTF import SeqTok2WaySimDsTF
+from ExpSiamModel import ExpSiameseModelFactory
+from FuncModelMaker    import *
+from ProgramArguments import *
+from Utilities import *
+from DsUtilities import DataRand
+
+def makeDNN(n_tokens, args):
+    """
+    Make classification DNN according to program arguments
+    Parameters:
+    - n_tokens  -- number of token types in the sequences
+    - args      -- parsed main program arguments
+    """
+    _convolutions = list(zip(args.filters, args.kernels, args.strides) 
+                         if args.strides
+                         else zip(args.filters, args.kernels))
+    if args.dnn == "basic":
+        _model_factory = FuncModelFactory(
+            1, regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.siameseSimilarityCNN(
+            n_tokens, _convolutions, args.dense,
+            pool = args.pool,
+            side_dense = args.side_dense,
+            conv_act = args.conv_act,
+            regul_dense_only = args.regul_dense_only,
+            input_type = args.coding,
+            dropout_rate = args.dropout,
+            merge = args.merge,
+            embedding_dim = args.embed,
+            optimizer = args.optimizer)
+        print("Siamese DNN for similarity analysis is constructed")
+    else:
+        _model_factory = ExpSiameseModelFactory(
+            1, regularizer = (args.l1, args.l2),
+            loss = args.loss)
+        _dnn = _model_factory.makeCNN(args.dnn,
+            n_tokens, _convolutions, args.dense,
+            pool = args.pool,
+            side_dense = args.side_dense,
+            conv_act = args.conv_act,
+            regul_dense_only = args.regul_dense_only,
+            input_type = args.coding,
+            dropout_rate = args.dropout,
+            merge = args.merge,
+            embedding_dim = args.embed,
+            optimizer = args.optimizer)
+        print(f"Experimental dnn {args.dnn} is constructed")
+    return _dnn
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_loss', 
+                                                  patience=100)
+    #callbacks = [early_stop]
+    callbacks = []
+
+    def lrScheduler(epoch, lr):
+        """
+        Utility function of learning rate scheduler
+        Parameters:
+        - epoch   -- current epoch
+        - lr      -- current learning rate
+        Returns new learning rate
+        """
+        if epoch < 10:
+            return lr
+        else:
+            return lr * tf.math.exp(-0.1)
+            
+        lrUpdate = \
+            tf.keras.callbacks.LearningRateScheduler(
+                lrScheduler, verbose=1)
+
+    lrOnPlateaur = tf.keras.callbacks.ReduceLROnPlateau(
+        monitor='loss', factor=0.5, patience=2, 
+        cooldown=0, min_delta=0.0001, min_lr=0.0001, verbose=1)
+    #callbacks.append(lrOnPlateaur)
+
+    if args.ckpt_dir:
+        latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        checkpoint_callback = makeCkptCallback(args.ckpt_dir,
+                                    monitor = args.monitor)
+        callbacks.append(checkpoint_callback)
+    else:
+        latest_checkpoint = None
+
+    _ds = SeqTok2WaySimDsTF(args.dataset,
+            min_n_solutions = args.min_solutions,
+            max_n_problems = args.problems,
+            short_code_th = args.short_code,
+            long_code_th = args.long_code,
+            max_seq_length = args.seq_len,
+            test = args.testpart,
+            batch = args.batch,
+            labels01 = not args.symmetric_labels)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parrelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        if latest_checkpoint:
+            print("Restoring from", latest_checkpoint)
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            print("Constructing DNN")
+            _dnn = makeDNN(_ds.n_token_types, args)
+
+    _val_ds, _train_ds = \
+        _ds.trainValidDsSameProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart) \
+        if args.validation == "same" else \
+           _ds.trainValidDsDifferentProblems(
+               args.valpart, args.valsize, args.trainsize,
+               args.similpart)
+
+    _tds = _train_ds[0].prefetch(2)
+    _vds = _val_ds[0].prefetch(2)
+
+    if args.sim_weight:
+        _w_sim = args.sim_weight / (1.0 + args.sim_weight)
+        _w_dissim = 1 - _w_sim
+        _class_weight = {-1: _w_dissim, 1: _w_sim} if args.symmetric_labels \
+            else {0: _w_dissim, 1: _w_sim}
+        history = _dnn.fit(_tds,
+                           validation_data = _vds,
+                           class_weight = _class_weight,
+                           epochs = args.epochs,
+                           steps_per_epoch = args.steps_per_epoch,
+                           verbose = args.progress,
+                           callbacks = callbacks)    
+    else:
+        history = _dnn.fit(_tds,
+                           validation_data = _vds,
+                           epochs = args.epochs,
+                           steps_per_epoch = args.steps_per_epoch,
+                           verbose = args.progress,
+                           callbacks = callbacks)
+
+    with open(args.history, 'wb') as _jar:
+        pickle.dump(history.history, _jar)
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nEXPERIMENTAL SOURCE CODE SIMILARITY ANALYZER BY SIAMESE DNN")
+
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Experimental source code similarity analysis by Siamese DNN",
+        task = "similarity")
+    parser = addSeqTokensArgs(parser)
+    parser = addRegularizationArgs(parser)
+    parser.add_argument("--side_dense", type=int, nargs='*',
+                        help="sizes of dense layers")
+    parser.add_argument("--merge", type=str, 
+                        default="concatenate", 
+                        choices=["concatenate", "subtract",
+                                 "dot_prod_sigmoid", "cosine"],
+                        help="method of merging outputs of siamese blocks of dnn")
+    parser.add_argument('--symmetric_labels', action='http://github.com/store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument("--sim_weight", default = None, type=float,
+                        help = "weight of similar samples")
+    parser.add_argument("--steps_per_epoch", default = None, type=int,
+                        help = "Steps per training epoch")
+    parser.add_argument("--monitor", type=str, 
+                        default="val_accuracy", 
+                        choices=["val_accuracy", "val_loss"],
+                        help="metric to monitor for checkpoints")
+    parser.add_argument("--loss", type=str, default=None, 
+                        help="loss function to optimize")
+    args = parseArguments(parser)
+    checkConvolution(args)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqClassParallel.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqClassParallel.py
new file mode 100644
index 0000000..bb7e333
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqClassParallel.py
@@ -0,0 +1,155 @@
+"""
+Program for code classification by Sequence or Tokens technique
+using convolutional neural network in multi-GPU mode
+
+History of traing is pickled to be plotted with other application
+
+Implements convolutional neural network classifier of 
+sorce code represented with sequeence of tokens
+Its number of convolutional and dense layers, 
+and their dimensions are specified by program arguments.
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+
+Program arguments are defined below in definition of 
+argparse Argmuments Parser object
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/CommonFunctions"])
+
+from ProgramArguments  import *
+from Utilities         import *
+from DsUtilities       import DataRand
+from SeqTokDataset     import SeqTokDataset
+from SeqModelMaker     import SeqModelFactory
+from ExperimentalModel import ExperimentModelFactory
+from ModelUtils        import UniqueSeed
+
+def makeDNN(n_tokens, n_labels, args):
+    """
+    Make classification DNN according to program arguments
+    Parameters:
+    - n_tokens  -- number of token types in the sequences
+    - n_labels  -- number of class lables
+    - args      -- parsed main program arguments
+    """
+    _convolutions = \
+            list(zip(args.filters, args.kernels, args.strides) 
+                 if args.strides
+                 else zip(args.filters, args.kernels))
+    if args.dnn == "basic":
+        _model_factory = SeqModelFactory(n_tokens, n_labels)
+        _dnn = _model_factory.cnnDNN(_convolutions, args.dense,
+                                     pool = args.pool,
+                                     conv_act = args.conv_act,
+                                     regular = (args.l1, args.l2),
+                                     regul_dense_only = args.regul_dense_only,
+                                     input_type = args.coding,
+                                     dropout_rate = args.dropout,
+                                     optimizer = args.optimizer, 
+                                     embedding_dim = args.embed)
+        print("Basic dnn for source code classification is constructed")
+    else:
+        _model_factory = ExperimentModelFactory(n_labels,
+                                                regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.doublePoolClassCNN(
+            n_tokens,
+            _convolutions, args.dense,
+            conv_act = args.conv_act,
+            input_type = args.coding,
+            embedding_dim = args.embed,
+            regul_dense_only = args.regul_dense_only,
+            dropout_rate = args.dropout,
+            optimizer = args.optimizer)
+        print("Experimental dnn with both max and average pooling is constructed")
+    return _dnn
+
+def main(args):
+    """
+    Main function of program for classifying source code
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    UniqueSeed.setSeed(args.seed_model)
+
+    early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_accuracy', 
+                                                  patience=args.patience)
+    callbacks = [early_stop]
+    if args.ckpt_dir:
+        latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        checkpoint_callback = makeCkptCallback(args.ckpt_dir)
+        callbacks.append(checkpoint_callback)
+    else:
+        latest_checkpoint = None
+
+    _ds = SeqTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        max_seq_length = args.seq_len,
+                        test_part = args.testpart,
+                        balanced_split = args.balanced_split)
+
+    print(f"Classification of source code among {_ds.n_labels} classes")
+    print("Technique of convolutional neural network on sequence of tokens\n")
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parrelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        if latest_checkpoint:
+            print("Restoring DNN from", latest_checkpoint)
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            print("Constructing DNN")
+            _dnn = makeDNN(_ds.n_token_types, _ds.n_labels, args)
+    _val_ds, _train_ds = _ds.trainValidDs(args.valpart, args.batch)
+
+    _tds = _train_ds[0]
+    _tds = _tds.shuffle(50, reshuffle_each_iteration=True,
+                        seed = UniqueSeed.getSeed()).prefetch(2)
+
+    history = _dnn.fit(_tds,
+                       validation_data = _val_ds[0].prefetch(2),
+                       epochs = args.epochs, verbose = args.progress,
+                       callbacks = callbacks)
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCODE CLASSIFICATION WITH SEQUENCE OF TOKENS TECHNIQUE")
+
+    #Command-line arguments
+    parser = makeArgParserCodeML(
+        "Sequence of tokens source code classifier",
+        task = "classification")
+    parser = addSeqTokensArgs(parser)
+    parser = addRegularizationArgs(parser)
+    args = parseArguments(parser)
+
+    checkConvolution(args)
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqOfTokensClassifier.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqOfTokensClassifier.py
new file mode 100644
index 0000000..bc5d509
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqOfTokensClassifier.py
@@ -0,0 +1,136 @@
+"""
+Program for code classification by Sequence or Tokens technique
+using convolutional neural network
+
+History of traing is pickled to be plotted with other application
+
+Implements convolutional neural network classifier of 
+sorce code represented with sequeence of tokens
+Its number of convolutional and dense layers, 
+and their dimensions are specified by program arguments.
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+
+Program arguments are defined below in definition of 
+argparse Argmuments Parser object
+"""
+import sys
+import os
+import argparse
+import pickle
+import numpy as np
+import tensorflow as tf
+import random as python_random
+
+main_dir = os.path.dirname(os.path.realpath(__file__))
+sys.path.extend([f"{main_dir}/../Dataset",
+                 f"{main_dir}/../ModelMaker",
+                 f"{main_dir}/../PostProcessor",
+                 f"{main_dir}/../CommonFunctions"])
+
+from Utilities        import resetSeeds
+from ProgramArguments import (makeArgParserCodeML, parseArguments, 
+                              addSeqTokensArgs, addRegularizationArgs,
+                              checkConvolution)
+from SeqTokDataset    import SeqTokDataset
+from DsUtilities      import DataRand
+from SeqModelMaker    import SeqModelFactory
+from ClassConfusion   import ClassConfusAnalysis
+
+def confusionAnalysis(dnn, ds, labels, solutions, problems):
+    """
+    Perform confusion analysis and report its results
+    Parameters:
+    - dnn       -- DNN to make classification
+    - ds        -- Dataset to classify
+    - labels    -- Labels as indices of classes
+    - solutions -- Names of problem solutions (names of samples)
+    - problems  -- Names of problems (names of classes)
+    """
+    _prob = dnn.predict(ds)
+    _confusion = ClassConfusAnalysis(_prob, labels, solutions, 
+                                     problems)
+    _confusion.writeReport()
+
+def train(dnn, val_ds, train_ds, epochs,
+          history_fn, verbose):
+    """
+    Train given DNN on given dataset
+
+    - dnn            -- DNN compiled and optimized
+    - val_ds         -- Valdiation dataset as a pair 
+                        of sample and lables arrays
+    - train_ds       -- Training dataset as as a pair 
+                        of sample and lables arrays
+    - epochs         -- Number of training epochs
+    - history_fn     -- Name of file to pickle training history
+    - verbose        -- Keras mode of verbosity: 0, 1, 2
+    """
+    history = dnn.fit(train_ds,
+                      epochs = epochs,
+                      validation_data = val_ds,
+                      verbose = verbose)
+    with open(history_fn, 'wb') as _jar:
+        pickle.dump(history.history, _jar)
+
+def main(args):
+    """
+    Main function of program for classifying source code
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    
+    _ds = SeqTokDataset(args.dataset,
+                        min_n_solutions = max(args.min_solutions, 3),
+                        max_n_problems = args.problems,
+                        short_code_th = args.short_code,
+                        long_code_th = args.long_code,
+                        max_seq_length = args.seq_len,
+                        balanced_split = args.balanced_split)
+
+    print(f"Classification of source code among {_ds.n_labels} classes")
+    print("Technique of convolutional neural network on sequence of tokens\n")
+    _model_factory = SeqModelFactory(_ds.n_token_types, _ds.n_labels)
+    _convolutions = list(zip(args.filters, args.kernels, args.strides) 
+                         if args.strides
+                         else zip(args.filters, args.kernels))
+    _dnn = _model_factory.cnnDNN(_convolutions, args.dense,
+                                 pool = args.pool,
+                                 conv_act = args.conv_act,
+                                 regular = (args.l1, args.l2),
+                                 input_type = args.coding,
+                                 optimizer = args.optimizer, 
+                                 embedding_dim = args.embed)
+
+    _val_ds, _train_ds = _ds.trainValidDs(args.valpart, args.batch)
+
+    train(_dnn, _val_ds[0], _train_ds[0], args.epochs,
+          args.history, args.progress)
+    _ds, _labels, _sample_names, _label_names = _val_ds
+    confusionAnalysis(_dnn, _ds,  _labels, _sample_names, _label_names)
+
+#######################################################################
+# Command line arguments of are described below
+#######################################################################
+if __name__ == '__main__':
+    print("\nCODE CLASSIFICATION WITH SEQUENCE OF TOKENS TECHNIQUE")
+
+    #Command-line arguments
+    parser = makeArgParserCodeML(
+        "Sequence of tokens source code classifier",
+        task = "classification")
+    parser = addSeqTokensArgs(parser)
+    parser = addRegularizationArgs(parser)
+    args = parseArguments(parser)
+
+    checkConvolution(args)
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDataset.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDataset.py
new file mode 100644
index 0000000..3ecd90a
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDataset.py
@@ -0,0 +1,138 @@
+"""
+Module for constracting dataset of sequence of tokens
+for similarity analysis
+Loads tokenized samples of source codes solving programming 
+problems and constructs data set of sampleas for similarity 
+analysis.
+Each sample is a pair of problem solutions.
+
+This implementation of does not support creation of test datset 
+"""
+import sys
+import os
+import math
+
+import numpy as np
+
+from TokensSimilDS import SimilarityDSMaker
+
+class SeqTok2WaySimDS(SimilarityDSMaker):
+    """
+    Class for making datasets
+    to train source code similarity analyser 
+    by sequence of tokens technique
+    Specializes parent class with functions 
+    computing sequence of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 max_seq_length = None, test = 0):
+        """
+        Initialize object SeqTok2WaySimDS
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - max_seq_length  -- maximum length of token sequences
+                             to pad or truncate.
+                             If it is none all sequences are padded
+                             to maximum length of tokenized code samples.
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        """
+        super(SeqTok2WaySimDS, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th,
+            test = test)
+        self.seq_length =  \
+            self.code_max_length if max_seq_length is None \
+            else max_seq_length        
+
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as python list
+        """
+        return list(map(lambda _tok: _tok + 1, tokens))
+
+    def _fillInOneHot(self, ds, sample_idx, seq):
+        """
+        !!!OBSOLETE FUNCTION, RETAINED AS AN EXAMPLE!!!
+        Fill in dataset numpy array with one solution
+        using one hot coding
+        Parameters:
+        - ds          -- numpy array of to fill in with one part 
+                         of similary sample
+        - sample_idx  -- index of the similarity sample
+        - seq         -- sequence of tokens of solution source code
+        """
+        _l = min(len(seq), self.seq_length)
+        for _i, _tok in enumerate(seq[0 : _l]):
+            ds[sample_idx, _i, _tok] = 1.0
+
+    def _fillInCategorical(self, ds, sample_idx, seq):
+        """
+        Fill in dataset numpy array with one solution
+        using categorical coding
+        Parameters:
+        - ds          -- numpy array of to fill in with one part 
+                         of similary sample
+        - sample_idx  -- index of the similarity sample
+        - seq         -- sequence of tokens of solution source code
+        """
+        _l = min(len(seq), self.seq_length)
+        for _i, _tok in enumerate(seq[0 : _l]):
+            ds[sample_idx, _i] = _tok
+
+
+    def makeSimDataset(self, samples, labels):
+        """
+        Make similarity dataset 
+        in the form of a pair of numpy arrays
+        with one hot token coding of each token and 
+        fixed length of sequences
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as dummy parameter,
+                                 which is not used here
+        Returns:
+        - list of two datasets in numpy form ready for processing with DNN,
+          where each sequence of tokens is an array slice,
+          and tokens are represented with one hot coding
+        """
+        _np_ds1 = np.zeros(shape=(len(samples), self.seq_length), 
+                           dtype=np.int32)
+        _np_ds2 = np.zeros(shape=(len(samples), self.seq_length), 
+                           dtype=np.int32)            
+        for _i, _s in enumerate(samples):
+            _p1_idx, _s1_idx, _p2_idx, _s2_idx = _s
+            _seq1 = self.problems_solutions[_p1_idx][_s1_idx]
+            _seq2 = self.problems_solutions[_p2_idx][_s2_idx]
+            self._fillInCategorical(_np_ds1, _i, _seq1)
+            self._fillInCategorical(_np_ds2, _i, _seq2)
+        return [_np_ds1, _np_ds2]
+#---------------- End of class SeqTok2WaySimDS -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDsTF.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDsTF.py
new file mode 100644
index 0000000..32208d5
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTok2WaySimDsTF.py
@@ -0,0 +1,103 @@
+"""
+Module for constracting TF dataset of sequence of tokens
+for similarity analysis
+Loads tokenized samples of source codes solving programming 
+problems and 
+constructs data set of samples for similarity analysis.
+Each sample is a pair of problem solutions.
+"""
+import sys
+import os
+import math
+
+from TokensSimilDS import SimilarityDSMaker
+from DoubleSeqTfDS import DoubleSeqTfDataset
+
+class SeqTok2WaySimDsTF(SimilarityDSMaker):
+    """
+    Class for making datasets
+    to train source code similarity analyser 
+    by sequence of tokens technique
+    Specializes parent class with functions 
+    computing sequence of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 max_seq_length = None, test = 0,
+                 labels01 = True, batch = 512):
+        """
+        Initialize object SeqTok2WaySimDS
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - max_seq_length  -- maximum length of token sequences
+                             to pad or truncate.
+                             If it is none all sequences are padded
+                             to maximum length of tokenized code samples.
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        - labels01        -- label types flag:
+                             True:   0/1 labels
+                             Flase:  -1/+1 labels
+        - batch           -- batch size for TF dataset
+        """
+        super(SeqTok2WaySimDsTF, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th,
+            test = test, labels01 = labels01)
+        self.seq_length =  \
+            self.code_max_length if max_seq_length is None \
+            else max_seq_length
+        self.batch_size = batch
+
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as python list
+        """
+        return list(map(lambda _tok: _tok + 1, tokens))
+
+    def makeSimDataset(self, samples, labels):
+        """
+        Make similarity dataset in the form of 
+        TensorFlow  Datasets of from_generator type
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as numpy array
+                                 If labels is None, the dataset is test dataset
+        Returns:
+        - Tensorflow dataset combined from 
+          * two tensorflow datasets representing each sequence of tokens; and
+          * tensorflow dataset rezenting labels 
+        """
+        _seq1 = [self.problems_solutions[_s[0]][_s[1]] for _s in samples]
+        _seq2 = [self.problems_solutions[_s[2]][_s[3]] for _s in samples]
+        _ds =  DoubleSeqTfDataset.makeDoubleSeqDataset(
+            _seq1, _seq2, labels, self.batch_size)
+        return _ds
+#---------------- End of class SeqTok2WaySimDsTF -------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokDataset.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokDataset.py
new file mode 100644
index 0000000..29d818c
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokDataset.py
@@ -0,0 +1,133 @@
+"""
+Module for constracting dataset for classifying code of problem solution
+The problem solutions are represented with sequences of source code tokens
+
+Extends module TokensClassifDS with 
+capability of computing samples of sequence of tokens 
+"""
+import sys
+import os
+
+import numpy as np
+import math
+from TokensClassifDS import ClassifDSMaker
+
+class SeqTokDataset(ClassifDSMaker):
+    """
+    Class for making datasets
+    to train sequence of tokens classifiers
+    Specializes parent class with 
+    functions computing samples as sequences of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 max_seq_length = None, test_part = 0,
+                 balanced_split = False):
+        """
+        Initialize object SeqTokDataset with files to process
+
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - max_seq_length  -- maximum length of token sequences
+                             to pad or truncate.
+                             If it is none all sequences are padded
+                             to maximum length of tokenized code samples.
+        - test_part       -- fraction of data reserved for test set   
+        - balanced_split  -- flag to make training/validation/test split
+                             of the dateset fully balanced, it means that
+                             each problem has the same fraction of solutions
+        """
+        self.seq_length = max_seq_length        
+        super(SeqTokDataset, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, 
+            max_n_problems = max_n_problems,
+            short_code_th = short_code_th, 
+            long_code_th = long_code_th,
+            test_part = test_part,
+            balanced_split = balanced_split)
+        
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as python list
+        """
+        return list(map(lambda _tok: _tok + 1, tokens))
+
+    def _makeOneHot(self, samples):
+        """
+        Make one hot coding samples
+        !!!DEPRECATED FUNCTION RETAINED AS AN EXAMPLE!!!
+        Parameters:
+        - samples  -- samples as list of sequences of tokens
+        Returns:
+        - numpy array of samples ready for DNN
+
+        All sequences of tokens are made either of the same length
+        by padding and possibly truncating
+        """
+        _samples = \
+            np.zeros(shape=(len(samples), self.seq_length, 
+                            self.n_token_types), dtype=np.float32)
+        for _i, _seq in enumerate(samples):
+            for _j, _tok in enumerate(_seq[0 : min(len(_seq), 
+                                                   self.seq_length)]):
+                _samples[_i, _j, _tok] = 1.0
+        return _samples
+
+    def _makeCategorical(self, samples):
+        """
+        Make samples with categorical coding 
+        Parameters:
+        - samples  -- samples as list of sequences of tokens
+        Returns:
+        - numpy array of samples ready for DNN
+
+        All sequences of tokens are made either of the same length
+        by padding and possibly truncating
+        """
+        _samples = \
+            np.zeros(shape=(len(samples), self.seq_length),
+                            dtype=np.int32)
+        for _i, _seq in enumerate(samples):
+            for _j, _tok in enumerate(
+                    _seq[0 : min(len(_seq), self.seq_length)]):
+                     _samples[_i, _j] = _tok + 1
+        return _samples
+
+    def makeShuffledSamples(self, samples):
+        """
+        Makes shuffled samples (sequence of tokens) ready for DNN
+
+        Parameters:
+        - samples  -- samples as list of sequences of tokens
+        Returns:
+        - numpy array of samples ready for DNN
+
+        All sequences of tokens are made either of the same length
+        by padding and possibly truncating
+        """
+        if self.seq_length is None:
+            self.seq_length = self.code_max_length        
+        _samples =  self._makeCategorical(samples)
+        return _samples
+#---------------- End of class BagOfTokensLoader -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokSimDataset.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokSimDataset.py
new file mode 100644
index 0000000..2674ca1
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SeqTokSimDataset.py
@@ -0,0 +1,114 @@
+"""
+Module for constracting dataset of sequence of tokens
+for similarity analysis
+The samples are coded as 2 concatenated vectors 
+representing tokens by one-hot coding
+
+Number of classes (lables) is defined automatically
+
+This implementation of does not support creation of test datset 
+"""
+import sys
+import os
+
+import numpy as np
+import math
+from TokensSimilDS import SimilarityDSMaker
+
+class SeqTokSimilarityDS(SimilarityDSMaker):
+    """
+    Class for making datasets
+    to train source code similarity analyser of sequence of tokens
+    Specializes parent class withcomputing sequence of tokens
+    """
+    def __init__(self, dir_name, min_n_solutions = 1,
+                 problem_list = None, max_n_problems = None,
+                 short_code_th = 4, long_code_th = None,
+                 max_seq_length = None,
+                 test = 0):
+        """
+        Initialize object SeqTokSimilarityDS with files to process
+        
+        Parameters:
+        - dir_name  -- directory with files of tokenized source code files
+        - min_n_solutions -- min number of solutions of problem 
+                             required to load that problem
+        - problem_list    -- list of problem to process
+                             If it is not defined the problem are
+                             selected from all tokenized problems
+                             using specified criteria
+        - max_n_problems  -- maximum number of problems to load
+                             If it is None 
+                             all the specified problems are loaded
+        - short_code_th   -- minimum length of code to load
+        - long_code_th     -- max length of solution code to load
+                              if it is None sys.maxsize is used
+        - max_seq_length  -- maximum length of token sequences
+                             to pad or truncate.
+                             If it is none all sequences are padded
+                             to maximum length of tokenized code samples.
+        - test            -- amount of problems reserved for test dataset
+                             if test = 0 no problems test dataset is not created
+                             if test < 1 it defines fraction of all problems 
+                             if test > 1 it defines number of all problems
+        """
+        super(SeqTokSimilarityDS, self).__init__(
+            dir_name, min_n_solutions = min_n_solutions,
+            problem_list = problem_list, max_n_problems = max_n_problems,
+            short_code_th = short_code_th, long_code_th = long_code_th,
+            test = test)
+        self.seq_length =  \
+            self.code_max_length if max_seq_length is None \
+            else max_seq_length
+
+    def makeSample(self, tokens):
+        """
+        Compute sequence of tokens from list of tokens
+        No actual computation requires as the parent class 
+        did everything correctly
+        Parameters:
+        - tokens list of tokens as int values
+        Returns:
+        - sequence of tokens as python list
+        """
+        return list(tokens)
+
+    def _fillInSimDataset(self, ds, sample_idx, seq, sol_idx):
+        """
+        Fill in similarity dataset with one solution
+        Parameters:
+        - ds          -- numpy array of to fill in with one part 
+                         of similary sample
+        - sample_idx  -- index of the similarity sample
+        - seq         -- sequence of tokens of solution source code
+        - sol_idx     -- index of the solution in similarity sample
+        """
+        _displacement = sol_idx * self.n_token_types
+        _l = min(len(seq), self.seq_length)
+        for _i, _tok in enumerate(seq[0 : _l]):
+            ds[sample_idx, _i, _tok + _displacement] = 1.0
+        
+    def makeSimDataset(self, samples, labels):
+        """
+        Make similarity dataset in the form of numpy array
+        Parameters:
+        - samples             -- list of dataset samples
+                                 Each sample is represented as 4-tuple
+                                 <problem 1, solution 1, problem 2, solution 2>,
+                                 where problems and solutions are their indices
+        - labels              -- labels as dummy parameter,
+                                 which is not used here
+        Returns:
+        numpy array of the constructed dataset
+        """
+        _np_ds = np.zeros(shape=(len(samples), self.seq_length, 
+                                 self.n_token_types * 2), dtype=np.float32)
+        for _i, _s in enumerate(samples):
+            _p1_idx, _s1_idx, _p2_idx, _s2_idx = _s
+            _seq1 = self.problems_solutions[_p1_idx][_s1_idx]
+            _seq2 = self.problems_solutions[_p2_idx][_s2_idx]
+            self._fillInSimDataset(_np_ds, _i, _seq1, 0)
+            self._fillInSimDataset(_np_ds, _i, _seq2, 1)
+        return _np_ds
+#---------------- End of class SeqTokSimilarityDS -----------------------------
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimSeqTokParallel.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimSeqTokParallel.py
new file mode 100644
index 0000000..a532657
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimSeqTokParallel.py
@@ -0,0 +1,210 @@
+
+"""
+Program for predicting similarity of two source code files by 
+Sequence or Tokens technique by 2-way siamese type DNN in multi-GPU mode
+
+History of traing is pickled to be plotted with other application
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+import pickle
+import tensorflow as tf
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/CommonFunctions"])
+
+from SeqTok2WaySimDsTF import SeqTok2WaySimDsTF
+from ExpSiamModel      import ExpSiameseModelFactory
+from FuncModelMaker    import *
+from ProgramArguments  import *
+from Utilities         import *
+from DsUtilities       import DataRand
+from ModelUtils        import UniqueSeed
+
+def makeDNN(n_tokens, args):
+    """
+    Make classification DNN according to program arguments
+    Parameters:
+    - n_tokens  -- number of token types in the sequences
+    - args      -- parsed main program arguments
+    """
+    _convolutions = list(zip(args.filters, args.kernels, args.strides) 
+                         if args.strides
+                         else zip(args.filters, args.kernels))
+    if args.dnn == "basic":
+        _model_factory = FuncModelFactory(
+            1, regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.siameseSimilarityCNN(
+            n_tokens, _convolutions, args.dense,
+            pool = args.pool,
+            side_dense = args.side_dense,
+            conv_act = args.conv_act,
+            regul_dense_only = args.regul_dense_only,
+            input_type = args.coding,
+            dropout_rate = args.dropout,
+            merge = args.merge,
+            embedding_dim = args.embed,
+            optimizer = args.optimizer)
+        print("Siamese DNN for similarity analysis is constructed")
+    else:
+        _model_factory = ExpSiameseModelFactory(
+            1, regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.makeCNN(args.dnn,
+            n_tokens, _convolutions, args.dense,
+            pool = args.pool,
+            side_dense = args.side_dense,
+            conv_act = args.conv_act,
+            regul_dense_only = args.regul_dense_only,
+            input_type = args.coding,
+            dropout_rate = args.dropout,
+            merge = args.merge,
+            embedding_dim = args.embed,
+            optimizer = args.optimizer)
+        print(f"Experimental dnn {args.dnn} is constructed")
+    return _dnn
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    UniqueSeed.setSeed(args.seed_model)
+
+    early_stop = tf.keras.callbacks.EarlyStopping(monitor='val_loss', 
+                                                  patience=args.patience)
+    callbacks = [early_stop]
+    #callbacks = []
+
+    def lrScheduler(epoch, lr):
+        """
+        Utility function of learning rate scheduler
+        Parameters:
+        - epoch   -- current epoch
+        - lr      -- current learning rate
+        Returns new learning rate
+        """
+        if epoch < 10:
+            return lr
+        else:
+            return lr * tf.math.exp(-0.1)
+            
+        lrUpdate = \
+            tf.keras.callbacks.LearningRateScheduler(
+                lrScheduler, verbose=1)
+
+    lrOnPlateaur = tf.keras.callbacks.ReduceLROnPlateau(
+        monitor='val_loss', factor=0.98, patience=2, 
+        cooldown=0, min_delta=0.0001, min_lr=0.00025, verbose=2)
+    #callbacks.append(lrOnPlateaur)
+
+    if args.ckpt_dir:
+        latest_checkpoint = setupCheckpoint(args.ckpt_dir)
+        checkpoint_callback = makeCkptCallback(args.ckpt_dir)
+        callbacks.append(checkpoint_callback)
+    else:
+        latest_checkpoint = None
+
+    _ds = SeqTok2WaySimDsTF(args.dataset,
+            min_n_solutions = args.min_solutions,
+            max_n_problems = args.problems,
+            short_code_th = args.short_code,
+            long_code_th = args.long_code,
+            max_seq_length = args.seq_len,
+            test = args.testpart,
+            batch = args.batch,
+            labels01 = not args.symmetric_labels)
+
+    #Create parallelization strategy for multi GPU mode
+    #It also can be either MirroredStrategy or MultiWorkerMirroredStrategy
+    #But MultiWorkerMirroredStrategy works better
+    strategy = tf.distribute.MultiWorkerMirroredStrategy()
+    #distribute.MirroredStrategy()
+    print("Number of devices: {}".format(strategy.num_replicas_in_sync))  
+    #Construct DNN in the scope of parrelization strategy.
+    with strategy.scope():
+        # Everything that creates variables should be under the strategy scope.
+        # In general this is only model construction & `compile()`.
+        if latest_checkpoint:
+            print("Restoring from", latest_checkpoint)
+            _dnn = tf.keras.models.load_model(latest_checkpoint)
+        else:
+            print("Constructing DNN")
+            _dnn = makeDNN(_ds.n_token_types, args)
+
+    _val_ds, _train_ds = \
+        _ds.trainValidDsSameProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart) \
+        if args.validation == "same" else \
+           _ds.trainValidDsDifferentProblems(
+               args.valpart, args.valsize, args.trainsize,
+               args.similpart)
+
+    if args.sim_weight:
+        _w_sim = args.sim_weight / (1.0 + args.sim_weight)
+        _w_dissim = 1 - _w_sim
+        history = _dnn.fit(_train_ds[0],
+                           validation_data = _val_ds[0],
+                           class_weight = {0: _w_dissim, 1: _w_sim},
+                           epochs = args.epochs,
+                           steps_per_epoch = args.steps_per_epoch,
+                           verbose = args.progress,
+                           callbacks = callbacks)    
+    else:
+        history = _dnn.fit(_train_ds[0].repeat(),
+                           validation_data = _val_ds[0],
+                           epochs = args.epochs,
+                           steps_per_epoch = args.steps_per_epoch,
+                           verbose = args.progress,
+                           callbacks = callbacks)
+
+    with open(args.history, 'wb') as _jar:
+        pickle.dump(history.history, _jar)
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nCODE SIMILARITY WITH SEQUENCE OF TOKENS TECHNIQUE BY SIAMESE DNN")
+
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Sequence of tokens source code similarity analysis by Siamese DNN",
+        task = "similarity")
+    parser = addSeqTokensArgs(parser)
+    parser = addRegularizationArgs(parser)
+    parser.add_argument("--side_dense", type=int, nargs='*',
+                        help="sizes of dense layers")
+    parser.add_argument("--merge", type=str, 
+                        default="concatenate", 
+                        choices=["concatenate", "subtract",
+                                 "dot_prod_sigmoid", "cosine"],
+                        help="method of merging outputs of siamese blocks of dnn")
+    parser.add_argument('--symmetric_labels', action='http://github.com/store_true', 
+                        default=False,
+                        help="use symmetric labels: -1 and +1")
+    parser.add_argument("--sim_weight", default = None, type=float,
+                        help = "weight of similar samples")
+    parser.add_argument("--steps_per_epoch", default = None, type=int,
+                        help = "Steps per training epoch")
+    args = parseArguments(parser)
+    checkConvolution(args)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimilarityBySeqTok.py b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimilarityBySeqTok.py
new file mode 100644
index 0000000..5360fbf
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/SeqOfTokens/SimilarityBySeqTok.py
@@ -0,0 +1,161 @@
+"""
+Program for predicting similarity of two source code files by 
+Sequence or Tokens technique
+
+History of traing is pickled to be plotted with other application
+
+The programm processes all files in the given directory
+Each file there contains all samples of one class of samples,
+i.e. tokenised source code
+
+Number of classes (lables) is defined automatically
+"""
+import sys
+import os
+import argparse
+import pickle
+
+main_dir = os.path.dirname(
+    os.path.dirname(os.path.realpath(__file__)))
+sys.path.extend([f"{main_dir}/Dataset",
+                 f"{main_dir}/ModelMaker",
+                 f"{main_dir}/PostProcessor",
+                 f"{main_dir}/CommonFunctions"])
+
+from Utilities        import resetSeeds
+from DsUtilities      import DataRand
+from ProgramArguments import *
+from SimilConfusion   import SimilConfusAnalysis
+
+def predict(dnn, ds, batch = 32):
+    """
+    Predict if dataset samples represent similar or dissimilar 
+    source code solutions of problems
+    Parameters:
+    - dnn   -- neural network classifier
+    - ds    -- dataset as numpy array of samples
+    - batch -- batch size for running dnn
+    Returns: numpy array of prdiction probabilities
+    """
+    return dnn.predict(ds, batch_size = batch)
+
+
+def train(dnn, train_ds, val_ds, epochs,
+          batch_size, history_fn, verbose):
+    """
+    Train given DNN on given dataset
+
+    - dnn            -- DNN compiled and optimized
+    - train_ds       -- Training dataset as a pair 
+                        of sample and lables arrays
+    - val_ds         -- Validation dataset as a pair 
+                        of sample and lables arrays
+    - epochs         -- Number of training epochs
+    - batch_size     -- Training batch size
+    - verbose        -- Keras mode of verbosity: 0, 1, 2
+    """
+    history = dnn.fit(train_ds[0], train_ds[1],
+                      epochs = epochs, batch_size = batch_size,
+                      validation_data = (val_ds[0], val_ds[1]),
+                      verbose = verbose)
+
+    with open(history_fn, 'wb') as _jar:
+        pickle.dump(history.history, _jar)
+
+def main(args):
+    """
+    Main function of program for predicting similarity of 
+    two source code samples
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    resetSeeds()
+    DataRand.setDsSeeds(args.seed_ds)
+    
+    _convolutions = list(zip(args.filters, args.kernels, args.strides) 
+                         if args.strides
+                         else zip(args.filters, args.kernels))
+    
+    if args.model == 'basic':
+        from SeqTokSimDataset import SeqTokSimilarityDS
+        from SeqModelMaker    import SeqModelFactory
+        _ds = SeqTokSimilarityDS(args.dataset,
+                                 min_n_solutions = args.min_solutions,
+                                 max_n_problems = args.problems,
+                                 short_code_th = args.short_code,
+                                 long_code_th = args.long_code,
+                                 max_seq_length = args.seq_len)
+
+        _model_factory = SeqModelFactory(_ds.n_token_types * 2, 1)
+        _dnn = _model_factory.cnnDNN(_convolutions, args.dense,
+                                     input_type = args.coding,
+                                     pool = args.pool,
+                                     conv_act = args.conv_act,
+                                     regular = (args.l1, args.l2),
+                                     optimizer = args.optimizer)
+        print("Basic model for sequence similarity is constructed")
+    else:
+        from SeqTok2WaySimDataset import SeqTok2WaySimDS
+        from FuncModelMaker       import FuncModelFactory
+        _ds = SeqTok2WaySimDS(args.dataset,
+                              min_n_solutions = args.min_solutions,
+                              max_n_problems = args.problems,
+                              short_code_th = args.short_code,
+                              long_code_th = args.long_code,
+                              max_seq_length = args.seq_len)
+
+        _model_factory = FuncModelFactory(1, regularizer = (args.l1, args.l2))
+        _dnn = _model_factory.twoWaySimilarityCNN(_ds.n_token_types,
+                                                  _convolutions,
+                                                  args.dense,
+                                                  pool = args.pool,
+                                                  side_dense = [],
+                                                  conv_act = args.conv_act,
+                                                  shared = (args.model == 'symmetric'),
+                                                  input_type = args.coding,
+                                                  embedding_dim = args.embed,
+                                                  optimizer = args.optimizer)
+        print("Two way model for sequence similarity is constructed")
+        
+    _val_ds, _train_ds = \
+        _ds.trainValidDsSameProblems(
+            args.valpart, args.valsize, args.trainsize,
+            args.similpart) \
+        if args.validation == "same" else \
+           _ds.trainValidDsDifferentProblems(
+               args.valpart, args.valsize, args.trainsize,
+               args.similpart)
+    train(_dnn, _train_ds, _val_ds, args.epochs,
+          args.batch, args.history, args.progress)
+
+    del _train_ds
+    _val_samples, _labels, _annotations = _val_ds
+    _prob = predict(_dnn, _val_samples, batch = args.batch)
+    _confusion = SimilConfusAnalysis(_prob, _labels, _ds.solution_names,
+                                     _ds.problems, _annotations)
+    _confusion.writeReport()
+
+################################################################################
+# Args are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nCODE SIMILARITY WITH SEQUENCE OF TOKENS TECHNIQUE")
+    #Handle command-line arguments
+    parser = makeArgParserCodeML(
+        "Sequence of tokens source code similarity analysis",
+        task = "similarity")
+    parser = addSeqTokensArgs(parser)
+    parser.add_argument("--model", type=str, 
+                        default= "basic",
+                        choices=["basic", "two_way", "symmetric"],
+                        help="classifier model: " +
+                        "either basic or two_way or symmetric two_way")
+    parser = addRegularizationArgs(parser)
+    args = parseArguments(parser)
+    checkConvolution(args)
+
+    main(args)
+
+
diff --git a/model-experiments/token-based-similarity-classification/src/Verify/ClassDsVerify.py b/model-experiments/token-based-similarity-classification/src/Verify/ClassDsVerify.py
new file mode 100644
index 0000000..ba8b73b
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Verify/ClassDsVerify.py
@@ -0,0 +1,182 @@
+"""
+Program for verification of downloaded classification datsets.
+"""
+import sys
+import os
+from os import path
+import argparse
+import csv
+
+def readDataset(cvs_file):
+    """
+    Read datset problems and solutions from csv file
+    Parameters;
+    - cvs_file  -- csv file defining dataset
+    Returns:
+    - dictionary defining loaded datsets
+    - number of samples in the loaded datasets
+    - number of errors found
+    """
+    _n_errors = 0
+    if not os.path.exists(cvs_file):
+        sys.exit(f"File {cvs_file} with datset is not found")
+    _problem_dict = {}
+    _n_samples = 0
+    with open(cvs_file, newline='') as _:
+        _reader = csv.reader(_)
+        next(_reader)
+        for _p, _s in _reader:
+            _n_samples += 1
+            try:
+                if _s in _problem_dict[_p]:
+                    print(f"Error: multiple occrrences of solution {_s} of problem {_p} occurred file {cvs_file}")
+                    _n_errors +=1
+                _problem_dict[_p].add(_s)
+            except KeyError:
+                _problem_dict[_p] = {_s}
+    return _problem_dict, _n_samples, _n_errors
+
+def compareDatasets(test, train):
+    """
+    Compare training and testing datasets
+    Parameters:
+    - test   -- dictionary defining test dataset
+    - train  -- dictionary defining training dataset
+    Returns:
+    - minimal value of test fraction of samples
+    - maximal value of test fraction of samples
+    - number of errors found
+    """
+    _max_test = 0
+    _min_test = 1.0
+    _n_errors = 0
+    for _p, _test_sols in test.items():
+        try:
+            _train_sols = train[_p]
+            _common_sols = _test_sols & _train_sols
+            if _common_sols:
+                print(f"Error: common solutions of problem {_p} in test and train datasets")
+                _n_errors +=1
+            _test_part = float(len(_test_sols)) / float(len(_train_sols))
+            _max_test = max(_max_test, _test_part)
+            _min_test = min(_min_test, _test_part)
+        except KeyError:
+            print(f"Problem {_p} is only in test dataset but not in training one")
+            _n_errors +=1
+    for _p, _sols in train.items():
+        if _p not in test:
+            print(f"Problem {_p} is only in training dataset but not in test one")
+            _n_errors +=1
+    return _min_test, _max_test, _n_errors
+
+def checkDsVsDir(ds, ds_dir):
+    """
+    Check loaded dataset with respect to source datset directory
+    Parameters:
+    - ds      -- dictionary defining dataset to be checked
+    - ds_dir  -- directory with source dataset
+    Returns:
+    - number of errors found
+    """
+    _n_errors = 0
+    for _p, _sols in ds.items():
+        if not os.path.exists(f"{ds_dir}/{_p}"):
+            print(f"Problem {_p} is not in dataset directory {ds_dir}")
+            _n_errors +=1
+            for _s in _sols:
+                if not os.path.exists(f"{ds_dir}/{_p}/{_s}"):
+                    print(f"Solution {_s} is not in problem directory {ds_dir}/{_p}")
+                    _n_errors +=1
+    return _n_errors
+
+def checkDirVsDatasets(source, test, train):
+    """
+    Check source dataset directory with respect to loaded test and training datasets
+    Parameters:
+    - source  -- directory with source dataset
+    - test    -- dictionary defining test dataset to be checked
+    - train   -- dictionary defining training dataset to be checked
+    Returns:
+    - number of problems in source dataset directory
+    - total number of solutions (samples) in source dataset directory
+    - number of errors found
+    """
+    _problems = os.listdir(source)
+    _n_solutions = 0
+    _n_errors = 0
+    if not _problems:
+        sys.exit(f"Directory {source} of source code dataset is empty")
+    for _p in _problems:
+        if _p not in test:
+            print(f"Error: problem {_p} is not in test dataset")
+            _n_errors +=1
+        if _p not in train:
+            print(f"Error: problem {_p} is not in train dataset")
+            _n_errors +=1
+        _solutions = os.listdir(f"{source}/{_p}")
+        _n_solutions += len(_solutions)
+        if not _solutions:
+            sys.exit(f"Directory {source}/{_p} of source code dataset is empty")
+            for _s in _solutions:
+                if (_s not in test[_p]) or (_s not in train[_p]):
+                    print(f"Error: solution {_s} of problem {_p} is neither in test not in training dataset")
+
+                    _n_errors +=1
+    return len(_problems), _n_solutions, _n_errors
+#------------- End of functions -----------------------------
+
+def main(args):
+    """
+    Main function of program for verifying dataset
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.ds):
+        sys.exit(f"Directory {args.ds} of source code dataset is not found")
+    n_total_errors = 0
+    test_ds, test_size, n_errors = readDataset(args.test)
+    n_total_errors += n_errors
+    train_ds, train_size, n_errors = readDataset(args.train)
+    n_total_errors += n_errors
+    min_test, max_test, n_errors = compareDatasets(test_ds, train_ds)
+    n_errors = checkDsVsDir(test_ds, args.ds)
+    n_total_errors += n_errors
+    n_errors = checkDsVsDir(train_ds, args.ds)
+    n_total_errors += n_errors
+    n_source_problems, n_source_solutions, n_errors = \
+            checkDirVsDatasets(args.ds, test_ds, train_ds)
+    n_total_errors += n_errors
+    print(f"Source dataset directory has {n_source_problems} problems with {n_source_solutions} total solutions")
+    print(f"Test dataset has {test_size} samples, which are solutions of {len(test_ds)} problems")
+    print(f"Training dataset has {train_size} samples, which are solutions of {len(train_ds)} problems")
+    print(f"Test fraction varies from {min_test *100}% to {max_test*100}% of number of training solutions of each problem")
+    if n_total_errors:
+        print(f"There were found {n_total_errors} errors in datasets")
+    else:
+        print("No errors were found in test and training datasets")
+#------------- End of function main -----------------------------
+
+################################################################################
+# Command line arguments are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nVERIFYING CONSISTENSY OF TESTING AND TRAINING CLASSIFICATION DATASETS")
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Verication of testing and trainingg classification datsets")
+    parser.add_argument("ds", type=str,
+                        help="Directory with source dataset")
+    parser.add_argument("test", type=str, 
+                        help="file with test dataset")
+    parser.add_argument("train", type=str, 
+                        help="file with training and validation datset")
+
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/model-experiments/token-based-similarity-classification/src/Verify/SimDsVerify.py b/model-experiments/token-based-similarity-classification/src/Verify/SimDsVerify.py
new file mode 100644
index 0000000..ea6532d
--- /dev/null
+++ b/model-experiments/token-based-similarity-classification/src/Verify/SimDsVerify.py
@@ -0,0 +1,479 @@
+"""
+Program for verification of downloaded classification datsets.
+"""
+import sys
+import os
+from os import path
+import argparse
+import csv
+
+class DsProblemStat:
+    """
+    Statistics on problems usage in dataset
+    """
+    def __init__(self):
+        self.similar_left = set()
+        self.similar_right = set()
+        self.n_similar_left = 0
+        self.n_similar_right = 0
+        self.left = set()
+        self.n_left = 0
+        self.right = set() 
+        self.n_right = 0
+
+    def update_similar(self, s1, s2):
+        """
+        Update statistics for similarity sample
+        Parameters:
+        s1, s2 -- solutions used in similarity sample
+        """
+        self.similar_left.add(s1)
+        self.similar_right.add(s2)
+        self.n_similar_right += 1
+        self.n_similar_left += 1
+ 
+    def update_left(self, s):
+        """
+        Update statistics for dissimilarity sample
+        """
+        self.left.add(s)
+        self.n_left += 1           
+
+    def update_right(self, s):
+        """
+        Update statistics for dissimilarity sample
+        """
+        self.right.add(s)
+        self.n_right += 1
+#-------End of class DsProblemStat ------------------------
+
+class SamplePartStat:
+    """
+    Statistics of the part of set of samples:
+    similar, left or right
+    """
+    def __init__(self):
+        """
+        Initialize statistics of the part of sample:
+        similar, left or right
+        """
+        self.min_fract_sol_used = 1
+        self.max_fract_sol_used = 0
+        self.min_uniqueness     = 1
+        self.max_uniqueness     = 0
+        self.sols_used          = 0
+        self.n_total            = 0
+
+    def update(self, n_unique, n_used, n_total):
+        """
+        Update statistics of the part of sample 
+        with data on solutions of one problem
+        Parameters:
+        - n_unique  -- number of unique problem solutions used in samples
+        - n_used    -- number of total problem solutions used in samples
+        - n_total   -- number of all problem solutions existed
+        """
+        #Fraction of all problem solutions used in samples
+        _fract_used = float(n_unique) / float(n_total)
+        self.min_fract_sol_used = min(self.min_fract_sol_used, _fract_used)
+        self.max_fract_sol_used = max(self.max_fract_sol_used, _fract_used)
+        #Ratio of number of problem solutions are used in sample to 
+        #number of cases where the problem is used in samples
+        #Indicator how unique is usage of solution in the samples
+        _uniqueness = float(n_unique) / float(n_used)
+        self.min_uniqueness = min(self.min_uniqueness, _uniqueness)
+        self.max_uniqueness = max(self.max_uniqueness, _uniqueness)
+        #Number of cases where problem is used in the samples
+        self.sols_used += n_unique
+        self.n_total += n_total
+
+    def report(self, title):
+        """
+        Report statistics
+        """
+        print(title)
+        print(f"Total {self.sols_used} from all {self.n_total} " +
+              "of problem solutions are used")
+        print("Fraction of used problem solutions varies from " + 
+              f"{self.min_fract_sol_used:5.3f} to {self.max_fract_sol_used:5.3f} ")
+        print("Uniqueness of used problem solutions varies from " + 
+              f"{self.min_uniqueness:7.5f} to {self.max_uniqueness:7.5f}")
+#-------End of class SamplePartStat ------------------------
+
+class DsStat:
+    """
+    Class defining statistics of dataset: test validation or training
+    """
+    def __init__(self):
+        self.simil_left_stat = SamplePartStat()
+        self.simil_right_stat = SamplePartStat()
+        self.left_stat  = SamplePartStat()
+        self.right_stat = SamplePartStat()
+        self.total_sols = 0
+        self.min_sols = 999999999
+        self.min_problem = None
+        self.max_sols = 0
+        self.max_problem = None
+        self.n_problems = 0
+
+    def update(self, problem, problem_stat, n_total):
+        """
+        Update statistics of problem solutions usage
+        Parameters:
+        - problem       -- problem name
+        - problem_stat  -- Statistics of problem solutions
+                           in the form of DsProblemStat object
+        - n_total       -- Total number of solutions of the problem
+        """
+        self.simil_left_stat.update(len(problem_stat.similar_left), 
+                                    problem_stat.n_similar_left, 
+                                    n_total)
+        self.simil_right_stat.update(len(problem_stat.similar_right), 
+                                    problem_stat.n_similar_right, 
+                                    n_total)
+        self.left_stat.update(len(problem_stat.left), 
+                                    problem_stat.n_left, 
+                                    n_total)
+        self.right_stat.update(len(problem_stat.right), 
+                                    problem_stat.n_right, 
+                                    n_total)
+        #Number of all problem solutions existed
+        self.total_sols += n_total
+        #Minimum number of problem solutions
+        if n_total < self.min_sols:
+            self.min_sols = n_total
+            self.min_problem = problem
+        #Maximum number of problem solutions
+        if n_total > self.max_sols:
+            self.max_sols = n_total
+            self.max_problem = problem
+        self.n_problems += 1
+
+    def update_solutions(self, n_total):
+        """
+        Update statistics of dataset problem solutions
+        with data on solutions of one problem
+        - n_total  -- number of all problem solutions existed
+        """
+        #Number of all problem solutions existed
+        self.total_sols += n_total
+        #Minimum number of problem solutions
+        self.min_sols = min(self.min_sols, n_total)
+        #Maximum number of propblem solutions
+        self.max_sols = max(self.max_sols, n_total)
+        self.n_problems += 1
+
+    def report(self, title):
+        """
+        Printing report of dataset statistics
+        Parameters:
+        - title  -- title of the report
+        """
+        print(title)
+        print(f"Dataset uses {self.n_problems} problems " +
+              f"having total {self.total_sols} solutions")
+        print("Average number of problem solutions " + 
+              f"is {float(self.total_sols) / float(self.n_problems)}")
+        print(f"Problem {self.min_problem} has lowest " + 
+              f"number {self.min_sols} of solutions")
+        print(f"Problem {self.max_problem} has highest " + 
+              f"number {self.max_sols} of solutions")
+        self.simil_left_stat.report("Statistics of left side of similarity samples:")
+        self.simil_right_stat.report("Statistics of right side of similarity samples:")
+        self.left_stat.report("Statistics of left side of dissimilarity samples:")
+        self.right_stat.report("Statistics of right side of dissimilarity samples:")
+        print("\n")
+#-------End of class DsStat ------------------------
+ 
+def readDsProblems(fname):
+    """
+    Read problems of the dataset
+    Parameters:
+    -fname  -- file name
+    Returns: 
+    - initialized dictionary
+       * key    - problem name
+       * value  - dictionary of number of problem used 
+                  in similar and dissimilar samples as right and left one
+    - number of errors found
+    """
+    if not os.path.exists(fname):
+        sys.exit(f"File {fname} of problems of datset is not found")
+    _problem_dict = {}
+    _n_errors = 0
+    with open(fname) as _f:
+        for _p in _f:
+            _p = _p.rstrip('\n')
+            if _p in _problem_dict:
+                print(f"Error: multiple occurrences of problem {_p} in file{fname}")
+                _n_errors +=1
+            else:
+                _problem_dict[_p] = DsProblemStat()
+    return _problem_dict, _n_errors
+
+def readDsSamples(cvs_file, problems):
+    """
+    Read samples of dataset
+    Parameters;
+    - cvs_file  -- csv file defining dataset
+    - problems  -- dictionary of problems of the dataset
+                   key:    problem name
+                   value:  Statistics of problem usage 
+                           in the form of DsProblemStat
+    Fills in problems(dictionary of problems of the dataset)
+    Returns:
+    - number of samples in the loaded datasets
+    - number of similar samples
+    - number of dissimilar samples
+    - number of errors found
+    """
+    _n_errors = 0
+    if not os.path.exists(cvs_file):
+        sys.exit(f"File {cvs_file} with datset is not found")
+    _n_samples = 0
+    _n_similar = 0
+    _n_disssimilar = 0
+    with open(cvs_file, newline='') as _:
+        _reader = csv.reader(_)
+        next(_reader)
+        for _p1, _s1, _p2, _s2 in _reader:
+            _n_samples += 1
+            if _p1 not in problems:
+                print(f"Error: problem {_p1} occurred in file {cvs_file} " +
+                      "is not among problems of that dataset")
+                _n_errors +=1
+            if _p2 != _p1 and _p2 not in problems:
+                print(f"Error: problem {_p2} occurred in file {cvs_file} " +
+                      "is not among problems of that dataset")
+                _n_errors +=1
+            if _p1 == _p2:
+                _n_similar += 1
+                problems[_p1].update_similar(_s1, _s2)
+            else:
+                _n_disssimilar += 1
+                problems[_p1].update_left(_s1)
+                problems[_p2].update_right(_s2)             
+    return _n_samples, _n_similar, _n_disssimilar, _n_errors
+
+def checkNoCommonProblems(ds1, ds2, fname1, fname2):
+    """
+    Check that no common problems in two datasets
+    Parameters:
+    - ds1     -- 1-st dataset as dictionary of its problems
+                 dictionary of problems of the dataset
+                   key:    problem name
+                   value:  Statistics of problem usage as DsProblemStat
+    - ds2     -- 2-nd dataset as dictionary of its problems
+                 similar to ds1
+    - fname1  -- file name of 1-st dataset
+    - fname2  -- file name of 2-nd dataset
+    Returns number of errors found
+    """
+    _n_errors = 0
+    _common_problems = frozenset(ds1.keys()).intersection(ds2.keys())
+    if _common_problems:
+        _n_errors = len(_common_problems)
+        print(f"Error datasets {fname1} and {fname2} " +
+              "have following {_n_errors} common problems:")
+        print(_common_problems)
+    return _n_errors
+
+def checkDsSolVsDir(problem, solutions, ds_fn, ds_dir, fn_extension):
+    """
+    Check that all solutiosn of a given problem are in dataset
+    Parameters:
+    - problem   -- problem to check
+    - solutions -- set of solutions to check
+    - ds_fn     -- file name of dataset whose problem 
+                   and solutions are checked 
+    - ds_dir    -- directory with source dataset
+    - fn_extension -- extensions of source code files of problem solutions
+    Returns number of errors
+    """
+    _n_errors = 0
+    for _s in solutions:
+        if not os.path.exists(f"{ds_dir}/{problem}/{_s}.{fn_extension}"):
+            print(f"Solution {_s}.{fn_extension} occurring in file {ds_fn} " +
+                  f"is not in problem directory {ds_dir}/{problem}")
+            _n_errors +=1
+    return _n_errors
+
+def checkDsVsDir(ds, ds_dir, ds_fn, fn_extension):
+    """
+    Check loaded dataset with respect to source dataset directory
+    Parameters:
+    - ds      -- dictionary defining dataset to be checked
+                   key:    problem name
+                   value:  Statistics of problem usage as DsProblemStat
+    - ds_dir  -- directory with source dataset
+    - ds_fn     -- file name of dataset whose problem 
+                   and solutions are checked
+    - fn_extension -- extensions of source code files of problem solutions
+    Returns:
+    - number of errors found
+    """
+    _n_errors = 0
+    for _p, _samples in ds.items():
+        if not os.path.exists(f"{ds_dir}/{_p}"):
+            print(f"Problem {_p} is not in dataset directory {ds_dir}")
+            _n_errors +=1
+        _n_errors += checkDsSolVsDir(
+            _p, _samples.similar_right, ds_fn, ds_dir, fn_extension)
+        _n_errors += checkDsSolVsDir(
+            _p, _samples.similar_left, ds_fn, ds_dir, fn_extension)
+        _n_errors += checkDsSolVsDir(
+            _p, _samples.right, ds_fn, ds_dir, fn_extension)
+        _n_errors += checkDsSolVsDir(
+            _p, _samples.left, ds_fn, ds_dir, fn_extension)
+    return _n_errors
+
+def checkDirVsDatasets(source, train, val, test):
+    """
+    Check that all problems from source dataset directory are in one 
+    of datasets
+    Parameters:
+    - source  -- directory with source dataset
+    - train   -- dictionary defining training dataset to be checked
+                   key:    problem name
+                   value:  Statistics of problem usage as DsProblemStat
+    - val     -- dictionary defining validation dataset to be checked
+                 similar to train
+    - test    -- dictionary defining test dataset to be checked
+                 similar to train
+    Returns:
+    - number of problems in source dataset directory
+    - number of solutions in source dataset directory
+    - number of errors found
+    """
+    _test_stat  = DsStat()
+    _val_stat   = DsStat()
+    _train_stat = DsStat()
+    
+    _problems = os.listdir(source)
+    _n_total_solutions = 0
+    _n_errors = 0
+    if not _problems:
+        sys.exit(f"Directory {source} of source code dataset is empty")
+    for _p in _problems:
+        _solutions = os.listdir(f"{source}/{_p}")
+        _n_solutions = len(_solutions)
+        if not _solutions:
+            print(f"Error: Directory {source}/{_p} of source code dataset is empty")
+            _n_errors += 1
+            continue
+        _n_total_solutions += _n_solutions
+        if _p in test:
+            _test_stat.update(_p, test[_p], _n_solutions)
+        elif _p in train:
+            _train_stat.update(_p, train[_p], _n_solutions)
+        elif _p in val:
+            _val_stat.update(_p, val[_p], _n_solutions)
+        else:
+            print(f"Error: problem {_p} is not present in any datasets")
+            _n_errors +=1
+    print("\n")
+    _train_stat.report("Statistics of training dataset")
+    _val_stat.report("Statistics of validation dataset")
+    _test_stat.report("Statistics of test dataset")
+    return len(_problems), _n_total_solutions, _n_errors
+#------------- End of functions -----------------------------
+
+def main(args):
+    """
+    Main function of program for verifying dataset
+
+    Parameters:
+    - args  -- Parsed command line arguments
+               as object returned by ArgumentParser
+    """
+    if not os.path.exists(args.ds):
+        sys.exit(f"Directory {args.source} of source code dataset is not found")
+    n_total_errors = 0
+    train_problems, _n_errors = readDsProblems(args.train_problems)
+    n_total_errors += _n_errors
+    val_problems, _n_errors = readDsProblems(args.val_problems)
+    n_total_errors += _n_errors
+    test_problems, _n_errors = readDsProblems(args.test_problems)
+    n_total_errors += _n_errors
+
+    n_trains, n_train_similars, n_train_dissimilars, _n_errors = \
+                    readDsSamples(args.train_samples, train_problems)
+    n_total_errors += _n_errors
+    n_vals, n_val_similars, n_val_dissimilars, _n_errors = \
+                    readDsSamples(args.val_samples, val_problems)
+    n_total_errors += _n_errors
+    n_tests, n_test_similars, n_test_dissimilars, _n_errors = \
+                    readDsSamples(args.test_samples, test_problems)
+    n_total_errors += _n_errors
+
+    n_total_errors += checkNoCommonProblems(train_problems, val_problems, 
+                                            args.train_problems, 
+                                            args.val_problems)
+    n_total_errors += checkNoCommonProblems(train_problems, test_problems, 
+                                            args.train_problems, 
+                                            args.test_problems)
+    n_total_errors += checkNoCommonProblems(test_problems, val_problems, 
+                                            args.test_problems, 
+                                            args.val_problems)
+
+    n_total_errors += checkDsVsDir(train_problems, args.ds, 
+                                   args.train_samples, args.sol_ext)
+    n_total_errors += checkDsVsDir(val_problems, args.ds, 
+                                   args.val_samples, args.sol_ext)
+    n_total_errors += checkDsVsDir(test_problems, args.ds, 
+                                   args.test_samples, args.sol_ext)
+
+    print(f"Training dataset has {n_trains} samples: " +
+          f"{n_train_similars} similar and {n_train_dissimilars} " +
+          f"dissimilar ones built on {len(train_problems)} problems")
+    print(f"Validation dataset has {n_vals} samples: " +
+          f"{n_val_similars} similar and {n_val_dissimilars} " +
+          f"dissimilar ones built on {len(val_problems)} problems")
+    print(f"Test dataset has {n_trains} samples: " +
+          f"{n_test_similars} similar and {n_test_dissimilars} " +
+          f"dissimilar ones built on {len(test_problems)} problems")
+
+    n_source_problems, n_source_solutions, _n_errors = checkDirVsDatasets(
+        args.ds, train_problems, val_problems, test_problems)
+    print(f"Source dataset directory has {n_source_problems} problems " +
+          f"with {n_source_solutions} total solutions")
+    
+    if n_total_errors:
+        print(f"There were found {n_total_errors} errors in datasets")
+    else:
+        print("No errors were found in test and training datasets")
+#------------- End of function main -----------------------------
+
+################################################################################
+# Command line arguments are described below
+################################################################################
+if __name__ == '__main__':
+    print("\nVERIFYING CONSISTENCY OF TESTING, VALIDATION AND TRAINING SIMILARITY DATASETS")
+    #Command-line arguments
+    parser = argparse.ArgumentParser(
+        description = "Verication of testing, validation and training datsets " +
+        "of similarity analysis")
+    parser.add_argument("ds", type=str,
+                        help="Directory with source dataset")
+    parser.add_argument("--test_samples", type=str, 
+                        help="file with samples of test dataset")
+    parser.add_argument("--val_samples", type=str, required=True,
+                        help="file with samples of validation dataset")
+    parser.add_argument("--train_samples", type=str, required=True,
+                        help="file with samples of training datset")
+    parser.add_argument("--test_problems", type=str, required=True,
+                        help="file with problems of test dataset")
+    parser.add_argument("--val_problems", type=str, required=True,
+                        help="file with problems of validation dataset")
+    parser.add_argument("--train_problems", type=str, required=True,
+                        help="file with problems of training datset")
+    parser.add_argument("--sol_ext", type=str, default="cpp",
+                        help="extentions of files with solutions")
+
+    args = parser.parse_args()
+
+    print("Parameter settings used:")
+    for k,v in sorted(vars(args).items()):
+        print("{}: {}".format(k,v))
+
+    main(args)
diff --git a/notebooks/Project_CodeNet_LangClass.ipynb b/notebooks/Project_CodeNet_LangClass.ipynb
new file mode 100644
index 0000000..81081b9
--- /dev/null
+++ b/notebooks/Project_CodeNet_LangClass.ipynb
@@ -0,0 +1,872 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Zmw-nFX6Q_T7"
+   },
+   "source": [
+    "# Project CodeNet Language Classification\n",
+    "\n",
+    "> Copyright (c) 2021 International Business Machines Corporation  \n",
+    "Prepared by [Geert Janssen](geert@us.ibm.com>)\n",
+    "\n",
+    "## Introduction\n",
+    "\n",
+    "This notebook takes you through the steps of a simple experiment that shows\n",
+    "how to create and exercise a Keras model to detect the language of a piece of\n",
+    "source code. We will be using TensorFlow as its backend.\n",
+    "For convenience, all the necessary steps will be in this single notebook.\n",
+    "One might want to factor out some parts and put them in separate Python files\n",
+    "for training, testing and inference.\n",
+    "\n",
+    "Let's start with a few obligatory imports:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "id": "AdZRI-dTRLhk"
+   },
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import numpy as np\n",
+    "import re\n",
+    "import requests\n",
+    "import tarfile\n",
+    "import shutil"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "jJ6feP0BRQdO"
+   },
+   "source": [
+    "## Approach\n",
+    "\n",
+    "Classification means determining the class a given sample belongs to. In our\n",
+    "case we want to determine the programming language in which a given piece of code\n",
+    "is written. There are many different ways of solving this problem. Here we\n",
+    "choose a neural network approach where we train a convolutional model to do\n",
+    "our bidding. The input will be a sample of source code and the output is an\n",
+    "indication of its language.\n",
+    "\n",
+    "We will treat the input at the character level. We will assume that the input\n",
+    "source file is mostly ASCII characters and the input to the neural network is\n",
+    "an encoding of a small, fixed set of characters."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "-nrFdl8GRZZs",
+    "outputId": "b213803b-9493-4e53-d591-ad572eb934a4"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "alphabet size: 68\n",
+      "one-hot encoding for character c: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n"
+     ]
+    }
+   ],
+   "source": [
+    "letter = 'abcdefghijklmnopqrstuvwxyz'\n",
+    "digits = '0123456789'\n",
+    "others = '!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~'\n",
+    "alphabet = letter + digits + others\n",
+    "print('alphabet size:', len(alphabet))\n",
+    "\n",
+    "# all-zeroes padding vector:\n",
+    "pad_vector = [0 for x in alphabet]\n",
+    "\n",
+    "# pre-calculated one-hot vectors:\n",
+    "supported_chars_map = {}\n",
+    "\n",
+    "for i, ch in enumerate(alphabet):\n",
+    "  vec = [0 for x in alphabet]\n",
+    "  vec[i] = 1\n",
+    "  supported_chars_map[ch] = vec\n",
+    "\n",
+    "print('one-hot encoding for character c:', supported_chars_map['c'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "V3CtDPm-Rt8y"
+   },
+   "source": [
+    "## Data\n",
+    "\n",
+    "For simplicity and to keep the (training) run-time within reasonable bounds, we\n",
+    "use a selection of source files from Project CodeNet written in 10 different\n",
+    "languages. For each language we select a 100 files of a size of at least 1000\n",
+    "bytes but no larger than 5000 bytes. For each language, 10 files out the 100\n",
+    "are set aside for testing the model.\n",
+    "\n",
+    "### Download and extract\n",
+    "\n",
+    "\n",
+    "The data is available as a gzipped tar file `Project_CodeNet_LangClass.tgz`.\n",
+    "The directory structure is `data/train/<language>/<source>` and\n",
+    "`data/test/<language>/<source>`. Let's download the data and store it on the\n",
+    "local filesystem:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "file_name = \"Project_CodeNet_LangClass.tar.gz\"\n",
+    "data_url = f\"https://dax-cdn.cdn.appdomain.cloud/dax-project-codenet/1.0.0/%7Bfile_name%7D/"\n",
+    "\n",
+    "# Download tar archive to local disk\n",
+    "with open(file_name, \"wb\") as f:\n",
+    "    f.write(requests.get(data_url).content)\n",
+    "    \n",
+    "# Extract contents of archive to local disk\n",
+    "if os.path.exists(\"data\"):\n",
+    "    shutil.rmtree(\"data\")    \n",
+    "with tarfile.open(file_name) as tf:\n",
+    "    tf.extractall()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "jyA0CQwaSZlB",
+    "outputId": "c83ad084-4c22-41b2-82bb-3fb9d0cc3722"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "data:\n",
+      "\u001b[34mtest\u001b[m\u001b[m  \u001b[34mtrain\u001b[m\u001b[m\n",
+      "\n",
+      "data/train:\n",
+      "\u001b[34mC\u001b[m\u001b[m          \u001b[34mC++\u001b[m\u001b[m        \u001b[34mHaskell\u001b[m\u001b[m    \u001b[34mJavaScript\u001b[m\u001b[m \u001b[34mPython\u001b[m\u001b[m\n",
+      "\u001b[34mC#\u001b[m\u001b[m         \u001b[34mD\u001b[m\u001b[m          \u001b[34mJava\u001b[m\u001b[m       \u001b[34mPHP\u001b[m\u001b[m        \u001b[34mRust\u001b[m\u001b[m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!ls data data/train"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "CEwZLbmoqIHJ"
+   },
+   "source": [
+    "The 10 programming languages are C, C#, C++, D, Haskell, Java, JavaScript, PHP,\n",
+    "Python, and Rust. Note that some languages belong to the same family: C, C++,\n",
+    "and D are very close in lexical elements and syntax."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "id": "SV4SN7rbqNJn"
+   },
+   "outputs": [],
+   "source": [
+    "langs = [\n",
+    "  \"C\",\n",
+    "  \"C#\",\n",
+    "  \"C++\",\n",
+    "  \"D\",\n",
+    "  \"Haskell\",\n",
+    "  \"Java\",\n",
+    "  \"JavaScript\",\n",
+    "  \"PHP\",\n",
+    "  \"Python\",\n",
+    "  \"Rust\"\n",
+    "]\n",
+    "\n",
+    "num_classes = len(langs)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "RkC-R_EhiUy6"
+   },
+   "source": [
+    "### Read a file and create samples\n",
+    "\n",
+    "Since the source files are of varying size and we want fixed length samples,\n",
+    "simply truncating each file might bias the training to artifacts that\n",
+    "typically only appear at the beginning of a file, such as copyrights statements\n",
+    "and documentation or class and type definitions. We would probably get more\n",
+    "interesting samples when we chunk each file. Here we split each file in 3\n",
+    "parts based on the number of lines. Only then the parts will be truncated or\n",
+    "padded as needed. This means that the number of samples is no longer equal to\n",
+    "the number of files but up to 3 times as large."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "id": "u_jqGu9kijOD"
+   },
+   "outputs": [],
+   "source": [
+    "def get_source_snippets(file_name, breakup=True):\n",
+    "  # Read the file content and lower-case:                                    \n",
+    "  text = \"\"\n",
+    "  with open(file_name, mode='r') as file:\n",
+    "    text = file.read().lower()\n",
+    "  lines = text.split('\\n')\n",
+    "  nlines = len(lines)\n",
+    "  if breakup and nlines > 50:\n",
+    "    aThird = nlines//3\n",
+    "    twoThirds = 2*aThird\n",
+    "    text1 = '\\n'.join(lines[:aThird])\n",
+    "    text2 = '\\n'.join(lines[aThird:twoThirds])\n",
+    "    text3 = '\\n'.join(lines[twoThirds:])\n",
+    "    return [text1, text2, text3]\n",
+    "  return [text]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "JfhfLArikc26"
+   },
+   "source": [
+    "To see the effect of `get_source_snippets` let's run it on a single train file:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "JuxCC8LOkykd",
+    "outputId": "2556ccc9-1579-4b7e-a077-e84226935ae4"
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['import control.applicative\\nimport control.monad\\nimport control.monad.st\\n-- import qualified data.bytestring as bs\\nimport data.functor\\nimport data.function\\nimport data.monoid\\nimport data.maybe\\nimport data.list\\nimport qualified data.foldable as foldable\\nimport qualified data.set as set\\n--import qualified data.sequence as sequence\\nimport data.list.split\\nimport data.bits\\nimport data.char\\nimport data.ix\\nimport data.ratio\\nimport data.ord\\nimport data.tuple\\nimport data.array\\n--import data.array.unboxed\\n--import data.array.iarray\\nimport data.array.marray\\nimport data.array.io\\nimport data.array.st\\nimport data.ioref\\nimport data.stref\\nimport text.printf\\nimport ghc.st',\n",
+       " \"-- import system.io.unsafe\\n \\n-- templete\\nreadint = read :: string -> int\\nreadinteger = read :: string -> integer\\nreaddouble = read :: string -> double\\ngetint = readln :: io int\\ngetints = map readint . words <$> getline\\ngetinteger = readln :: io integer\\ngetintegers = map readinteger . words <$> getline\\ngetdouble = readln :: io double\\ngetdoubles = map readdouble . words <$> getline\\nsjoin :: (show a) => [a] -> string\\nsjoin = unwords . map show\\ntjoin :: (show a, show b) => (a, b) -> string\\ntjoin (x, y) = show x ++ (' ' : show y)\\ncond :: a -> a -> bool -> a\\ncond t f c = if c then t else f\\napply2 :: (a -> a -> b) -> [a] -> b\\napply2 f [x,y] = f x y\\napply3 :: (a -> a -> a -> b) -> [a] -> b\\napply3 f [x,y,z] = f x y z\\napply4 :: (a -> a -> a -> a -> b) -> [a] -> b\\napply4 f [x,y,z,w] = f x y z w\\nfntuple :: (a -> b, a -> c) -> a -> (b, c)\\nfntuple (f,g) a = (f a, g a)\\nreplace :: (eq a) => a -> a -> [a] -> [a]\\nreplace x y = map (\\\\z -> if z==x then y else z)\\nbinmap :: (a -> a -> b) -> [a] -> [b]\",\n",
+       " 'binmap f (x:xs@(y:_)) = f x y : binmap f xs\\nbinmap _ _ = []\\nsplitrec :: int -> [a] -> [[a]]\\nsplitrec _ [] = []\\nsplitrec n xs = let (y,ys) = splitat n xs in y : splitrec n ys\\ninfixl 7 `divceil`\\ndivceil :: integral a => a -> a -> a\\nx `divceil` y = (x+y-1) `div` y\\ncoverc :: ord a => (a, a) -> a -> bool\\ncoverc (l,r) x = l<=x && x<=r\\ncoverh :: ord a => (a, a) -> a -> bool\\ncoverh (l,r) x = l<=x && x<r\\nibsearch :: (int -> bool) -> (int,int) -> int\\nibsearch f (ok,ng) = if abs (ok-ng) <= 1 then ok else let mid = (ok + ng) `div` 2 in ibsearch f (if f mid then (mid,ng) else (ok,mid))\\nwhenm :: monad m => m bool -> m () -> m ()\\nwhenm c a = c >>= flip when a\\nunconsu :: [a] -> (a, [a])\\nunconsu (x:xs) = (x, xs)\\n-- templete\\n\\nlinev (x1,y1) (x2,y2) (x,y) = (y2-y1)*x - (x2-x1)*y - x1*y2 + x2*y1\\n\\nf p1 p2 p3 p = f1 p1 * f1 p > 0 && f2 p2 * f2 p > 0 && f3 p3 * f3 p > 0\\n  where\\n    f1 = linev p2 p3\\n    f2 = linev p3 p1\\n    f3 = linev p1 p2\\n\\nmain = map (map (apply2 (,)) . splitrec 2 . map readdouble . words) . lines <$> getcontents >>= mapm_ (putstrln . cond \"yes\" \"no\" . apply4 f)\\n    \\n']"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "get_source_snippets('data/train/Haskell/s084836192.hs', breakup=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "-ohVGLUWmHJN"
+   },
+   "source": [
+    "### Prepare training data as numpy arrays\n",
+    "\n",
+    "Next we have to encode the snippets as one-hot vectors over the alphabet and\n",
+    "represent them as `numpy` arrays. Ultimately,\n",
+    "we do this for all files in a specified folder. But first the vectorization of a sample:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "id": "weska_xsusUu"
+   },
+   "outputs": [],
+   "source": [
+    "def turn_sample_to_vector(sample, sample_vectors_size=1024,\n",
+    "                          normalize_whitespace=True):\n",
+    "  if normalize_whitespace:\n",
+    "    # Map (most) white-space to space and compact to single one:\n",
+    "    sample = sample.replace('\\n', ' ').replace('\\r', ' ').replace('\\t', ' ')\n",
+    "    sample = re.sub('\\s+', ' ', sample)\n",
+    "\n",
+    "  # Encode the characters to one-hot vectors:\n",
+    "  sample_vectors = []\n",
+    "  for ch in sample:\n",
+    "    if ch in supported_chars_map:\n",
+    "      sample_vectors.append(supported_chars_map[ch])\n",
+    "\n",
+    "  # Truncate to fixed length:\n",
+    "  sample_vectors = sample_vectors[0:sample_vectors_size]\n",
+    "\n",
+    "  # Pad with 0 vectors:\n",
+    "  if len(sample_vectors) < sample_vectors_size:\n",
+    "    for i in range(0, sample_vectors_size - len(sample_vectors)):\n",
+    "      sample_vectors.append(pad_vector)\n",
+    "\n",
+    "  return np.array(sample_vectors)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "Dy9_ReRuvkzK",
+    "outputId": "5805b740-7b25-4400-898c-7cb1cea6ffb4"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Encoded sample shape: (10, 68)\n"
+     ]
+    }
+   ],
+   "source": [
+    "sample = get_source_snippets('data/train/Haskell/s084836192.hs')[0]\n",
+    "vec = turn_sample_to_vector(sample, sample_vectors_size=10)\n",
+    "print('Encoded sample shape:', vec.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Y1J7o6vTwqAk"
+   },
+   "source": [
+    "Now do this for a whole file instead of a sample:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {
+    "id": "FXVbYeaQwtkl"
+   },
+   "outputs": [],
+   "source": [
+    "def turn_file_to_vectors(file_name, sample_vectors_size=1024,\n",
+    "                         normalize_whitespace=True, breakup=True):\n",
+    "  samples = get_source_snippets(file_name, breakup)\n",
+    "  return [turn_sample_to_vector(s, sample_vectors_size, normalize_whitespace)\n",
+    "          for s in samples]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "REi5x9-TxnJu"
+   },
+   "source": [
+    "Lastly, pair the vectorized samples with their class labels:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "id": "zrz3sh2KxxkE"
+   },
+   "outputs": [],
+   "source": [
+    "def get_input_and_labels(root_folder, sample_vectors_size=1024, breakup=True):\n",
+    "  X = []\n",
+    "  Y = []\n",
+    "  for i, lang in enumerate(langs):\n",
+    "    print('Processing language:', lang)\n",
+    "    # One-hot class label vector:\n",
+    "    class_label = [0 for x in range(0, num_classes)]\n",
+    "    class_label[i] = 1\n",
+    "    # For all files in language folder:\n",
+    "    folder = os.path.join(root_folder, lang)\n",
+    "    for fn in os.listdir(folder):\n",
+    "      if fn.startswith(\".\"):\n",
+    "        continue  # Skip hidden files and Jupyterlab cache directories\n",
+    "      file_name = os.path.join(folder, fn)\n",
+    "      sample_vectors = turn_file_to_vectors(file_name,\n",
+    "                                            sample_vectors_size=sample_vectors_size,\n",
+    "                                            breakup=breakup)\n",
+    "      for fv in sample_vectors:\n",
+    "        X.append(fv)                 # the sample feature vector\n",
+    "        Y.append(class_label)        # the class ground-truth\n",
+    "\n",
+    "  return np.array(X, dtype=np.int8), np.array(Y, dtype=np.int8)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "C2L6t9o_09q3"
+   },
+   "source": [
+    "Now we can get all the training data in numpy arrays. For good measure we shuffle all the samples. Notice that the number of samples turns out to be 2098; starting from 900 source files it is obvious that not every file is split in 3."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "aPa5tyR10EVY",
+    "outputId": "6e679775-04d3-4a22-e914-124c7af21044"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processing language: C\n",
+      "Processing language: C#\n",
+      "Processing language: C++\n",
+      "Processing language: D\n",
+      "Processing language: Haskell\n",
+      "Processing language: Java\n",
+      "Processing language: JavaScript\n",
+      "Processing language: PHP\n",
+      "Processing language: Python\n",
+      "Processing language: Rust\n",
+      "samples shape (2098, 1024, 68)\n",
+      "class labels shape: (2098, 10)\n"
+     ]
+    }
+   ],
+   "source": [
+    "x, y = get_input_and_labels(root_folder='data/train')\n",
+    "\n",
+    "# Shuffle data\n",
+    "shuffle_indices = np.random.permutation(np.arange(len(y)))\n",
+    "x_shuffled = x[shuffle_indices]\n",
+    "y_shuffled = y[shuffle_indices]\n",
+    "\n",
+    "print('samples shape', x_shuffled.shape)\n",
+    "print('class labels shape:', y_shuffled.shape)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "WzJqlvO42QYB"
+   },
+   "source": [
+    "## Model\n",
+    "\n",
+    "A (batch of) encoded sample(s) is simultaneously input to 3 slightly different\n",
+    "convolutional stages. Each stage consists of a 1-dimensional convolution\n",
+    "followed by a 1-dimensional max pooling layer topped off by a flattening layer.\n",
+    "The  kernel sizes of the stages are all different but the number of filters is\n",
+    "the same. The 3 stages are concatenated followed by 2 dense layers with a\n",
+    "dropout inbetween and lastly a softmax. The model summary does not show the nested model structure. `plot_model` however shows a nice graphical rendition of all the layers."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 862
+    },
+    "id": "hnRwAi_K2Zuu",
+    "outputId": "265caa05-f2c2-4d6a-98ba-dd426827b4ea"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"sequential\"\n",
+      "_________________________________________________________________\n",
+      "Layer (type)                 Output Shape              Param #   \n",
+      "=================================================================\n",
+      "model (Functional)           (None, 64512)             270208    \n",
+      "_________________________________________________________________\n",
+      "dense (Dense)                (None, 128)               8257664   \n",
+      "_________________________________________________________________\n",
+      "dropout (Dropout)            (None, 128)               0         \n",
+      "_________________________________________________________________\n",
+      "dense_1 (Dense)              (None, 10)                1290      \n",
+      "=================================================================\n",
+      "Total params: 8,529,162\n",
+      "Trainable params: 8,529,162\n",
+      "Non-trainable params: 0\n",
+      "_________________________________________________________________\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tensorflow.keras.models import Sequential, Model\n",
+    "from tensorflow.keras.layers import Activation, Dense, Dropout, Flatten, Input\n",
+    "from tensorflow.keras.layers import Conv1D, MaxPooling1D, Concatenate\n",
+    "\n",
+    "# Model Hyperparameters\n",
+    "kernel_sizes = (3, 9, 19)\n",
+    "pooling_sizes = (3, 9, 19)\n",
+    "num_filters = 128\n",
+    "dropout_prob = 0.5\n",
+    "hidden_dims = 128\n",
+    "\n",
+    "stage_in = Input(shape=(1024, 68))\n",
+    "convs = []\n",
+    "for i in range(0, len(kernel_sizes)):\n",
+    "  conv = Conv1D(filters=num_filters,\n",
+    "                kernel_size=kernel_sizes[i],\n",
+    "                padding='valid',\n",
+    "                activation='relu',\n",
+    "                strides=1)(stage_in)\n",
+    "  pool = MaxPooling1D(pool_size=pooling_sizes[i])(conv)\n",
+    "  flatten = Flatten()(pool)\n",
+    "  convs.append(flatten)\n",
+    "\n",
+    "if len(kernel_sizes) > 1:\n",
+    "    out = Concatenate()(convs)\n",
+    "else:\n",
+    "    out = convs[0]\n",
+    "\n",
+    "stages = Model(inputs=stage_in, outputs=out)\n",
+    "\n",
+    "model = Sequential([\n",
+    "    stages,\n",
+    "    Dense(hidden_dims, activation='relu'),\n",
+    "    Dropout(dropout_prob),\n",
+    "    Dense(num_classes, activation='softmax')\n",
+    "])\n",
+    "\n",
+    "model.summary()\n",
+    "\n",
+    "# Note: also need pydot and GraphViz installed for this.\n",
+    "#from tensorflow.keras.utils import plot_model                               \n",
+    "#plot_model(model, show_shapes=True, expand_nested=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "cBSSZjn_CV9p"
+   },
+   "source": [
+    "## Training\n",
+    "\n",
+    "The 2098 samples with their ground truth (the class labels, i.e., the 10\n",
+    "languages) are fed into the model. This constitutes one so-called epoch. To\n",
+    "achieve a reasonable accuracy we have to train for several epochs. To speed\n",
+    "things up, the samples are bundled in batches.\n",
+    "Of the samples used in training, 10% are reserved for the validation step\n",
+    "after each epoch. In our case that leaves 1888 for training and given a batch\n",
+    "size of 64, one epoch then comprises some 30 batches.\n",
+    "First the model is compiled and then we train it. If possible you should execute the `fit` call using a GPU. Otherwise, sit back and get yourself a cup of coffee."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "NCvEE3z5CenC",
+    "outputId": "b3c6055d-ac84-445d-a233-02eef4a69366"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Epoch 1/20\n",
+      "30/30 [==============================] - 9s 272ms/step - loss: 3.2192 - accuracy: 0.1520 - val_loss: 2.1471 - val_accuracy: 0.2000\n",
+      "Epoch 2/20\n",
+      "30/30 [==============================] - 8s 250ms/step - loss: 2.0165 - accuracy: 0.2636 - val_loss: 1.9698 - val_accuracy: 0.3524\n",
+      "Epoch 3/20\n",
+      "30/30 [==============================] - 8s 254ms/step - loss: 1.8209 - accuracy: 0.3363 - val_loss: 1.4646 - val_accuracy: 0.6667\n",
+      "Epoch 4/20\n",
+      "30/30 [==============================] - 7s 250ms/step - loss: 1.3232 - accuracy: 0.5277 - val_loss: 0.8675 - val_accuracy: 0.8571\n",
+      "Epoch 5/20\n",
+      "30/30 [==============================] - 8s 252ms/step - loss: 0.9016 - accuracy: 0.6876 - val_loss: 0.5528 - val_accuracy: 0.8905\n",
+      "Epoch 6/20\n",
+      "30/30 [==============================] - 8s 250ms/step - loss: 0.6413 - accuracy: 0.7662 - val_loss: 0.3709 - val_accuracy: 0.9238\n",
+      "Epoch 7/20\n",
+      "30/30 [==============================] - 8s 254ms/step - loss: 0.4523 - accuracy: 0.8421 - val_loss: 0.2870 - val_accuracy: 0.9238\n",
+      "Epoch 8/20\n",
+      "30/30 [==============================] - 8s 259ms/step - loss: 0.3710 - accuracy: 0.8692 - val_loss: 0.2407 - val_accuracy: 0.9429\n",
+      "Epoch 9/20\n",
+      "30/30 [==============================] - 9s 289ms/step - loss: 0.3236 - accuracy: 0.8884 - val_loss: 0.2072 - val_accuracy: 0.9571\n",
+      "Epoch 10/20\n",
+      "30/30 [==============================] - 9s 308ms/step - loss: 0.2539 - accuracy: 0.9126 - val_loss: 0.2160 - val_accuracy: 0.9476\n",
+      "Epoch 11/20\n",
+      "30/30 [==============================] - 10s 322ms/step - loss: 0.2680 - accuracy: 0.9072 - val_loss: 0.2398 - val_accuracy: 0.9333\n",
+      "Epoch 12/20\n",
+      "30/30 [==============================] - 10s 337ms/step - loss: 0.2116 - accuracy: 0.9225 - val_loss: 0.2333 - val_accuracy: 0.9333\n",
+      "Epoch 13/20\n",
+      "30/30 [==============================] - 10s 320ms/step - loss: 0.1944 - accuracy: 0.9304 - val_loss: 0.2132 - val_accuracy: 0.9429\n",
+      "Epoch 14/20\n",
+      "30/30 [==============================] - 10s 334ms/step - loss: 0.1740 - accuracy: 0.9389 - val_loss: 0.2233 - val_accuracy: 0.9429\n",
+      "Epoch 15/20\n",
+      "30/30 [==============================] - 10s 332ms/step - loss: 0.1595 - accuracy: 0.9379 - val_loss: 0.2042 - val_accuracy: 0.9429\n",
+      "Epoch 16/20\n",
+      "30/30 [==============================] - 9s 309ms/step - loss: 0.1662 - accuracy: 0.9403 - val_loss: 0.2442 - val_accuracy: 0.9381\n",
+      "Epoch 17/20\n",
+      "30/30 [==============================] - 9s 308ms/step - loss: 0.1565 - accuracy: 0.9419 - val_loss: 0.2397 - val_accuracy: 0.9476\n",
+      "Epoch 18/20\n",
+      "30/30 [==============================] - 9s 298ms/step - loss: 0.1699 - accuracy: 0.9251 - val_loss: 0.2369 - val_accuracy: 0.9476\n",
+      "Epoch 19/20\n",
+      "30/30 [==============================] - 9s 306ms/step - loss: 0.1643 - accuracy: 0.9327 - val_loss: 0.1967 - val_accuracy: 0.9524\n",
+      "Epoch 20/20\n",
+      "30/30 [==============================] - 9s 303ms/step - loss: 0.1650 - accuracy: 0.9276 - val_loss: 0.1971 - val_accuracy: 0.9429\n"
+     ]
+    }
+   ],
+   "source": [
+    "batch_size = 64\n",
+    "num_epochs = 20\n",
+    "val_split = 0.1\n",
+    "\n",
+    "model.compile(loss='categorical_crossentropy', optimizer='adam',\n",
+    "              metrics=['accuracy'])\n",
+    "\n",
+    "history = model.fit(x_shuffled, y_shuffled, batch_size=batch_size,\n",
+    "                    epochs=num_epochs, validation_split=val_split,\n",
+    "                    verbose=1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Nl_y6j_vEfK9"
+   },
+   "source": [
+    "It is illustrative to chart the training process. The `history` contains all\n",
+    "the information that we need."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 337
+    },
+    "id": "iBiHBmI-Ehr_",
+    "outputId": "12a19474-7a78-45cb-e795-8d4b7428f0d7"
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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IiOCLL74gISGBVq1a8dRTT/HWW2/lKhXQaDTMnDmTb775hjp16tChQ4d8z9e2bVt++OEH1q1bR7t27Rg2bBg33HCD62PH0ipOjH5+fq5egf/973+0aNGC0aNHk5OTA0DNmjXZsGEDgYGBDBgwgFatWvH888+7ej/CwsL4+uuv2bRpE23btuXVV19l6tSpxYpv4sSJ9OjRg5tvvpkuXbqQmpqaZwT6gw8+yLx58/j2229p3749sbGxLFu2LNfP3Gg0MmzYMBwOB8OHDy/TayaEJ8i1/z9y7f+Pp679+Zk8eTIPPfQQY8eOpXXr1nzxxRd88cUXxMXFAc7Skx9//JF+/frRrFkznn76aV544QUeeOABwHmdnTRpEtHR0cTExPDnn3+ybNkygoOD3R6rt1NUdxemCK9ht9tp3rw5AwcOZPr06RUdjhDFNmTIEKxWK0uWLKnoUIS46si1X4jik5XlKpF169aRnJxMhw4dyMjI4J133uHIkSPcd999FR2aEMWSmprKli1bWLJkSa55UoUQBZNrvxClJ4lwJWK323nttdc4cOAAPj4+tG7dmrVr19KmTZuKDk2IYunQoQPnz5/n6aefzjM1kBAif3LtF6L0pDRCCCGEEEJUSTJYTgghhBBCVEmSCAshhBBCiCpJEmEhhBBCCFElVehguZMnT1bk6XOJiIjINal/RfO2eMD7YpJ4iuZtMXlbPFC6mGrVquWhaLybXLML5m3xgPfF5G3xgPfFJPEUrbQxFXTdlh5hIYQQQghRJUkiLIQQQgghqiRJhIUQQgghRJUkC2oIIYQQQhRCVVVMJhMOhwNFUTx2njNnzmA2mz12/JLytnig8JhUVUWj0WA0Gov9c5JEWAghhBCiECaTCR8fH3Q6z6ZNOp0OrVbr0XOUhLfFA0XHZLPZMJlM+Pr6Fut4UhohhBBCCFEIh8Ph8SRYuIdOp8PhcBS7vSTCQgghhBCF8GQ5hHC/kvy8JBEWQgghhPBSKSkp9O7dm969e9O+fXuio6Nd9y0WS6H77ty5k4kTJxZ5joEDB7ol1sTERO655x63HKu8SD+/EEIIIYSXCgsLIyEhAYDp06fj7+/PyJEjXdttNluBZRvt2rWjXbt2RZ7jhx9+cE+wVyFJhEWF0R44gH7XLqxNm2K75hrw8anokIQQbrRtmw+HD+sYPDinokMRolIZO3YsBoOB3bt3ExMTw80338ykSZMwm80YjUbefvttmjRpQmJiIrNmzWL+/PlMnz6df//9l2PHjvHvv//y4IMP8sADDwDQtGlT9u/fT2JiIm+//TahoaHs3buXdu3a8d5776EoCqtXr+bll1/Gz8+Pjh07cvToUebPn19gjKmpqTz55JMcO3YMo9HI1KlTadmyJb///juTJk0CnCUMixcvJisri0ceeYSMjAzsdjtvvPEGnTp1KpfXUhJhUX4cDnx27MC4ciXG5cvxOXjQtUk1GrG2aoWlXTus7dphbd8eW6NGoJHqHSGuVosW+bF0qS+33ZYjb2Uh3OzUqVMsXboUrVZLRkYGS5YsQafTsW7dOt58801mz56dZ58DBw6waNEisrKy6N69O/fccw8+V3RC/fXXX6xZs4bIyEgGDRrE1q1badu2Lc888wyLFy+mXr16jBo1qsj4pk+fTuvWrfnss8/YsGEDjz/+OAkJCcyaNYvXX3+djh07kpWVhcFg4IsvvqBHjx48/vjj2O12cnLK759nSYSFZ5lMGDZuxLhiBcaEBLTJyag6HZbOnUm7/34sHTvic+AAPklJ+Ozcid/XX6P57DMAHIGBWNu0wdK+vSs5tteuDTJooWqxWtEmJ6M5fRrt6dNoz5z57/bp02jOnAG9Ptc/UdbmzeUTBi8QE2Phiy/82bdPR/PmtooORwi3mDQpiD173Ht9adnSyiuvpJdonxtvvNE1jVh6ejpjx47l8OHDKIqC1WrNd5+4uDgMBgMGg4GIiAjOnj1LrVq1crVp376967HWrVtz/Phx/Pz8qF+/PvXq1QNg0KBBfPHFF4XGt2XLFlcy3q1bN1JTU8nIyKBjx468/PLL3HLLLfTv359atWrRvn17nnzySWw2G3379qV169Ylei3KQhJh4XZKWhrG1asxrliBYe1aNNnZOPz9MffqhalfP0y9eqGGhLja21q3JmfQIOcdux3d/v347NyJ/mJyHDB7NsrFN7U9PNyV7Ch9+oAkPN5BVdGcOoX+zz9R0tIKbKYJCMA3MzPfbYrViubs2VwJrvb0abTnzuU9nY8P9ho1cNSoge2aa1CysvBdtgz/r792bjcYsLZsmeufKFvjxvIJQzmLjnYO5Nm2TS+JsBBu5ufn57o9bdo0unbtypw5czh+/Di33357vvsYDAbXba1Wi91uz9NGr9fnamOzufe9++ijjxIXF8eaNWsYNGgQX331FZ07d+a7775j9erVjBs3jhEjRjB48GC3nrcgkggLt9CeOOHs9V2xAv2mTSh2O/YaNci59VZM/fph7toVLnsDFnwgLbbmzbE1b07O0KHOx8xmfP7+G5+kJPQ7d+KzcyeGtWtR3n6byOBgTHFxmPr0wdyrF2pAgGefqABAk5Li6sW/9DPRJicXa9/QIrbbIyJw1KiBPTISa7t22CMjXfftNWrgqFkTR2ho3qRWVdEeO5br98Rv4UI0c+cC4AgIwNqmDdb27Z29x+3bY69TpxTPXhRXw4Z2wsLsbN+u5+67sys6HCHcoqQ9t+UhIyODyMhIAL755hu3H79x48YcPXqU48ePU7du3WINruvUqROLFy9m3LhxJCYmEhYWRmBgIEeOHKFFixa0aNGCpKQkDhw4gNFopGbNmtx1111YLBZ27dolibDwfkpODsalS/FfsAB9UhIA1qZNyXzkEUx9+2Jt3949PXAGg/Pj7vbtufSnVMnMJGLnTqyLFmFYtQq/xYtR9XrM3bph6tsXU+/eOGrUKPu5S0nJysLnzz9diaJu924Uk6nc49CEhxMWEeFMJi8mkvbISNd9R1gYaDRYrXDihJajR3UcOaLlzBktOh34+KgEqOnUO5tEndM7qH1yB5HH/yA45RgAqqKQXrMJZ5r3JP3m9mS2aE9wi2qEh6v5xhMaGkpqamq+21SNBkd4OFzWG1EiioK9fn3s9etjuvlm52N2O7qLpTeXkmP/OXMIuDjlkD0sDMeHH0L37qU7pyiUokB0tJVt20r5MxVCFMsjjzzC2LFjmTFjBnFxcW4/vq+vL6+//jp33XUXfn5+xZqJ4oknnuDJJ58kPj4eo9HIu+++C8Cnn35KYmIiGo2GZs2a0atXL5YuXcqsWbPQ6XT4+/szY8YMtz+Hgiiqqub/F6scnDx5sqJOnUdERATn8vkItqJ4WzzwX0zagwfxnz8fv0WL0Fy4gPWaa8gePBhT377YGzUq93iw2dBv3erqkdYdcyZplqgoZ1Lcrx+2Jk08F4jZjM+ePYQeOIBl40Z8du5Et38/ysW3lq12baxt26IGBnouhvyoKsasLGzHjztLDc6dc8V0iVXx4YymJifstThBbU5Si3+pjUXR015NoiNbac4/aHDud4T6bKWj62s70WQQlOfUkZF2Wre20qaN86t1awu1ajmoVs0Lfq8tltyfMIwdy9mLdW/FdWVNXVVRmmv2Bx8E8MYbQezadZqwsOKv9lQUb7tGels84H0xeVs8UPyYsrOzc5UieIpOp3N7KUJZXB5PVlYW/v7+qKrKc889R8OGDRkxYkSFxlSQ/H5eBV23pUdYFI/NhrJ0KeHvv49h/XpUnY6cG24g+957sVx7bcUOYNPpsHTpgqVLF9JffBHdP/9gXL4c48qVBL3xBkFvvIGtUSNMffuS07cv1qgoKO3a6TZbnhpmn7//dtUwKxERWNu1I+emm5y1qe3a4YiIcO2uqpCTo5CaqnDhgoa0NOeX87ZCWpqG1FTNZdsUcnIU9Hpn76yPT+7ven3u2zodrsd0OpWMDD/+OWfjqEbHedVBJKepxUlq8y9NfP+leeBxGhj+pTYnaWrZRVDGSnyyM0AFe7VqmNu0I7X1DWS2aE96s3aYAqtR2wrVrQq9LWC1mrFaz2GxgNWqYLHA0aM6du3y4a+/fFizxoDD4fzdCAuzExWl0Lx5oCtBrlfPXv6/Onq962eTjfMPIV72x7kyuVQnvH27D717mys4GiFEaX355ZcsWrQIq9VK69atGTZsWEWH5BbSI3yRt/2n6i3xaM6cwe+rr/D/4gu0p09jq1WL7LvvJvuOO3BUr16hsRXnNdL8+y/GhATnwL3ERBSbDUdICI6gvL2YxaE5exbNxWldHIGBWNu2dQ3ICujVi3O+vq5/ClJSNPz+u57ff9ezZYuBs2edya3FUnDmp9OphIQ4Ln6pBAc78PNTsdnAYlGwWi8lnP/dzu+xS4lp9epQt66FBg3s1K9vo0EDm+t2SEj+b30lKwslO9uZwJcxS83JUdiz57/E+O+/fdm9W8FqdR43KMjh6jlu0cJKSIgDf3/V9eXr+999T42JLM17TXqEiy8nR+GaayIZNSqTZ5/NcFss3nKNvMTb4gHvi8nb4gHpES6Kt8UD0iMsyoOqov/9d/w//xzj8uUoNhumHj1wvP8+Z6+9FgpYwcYbOWrXJvu++8i+7z6UCxcwrl2LfuNGFHPpeqYcISFY27XD0q6dswzkshpoqzaC5T9nkpioJzHRwN9/OzM3X18HMTFW2re35EpwLyW8wcEOQkOdCbCfn+rWHlLnRf58ifZR/f1R/f3dcn5fX5XoaCvR0daL8fjw77/n2LvXh127fFwJ8rx5/pjNhT9xHx9nQuzn57j43fnlTJJV7Haw2xUcDop92+GAqVOhnOZtr5J8fVVatbKyfbvUCQshvM/Vk9EIj1PS0/H97jv8P/8cn/37cYSEkDV8OFnDhmFv1Oiq/whZDQ4mZ9Cg/6ZqK6P0dIVNm/T8/ruBxEQ9u3f7oKphGI0qMTEWnn46na5dLbRrZyn1+K/KyGCAtm2ttG373zyXViscPaolM1NDVpZCdrbzKyvryvvOxy6/f+aMBqtVQaMBrVZFqyXXbZ0ODAYVrVa9+Diu2xoNhITIZdDTYmIsfP21HzbbVfV/tBCiCpBLUiWi27OH4IkT0Z4+Xar9NWfOoMnJwdK+Palvv03OwIHg6+vmKK9eFy4obN/u7O1NTNSza5cPDoeCwaASFWVh4kQ77dql0aGDpVgzxYn/+PhAkyZ2IO+clp7m7DUv99NWKdHRVj77TMM//+ho3dq7PmYVQlRtkghXBqqK37x5BL/6Ko7gYMzXXVe6wwQHkz14sHPasyru/HkNf/3lw59//vfx/dGjzreLj48z8X388Uy6dDETHW3BaLyUUFkqOHIhvM/lC2tIIiyE8CaSCF/lNCkphDzxBMaEBExxcaS9845zLtZKLD1dYe5cf86e1RIYGEi1ag6qVbO7vlev7iAgoHi1tqoKZ85oXMnupbrVkyf/e2vUr2+jdWsrd9yRTbt2Fjp2tOLrW2FjTIW46tSpY6dGDefCGvfdJwtrCFFSt99+O48++ig9e/Z0PTZ79mwOHjzIlClTCtxn4sSJtGvXjmHDhvHBBx8QHBycq8306dPx9/dn5MiRBZ57+fLlNGrUiGbNmgHOVew6depEbGxsmZ5TYmIis2bNYv78+WU6TllJInwV069fT+jjj6NJTeXCK6+QNXx4xU5j5mHZ2QqffebPRx8FkJamoUYNlbNnA1zTc13OaFSpVs1ORISD6tUvJcnORDkwUGX/fp0r8T171jmVmqKoNG5so1MnC61bZ9GmjZVWrawFzq4ghDc6d+4cM2fOJC0tDUVRiI+PZ8CAAbna7N69m6lTp1L94swvnTp1KnBJVndwLqxhkYU1hCilQYMGsXTp0lyJ8NKlS3nhhReKtf+CBQtKfe7ly5cTHx/vSoTHjx9f6mN5I0mEr0ZWK4FvvUXAzJnYGjfm/Pz52Fq3ruioPMZkgi++8Of99wM4d07L9debePrpDHr1CubMmXOkpmo4e1bD2bPai981JCdrXY8dO6Zj2zYNKSkaVNWZNGu1Ks2a2ejZ00zbts7pu1q2tOLvL0mvuLpptVqGDRtGo0aNyMnJ4dlnn6Vt27bUuWI56RYtWvDss8+WW1zR0RZ++cWX5GQN1au7b2ENIaqCG264galTp2KxWNDr9Rw/fpwzZ87QqVMnnn32WXbu3InJZOKGG27gqaeeyrN/p06dWLZsGWFhYcyYMYNFixYRERFBrVq1aNu2LeCcJ/jLL7/EYrHQsGFD3nvvPf755x8SEhLYtGkTM2bMYPbs2bz77rvEx8dz4403sn79el599VXsdjvt2rXjjTfewGAw0KlTJwYPHkxCQgI2m42PP/6YJoUsbJWamsqTTz7JsWPHMBqNTJ06lZYtW/L7778zadIkABRFYfHixZjNZh566CEyMjKw2+288cYbdCrD1D/FSoSTkpKYO3cuDoeDuLg4Bl0x6v7s2bN89NFHpKenExAQwGOPPUZ4Jf94vqJojxwh9NFH0f/xB1l33UX6Sy+hlsPchhXBaoWFC/14991ATp3S0rWrmU8/TaFjx/9mG9BqISLCQUSEgxYtCq89tNmctb8XLmioW9cm4wBFpRQaGkpoaCjgXBa1du3apKSk5EmEy9t/C2vo6d+//JcbF+JqFhoaSvv27Vm7di19+/Zl6dKl3HTTTSiKwjPPPENoaCh2u52hQ4eyZ88eWrZsme9x/vzzT3744QdXgtqvXz9XIty/f3/uuusuAN58802+/vprRowYQe/evV2J7+VMJhPjxo1j4cKFNG7cmDFjxjB//nweeughAMLCwlixYgXz5s1j1qxZvPXWWwU+v+nTp9O6dWs+++wzNmzYwOOPP05CQgKzZs3i9ddfp2PHjmRlZWEwGPj666/p0aMHjz/+OHa7nZyLc/uXVpGJsMPhYM6cObzwwguEh4czYcIEYmJicl1UFyxYQGxsLD179uSvv/7iq6++4rHHHitTYCIv38WLCZ4wAbRaUj7+GNMVv5SVhd0OS5b48vbbgRw9qiMqysK776bSrVvZBqLpdFCjhoMaNaQ3SlQNycnJHD58ON+emH379jF+/HhCQ0MZNmwYdevW9WgsbdpY0etVSYTFVS9o0iR89uxx6zGtLVuS/sorhba5VB5xKRGePn06AD/++CNffvkldrudM2fOsH///gIT4c2bN9OvXz98L/YE9e7d27Vt7969TJ06lfT0dLKysujRo0eh8Rw8eJB69erRuHFjAAYPHsznn3/uSoT79+8PQNu2bVm2bFmhx9qyZQuzZ88GoFu3bqSmppKRkUHHjh15+eWXueWWW+jfvz+1atWiffv2jB07FpvNRt++fWldxk/Ei0yEDxw4QGRkJDVq1ACga9eubN26NVcifOLECe655x4AWrVqxbRp08oUlMhNycwk+Pnn8fv2W8zXXkvaBx9gr127osNyO4cDfvnFyFtvBbJ/vw+tWln5/PPzxMWZK3PpsxAeYTKZmD59Ovfdd1+eFZYaNmzIhx9+iNFoZMeOHUybNo333nsvzzFWrVrFqlWrAJgyZYpzLvEy6NBBZedOPyIiyl4rrNPpyhyPO3lbPOB9MXlbPFD8mM6cOYPu4iTYGo0Gxc1/lDQajev4ugIm277hhht46aWX2LNnDyaTiaioKI4ePcrHH3/MihUrCAkJYcyYMVitVnQ6HYqioNVqc93WaDS5znX5/XHjxvH555/TqlUr/u///o/ExERXm0vHufK+oiiux7Vareu+oij4+fmh0+nQ6/U4HI48z+vK9pef49LjY8eOpU+fPqxevZpbbrmF//u//6NLly4sXbqUhIQEnnjiCUaOHMmQIUNyHdtgMBT7d63IRDglJSVXmUN4eDj79+/P1aZ+/fps2bKFAQMGsGXLFnJycsjIyCAwMDBXO3dfVN3J296gl+JRtm1Dd889cPgwtokTUZ59ltAKmpHeU6+RqsKyZQovv6wlKUlD8+YqX39tZdAgFY0mEAjMdz9v/Zl5E2+LydviAe+MqaxsNhvTp0+ne/fu+dbOXZ4YR0VFMWfOHNLT0wm6Yunx+Ph44uPjXffLujxuu3ZBfP65PydPnivzIjPetlyvt8UD3heTt8UDxY/JbDaj1ToHVqe99JJngrHZCl0+2GAw0LVrVx5//HFuvvlmbDYbaWlp+Pr64ufnx6lTp1i9ejWdOnXCZrOhqip2uz3X7WuvvZZx48YxatQo7HY7K1asYNiwYdhsNjIzMwkPDycnJ4dvv/2WyMhIwHm9SE9Pd8XlcDiw2+3Ur1+fY8eOsX//fho2bMg333yT77ntdjuqquZ5Xpc/fu2117Jo0SLGjRtHYmIioaGh+Pr6cuDAAZo1a0azZs3YsWMHe/fuxWg0Ur16de644w5MJhNJSUnceuutuY5tNpvz/Fw9usTysGHD+Oyzz/j1119p0aIFYWFhaC5bevYSd19U3cnb3qARYWHkTJ5M0JQp2KtXJ+3bb7F06gRpaRUXkwdeow0b9EydGsT27T7Ur29jxowL3HJLDlotpKSUfzxl4W3xgPfF5G3xQOliKuiC6g1UVWXWrFnUrl07T03fJWlpaQQHB6MoCgcOHMDhcOTpuPCE6GgLn3wSwF9/+RAVZS16ByFELoMGDeKBBx7go48+Apyfwrdu3ZrY2Fhq1apFx44dC92/TZs23HTTTfTu3ZuIiAjaX7ZuwPjx47nxxhsJDw+nQ4cOZGZmAnDzzTczfvx45syZwyeffOJqbzQaefvtt3n44Yddg+WGDRtWquf1xBNP8OSTTxIfH4/RaOTdd98F4NNPPyUxMRGNRkOzZs3o1asXP/30EzNnzkSn0+Hv78+MGTNKdc5LFFVVCx0mv2/fPhYtWsTzzz8PwJIlSwC45ZZb8m1vMpkYO3Yss2bNKvLkJ0+eLGm8HuNNf6A1Z85Qffx4NKtXkzNgAGnTpqGGhFR0WG59jQ4f1vLSS8GsWmWkZk07Y8dmMHRoNj4+FROPO3hbPOB9MXlbPFD5EuF//vmHSZMmUa9ePdfHt3fccYfrOfbp04fly5ezcuVKtFoter2ee+65h2uuuabIY5f1mn36tIbo6EheeukCDz2UVaZjedvvkrfFA94Xk7fFA8WPKTs7O0+JkScU1iNcEbwtHiheTPn9vErdI9y4cWNOnTpFcnIyYWFhJCYmMmbMmFxtLs0WodFoWLJkCb169SrqsKIAhlWrCBk3DiUnh7SpU8m+885KNTdwVpbCe+8F8MknAej1KhMnXuC++7IwGis6MiEqh+bNm/PNN98U2qZfv37069evnCL6T2Skg9q1bWzbpi9zIiyEEO5QZCKs1WoZPnw4kydPxuFw0KtXL+rWreuaLiMmJoY9e/bw1VdfoSgKLVq04IEHHiiP2CsXs5mgyZMJmDMHa4sW2L/+muxq1So6KrdRVfj+e19eey2I06e1DB6czYQJ6TKDgxBVTEyMhS1bDBUdhhBCAMWsEY6KiiIqKirXY0OHDnXd7ty5M507d3ZvZFWIbv9+QkeNwmfPHjIfeID0554jok4d8LKPkErrr790vPBCMFu3GmjXzsInn6QQHS31gUJURdHRVpYu9ePffzXUri3/CAshKpasLFeRVBW/r74iaNIkVD8/zs+bh/myOf2udikpGt58M5Avv/QjLMzBW2+lMXRoNvmMoxRCVBExMf8trFG7tswnLK4ORQynEl6mJD8vSYQriJKWRsjTT+P788+Yu3cndcYMHBfnar7a2WywYIEf06YFkZmp8MADWTzxRAbBwXIhEaKqa9nSitHoYPt2PQMHSiIsrg4ajQbbxenNhHez2Wz5zlxWEPmJVgD9li2EjB6NNjmZ9OefJ3PkSCpLN2liop5Jk4L5+28funUz8+qrF2jWzLtGnAohKo6PD7RrZ2X79rIvqiFEeTEajZhMJsxms9sX07icwWDAbDZ77Pgl5W3xQOExqaqKRqPBWIIR+JIIlyebjYD33iPwnXew16vHue+/x9qhQ0VH5Rb//qvl1VeD+PFHX+rUsTF7dgr9+5sq04QXQgg3iYlxzieckwMXV3oVwqspiuJaltiTvG2KOW+LB9wfkyTC5UT777+EPPoohi1byL7tNi68/jpqQEBFh1VqqgonTmjZtcuHrVv1zJ/vByg89VQ6I0dmyh83IUSBoqOtWK0Ku3bpufZaS0WHI4SowiQRLgfGn34i5OmnwW4n9f33ybliKUBv53A4F8BYs0ZDYmIQu3b58NdfPqSlOcs5tFqV/v1NTJyYTp069gqOVgjh7aKjLw2Y85FEWAhRoSQR9iAlO5ugl17C/8svsXToQOoHH2Bv0KCiwyqUzQYHDujYtcvHlfD+9ZcPWVnOpFev96dFCys33JBDmzZW2rSx0ry5VRbEEEIUW0SEgwYNnAtrgCysIYSoOJIIe4iSnU3EjTei27ePjEcfJeOppyjR+sHlLCnJh0mTgtm9W4fJ5Ex6fX0dtGplY8iQbNq0sdK9ewAREWfRyxgXIUQZRUdbWLfOgKpWqsUzhRBXGUmEPUS/YQM+e/eSOnMmOYMGVXQ4hbLZYOzYENLTNQwblu3q6W3c2IZW+1+7iAj/yrLGhxCigkVHW/juOz+OHdNSv76UVAkhKoYkwh5i2LIFVa8np1+/ig6lSAsW+LF/vw9z556nTx/vmiZFCFE5Xb6wRv36ORUcjRCiqqock9d6If2mTVg6dMDbi2dTUxXeeiuIbt3M9O4tSbAQonw0b27D399xsU5YCCEqhiTCHqBkZeGzaxeWTp0qOpQivfNOIOnpCi+9dEHq9IQQ5UarhQ4drGzf7r1jJ4QQlZ8kwh7gs307is2GpXPnig6lUPv365g3z5+77sqmRQtZ/U0IUb6ioy3s2eNDVpb8Fy6EqBiSCHuAYfNmVI0GS3R0RYdSqFdeCcLPT2X8+IyKDkUIUQXFxFhwOBSSkqRXWAhRMSQR9gD95s1Y27Tx6pXj1q41sGaNkbFjMwgPd1R0OEKIKigqyjlgTuqEhRAVRRJhdzOb0e/Y4dX1wVYrvPxyEA0a2Bg+XCazF0JUjJAQlaZNrWzfLomwEKJiyPRpbqbfuRPFbPbq+uAFC/xd06XJ4hhCiIoUHW1h+XJfWVhDCFEhpEfYzfSbNgFg7tixgiPJX2qqwvTpgXTvLtOlCSEqXkyMlbQ0DQcPaotuLIQQbiaJsJvpN2/G2rw5alhYRYeSr7ffdk6X9uKLMl2aEKLiRUf/t7CGEEKUN0mE3clmQ791q9fWB+/fr+Pzz2W6NCGE92jSxEZwsEMSYSFEhZBE2I189uxBk5WF2UsT4VdeCcLfX6ZLE0J4D43GOXuEJMJCiIogibAbXaoP9sYe4TVrZLo0IYR3io62sHevjvR0qdcSQpSvYs0akZSUxNy5c3E4HMTFxTFo0KBc28+dO8fMmTPJysrC4XBw5513EhUV5Yl4vZp+82ZsDRrgiIys6FByuTRdWsOGNu6/X6ZLE0J4l+hoC6qq8Mcfenr0kEG8QojyU2Qi7HA4mDNnDi+88ALh4eFMmDCBmJgY6tSp42rz3Xff0aVLF/r06cOJEyd44403ql4i7HCg37wZc58+FR1JHvPn+3PggEyXJoTwTh06WFEUlW3bJBEWQpSvIksjDhw4QGRkJDVq1ECn09G1a1e2bt2aq42iKGRnZwOQnZ1NaGioZ6L1Yrr9+9GmpnpdfXBKisLbb8t0aUII7xUYqNK8uY3t22WpZSFE+SqyRzglJYXw8HDX/fDwcPbv35+rzeDBg3nttddYvnw5ZrOZiRMnuj9SL+eqD/ayhTQuTZf20ksyXZoQwntFR1tYutQXh8M5gE4IIcqDW1aW27hxIz179uSmm25i3759vP/++0yfPh3NFVezVatWsWrVKgCmTJlCRESEO07vFjqdrkzxaJOSUGvXJjQqyi3LI5U1HoC//4b583148EEH3bqFeEVM7iTxFM3bYvK2eMA7Y6o0LBa0J09ib9CgyKYxMRa++MKffft0NG8u0zsKIcpHkYlwWFgY58+fd90/f/48YVcsFrFmzRqee+45AJo1a4bVaiUjI4Pg4OBc7eLj44mPj3fdP3fuXJmCd6eIiIjSx6Oq1Fi3jpzOnUm77LWqsHguGjcuDH9/lcceO8u5c2WfKcIdMbmTxFM0b4vJ2+KB0sVUq1YtD0VTuYQ8+SSGxETO/vILjho1Cm17aWGNbdv0kggLIcpNkR9ANW7cmFOnTpGcnIzNZiMxMZGYmJhcbSIiIvjrr78AOHHiBFarlaCgIM9E7IW0R4+iPX3aq6ZNW73awNq1RsaNyyAsTKZLE0KUv8yRI1HS0wkbPhxycgpt27ChnbAwu8wnLIQoV0X2CGu1WoYPH87kyZNxOBz06tWLunXrsnDhQho3bkxMTAz33HMPH3/8MT///DMAo0aNQqlCBan6zZsB76kPvjRdWqNGNu67T6ZLE0JUDFurVqTOnEnY8OGEPvEEqR9+WGDpmKJAdLSVbdskERZClJ9i1QhHRUXlmQ5t6NChrtt16tTh1VdfdW9kVxHD5s3YQ0OxNW1a0aEA8Pnn/hw86MO8eTJdmhCiYpn79CHjuecImjwZa7NmZI4bV2DbmBgLCQlGUlI08kmWEKJcyNhcN9Bv3uwsi/CCXvBL06XFxpqIj5fp0oQQFS/zkUfIHjyYoLfewvjDDwW2u1QnLNOoCSHKiyTCZaQ5dQrdkSNeUx88fXoQGRkKL76Y7g15uRBCgKKQ9uabmDt2JHTcOHySkvJt1r69Fa1WlTphIUS5kUS4jPRbtgDeUR/81186Fizw4+67s2XUtRDCuxgMpM6Zg71aNcKGD0dz8mSeJr6+Kq1aSZ2wEKL8SCJcRoZNm3AEBGBt2bJC47DZYPz4EMLCHDzzTHqFxiKEEPlxhIeTMm8eSmYmYcOHo1xckfRy0dEWkpJ8sMn/8kKIciCJcBnpN2/G0rEj6NyyNkmpffaZP3/+qeeVVy4QEqJWaCxCCFEQW/PmpH74IT67dxPy+OPgyD0oLibGSk6Ohn/+qdhrqhCiapBEuAw0KSn47N1b4fXBx49rmTo1kLg4EzfdZKrQWIQQoijm+HjSJ07E95dfCHzrrVzbLl9YQwghPE0S4TLwhvpgVYUJE4JRFHjjjQsyQE4IcVXIeughsu68k8AZM/BdssT1eJ06dmrUkIU1hBDlQz57KgP9pk2oBgOWtm0rLIalS31Zu9bIyy9foHZte4XFIYTwDufOnWPmzJmkpaWhKArx8fEMGDAgVxtVVZk7dy5//PEHBoOBUaNG0ahRo/INVFG4MHkyusOHCXnySWz16mGNjr64sIZFeoSFEOVCeoTLQL95M5aoKDAYKuT8qakKkyYF0b69hfvvlxXkhBDO1UCHDRvGO++8w+TJk1mxYgUnTpzI1eaPP/7g9OnTvPfee4wYMYJPP/20YoLV60n55BPsNWsS9sADaP/9F3AmwseO6UhOlj9RQgjPkqtMKSkZGfj89VeF1ge/+mowaWkapk5NQ6utsDCEEF4kNDTU1bvr6+tL7dq1SUlJydVm27ZtxMbGoigKzZo1Iysri9TU1IoIFzUszDmThMlE2H33oWRlXbawhvQKCyE8SxLhUtJv347icGCuoER4wwY9Cxf68cgjmbRqJfMMCSHySk5O5vDhwzRp0iTX4ykpKURERLjuh4eH50mWy5OtaVNSZ81C988/hDz2GG1bmwkOdrBokW+FxSSEqBqkRriU9Js2oep0WGNiyv3cOTnwzDMhNGhgY+zYjHI/vxDC+5lMJqZPn859992Hn59fqY6xatUqVq1aBcCUKVNyJc9ud/vt2M+cwfeJJ6j38Xs8/vjrvPKKLydO6GjfPu+UkDqdzrPxlJC3xQPeF5O3xQPeF5PEUzR3xySJcCnpN2/G2qYNain/wJTFjBmBHDmi4//+7xy+0mEihLiCzWZj+vTpdO/enU75fGoVFhbGuXPnXPfPnz9PWFhYnnbx8fHEx8e77l++j0cMGUJwUhL+06bx8Bu1mRH8GJMm2fjss7xlGxEREZ6PpwS8LR7wvpi8LR7wvpgknqKVNqZatWrl+7iURpRGTg76pKQKmTZtzx4dH30UwODB2XTvbin38wshvJuqqsyaNYvatWtz44035tsmJiaGdevWoaoq+/btw8/Pj9DQ0HKONB+KwoVXXsHcrRs1J43n5Rt/Y8UKX3bt8qnoyIQQlZT0CJeCPikJxWIp9/pgux2efjqEoCAHkyZdKNdzCyGuDnv37mXdunXUq1eP8ePHA3DHHXe4elD69OlDhw4d2LFjB2PGjEGv1zNq1KiKDDk3Hx9SPv6YGl27cm/OJ7wY3IO33w5g7tyKGcwnhKjcJBEuBf2mTaiK4lxauRx9/rk/f/yh5/33UwkLk2WUhRB5NW/enG+++abQNoqi8OCDD5ZTRCWnhoRg7tGDwPWrGfFgOtOmh7BrVyZt2lgrOjQhRCUjpRGlYNi8GVvz5qghIeV2zn//1TBlSiA9e5q45ZaccjuvEEJUBFNcHNqzZxnVeRMhIQ6mTw+s6JCEEJWQJMIlZbXis20b5nKsD1ZVeP75EBwOWUZZCFE1mHv1QlUUwjat4qGHMklIMPLnn1IrLIRwL0mES8hn1y40OTnlupDGzz8bSUgw8tRTGdSrJ8soCyEqP0d4ONYOHTCuXs0DD2QREuLg7belV1gI4V6SCJeQfvNmgHJLhC9cUJg4MZg2bSw8+KAsoyyEqDpMcXHok5IINiUzYoSzV3jnTukVFkK4jyTCJWTYvBlbo0Y4qlcvl/NNnhzEuXMapk27gE6GNgohqhDTxTmMDWvWMHy49AoLIdxPEuGScDjQb9lSbvXBmzfr+fJLfx56KEtGSwshqhxbq1bYIyMxrl5NYKDKiBGZrFolvcJCCPeRRLgEdP/8g+bChXIpizCb4emng6lb18ZTT8kyykKIKkhRMF1/PYZ168BqdfUKywwSQgh3KdaH7UlJScydOxeHw0FcXByDBg3KtX3evHns3r0bAIvFwoULF5g3b567Y61wrvrgcugRnjpVy4EDWr788jx+fjJnsBCiajLHxeH/1Vfot2wh8LrrePjhTN58M4ht26w0aFDR0QkhrnZFJsIOh4M5c+bwwgsvEB4ezoQJE4iJiaFOnTquNvfdd5/r9rJlyzh8+LBHgq1ohk2bsNWqhf2y5+4J+/bpePNNDbfemk3PnmaPnksIIbyZuXt3VL0e4+rVWK67jvvvz+LjjwN47TUtn35a0dEJIa52RZZGHDhwgMjISGrUqIFOp6Nr165s3bq1wPYbN26kW7dubg3SK6gq+s2by6U3+P33A/DzgxdfTPf4uYQQwpup/v6Yu3TBsGoVAIGBKiNHZrJsmYY//pBaYSFE2RSZCKekpBAeHu66Hx4eTkpKSr5tz549S3JyMq1bt3ZfhF5Ce+gQ2rNnPV4fbLXC6tVGBg1yEBHh8Oi5hBDiamCOi8Pn4EG0R44AcP/9WYSFqTKDhBCizNw6IdfGjRvp3LkzGk3++fWqVatYdfG/+ilTphAREeHO05eJTqcrNB7NDz8A4NevH34ejHvtWoULFzQMHOjwqtcHin6NypvEUzRvi8nb4gHvjEnkZoqLI3jSJIyrV5P1wAMEBKiMG2dn4kQjf/zhQ4cOMquOEKJ0ikyEw8LCOH/+vOv++fPnCQsLy7dtYmIiDzzwQIHHio+PJ/7ivJAA586dK0msHhUREVFoPCGrVqGEh3MuPBw8GPeiRUEYjTp69bJ51esDRb9G5U3iKZq3xeRt8UDpYqpVq5aHohH5sTdogLVxYwwXE2GARx5x8Pbbdt5+O5AFC/L/lFIIIYpSZGlE48aNOXXqFMnJydhsNhITE4mJicnT7t9//yUrK4tmzZp5JNCKpt+82VkWoSgeO4eqwooVRrp3N+Pv77HTCCHEVcccF4fh999RspwrbAYGwsiRWaxZY2THDqkVFkKUTpGJsFarZfjw4UyePJlx48bRpUsX6taty8KFC9m2bZur3caNG+natSuKBxPFiqL99190J054fKDc33/rOHFCR58+Jo+eRwghrjamuDgUiwXDhg2ux+67L4vQUDvvvCO1wkKI0ilWjXBUVBRRUVG5Hhs6dGiu+0OGDHFfVF7m0vzBZg8PlFuxwoiiqPTubQL8PHouIYS4mliuvRZHQACG1asx9e0LQECAyiOPZPH660Fs3+5DdLTUCgshSkZWlisG/aZNOAIDsbVo4dHzJCQYiYqyUq2azBYhhBC56PWYY2Mxrl7trCO7SHqFhRBlIYlwMeg3b8bSsSNotR47x6lTGnbu1EtZhBBCFMAUH4/29Gl0F1cyBfD3d/YKr11rZPt2qRUWQpSMJMJF0Jw7h8+BAx6vD1650ghA376SCAshRH7MvXoBOHuFL3PffVmEhdllXmEhRIlJIlyE8qoPTkgw0rChjSZNbB49jxBCXK0c1atjadcuTyJ8qVf411+NbNsmvcJCiOKTRLgI+s2bcRiNWNu29dg5MjMVNm400KePyZOzswkhxFXPHBeHz44dcPZsrsfvvdfZKyy1wkKIkpBEuAg+f/7pTIL1eo+dY+1aAxaLImURQghRBFN8PIqqolm5Mtfj/v4qo0ZlSq+wEKJEJBEugu7QIWxNmnj0HCtXGgkNtRMdbfHoeYQQ4mpnbdMGe7VqKMuW5dl2773ZhIXZmT5deoWFEMUjiXAhlAsX0J4/j71hQ4+dw2qFNWuMxMeb0RVrVmchhKjCNBrM11+PJiEBbLnHVPj5qYwYkcW6dUaOHvXcLD9CiMpDEuFC6A4fBsDWqJHHzrFli560NI2URQghRDGZ4uJQ0tLQX7a66SU335wDwLJlxvIOSwhxFZJEuBCuRNiDPcIrVxoxGFRiY80eO4cQQlQm5thYVB8fDFfMHgFQr56d1q0tLFvmWwGRCSGuNpIIF0J36BCqomCrX98jx1dVZyLcrZsZf3+16B2EEEKgBgaiXnddnmnULunf38S2bXrOnJE/cUKIwslVohDaw4ex164NRs98xLZ3r45jx3RSFiGEECXk6N8fn7170Z44kWfbgAHOa+ry5VIeIYQonCTChdAdOuTR+uAVK5wX6fh4SYSFEKIkHP37A2BYtSrPtqZNbTRubJXyCCFEkSQRLoiqojt82KMzRqxcaaRDBws1ajg8dg4hhKiUmjXD1qBBvuURiuIsj0hM1JOaKqsUCSEKJolwATTnz6NJT/dYj/Dp0xqSkvT06SO9wUIIUWKKgikuDkNiIkpOTp7NAwaYsNsVEhKkPEIIUTBJhAvg6RkjLl2cpT5YCCFKxxwXh2Iyod+wIc+2tm2t1Kplk2nUhBCFkkS4ANpDhwDPzSG8cqWRBg1sNGtmK7qxEEKIPMydO+Pw8yu0POK334xkZUl5hBAif5IIF0B36BCqToe9bl23HzsrS2HDBgO9e5tQ5PoshBClYzBgjo11zies5p2CcsAAE2azwpo1hgoITghxNZBEuAC6Q4ew16uHJ9Y9/vVXAxaLImURQghRRua4OHQnT6L755882zp2tBAebpfyCCFEgSQRLoDu8GGPlUWsWGEkJMRBx44WjxxfCCGqCtP11wPkWx6h1UK/fiZWrTJikn4HIUQ+JBHOj8OB9vBhjwyUs9lg9WojcXEmT3Q2CyFEleKIjMTSunW+yy2Ds044K0vDhg1SHiGEyEsS4XxoTp9GYzJ5pEd461Y9aWkaKYsQQgg3McfFod+2DSU1Nc+2664zExjokPIIIUS+JBHOh+7SjBEe6BFescKIXq/Ss6fZ7ccWQoiqyBQXh+JwYPzttzzb9Hro3dvEihVGbDJJjxDiCsX6cD4pKYm5c+ficDiIi4tj0KBBedokJiayaNEiFEWhfv36PP744+6OtdzoPDR1mqo65w/u1s2Mv3/eEc5CCCFKztq+PfawMAyrV5OTz9+n/v1NLF7sx+bNeq67TsZmCCH+U2Qi7HA4mDNnDi+88ALh4eFMmDCBmJgY6tSp42pz6tQpvv/+e1599VUCAgK4cOGCR4P2NN3hw6hGI46aNd163H37dBw5omPkyEy3HlcIIS758MMP2bFjB8HBwUyfPj3P9t27dzN16lSqV68OQKdOnbj99tvLO0z30mox9+rlHDBntztHyV2mZ08zRqOzPEISYSHE5YosjThw4ACRkZHUqFEDnU5H165d2bp1a642q1evpm/fvgQEBAAQHBzsmWjLie7QIWdZhMa9lSMrVzpr1Hr3lvpgIYRn9OzZk+eee67QNi1atGDatGlMmzbt6k+CLzLFxaFJS0O/Y0eebX5+Kr16mVm2zBeHowKCE0J4rSJ7hFNSUggPD3fdDw8PZ//+/bnanDx5EoCJEyficDgYPHgw7du3z3OsVatWsWrVKgCmTJlCREREWWJ3K51O54rH59gx1JYt3R7fmjU6YmIctG4dVqJ4vIW3xSTxFM3bYvK2eMA7YyqLli1bkpycXNFhlDtzz56oWi2GVauwdOyYZ3v//iaWLfMlKcmHqChrBUQohPBGbpnAy+FwcOrUKV588UVSUlJ48cUXeeutt/D398/VLj4+nvj4eNf9c+fOueP0bhEREeGMx2aj5qFDZPXpQ4Yb4ztzRsOWLZE8/XQ6584VXRrhiseLeFtMEk/RvC0mb4sHShdTrVq1PBRN+di3bx/jx48nNDSUYcOGUdcDK2iWNzU4GEvHjhhXryZjwoQ82+PjTeh0KsuWGSURFkK4FJkIh4WFcf78edf98+fPExYWlqdN06ZN0el0VK9enZo1a3Lq1CmaNGni/og9THviBIrN5vYZI1atcpZF9OkjZRFCiIrTsGFDPvzwQ4xGIzt27GDatGm89957+ba9Wj7Fu0Rz003onn+eiJwcuCK5j4iAXr1UVqwI4O23DW5f3t4bP1nwtpi8LR7wvpgknqK5O6YiE+HGjRtz6tQpkpOTCQsLIzExkTFjxuRqc+2117JhwwZ69epFeno6p06dokaNGm4LsjxdmjHC7uYZI1asMFKvno3mzWX+HiFExfHz83PdjoqKYs6cOaSnpxMUFJSn7VXxKd5ldF26UB3I/vZbsocNy7NPfLwfzzwTwoYNabRo4d5rcWX5tMOTvC0e8L6YJJ6ilTamgj7JK3I0mFarZfjw4UyePJlx48bRpUsX6taty8KFC9m2bRsA7dq1IzAwkHHjxvHyyy9z9913ExgYWOIgvYHu8GHAvXMIZ2UpbNhgoE8fk9t7IYQQoiTS0tJQVef0jQcOHMDhcFy11+sr2Zo1w1a3br7LLQP07WtCUVRZXEMI4VKsGuGoqCiioqJyPTZ06FDXbUVRuPfee7n33nvdG10F0B06hCMwEIcbu93XrTNgNitSFiGE8Lh3332XPXv2kJGRwciRIxkyZAi2iytJ9OnTh02bNrFy5Uq0Wi16vZ6xY8eiVJb/0BUFc1wcvgsXgtkMhtzLKler5uDaay388osvTzwh01gKIdw0WK4y0R4+7OwNduMfhhUrjISEOC/AQgjhSWPHji10e79+/ejXr1/5BFMBzN274z9vHvqkJCydOuXZ3r+/iZdeCubwYS0NG9orIEIhhDeRJZavoDt0yK0rytlssGqVgeuvN+Hj47bDCiGEyIe5UydURUH/++/5bu/f3/nJ3PLlUh4hhJBEODezGe2JE9jdWB+8fbue1FStlEUIIUQ5UENDsTVvjqGARLhOHTtt2zrLI4QQQhLhy+iOHkVRVbf2CK9YYUSvd65qJIQQwvPMXbvis20bWPIvR+vf38SOHXpOnZI/gUJUdXIVuIy7Z4xQVWci3LWrmYAA1S3HFEIIUThL585oTCb0O3fmu33AAOcndCtWSHmEEFWdJMKX0V6cQ9hdifCBAzqOHNFJWYQQQpQjS+fOAOgTE/Pd3qSJjaZNrVIeIYSQRPhyusOHsYeFoYaEuOV4l3obeveWRFgIIcqLIywMa4sW6DdtKrBN//4mNm3Sk5IifwaFqMrkCnAZ3aFDbl1RbuVKI23bWqhVy+G2YwohhCiauXNn9Fu3gtWa7/YBA0zY7QoJCYZ8twshqgZJhC+juzSHsBucO6dhxw4fKYsQQogKYOnSBU1ODj4F1Am3bm2lTh2blEcIUcVJInxJZiba06fdNmPEunUGVFXh+utltgghhChvl+qEC5pGTVGc5RHr1hnIzKwkK+sJIUpMEuGLlIMHAfcNlFu/3kBIiIPWrfP/WE4IIYTnOMLDsV5zTaF1wgMGmLBYFFavlvIIIaoqSYQvUvbvB3BLj7CqOhPhbt3MaLVlPpwQQohSsHTujH7LlgLrhKOjLVSrZmfZMimPEKKqkkT4kgMHANyyqtzBg1pOndLSvbuURQghREUxd+mCJjsbn1278t2u1ULfviZWrzZgkuEcQlRJkghfpOzfjz0yEtXPr8zHWr/e+TGbJMJCCFFxiqoTBmd5RHa2hnXrpDxCiKpIEuGLlAMH3FofXK+ejfr17W45nhBCiJJzVKuGtWnTQuuEu3QxExzskPIIIaooSYQvUvbvd0t9sM0GiYkG6Q0WQggvYOnSBf3mzc6Lcz70eoiPN7FypbGgUmIhRCUmiTCgpKainD/vlkR4504fMjI0kggLIYQXMHfujCYrC5+//iqwzYABJtLSNGzapC/HyIQQ3kASYZwLaYB7ZoxYt86Aoqhcd50kwkIIUdEsXboAoC+kTrhHDzO+vlIeIURVJIkw/yXC7pgxYsMGA23aWAkLU8t8LCGEEGXjqF4da+PGGBITC2zj66vSq5eZ5cuNOBzlGJwQosJJIgzoDh1C1Wiw1atXpuNkZSls366XsgghhPAili5d0G/dWmCdMDjLI86c0bJjh085RiaEqGiSCAPaw4ehXj0wlG36nE2b9FitCt26SSIshBDewtKlC5qMDHx27y6wTVycCR8flZ9+kvIIIaoSSYS52CPctGmZj7N+vQGDQaVjR4sbohJCCOEO5ovzCRdWJxwUpHL99Sa+/963sI5jIUQloytOo6SkJObOnYvD4SAuLo5Bgwbl2v7rr7+yYMECwsLCAOjXrx9xcXFuD9YjVBXd4cOo3bqV+VAbNhi49loLvtKhIIQQXsMRGYmtYUMMv/9O1siRBbYbMiSHFSt8+e03A3Fx8smeEFVBkYmww+Fgzpw5vPDCC4SHhzNhwgRiYmKoU6dOrnZdu3blgQce8FignqI5exZNZia2MvYIJydr+PtvH557Lt1NkQkhhHAXc9eu+P74I9jtzrWV83H99SZCQ+0sWuQnibAQVUSRpREHDhwgMjKSGjVqoNPp6Nq1K1u3bi2P2MrFpRkj1CZNynScDRtkWWUhhPBWli5d0KSn47NnT4Ft9Hq45ZYcVqwwkpamlGN0QoiKUmQinJKSQnh4uOt+eHg4KSkpedpt3ryZp556iunTp3Pu3Dn3RulBukOHAMpcI7x+vYGQEAetW8vSREII4W2KUycMMHhwDhaLwg8/SI2bEFVBsWqEixIdHc11112Hj48PCQkJzJw5kxdffDFPu1WrVrFq1SoApkyZQkREhDtOXyba06dRfXzQNWpEaaNRVUhM9CEuzkH16u55Tjqdziten8t5W0wST9G8LSZviwe8Mybhfo6aNbE1aID+99/JGjGiwHZt2lhp3tzKokV+3HNPdjlGKISoCEUmwmFhYZw/f951//z5865BcZcEBga6bsfFxfHFF1/ke6z4+Hji4+Nd972h5zh092509eujliGeAwe0nDhRg8cey+DcOfdcOCMiIrzi9bmct8Uk8RTN22LytnigdDHVqlXLQ9EITzJ36YLvsmXgcIAm/w9EFQUGD87m1VeDOXBAS5Mm9nKOUghRnoosjWjcuDGnTp0iOTkZm81GYmIiMTExudqkpqa6bm/bti3PQDpvpjt8uMwryq1fL/XBQgjh7SxduqBJS0NXSJ0wOOuENRqVRYv8yikyIURFKbJHWKvVMnz4cCZPnozD4aBXr17UrVuXhQsX0rhxY2JiYli2bBnbtm1Dq9USEBDAqFGjyiP2snM40B05grlHD/RlOMz69Qbq17dRv770HAghhLe6VCds+P13bK1bF9iuRg0HPXua+e47P55+OqOgSSaEEJVAsWqEo6KiiIqKyvXY0KFDXbfvvPNO7rzzTvdGVg60p06hmEzYGjYsdSJss0FiooGBA3PcGpsQQgj3ctSuja1+ffSbNpH10EOFth08OJtHHglj40Y9sbGySJIQlVWVXllOe/AgALZGjUp9jKQkHzIyNFIWIYQQVwFL584YNm1y1gkXok8fE8HBDimPEKKSq9KJ8KU5hG1lqBFev96Aoqhcd50kwkII4e3Ml+qE//mn0HZGI9x0Uw6//GIkI0PmFBaisqraifChQzh8fXFERpb6GBs2GGjTxkpYmOrGyIQQQniCpUsXwFknXJQhQ7IxmTT8/LPR02EJISpI1U6EL80YUcA0OkXJylLYvl0vZRFCCHGVsNepg61uXfSbNhXZNirKSqNGNimPEKISq9qJ8KFDZSqL2LRJj9Wq0K2bJMJCCHG1sHTp4lxhrog64UtzCm/aZODoUZk6QojKqOomwlYr2uPHyzRQbv16A0ajyrXXyohiIYS4Wpg7d0abmopu374i2952WzaKovLtt9IrLERlVGUTYe3x4yg2W5l6hDdsMNCxowWjlI8JIcRVw9K1K4CzV7gItWs76NbNwrff+hbVgSyEuApV2UTYNWNEKXuEk5M1/P23j9QHCyHEVcZety622rWLNWAOnOURx47p2LKlLEsvCSG8UdVNhA8dAsBeykR4wwbnssqxsZIICyHE1cZVJ6wWPeNP//4m/P0dfPONlEcIUdlU3UT48GEcwcE4wsJKtf/69QZCQhy0amV1c2RCCCE8zdylC9qUlGLVCfv5qdx0Uw4//WQkO1vmFBaiMqm6ifClGSOUkl/UVNWZCHfrZi7tzGtCCCEq0KX5hItTJwwweHAOWVkali2TQSFCVCZVNo3THj5c6vrggwd1nDqllfpgIYRX+vDDD3nwwQd58skn892uqiqfffYZjz32GE899RSHLpaKVSX2evWw16xZ7Drha6+1UK+ezCksRGVTNRNhkwntv/+WesaI9eudAyakPlgI4Y169uzJc889V+D2P/74g9OnT/Pee+8xYsQIPv3003KMzksoCuYuXZwLaxSjTlijgdtvz2HDBj3//ls1/3QKURlVyXez7uhRFFUt9UC59esN1K9vo149u5sjE0KIsmvZsiUBAQEFbt+2bRuxsbEoikKzZs3IysoiNTW1HCP0DpauXdGeO4fuwIFitb/99mxUVeG776RXWIjKQlfRAVSESzNGlKZH2GaDxEQDAwfmuDssIYQoFykpKURERLjuh4eHk5KSQmhoaK52q1atYtWqVQBMmTIl1z4VTafTlT2e/v3hqacI27ULx8Wa4cJERED37g4WLw7k5ZeNuYaYuCUeN/O2mLwtHvC+mCSeork7pqqZCF+aQ7gUiXBSkg8ZGRopixBCVHrx8fHEx8e77p87d64Co8ktIiKi7PEEB1MjMhJrQgKpt95arF0GDfLlySdDWbnyAtHR/80a5JZ43MzbYvK2eMD7YpJ4ilbamGrVqpXv41WyNEJ76BD2iAjUoKAS77t+vQFFUenaVRJhIcTVKSwsLNcfkvPnzxNWyqkkr2olrBMGuPFGE76+MqewEJVFlUyEdWWYMWLDBgNt2lgJCyveRVMIIbxNTEwM69atQ1VV9u3bh5+fX56yiKrC0qUL2uRktAcPFqt9QIBK//4mfvzRF5PJw8EJITyuapZGHDqEuVevEu+XlaWwfbueESMyPRCVEEK4x7vvvsuePXvIyMhg5MiRDBkyBJvNBkCfPn3o0KEDO3bsYMyYMej1ekaNGlXBEVccc+fOABg2bSK7SZNi7TN4cDaLF/uxcqWRgQMlGxbialblEmElMxNtcnKpeoQ3bdJjtSoyf7AQwquNHTu20O2KovDggw+WTzBezt6oEfYaNdD//jvZd99drH2uu85CzZp2Fi3yk0RYiKtclSuNKMtAufXrDRiNKh07WtwdlhBCiIqgKJg7d3YurFHMOmGt1jmV2q+/Gjhzpsr9GRWiUqly72DtpanTStEjvGGDgY4dLRhlhU0hhKg0LF26oD1zBu3FjpLiuP32bBwOhSVLfD0YmRDC06pcInxpDmF7gwYl2i85WcPff/vItGlCCFHJmC/OIVzc5ZYBmjSxExVlYdEiv+J2JAshvFCxEuGkpCQef/xxHnvsMb7//vsC223atIkhQ4ZwsJijbyuC7vBhbLVqofqW7L/4DRsMAFIfLIQQlYy9cWPs1ao5p1ErgcGDs/nnHx/++svHQ5EJITytyETY4XAwZ84cnnvuOd555x02btzIiRMn8rTLyclh2bJlNG3a1COBuovu0CHspawPDglx0KqVtejGQgghrh6KgqVLFwyJicWuEwYYODAHg0Hlm2+kPEKIq1WRifCBAweIjIykRo0a6HQ6unbtytatW/O0W7hwITfffDM+Pt79n3Fp5hBWVWci3K2bGU2VKyYRQojKz9y5M9rTp9EePVrsfUJCVPr0MbFkiS8WGUMtxFWpyLQuJSWF8PBw1/1La9Jf7tChQ5w7d46oqCj3R+hGSkoKmrS0Es8YcfCgjlOntFIfLIQQlZSla1egZHXC4CyPSE3VsmyZ4omwhBAeVuZ5hB0OB/Pnzy/WhOyrVq1i1apVAEyZMoWIiIiynr5ElIu1y37t2+N7xbl1Ol2B8XzzjfP/hYED/YiIKJ9lNQuLp6J4W0wST9G8LSZviwe8MyZR/mxNmmCPjMT4449k33FHsffr0cNM9ep2FizQct11HgxQCOERRSbCYWFhnD9/3nX/yjXpTSYTx48f5+WXXwYgLS2NqVOn8vTTT9O4ceNcx4qPjyc+Pt51//K17suD744dhAIp4eHYrzh3REREgfEsXx5K/foQGHiO8gq5sHgqirfFJPEUzdti8rZ4oHQx1apVy0PRiAqjKGTdfz9Bb7yB7q+/sLVuXazddDq49dYcPv3Un1OnNNSs6fBwoEIIdyqyNKJx48acOnWK5ORkbDYbiYmJxMTEuLb7+fkxZ84cZs6cycyZM2natGm+SbA30B0+jKrVYq9Xr9j72GyQmGiQ2SKEEKKSy7rnHhyBgQR+8EGJ9rv33iy0WnjttSAPRSaE8JQiE2GtVsvw4cOZPHky48aNo0uXLtStW5eFCxeybdu28ojRbXSHDmGvWxf0+mLvk5TkQ0aGRhJhIYSo5NSgILLuvRfjzz+7Fl8qjnr17Iwf7+D77/3YuLH4f1+EEBWvWDXCUVFReQbCDR06NN+2L730UpmD8hRtKWaMWL/egKKodO0qibAQQlR2WQ88QMDs2QTMmsWFqVOLvd9TT9mZP1/l+eeDSUg4i5dPoCSEuKjqTAamqugOHSrxjBGrVxtp29ZKWJgsHSSEEJWdo3p1socOxW/RIjSnTxd7P19feOWVC+zf78OcOf4ejFAI4U5VJhHWJCejyc4uUY/wwYNa/vhDz8CBOR6MTAghhDfJfOQRsNsJmD27RPv17m2md28T06cHcvJklfnzKsRVrcq8U3UX671Ksqrc4sV+aDQqgwZJIiyEEFWFvV49cgYOxG/BApS0tBLt+8orF3A4FF59NdgzwQkh3KrqJMKHDwMUu0dYVWHxYl+6dTMTGSnT4QghRFWSOXo0mqws/OfNK9F+9erZefTRDH74wZf162XgnBDeruokwocOoer12Is5/+e2bXqOHdNx223SGyyEEFWNrUULTHFx+M+Zg5JTsr8DjzySSf36Nl54IViWXhbCy1WZRFh7+DC2Bg1Aqy1W+2+/9cXX10H//ibPBiaEEMIrZT72GNqUFPy+/rpE+xmNzhKJAwd8+PTTAA9FJ4RwhyqTCJdkxgizGX76yZf+/U34+8tsEUIIURVZOnbEfO21+M+aBVZrifaNjzfTt28Ob78dwL//Vpk/tUJcdarGu9NuR3f0KPZi1gevXm0kLU0jZRFCCFHFZT76KLp//8X3++9LvO/LL6ejqgovvywD54TwVlUiEdaePIliNhe7R3jxYl+qV7fTrZssoiGEEFWZ+frrsbZoQcDMmeAo2cDpunXtPPZYBj//7Mtvvxk8FKEQoiyqRCKs++cfoHgzRqSmKqxaZeTmm3PQFWvdPSGEEJWWopD56KP47N+PceXKEu8+cmQmDRo4B86ZpW9FCK9TJRJh49q1OHx9sbRvX2TbH3/0xWpVuP32bM8HJoQQwuvl3Hgjtvr1CfjgA+fcmiVgNMJrr13g0CEdn3wiA+eE8DaVPxFWVQwJCZhjY51rYBbhu+/8uOYaK61a2cohOCGEEF5PpyNz5Ej0f/yBPjGxxLv36mWmf/8c3n03gH//Ld7MRUKI8lHpE2Hd7t3oTp7E1KdPkW2PHtWybZue227LQVHKITghhBBXhewhQ7BXq+asFS6Fl15Kv/g9yJ1hCSHKqNInwsaEBFRFwRwXV2TbxYt9URSVQYOkLEIIIcRljEayHnoI42+/4fPnnyXevU4dO48/nskvv/iydq0MnBPCW1T+RHjVKqzt2+OoVq3QdqoK337rR5cuFmrXliWVhRBC5JZ1zz04goJK3Sv88MOZNGwoA+eE8CaVOhHWnD6NPimpWGURW7YoHDmik0FyQggh8qUGBpJ1zz0Yf/4Z7cGDJd7fYHAOnDtyRMesWTJwTghvUKkTYePq1QCYevcusu1XX2kwGlUGDJAllYUQQuQv66GHwGAg4KOPSrV/z55mBgzI4b33Ajh+XAbOCVHRKncinJCArU4dbM2bF9rOYoFFizT06WMiMFCWVBZCCJE/R0QE2f/7H37ffovm1KlSHeOll9JRFBk4J4Q3qLSJsJKTg2H9emdZRBFTQPz6q4Hz5xVuu03KIoQQQhQuc+RIcDgI+OSTUu1fu7adsWMzWb7cl9WrZeCcEBWp0ibC+vXrUUwmzMUoi/j2Wz+qVVPp0UNGLwghhCicvW5dcm6+Gb8vvkBJTS3VMUaMyKRxYyuTJgVjkoo8ISpMpU2EjatW4QgIwNy5c6HtLlxwLqk8eLADH59yCk4IIcRVLXP0aDTZ2fjPm1eq/fX6/wbOvf9+oHuDE0IUW+VMhB0OjAkJmHv2dF5tCvHzz76YzQp33SVTpgkhhCgeW/PmmHr3xn/OHJTs0pXVxcZauO22bGbMCGDlSimREKIi6IrTKCkpiblz5+JwOIiLi2PQoEG5tq9cuZIVK1ag0WgwGo08/PDD1KlTxxPxFovPn3+iTU4u1mwR333nS+PGVqKjVc6fL4fghBBCVAoZo0dTbdAg/L76Cp59tlTHePPNNA4e1DF6dCjff3+OVq1sbo5SCFGYInuEHQ4Hc+bM4bnnnuOdd95h48aNnDhxIlebbt26MX36dKZNm8bNN9/M559/7rGAi8OYkICq0WC6/vpC2x0/rmXTJoMsqSyEEKLErB07Yu7cmYBZs5zTD5WCry/MmZNCUJDKffeFkZxcOT+oFcJbFfmOO3DgAJGRkdSoUQOdTkfXrl3ZunVrrjZ+fn6u2yaTCaWCs0rjypVYOnZEDQsrtN2SJb4A3HprTnmEJYQQopLJHD0a7alTaP7v/0p9jMhIB/PmpZCSouGBB8Jk8JwQ5ajIRDglJYXw8HDX/fDwcFJSUvK0W758OY899hhffvkl999/v3ujLAHtv//is2dPkWURquosi+jUyUzduvZyik4IIURlYu7VC2urVmjfegvspf9b0qaNlfffT2PHDj3jx4egypT2QpSLYtUIF0e/fv3o168fGzZs4LvvvuPRRx/N02bVqlWsWrUKgClTphAREeGu07tovv0WAN8hQ/At5PjbtyscOODDE0/YiIiIQKfTeSSe0vK2eMD7YpJ4iuZtMXlbPOCdMYmriKKQ8fjjhI0YQeDUqWRMmFDqQw0YYOKZZ9J5880gmja1MWZMphsDFULkp8hEOCwsjPOXjSI7f/48YYWUHHTt2pXZs2fnuy0+Pp74+HjX/XPnzpUk1mIJW7IEGjbkXHg4FHL8OXOC0Ot19Ox5lnPnVCIiIjwST2l5WzzgfTFJPEXztpi8LR4oXUy1atXyUDTiamS64QbsDz5I4AcfYG3ZEtPNN5f6WI89lsn+/TrefDOIxo1t3HCD1EkI4UlFJsKNGzfm1KlTJCcnExYWRmJiImPGjMnV5tSpU9SsWROAHTt2uG6XNyUzE0NiIln33VdoO6sVvv/el/h4E8HB8vmTEKJyKWqmn19//ZUFCxa4OjX69etHXFxcBURaedjfeQfbrl2EPPEE5xs1wtqmTamOoygwbVoaR47oGDMmhHr1ztOmjdXN0QohLikyEdZqtQwfPpzJkyfjcDjo1asXdevWZeHChTRu3JiYmBiWL1/Orl270Gq1BAQEMHr06PKIPQ/DunUoFotzWeVCrFtn4Px5LbffLoPkhBCVy6WZfl544QXCw8OZMGECMTExeaa07Nq1Kw888EAFRVkJ6fWkfvIJEQMGEHb//ZxdtgxHtWqlOpTRCJ99lsKAARHcd18YP/98lshImeteCE8oVo1wVFQUUVFRuR4bOnSo63ZFDo67nHHlShwhIVg6diy03Xff+RIaaqdXL/nISQhRuVw+0w/gmumnIud2ryocERGkfPYZETffTOhDD3H+m2+KXNSpINWqOWeSGDQoguHDw/juu/P4+sonmEK4m9sGy1U4ux3D6tXOuYN1BT+tjAyFFSt8GTo0u7TXJyGE8Fr5zfSzf//+PO02b97M33//Tc2aNbn33nvzHTBYHgOcS8vbBjm64unZE8enn2K4+25qvPoq9g8/pLQT1ffoAfPn2xk82Idnn63OF1/YS3Qor32NvIi3xSTxFM3dMVWaRFi/YwfalBRMlw3Gy88vvxgxmRRuvbV0S2IKIcTVLjo6muuuuw4fHx8SEhKYOXMmL774Yp525THAubS8beBlrnh69SLwsccIfP99Mho3JruIcSuF6dIFnn/en9deC6Z+/SyeeKL4M0l49WvkJbwtJomnaKWNqaBBzpVmCRtDQgKqToe5V69C2333nR8NGtiIjpbBB0KIyqc4M/0EBgbi4+MDQFxcHIcOHSrXGKuCjKefxhQfT/CLL6JPTCzTsUaOzGLIkGymTw9i6VKjmyIUQkAlSoSNCQlYOndGDQoqsM3JkxoSE/Xcdlu2LKkshKiULp/px2azkZiYSExMTK42qamprtvbtm2T+mFP0GhI/eADbA0bEjpiBNpjx0p9KEWBKVPSuPZaM088Ecoff/i4MVAhqrZKURqhPXIEn337uHDXXYW2W7LED1VVuOUWmS1CCFE5FWemn2XLlrFt2zbXTD+jRo2q6LArJTUwkJTPPqPajTcSNnw455YuRfX3L9WxDAb49NNUbrjBOXju55/PUquWzCQhRFlVikTYmJAAUOiyypeWVI6OttCwoSypLISovIqa6efOO+/kzjvvLO+wqiR7o0akfvQRYXffTcjYsaR+/DFoSvdhbHi4g88/T2HgwAjuvz+MJUvO4+cnM0kIURaVojTCmJCA9ZprsNevX2Cb3bt17N3rw223ySA5IYQQ5cfcowfpL7yA7y+/EDBjRpmOdc01Nj76KJU9e3x4/PEQzGY3BSlEFXXVJ8LKhQvoN28utDcYnIPkfHxUbrpJyiKEEEKUr6wRI8i+7TaC3noL47JlZTrW9debmTQpnV9+8SUmpgavvhrEwYNaN0UqRNVy1SfChl9/RbHZCp02zWZzLql8/fUmwsLkYyQhhBDlTFFImzoVS4cOhIwZg+7vv8t0uIceyuLrr8/TubOF2bP9iY2tweDB4SxdapReYiFK4KqvETYmJGAPD8d6RT3c5VasMJKcrOW226Q3WHgXVVUxmUw4HA4UD0xlcubMGcxe9FfR2+KBgmNSVRWNRoPRaPTIz0ZUQUYjKZ9+SrUBAwgbPpyzP/+MesXUdiURG2smNtbMmTMavvnGj6++8mPUqDBCQ+0MGZLD6NFw2doqQoh8XN2JsNWKcc0aTH37gjb/j4VycuDVV4No1sxKnz6ypLLwLiaTCR8fH3SFrIZYFjqdDm0B742K4G3xQOEx2Ww2TCYTvr6+5RyVqKwckZGkzJ5NxO23EzZyJOe//BJ8yjYdWo0aDh57LJPRozNZv97AF1/4MWeOPx9/rNClSzh3351N//45GAxuehJCVCJXdWmEfutWNBcuYOrTp8A2s2YFcPy4jldeuVDWa40QbudwODyWBIuy0+l0OBwyRZVwL2t0NGlvvolh40aCXn3VbcfVaKBHDzOzZ6eydesZXnvNxsmTWkaPDiU6ugYvvxzEgQNyvRHicld1ImxMSEDV6zHHxua7/d9/tXzwQQADBuTQvbulnKMTomjykbv3k5+R8IScIUPIfPBBAubMwf+jj8Du3mk9q1d3MH68gw0bkvn66/N07Wrhs8/86dGjOrfdFs7ixb6Y5ENSIa7iRFhVMa5cifm66wqcoPzVV4MAhUmT0ss3NiGuAikpKfTu3ZvevXvTvn17oqOjXfctlsL/cdy5cycTJ04s8hwDBw50V7hCVDrpEydi6t2b4Ndeo1q/fug3bHD7OTQaZy3xJ5+ksm3bGZ57Lp3Tp7U89lgo0dGRTJoUxD//SC+xqLqu2t9+3cGD6I4cIXPEiHy3b9yo58cffXnyyXTq1pUFNIS4UlhYGAkXF6OZPn06/v7+jBw50rXdZrMVWLbRrl072rVrV+Q5fvjhB/cEK0RlpNORMncuxh9/JGjyZCKGDiWnTx/SJ07E3qiR209XrZqD0aMzeeSRTDZu1PPVV/4sWODPnDkBREVZuOuuLAYONMkiHaJKuWp7hA2XVpPLZ9o0mw0mTQqmTh0bjzySWd6hCXHVGjt2LM888ww33ngjr732Gn/88Qc33XQTffr0YeDAgRw4cACAxMRE7rnnHsCZRD/xxBPcfvvtdOnShTlz5riO17RpU1f722+/nQceeIDY2FgeffRRVNX5x3b16tXExsbSr18/Jk6c6Dru5Y4fP84tt9xC37596du3L1u3bnVtmzlzJnFxccTHx/P6668DcPjwYYYOHUp8fDx9+/blyJEjHnm9hCgzRcE0cCDJv/1G+oQJGDZupHqvXgS9+CJKWppHTqnRQPfuFj76KJXt288wadIF0tMVnnwylA4davDss8Hs2iWDakTVcNX2CBtXrsTaqhWO2rXzbFuwwI9//vFh9uwUZLC3uFpMmhTEnj3u/ePTurWdl15KK9E+p06dYunSpWi1WjIyMliyZAk6nY5169bx5ptvMnv27Dz7HDhwgEWLFpGVlUX37t2555578LlidOpff/3FunXriIiI4Oabb2br1q20bduWZ555hsWLF1OvXj1GjRqVb0wRERF8/fXXGI1GDh06xOjRo1m2bBlr1qxhxYoV/PTTT/j6+pKamgrAY489xujRo+nfvz8mk8mVdAvhtYxGMh99lOwhQwicNg3/OXPw+/ZbMp58kqxhw8o8s0RBwsIcPPxwFiNGZLF1q54vv/Rj0SI/Fizwp00bC3femc0tt+QQGCjvIVE5XZU9wkpKCvpt2/KdLeL8eQ3TpgXRrZuZ/v1lJIAQJXXjjTe6phNLT0/n4Ycf5vrrr+fll19m7969+e4TFxeHwWAgLCyMiIgIzp49m6dN+/btqVWrFhqNhlatWnH8+HEOHDhA/fr1qVevHgCDBg3K9/hWq5Xx48cTFxfHww8/zL59+wBYv349Q4cOdU1vFhoaSmZmJqdOnaJ///4AGI1Gmf5MXDUc1atzYdo0zq5YgbVVK4InTqRafDyGVavAg//QKQpce62FGTPS2LHjNJMnp2G3K0yYEEKHDjV44okQtm3z8WQIQlSIq7JH2LhmDYrDke+yym++GUhmpsIrr1xABnuLq8krr7h/UKdOp8NmK9k+fn5+rtvTpk2ja9euzJkzh+PHj3P77bfnu4/hsglKtVot9nxGwOv1+lxtbCUIbPbs2VSrVo2EhAQcDgeNPFA/KYQ3sbVqxfmFCzEkJBD8yiuE33svpthY0l98EVvz5h49d3Cwyn33ZXPvvdns3OnDV1/58f33vixc6Efz5lbuvTeL22/PkVpiUSlclT3CxpUrsUdGYm3TJtfjf/7pfMPef38W11xTwr/+Qog8MjIyiIyMBOCbb75x+/EbN27M0aNHOX78OFDw4Lr09HSqV6+ORqPhu+++cyXasbGxLFy4kJwc56qRqampBAQEULNmTZYvXw6A2Wx2bRfiqqIomPv0IXnNGi689BL6nTup1rs3wc88g+bcufI4Pe3bW5k69QI7dpxh2rQ09HqVCRNC6NixBq+/Hsi//16VaYQQLlffb7DZjOG33zDFxTkr/i9SVXjhhWDCwhw88URGBQYoROXxyCOP8MYbb9CnT58S9eAWl6+vL6+//jp33XUX/fr1w9/fn6CgoDzt7r33Xr799lvi4+M5cOCAq9e6V69e9OnTh/79+9O7d29mzZoFwHvvvcecOXOIj4/n5ptvJjk52e2xC1Fu9HqyHnqIMxs2kHXfffh9/TXVu3UjYOZMNCkp5RJCQIDKnXdm88sv5/j++3Ncd52Zjz4KoEuXGjzySCg7dsjgOnF1UtQKHEVy8uTJEu9j+O03wu+8k/Pz5mG+rDTiu+98GTMmlOnTU/nf/0re+xMREcG5cvgPu7i8LR7wvpgqQzzZ2dm5ShHczVka4T2fjuQXT1ZWFv7+/qiqynPPPUfDhg0ZUcC0iOUV0+Xy+xnVqlXL02F5pdJcsz2lMrz/S0t34ABBr7yCcfVqVI0GS6dOmPr2xdS3L/aL9fblEdOJE1rmzvXnq6/8SE/XEBVl4cEHMxkwwJTv2D5v+5mB98Uk8RSttDEVdN2+6nqEDQkJOIxGzN26uR7LzFSYPDmI9u0tDBkiH4EKcTX58ssv6d27N7169SIjI4Nhw4ZVdEhCeDVbkyakzJ9P8ooVZI4ZgyYtjeCXXqJGly5U692bwLfeQvfXXx4dXAdQp46diRPT2bbtDJMnp5GaqmHUqDC6dKnBzJkBpKbKQB3h/Yo1WC4pKYm5c+ficDiIi4vLM7L7p59+YvXq1Wi1WoKCgnjkkUeoVq2a+6NVVYwJCc4llS8bBT5jRgBnzmj59NOUy6slhBBXgREjRpRrD7AQlYWtdWsyWrcmY/x4tEeOYFyxAuOKFQTMmEHgO++g1qtHUO/emPr2xdKpExSwQE5Z+fs7B9fdc082q1cb+PTTAF5/PYi33w5g8OAcHnwwiyZNvOeTKSEuV+S7wuFwMGfOHF544QXCw8OZMGECMTEx1KlTx9WmQYMGTJkyBYPBwMqVK/niiy8YN26c+4P9+290J06Q+fjjrscOHtQye3YAQ4ZkExVldfs5hRBCCG9nb9CArIcfJuvhh9GcO4dh1SqC167F/8svCZgzB0dICKb4eEz9+mHu0QPVAyVZGg307m2md28zf/+tY84cf775xjkn8fXXm7jjDg0ZGb7k5CiYTLm/8nvM+QUWi0KTJja6dzfTvbuZBg3sMivUFTTJyWC3oxoMYDQ6v1+cBlMUrshE+MCBA0RGRlKjRg0AunbtytatW3Mlwq1bt3bdbtq0KevXr/dAqGC8YjU5VYWXXgrGYFCZMMH9U08JIYQQVxtHRAQ5//sf/o8+yvljxzD89hvG5csxrlqF37ffohqNmLt0wRITgyUmBmuHDqj+/m6NoUULG2+9dYEJEzKYP9+P+fP9eeghLRCaq51Wq2I05v4K1ufQjH00s/9NY+s/1M/ZR8YalXO/BJCEP38G+lGtoYHaTQ3Ua6nHr5ofqp/zy+H3323Vzw81KAi1Es4jrqSlYdi4EcO6dRjWr0d39GieNqpOh2owoOr1YDCgXkyQVYMB9HrXbdVgAJ0OVadzfvfxcX3XBgYSaLMVuN3asiXWDh089mlDeSgy8pSUFMLDw133w8PD2b9/f4Ht16xZQ/v27d0S3JWMCQlYOnTAUb06AKtWGVizxsikSReoXt3hkXMKIYQQVyvVzw9T//6Y+vcHqxX9li0Yly/HsHEjQdOmOdtoNNhatHAlxpaYGOx16+KObtfwcAfjxmUyenQmGRkRZGenuhJeX3Mavkf2oztwAJ/9+9Htd97WHjqGcrG+WdVosNerh1rXB3t6No6MHLRZ2Rj+NMGfwHdFx2CPiMBevz62+vXzfOey/MYtbDYUk8n5j4U7u60tFvTbtmFYvx7D+vX47NyJ4nDgCAjA3LUrWfffj+rri2I2o5jNcPG7YjajWCz/3TeZUCwWVxtNZqZzu9WKYrM547fZXPcVm40Aq9V5v4Cac0dgIObrrsMcG4s5NhZ7gwbufe4e5tYUft26dRw6dIiXXnop3+2rVq1i1apVAEyZMoWIiIjiH1xV0dx+O9SsSUREBGYzvPKKD9dcozJ+vC96fdn+49PpdCWLx8O8LR7wvpgqQzxnzpxB5+H/pD19/JLytnig8JgMBoNX/Z4JUWo+Pliuuw7LddcBzl5F/R9/oN++Hf22bfh++y3+n38OgL1atf8S4+ho57z9RmPxzmM2o8nIQElPd303ZmRQJysLc1KSM+Hdvx/tZdMaqgYDtkaNsLZtS/btt2Nr0gRb06bYGjbM97w2k42/ttjY9puNPxOtHNltwWDPJtQng6hmabRrcoGW9dOpZTyP7sRxdEeOoN+8Ge2SJbkSOtXXl2r16uVNkuvVAx8fNBcuoKSloUlLQ3PhgvMrLQ3l4vdLj7vuZ2YC4PD3x16vHra6dbHXrYu9Xj3sdes679erhxoQUPhrqKro9u519fjqf/8dTU4OqlaLtUMHMseOxRwbi6V9e48tvw1XzNBgt/+XMFutKDk56Ldvdybnv/2G78W5221167qSYvN116GGhhZyhopX5PRp+/btY9GiRTz//PMALFmyBIBbbrklV7s///yTuXPn8tJLLxEcHFysk5dlKp733w9gypQgvv76PLGx5lIf5xJvmyLE2+IB74upMsRT0dOn3X777Tz66KP07NnT9djs2bM5ePAgU6ZMKXCfiRMn0q5dO4YNG8YHH3yQ5z0/ffp0/P39GTlyZIHxLF++nEaNGtGsWTPAuYpdp06diI2NLc1TLTWZPq34ZPq0gnlbPFCKmOx2dP/8g37bNufXjh3ojhwBQNXrsbZujaVDB9BqUTIy0KSnu767bmdkoJhMBZ7CERDgTHCbNMHWrBnWiwmvvV69MtW0ZmYqJCbq2bDBwLp1BvbvdyaHoaF2Wre20bKllZYtrbRqksk1xiP4njyK9tgxAs+cwbJ3L7qjR9EePYqmGIvvqHo9jpAQHMHBOEJCUIODXbcdISFgNKI5dQrd8eNojx9He+wYmuzs3C91aOh/yfHF7/Z69Qi2WLD8/DOG9evRnjkDgK1Ro/8Syy5dUPOZa91Tiv07pKpoDx92Ju7r1mFITESTkYGq0WBt1w5z9+6Ye/TAEhUFl60y6tGYrlDQdbvIrpnGjRtz6tQpkpOTCQsLIzExkTFjxuRqc/jwYWbPns1zzz1X7CS4LE6e1DBjRgD9+uW4JQkWoqoaNGgQS5cuzZUIL126lBdeeKFY+y9YsKDU516+fDnx8fGuRHj8+PGlPpYQwg20WmytWmFr1Yrse+8FQHP2rKvH2GfbNvy//BJVUZzJX2AgamAgjpAQ7HXr4ggKQg0KwhEY6Lx9xfeQpk055+PjkY/NAwJU+vQx06ePMyc4eVLD+vUGtmzRs2ePD/Pm+WM2K0AoPj51aNq0My1bWunYUU/9rmm0amUjLNSO5uxZZ1J85Ag4HKiXJbyO4GDUkBBUo7Fkz0FV0aSkoD12DO3x484E+eJtnz17MK5c6SxPuEgJDcXSvft/pQa1a7v3xfIERcHeqBHZjRqRfd99YLPh88cfGC8mxgEzZxL43ns4/PywdOniTIh1uv+m+FPV3F+XqOp/PfgXtyndu0Pnzm4LvchEWKvVMnz4cCZPnozD4aBXr17UrVuXhQsX0rhxY2JiYvjiiy8wmUy8/fbbgDNbf+aZZ9wW5JUmTw7C4VCYNEkGyAlRFjfccANTp07FYrGg1+s5fvw4Z86coVOnTjz77LPs3LkTk8nEDTfcwFNPPZVn/06dOrFs2TLCwsKYMWMGixYtIiIiglq1atG2bVvAOU/wl19+icVioVGjRsyYMYO//vqLhIQENm3axIwZM5g9ezbvvvsu8fHx3Hjjjaxfv55XX30Vu91Ou3bteOONNzAYDHTq1InBgweTkJCAzWbj448/pkmTJrliOn78OGPGjCH7Yg/Ma6+9RseOHQGYOXMmixcvRlEUrr/+ep577jkOHz7MU089xfnz59FqtXz88cc0aNDAsy+8EFcJR7VqmPr1w9Svn/MBVS19IhsRAeXUa16rloOhQ3MYOtTZw2uzwcGDOvbs8WHPHuf3desMfPutFnCWPkVG2mnZMpyWLRvTsqWVhg3tREbaiYhwlG1qVkXBER6OIzzcObDsSg4HmjNn0B0/TnCtWpytVYurfi5YnQ5rx45YO3Yk48knUdLTMSQmOnuLf/sN4+rVpT60PSurfBNhgKioKKKionI9NnToUNftiRMnui2gomzerOf77/0YOzaD+vXt5XZeITwtaNIkfPbscesx7a1bk1ZAzT5AaGgo7du3Z+3atfTt25elS5dy0003oSgKzzzzDKGhodjtdoYOHcqePXto2bJlvsf5888/+eGHH1wJar9+/VyJcP/+/bnrrrsAZ/nD119/zfDhw+ndu7cr8b2cyWRi3Lhxrn+2x4wZw/z583nooYcACAsLY8WKFcybN49Zs2bx1ltv5do/IiKCr7/+GqPRyKFDhxg9ejTLli1jzZo1rFixgp9++glfX19SU1MB5zLSo0ePpn///phMJipwsU0hvN9VNAjqcjodXHONjWuusXF5ZafDEcGGDRns2aNj924f/v7bmSDbbMpl+6rUqGEnMtJBZKQzOa5ZM/f9yEg7pZ6cQqPBUbMmlpo1Ucvxn4XypAYF5f6H6lIJiqL89zt16XZBj10U4ebXyPtGrRTCbocXXgimVi0bjz6aWdHhCFEpXCqPuJQIT58+HYAff/yRL7/8ErvdzpkzZ9i/f3+BifDmzZvp168fvhf/EvS+bPnzvXv3MnXqVNLT08nKyqJHjx6FxnPw4EHq1atH48aNARg8eDCff/65KxHu378/AG3btmXZsmV59rdarTz//PPs2bMHjUbDoUOHAFi/fj1Dhw51xRgaGkpmZianT592HdNY3MFAQohKoXp1iI015yqzNJth/34dx4/rOH1aw+nTWk6d0nL6tJZ//tHx668GsrLy9tiGhDgT42rVHGg0Kg6HgsMBDsd/n/g77zsfB1zbLz3m76/F1zecoCAHwcEOgoJUAgP/ux0UdPl3B8HBKv7+aoX9f6KqYDIpZGVd/qXJdT87WyEzU5PrvtkccsW0eWAw5J1K79KXwaDi66sWe7xmSVxVifAXX/ixZ48Ps2al4OsrvTaickl/5RW3H1On0zk/EyxE3759eemll9i1axc5OTm0bduWY8eO8fHHH/Pzzz8TEhLC2LFjMRUyAKYw48aNY86cObRq1Ypvv/2WDRs2lOo4lxgMBsBZtmW35/1UaPbs2VSrVo2EhAQcDgeNGjUq0/mEEFWLwQCtW9to3brga2dGhnIxQXYmyv99aTh7VgsoaDSg0ahoNM4OTY3GOcGDRuNwPXbpcY3Gmcyqqpbz5xVOn9aRnq7hwgUFk6nwMgmNRiUoSMXPz4Gvr4qf339fvr5qnsecjztc27VayM5WLvvSuBJWh0NLSkqoa1tWlobsbOcCKP+1KV4WrtGoBAQ4z6/Xq5jN/y2c4qzfLp4HH7Tz8svFbl6kqyYRtlrh/fcD6dLFzI03lu4PshAiL39/f7p27coTTzzhWj49IyMDX19fgoKCOHv2LGvXrqVLly4FHqNz586MGzeORx99FLvdTkJCAsOGDQMgMzOTGjVqYLVa+e6771yL8wQEBJCVlZXnWI0bN+b48eMcPnyYhg0b8t1339G5BPVg6enp1KxZE41Gw6JFi1zJcmxsLO+88w633nqrqzQiNDSUmjVrsnz5cvr164fZbMbhcLh6jYUQIj+BgSqBgTaaNnXvcfObEcFigYwMZ1Kcnq5xJcgZGRrS0xUuXHA+dnkym5OjkJqq4d9//7vv/F682uNLiXJAgAZfX50rmQ4JsePv/18SHRDg7JG+9Nil+35+Dvz9c98vbIyhw+Hsic9/dcHcCXPbtkVMPVdCV00i7OMDS5eew2K5akuUhPBagwYN4oEHHuCjjz4CoFWrVrRu3ZrY2Fhq1arlGmxWkDZt2nDTTTfRu3dvIiIici2qM378eG688UbCw8OJiooiIyMDgJtvvpnx48czZ84cPvnkE1d7o9HI22+/zcMPP+waLHcpqS6Oe++9lxEjRvDtt9/Sq1cv19RnvXr1Yvfu3fTv3x8fHx+uv/56JkyYwMyZM3nyySd566230Ol0fPzxx9SvX7/Y5xNCCE/S650LkzjX/ijb2CiHA9eS1peSZrsd/PwuJazOBPfSWL3ymhZQowFfXy5+2l/4J/4REf5uLaMuch5hT5I5KQvmbfGA98VUGeKp6HmEy5u3xQMyj3BJyDW7YN4WD3hfTN4WD3hfTBJP0dw9j/BVPj+HEEIIIYQQpSOJsBBCCCGEqJIkERZCCCGEEFWSJMJCVCBZvMH7yc9ICCEqL0mEhahAGo3G6waPif/YbDY0V/tSp0IIIQp01UyfJkRlZDQaMZlMmM1mFA/MC2gwGDCbzUU3LCfeFg8UHJOqqmg0GlltTgghKjFJhIWoQIqieHTxBm+b+sbb4gHvjEkIIUT5kM/8hBBCCCFElSSJsBBCCCGEqJIkERZCCCGEEFVShS6xLIQQQgghREWRHuGLnn322YoOIRdviwe8LyaJp2jeFpO3xQPeGZMomrf93LwtHvC+mLwtHvC+mCSeork7JkmEhRBCCCFElSSJsBBCCCGEqJIkEb4oPj6+okPIxdviAe+LSeIpmrfF5G3xgHfGJIrmbT83b4sHvC8mb4sHvC8miado7o5JBssJIYQQQogqSXqEhRBCCCFElVSlllg+d+4cM2fOJC0tDUVRiI+PZ8CAAbna7N69m6lTp1K9enUAOnXqxO233+6xmEaPHo3RaESj0aDVapkyZUqu7aqqMnfuXP744w8MBgOjRo2iUaNGHonl5MmTvPPOO677ycnJDBkyhBtuuMH1WHm8Ph9++CE7duwgODiY6dOnA5CZmck777zD2bNnqVatGuPGjSMgICDPvr/++iuLFy8G4NZbb6Vnz54eiWfBggVs374dnU5HjRo1GDVqFP7+/nn2Lern686YvvnmG1avXk1QUBAAd9xxB1FRUXn2TUpKYu7cuTgcDuLi4hg0aJBH4nnnnXc4efIkANnZ2fj5+TFt2rQ8+3riNSrovV6Rv0ei5OSaXTRvuG572zW7oJgq8rot1+yiVdh1W61CUlJS1IMHD6qqqqrZ2dnqmDFj1OPHj+dq89dff6lvvPFGucU0atQo9cKFCwVu3759uzp58mTV4XCoe/fuVSdMmFAucdntdvXBBx9Uk5OTcz1eHq/P7t271YMHD6pPPPGE67EFCxaoS5YsUVVVVZcsWaIuWLAgz34ZGRnq6NGj1YyMjFy3PRFPUlKSarPZXLHlF4+qFv3zdWdMCxcuVJcuXVrofna7XX300UfV06dPq1arVX3qqafyvAfcFc/lPv/8c3XRokX5bvPEa1TQe70if49Eyck1u2Qq6rrtbdfsgmKqyOu2XLOLVlHX7SpVGhEaGur6z9zX15fatWuTkpJSwVEVbtu2bcTGxqIoCs2aNSMrK4vU1FSPn3fXrl1ERkZSrVo1j5/rSi1btszz397WrVvp0aMHAD169GDr1q159ktKSqJt27YEBAQQEBBA27ZtSUpK8kg87dq1Q6vVAtCsWbNy/z3KL6biOHDgAJGRkdSoUQOdTkfXrl3zfS3dGY+qqvz+++9cd911ZT5PcRX0Xq/I3yNRcnLNLpmKum572zW7oJgq8rot1+yiVdR1u0qVRlwuOTmZw4cP06RJkzzb9u3bx/jx4wkNDWXYsGHUrVvXo7FMnjwZgN69e+cZDZmSkkJERITrfnh4OCkpKYSGhno0po0bNxb4Jijv1wfgwoULruccEhLChQsX8rRJSUkhPDzcdT8sLKxcLnRr1qyha9euBW4v7OfrbitWrGDdunU0atSIe+65J8+F7srXKDw8nP3793s0pr///pvg4GBq1qxZYBtPvkaXv9e9+fdIFE6u2UXzpuu2t7/XvOW6Ldfs/JXndbtKJsImk4np06dz33334efnl2tbw4YN+fDDDzEajezYsYNp06bx3nvveSyWV199lbCwMC5cuMBrr71GrVq1aNmypcfOVxw2m43t27dz55135tlW3q9PfhRFQVGUcj1nQRYvXoxWq6V79+75bi/Pn2+fPn1cdX8LFy5k/vz5jBo1yiPnKonC/jiDZ1+jwt7r3vR7JAon1+yiefN129vea95y3ZZrdv7K+7pdpUojwHmxmD59Ot27d6dTp055tvv5+WE0GgGIiorCbreTnp7usXjCwsIACA4OpmPHjhw4cCDP9nPnzrnunz9/3rWPp/zxxx80bNiQkJCQPNvK+/W5JDg42PXxYmpqqmtwweXCwsI4f/68635KSopHX6tff/2V7du3M2bMmALfmEX9fN0pJCQEjUaDRqMhLi6OgwcP5hvP5a+Rp3+f7HY7W7ZsKbTnxVOvUX7vdW/8PRKFk2t28Xjbddtb32vedN2Wa3ZeFXHdrlKJsKqqzJo1i9q1a3PjjTfm2yYtLQ314tTKBw4cwOFwEBgY6JF4TCYTOTk5rtt//vkn9erVy9UmJiaGdevWoaoq+/btw8/Pr0LLIsrz9blcTEwMv/32GwC//fYbHTt2zNOmffv27Ny5k8zMTDIzM9m5cyft27f3SDxJSUksXbqUZ555BoPBkG+b4vx83enyOsQtW7bk+9Fn48aNOXXqFMnJydhsNhITE4mJifFYTLt27aJWrVq5PrK6nKdeo4Le6972eyQKJ9fs4vO267Y3vte87bot1+zcKuq6XaUW1Pjnn3+YNGkS9erVc/0neMcdd7j+e+/Tpw/Lly9n5cqVaLVa9Ho999xzD9dcc41H4jlz5gxvvfUW4PwvrFu3btx6662sXLnSFY+qqsyZM4edO3ei1+sZNWoUjRs39kg84PzFHjVqFB988IHrI4nL4ymP1+fdd99lz549ZGRkEBwczJAhQ+jYsSPvvPMO586dyzV9ysGDB0lISGDkyJGAs+5ryZIlgHP6lF69enkkniVLlmCz2Vz1XE2bNmXEiBGkpKTw8ccfM2HChAJ/vu6QX0y7d+/myJEjKIpCtWrVGDFiBKGhobliAtixYweff/45DoeDXr16uSWm/OK5/vrrmTlzJk2bNqVPnz6utuXxGhX0Xm/atGmF/R6JkpNrdvFU9HXb267ZBcVUkddtuWYXraKu21UqERZCCCGEEOKSKlUaIcT/t1vHBAAAAAiD+rf2MsUgBQAAJ8IAACSJMAAASSIMAECSCAMAkCTCAAAkiTAAAEkiDABA0gCXgjHt2Lcm3wAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.style.use('ggplot')\n",
+    "\n",
+    "def plot_history(history):\n",
+    "  acc = history.history['accuracy']\n",
+    "  val_acc = history.history['val_accuracy']\n",
+    "  loss = history.history['loss']\n",
+    "  val_loss = history.history['val_loss']\n",
+    "  x = range(1, len(acc) + 1)\n",
+    "\n",
+    "  plt.figure(figsize=(12, 5))\n",
+    "  plt.subplot(1, 2, 1)\n",
+    "  plt.plot(x, acc, 'b', label='Training acc')\n",
+    "  plt.plot(x, val_acc, 'r', label='Validation acc')\n",
+    "  plt.title('Training and validation accuracy')\n",
+    "  plt.legend()\n",
+    "  plt.subplot(1, 2, 2)\n",
+    "  plt.plot(x, loss, 'b', label='Training loss')\n",
+    "  plt.plot(x, val_loss, 'r', label='Validation loss')\n",
+    "  plt.title('Training and validation loss')\n",
+    "  plt.legend()\n",
+    "  plt.show()\n",
+    "\n",
+    "plot_history(history)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "0OJVXeXwIb0U"
+   },
+   "source": [
+    "## Test\n",
+    "\n",
+    "Finally, let's exercise our mint new model and see how it performs on a set of\n",
+    "samples hitherto unseen, in other words predict the language of the test set.\n",
+    "We re-use the `get_input_and_labels` and have it process all files in the\n",
+    "`test` directory. We predict the outcome of each sample and compare it against\n",
+    "the expected label (language)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "gQawmBrRIjG8",
+    "outputId": "1fa488a0-0fa3-4609-b8b1-c7985f858d00"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Processing language: C\n",
+      "Processing language: C#\n",
+      "Processing language: C++\n",
+      "Processing language: D\n",
+      "Processing language: Haskell\n",
+      "Processing language: Java\n",
+      "Processing language: JavaScript\n",
+      "Processing language: PHP\n",
+      "Processing language: Python\n",
+      "Processing language: Rust\n",
+      "shape of test samples (100, 1024, 68)\n"
+     ]
+    }
+   ],
+   "source": [
+    "x, y = get_input_and_labels(root_folder='data/test', breakup=False)\n",
+    "print('shape of test samples', x.shape)\n",
+    "y_hat = model.predict(x)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "Oyfbx8CMT7o_"
+   },
+   "source": [
+    "Here is a very simple evaluation of the model. For each language we count the number of correct prediction, i.e., the softmax output with the highest probability (viz. `argmax`):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "jF5sKu52PhxD",
+    "outputId": "99943b29-ab28-461b-edfc-2d03057f9d25"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "C         :   9 correct\n",
+      "C#        :  10 correct\n",
+      "C++       :   9 correct\n",
+      "D         :  10 correct\n",
+      "Haskell   :  10 correct\n",
+      "Java      :  10 correct\n",
+      "JavaScript:  10 correct\n",
+      "PHP       :  10 correct\n",
+      "Python    :  10 correct\n",
+      "Rust      :  10 correct\n"
+     ]
+    }
+   ],
+   "source": [
+    "hits = {}\n",
+    "for lang in langs:\n",
+    "  hits[lang] = 0\n",
+    "\n",
+    "for i in range(len(x)):\n",
+    "  expected_lang  = langs[np.argmax(y[i], axis=0)]\n",
+    "  predicted_lang = langs[np.argmax(y_hat[i], axis=0)]\n",
+    "  if predicted_lang == expected_lang:\n",
+    "    hits[expected_lang] += 1\n",
+    "\n",
+    "for lang in langs:\n",
+    "  print(\"%-10s: %3d correct\" % (lang, hits[lang])) "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "NwQQbaIgUm0c"
+   },
+   "source": [
+    "### Home work\n",
+    "\n",
+    "Find out which test files are incorrectly predicted, and as what? Also, do a more thorough analysis and print the precision, recall, and F1 score of each class."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "tCTepYLlnQF1"
+   },
+   "source": [
+    "## Acknowledgement\n",
+    "\n",
+    "The idea and much of the Python source code for this notebook was derived from the github https://github.com/aliostad/deep-learning-lang-detection by Ali Kheyrollahi."
+   ]
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "colab": {
+   "collapsed_sections": [],
+   "name": "Project_CodeNet_LangClass.ipynb",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/Project_CodeNet_MLM.ipynb b/notebooks/Project_CodeNet_MLM.ipynb
new file mode 100644
index 0000000..baa1e83
--- /dev/null
+++ b/notebooks/Project_CodeNet_MLM.ipynb
@@ -0,0 +1,815 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "1"
+   },
+   "source": [
+    "# A Masked Language Model for Project CodeNet\n",
+    "\n",
+    "> Copyright (c) 2021 International Business Machines Corporation  \n",
+    "Prepared by [Geert Janssen](geert@us.ibm.com>)\n",
+    "\n",
+    "## Introduction\n",
+    "\n",
+    "This experiment investigates whether a popular attention model to\n",
+    "construct a masked language model (MLM) can be used for source code\n",
+    "instead of natural language sentences. We here closely follow the\n",
+    "approach by Ankur Singh documented in his\n",
+    "[blog](https://keras.io/examples/nlp/masked_language_modeling).\n",
+    "\n",
+    "The goal of the model is to be able to infer the correct token for a\n",
+    "masked-out token at an arbitrary position in the source text.\n",
+    "We will use the special token literal `[mask]` to represent the masked\n",
+    "out token. We assume that in the training and test sets precisely one token\n",
+    "is randomly masked per sample. The original token at that position is\n",
+    "then the golden label, or ground truth."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "cellView": "form",
+    "id": "cjzhCC12YNfP"
+   },
+   "outputs": [],
+   "source": [
+    "#@title Imports\n",
+    "import tensorflow as tf\n",
+    "from tensorflow.keras.layers.experimental.preprocessing import TextVectorization\n",
+    "from tensorflow.keras import Sequential, Model, losses, metrics, optimizers\n",
+    "from tensorflow.keras import callbacks\n",
+    "from tensorflow.keras.layers import MultiHeadAttention, LayerNormalization\n",
+    "from tensorflow.keras.layers import Dense, Dropout, Input, Embedding\n",
+    "from dataclasses import dataclass\n",
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import glob\n",
+    "import random\n",
+    "import tarfile\n",
+    "import requests\n",
+    "import os\n",
+    "import shutil"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "2"
+   },
+   "source": [
+    "## Dataset\n",
+    "\n",
+    "The Project CodeNet dataset consist of a large collection (close to 14 million) of\n",
+    "submissions in various programming languages to problems posed on\n",
+    "online judging sites. The submissions are typically small, complete\n",
+    "programs in a single source file. There are 1000s of problems in this dataset.\n",
+    "\n",
+    "We extract a selection of C programming language files from the\n",
+    "Project CodeNet dataset for training and evaluation:\n",
+    "\n",
+    "| Aspect              | Value |\n",
+    "| ------------------- | ----- |\n",
+    "| purpose             | training |\n",
+    "| submission status   | Accepted |\n",
+    "| smallest size       | 200 bytes |\n",
+    "| largest size        | 500 bytes |\n",
+    "| samples per problem | at most 100 |\n",
+    "| problems            | 0-3417 |\n",
+    "| total samples       | 50,000 |\n",
+    "\n",
+    "Notice that the training and evaluation are derived from\n",
+    "non-overlapping sets of problems. It might also be interesting to see\n",
+    "what happens when a different split is made, e.g. by selecting 110\n",
+    "submissions from each problem and using 100 for training and the rest for evaluation.\n",
+    "\n",
+    "| Aspect              | Value |\n",
+    "| ------------------- |------ |\n",
+    "| purpose             | evaluation |\n",
+    "| submission status   | Accepted |\n",
+    "| smallest size       | 200 bytes |\n",
+    "| largest size        | 500 bytes |\n",
+    "| samples per problem | at most 100 |\n",
+    "| problems            | 3418-3636 |\n",
+    "| total samples       | 5,000 |"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Download the subset of the Project CodeNet data described above.\n",
+    "file_name = \"Project_CodeNet_MLM.tar.gz\"\n",
+    "data_url = f\"https://dax-cdn.cdn.appdomain.cloud/dax-project-codenet/1.0.0/%7Bfile_name%7D/"\n",
+    "\n",
+    "# Download tar archive to local disk\n",
+    "if os.path.exists(file_name):\n",
+    "    os.remove(file_name) \n",
+    "with open(file_name, \"wb\") as f:\n",
+    "    f.write(requests.get(data_url).content)\n",
+    "    \n",
+    "# Extract contents of archive to local disk\n",
+    "if os.path.exists(\"tokens\"):\n",
+    "    shutil.rmtree(\"tokens\")    \n",
+    "with tarfile.open(file_name) as f:\n",
+    "    f.extractall()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "3"
+   },
+   "source": [
+    "## Data preparation\n",
+    "\n",
+    "Each C file is tokenized into a vocabulary of 414 distinct tokens:\n",
+    "\n",
+    "| Type           | Count | Description |\n",
+    "| -------------- | ----: | -- |\n",
+    "|the keyword     |    95 | all C++20 reserved words |\n",
+    "|the function    |   279 | function names in common header files |\n",
+    "|the identifier  |    18 | standard identifiers, like stderr, etc. |\n",
+    "|the punctuator  |    15 | small set of punctuation symbols |\n",
+    "|# or ##         |     2 | the 2 C preprocessor symbols |\n",
+    "|the token class |     5 | one of: id, number, operator, character, string |\n",
+    "\n",
+    "By _the keyword_, _the function_ and so on, we mean the actual keyword\n",
+    "or function literal, like `while` for a keyword and `strlen` for a function.\n",
+    "The tokens are output on a single line separated by spaces.\n",
+    "It turns out that our training set overall uses some 200 out of the 414\n",
+    "possible tokens; not all keywords and standard functions are used presumably.\n",
+    "\n",
+    "This code snippet:\n",
+    "```C\n",
+    "for (i = 0; i < strlen(s); i++) {}\n",
+    "```\n",
+    "\n",
+    "will be converted to:\n",
+    "```C\n",
+    "for ( id = number ; id < strlen ( id ) ; id operator ) { }\n",
+    "```\n",
+    "\n",
+    "The tokenized source files are read into a pandas dataframe and\n",
+    "processed by the Keras `TextVectorization` layer to extract a vocabulary\n",
+    "and encode all token lines into vocabulary indices. Index 0 is\n",
+    "reserved for padding; index 1 is the `<UNK>` value for Out-Of-Vocabulary\n",
+    "tokens (not used in our case since the input vocabulary is of fixed\n",
+    "size); the last index (least frequent position) is dedicated to encode\n",
+    "the special `[mask]` token. Each sample will have a fixed token length\n",
+    "of 256. The average number of tokens per sample across the training\n",
+    "set is 131. Short samples are padded with 0 and too large ones are\n",
+    "simply truncated. The same operations will be applied to the test set."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "xaKaJk5wr4LD",
+    "outputId": "40c85f5c-eb40-4579-e25e-03487cde4e9d"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                              tokens\n",
+      "0  # include < id . id > # include < id . id > in...\n",
+      "1  # include < id . id > int main ( void ) { int ...\n",
+      "2  # include < id . id > # include < id . id > in...\n",
+      "3  # include < id . id > int id ( int id , int id...\n",
+      "4  long long id [ number ] [ number ] , id , id ;...\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Read all files and return content as list of lines.\n",
+    "def get_text_list_from_files(files):\n",
+    "    text_list = []\n",
+    "    for name in files:\n",
+    "        with open(name) as f:\n",
+    "            for line in f:\n",
+    "                text_list.append(line)\n",
+    "    return text_list\n",
+    "\n",
+    "# Compose the full path names to the token files.\n",
+    "# Creates and returns a dataframe with single key \"tokens\".\n",
+    "def get_data_from_text_files(folder_name):\n",
+    "    files = glob.glob(folder_name + '/*.toks')\n",
+    "    texts = get_text_list_from_files(files)\n",
+    "    df = pd.DataFrame({'tokens': texts})\n",
+    "    df = df.sample(len(df)).reset_index(drop=True)\n",
+    "    return df\n",
+    "\n",
+    "train_data = get_data_from_text_files('tokens/train')\n",
+    "print(train_data.head())"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "rFNaRXWmsOwp"
+   },
+   "source": [
+    "Let's collect all configuration parameters in a one place:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {
+    "id": "jl8CauE9sWLG"
+   },
+   "outputs": [],
+   "source": [
+    "@dataclass\n",
+    "class Config:\n",
+    "    MAX_LEN = 256               # length of each input sample in tokens\n",
+    "    BATCH_SIZE = 32             # batch size\n",
+    "    LR = 0.001                  # learning rate\n",
+    "    VOCAB_SIZE = 256            # max. number of words in vocabulary\n",
+    "    EMBED_DIM = 128             # word embedding vector size\n",
+    "    NUM_HEAD = 8                # number of attention heads (BERT)\n",
+    "    FF_DIM = 128                # feedforward dimension (BERT)\n",
+    "    NUM_LAYERS = 1              # number of BERT module layers\n",
+    "\n",
+    "config = Config()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "SdOiGnv7shXC"
+   },
+   "source": [
+    "We use the Keras TextVectorization layer to process all data and extract a vocabulary of tokens to which we add the special `[mask]` token:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "wGjbPQq8swbW",
+    "outputId": "98adfc09-673b-4de0-bc08-70420c115100"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "vocabulary size: 203\n",
+      "padding token vocab[0]: \"\"\n",
+      "OOV token vocab[1]: \"[UNK]\"\n",
+      "mask token vocab[202]: \"[mask]\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "# No special text filtering.\n",
+    "def custom_standardization(input_data):\n",
+    "    return input_data\n",
+    "\n",
+    "# Create TextVectorization layer.\n",
+    "def get_vectorize_layer(texts, vocab_size, max_seq):\n",
+    "    vectorize_layer = TextVectorization(\n",
+    "        max_tokens=vocab_size,\n",
+    "        output_mode='int',\n",
+    "        standardize=custom_standardization,\n",
+    "        output_sequence_length=max_seq,\n",
+    "    )\n",
+    "    # Create vocabulary over all texts:\n",
+    "    vectorize_layer.adapt(texts)\n",
+    "    # Insert special mask token in vocabulary:\n",
+    "    vocab = vectorize_layer.get_vocabulary()\n",
+    "    vocab = vocab[2:len(vocab)-1] + ['[mask]']\n",
+    "    vectorize_layer.set_vocabulary(vocab)\n",
+    "    return vectorize_layer\n",
+    "\n",
+    "vectorize_layer = get_vectorize_layer(\n",
+    "    train_data.tokens.values.tolist(),\n",
+    "    config.VOCAB_SIZE,\n",
+    "    config.MAX_LEN,\n",
+    ")\n",
+    "\n",
+    "vocab = vectorize_layer.get_vocabulary()\n",
+    "print('vocabulary size:', len(vocab))\n",
+    "print('padding token vocab[0]: \"%s\"' % vocab[0])\n",
+    "print('OOV token vocab[1]: \"%s\"' % vocab[1])\n",
+    "print('mask token vocab[%d]: \"%s\"' % (len(vocab)-1, vocab[len(vocab)-1]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "ehiNdjVktMV9",
+    "outputId": "dfadd95e-e056-4fd7-cd41-5b2e856335e3"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "mask_token_id: 202\n",
+      "x_all_tokens.shape: (50000, 256)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Encode the token strings to int vocab indices.\n",
+    "def encode(texts):\n",
+    "    encoded_texts = vectorize_layer(texts)\n",
+    "    return encoded_texts.numpy()\n",
+    "\n",
+    "# Get mask token id for masked language model\n",
+    "mask_token_id = encode(['[mask]'])[0][0]\n",
+    "print('mask_token_id:', mask_token_id) # (always last index in vocab)\n",
+    "\n",
+    "# Randomly replace tokens by the [mask] and keep replaced token as label.\n",
+    "def get_masked_input_and_labels(encoded_texts):\n",
+    "    # These numbers come from something called the \"BERT recipe\":\n",
+    "    # 15% used for prediction. 80% of that is masked. 10% is random token,\n",
+    "    # 10% is just left as is.\n",
+    "\n",
+    "    # 15% masking:\n",
+    "    inp_mask = np.random.rand(*encoded_texts.shape) < 0.15\n",
+    "    # Do not mask special tokens:\n",
+    "    inp_mask[encoded_texts < 2] = False\n",
+    "    # Set targets to -1 by default, it means ignore:\n",
+    "    labels = -1 * np.ones(encoded_texts.shape, dtype=int)\n",
+    "    # Set golden labels for the masked tokens:\n",
+    "    labels[inp_mask] = encoded_texts[inp_mask]\n",
+    "    # False positions -> -1, True -> encoded word (vocab index)\n",
+    "\n",
+    "    # Prepare input\n",
+    "    encoded_texts_masked = np.copy(encoded_texts)\n",
+    "    # Set input to [mask] for 90% of tokens (leaving 10% unchanged):\n",
+    "    inp_mask_2mask = inp_mask & (np.random.rand(*encoded_texts.shape) < 0.90)\n",
+    "    encoded_texts_masked[inp_mask_2mask] = mask_token_id\n",
+    "\n",
+    "    # Set 10% to a random token\n",
+    "    inp_mask_2random = inp_mask_2mask & (np.random.rand(*encoded_texts.shape) < 1 / 9)\n",
+    "    encoded_texts_masked[inp_mask_2random] = np.random.randint(\n",
+    "        2, mask_token_id, inp_mask_2random.sum())\n",
+    "\n",
+    "    # Prepare sample_weights to pass to .fit() method:\n",
+    "    sample_weights = np.ones(encoded_texts.shape)\n",
+    "    sample_weights[labels == -1] = 0\n",
+    "\n",
+    "    # y_labels would be same as encoded_texts, i.e., input tokens\n",
+    "    y_labels = np.copy(encoded_texts)\n",
+    "\n",
+    "    return encoded_texts_masked, y_labels, sample_weights\n",
+    "\n",
+    "# Prepare data for masked language model\n",
+    "\n",
+    "# Encoding step:\n",
+    "x_all_tokens = encode(train_data.tokens.values)\n",
+    "print('x_all_tokens.shape:', x_all_tokens.shape)\n",
+    "\n",
+    "# Masking step:\n",
+    "x_masked_train, y_masked_labels, sample_weights = get_masked_input_and_labels(\n",
+    "    x_all_tokens\n",
+    ")\n",
+    "\n",
+    "mlm_ds = (\n",
+    "    tf.data.Dataset.from_tensor_slices(\n",
+    "        (x_masked_train, y_masked_labels, sample_weights))\n",
+    "    .shuffle(1000)\n",
+    "    .batch(config.BATCH_SIZE)\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "4"
+   },
+   "source": [
+    "## Model\n",
+    "\n",
+    "As mentioned above, the BERT-like model is copied from the Keras\n",
+    "example \"End-to-end Masked Language Modeling with BERT\" by Ankur Singh, implemented in this [Jupyter Notebook](https://colab.research.google.com/github/keras-team/keras-io/blob/master/examples/nlp/ipynb/masked_language_modeling.ipynb)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "xDJIPbEptaYW",
+    "outputId": "f7a544b4-25bb-4b84-cd95-b92ee5f2a15e"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Model: \"masked_bert_model\"\n",
+      "__________________________________________________________________________________________________\n",
+      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
+      "==================================================================================================\n",
+      "input_1 (InputLayer)            [(None, 256)]        0                                            \n",
+      "__________________________________________________________________________________________________\n",
+      "word_embedding (Embedding)      (None, 256, 128)     32768       input_1[0][0]                    \n",
+      "__________________________________________________________________________________________________\n",
+      "tf.__operators__.add (TFOpLambd (None, 256, 128)     0           word_embedding[0][0]             \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/multiheadattention (M (None, 256, 128)     66048       tf.__operators__.add[0][0]       \n",
+      "                                                                 tf.__operators__.add[0][0]       \n",
+      "                                                                 tf.__operators__.add[0][0]       \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/att_dropout (Dropout) (None, 256, 128)     0           encoder_0/multiheadattention[0][0\n",
+      "__________________________________________________________________________________________________\n",
+      "tf.__operators__.add_1 (TFOpLam (None, 256, 128)     0           tf.__operators__.add[0][0]       \n",
+      "                                                                 encoder_0/att_dropout[0][0]      \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/att_layernormalizatio (None, 256, 128)     256         tf.__operators__.add_1[0][0]     \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/ffn (Sequential)      (None, 256, 128)     33024       encoder_0/att_layernormalization[\n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/ffn_dropout (Dropout) (None, 256, 128)     0           encoder_0/ffn[0][0]              \n",
+      "__________________________________________________________________________________________________\n",
+      "tf.__operators__.add_2 (TFOpLam (None, 256, 128)     0           encoder_0/att_layernormalization[\n",
+      "                                                                 encoder_0/ffn_dropout[0][0]      \n",
+      "__________________________________________________________________________________________________\n",
+      "encoder_0/ffn_layernormalizatio (None, 256, 128)     256         tf.__operators__.add_2[0][0]     \n",
+      "__________________________________________________________________________________________________\n",
+      "mlm_cls (Dense)                 (None, 256, 256)     33024       encoder_0/ffn_layernormalization[\n",
+      "==================================================================================================\n",
+      "Total params: 165,376\n",
+      "Trainable params: 165,376\n",
+      "Non-trainable params: 0\n",
+      "__________________________________________________________________________________________________\n"
+     ]
+    }
+   ],
+   "source": [
+    "def bert_module(query, key, value, i):\n",
+    "    # Multi headed self-attention\n",
+    "    att_out = MultiHeadAttention(\n",
+    "        num_heads=config.NUM_HEAD,\n",
+    "        key_dim=config.EMBED_DIM // config.NUM_HEAD,\n",
+    "        name='encoder_{}/multiheadattention'.format(i))(query, key, value)\n",
+    "    att_out = Dropout(0.1, name='encoder_{}/att_dropout'.format(i))(att_out)\n",
+    "    att_out = LayerNormalization(\n",
+    "        epsilon=1e-6,\n",
+    "        name='encoder_{}/att_layernormalization'.format(i))(query + att_out)\n",
+    "\n",
+    "    # Feed-forward layer\n",
+    "    ffn = Sequential([\n",
+    "            Dense(config.FF_DIM, activation='relu'),\n",
+    "            Dense(config.EMBED_DIM)\n",
+    "            ], name='encoder_{}/ffn'.format(i))\n",
+    "    ffn_out = ffn(att_out)\n",
+    "    ffn_out = Dropout(0.1, name='encoder_{}/ffn_dropout'.format(i))(ffn_out)\n",
+    "    sequence_output = LayerNormalization(\n",
+    "        epsilon=1e-6,\n",
+    "        name='encoder_{}/ffn_layernormalization'.format(i))(att_out + ffn_out)\n",
+    "    return sequence_output\n",
+    "\n",
+    "def get_pos_encoding_matrix(max_len, d_emb):\n",
+    "    pos_enc = np.array(\n",
+    "        [\n",
+    "            [pos / np.power(10000, 2 * (j // 2) / d_emb) for j in range(d_emb)]\n",
+    "            if pos != 0\n",
+    "            else np.zeros(d_emb)\n",
+    "            for pos in range(max_len)\n",
+    "        ]\n",
+    "    )\n",
+    "    # 0::2 means start at 0 and step 2 (all even)\n",
+    "    pos_enc[1:, 0::2] = np.sin(pos_enc[1:, 0::2])  # dim 2i\n",
+    "    pos_enc[1:, 1::2] = np.cos(pos_enc[1:, 1::2])  # dim 2i+1\n",
+    "    return pos_enc\n",
+    "\n",
+    "loss_fn = losses.SparseCategoricalCrossentropy(\n",
+    "    reduction=losses.Reduction.NONE\n",
+    "    )\n",
+    "loss_tracker = metrics.Mean(name='loss')\n",
+    "\n",
+    "class MaskedLanguageModel(Model):\n",
+    "    def train_step(self, inputs):\n",
+    "        if len(inputs) == 3:\n",
+    "            features, labels, sample_weight = inputs\n",
+    "        else:\n",
+    "            features, labels = inputs\n",
+    "            sample_weight = None\n",
+    "\n",
+    "        with tf.GradientTape() as tape:\n",
+    "            predictions = self(features, training=True)\n",
+    "            loss = loss_fn(labels, predictions, sample_weight=sample_weight)\n",
+    "\n",
+    "        # Compute gradients:\n",
+    "        trainable_vars = self.trainable_variables\n",
+    "        gradients = tape.gradient(loss, trainable_vars)\n",
+    "\n",
+    "        # Update weights:\n",
+    "        self.optimizer.apply_gradients(zip(gradients, trainable_vars))\n",
+    "\n",
+    "        # Compute our own metrics:\n",
+    "        loss_tracker.update_state(loss, sample_weight=sample_weight)\n",
+    "\n",
+    "        # Return a dict mapping metric names to current value\n",
+    "        return {'loss': loss_tracker.result()}\n",
+    "\n",
+    "    @property\n",
+    "    def metrics(self):\n",
+    "        # We list our `Metric` objects here so that `reset_states()` can be\n",
+    "        # called automatically at the start of each epoch\n",
+    "        # or at the start of `evaluate()`.\n",
+    "        # If you don't implement this property, you have to call\n",
+    "        # `reset_states()` yourself at the time of your choosing.\n",
+    "        return [loss_tracker]\n",
+    "\n",
+    "def create_masked_language_bert_model():\n",
+    "    inputs = Input((config.MAX_LEN,), dtype=tf.int64)\n",
+    "\n",
+    "    word_embeddings = Embedding(\n",
+    "        input_dim=config.VOCAB_SIZE,\n",
+    "        output_dim=config.EMBED_DIM,\n",
+    "        name='word_embedding')(inputs)\n",
+    "\n",
+    "    position_embeddings = Embedding(\n",
+    "        input_dim=config.MAX_LEN,\n",
+    "        output_dim=config.EMBED_DIM,\n",
+    "        weights=[get_pos_encoding_matrix(config.MAX_LEN, config.EMBED_DIM)],\n",
+    "        name='position_embedding',\n",
+    "        )(tf.range(start=0, limit=config.MAX_LEN, delta=1))\n",
+    "\n",
+    "    encoder_out = word_embeddings + position_embeddings\n",
+    "\n",
+    "    for i in range(config.NUM_LAYERS):\n",
+    "        encoder_out = bert_module(encoder_out, encoder_out, encoder_out, i)\n",
+    "\n",
+    "    mlm_output = Dense(config.VOCAB_SIZE, name='mlm_cls',\n",
+    "                       activation='softmax')(encoder_out)\n",
+    "    mlm_model = MaskedLanguageModel(inputs, mlm_output,\n",
+    "                                    name='masked_bert_model')\n",
+    "    optimizer = optimizers.Adam(learning_rate=config.LR)\n",
+    "    mlm_model.compile(optimizer=optimizer)\n",
+    "    return mlm_model\n",
+    "\n",
+    "mlm_model = create_masked_language_bert_model()\n",
+    "mlm_model.summary()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "5"
+   },
+   "source": [
+    "## Training\n",
+    "\n",
+    "The model is trained with 50,000 samples in batches of 32 (1563\n",
+    "batches per epoch) over 5 epochs with a learning rate of 0.001 using the\n",
+    "Adam optimizer."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/",
+     "height": 528
+    },
+    "id": "Giycf1_xtnX8",
+    "outputId": "829e91cd-2275-4e9c-9ecf-a478b3117378"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Train BERT MLM model on Project CodeNet:\n",
+      "Epoch 1/5\n",
+      "1563/1563 [==============================] - 465s 297ms/step - loss: 1.9673\n",
+      "Epoch 2/5\n",
+      "1563/1563 [==============================] - 497s 318ms/step - loss: 0.7906\n",
+      "Epoch 3/5\n",
+      "1563/1563 [==============================] - 493s 316ms/step - loss: 0.5638\n",
+      "Epoch 4/5\n",
+      "1563/1563 [==============================] - 495s 317ms/step - loss: 0.4734\n",
+      "Epoch 5/5\n",
+      "1563/1563 [==============================] - 463s 296ms/step - loss: 0.4187\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "print('Train BERT MLM model on Project CodeNet:')\n",
+    "history = mlm_model.fit(mlm_ds, epochs=5)\n",
+    "#mlm_model.save('bert_mlm_codenet.h5')\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "plt.style.use('ggplot')\n",
+    "\n",
+    "def plot_history(history):\n",
+    "    loss = history.history['loss']\n",
+    "    x = range(1, len(loss) + 1)\n",
+    "\n",
+    "    plt.figure(figsize=(12, 5))\n",
+    "    plt.subplot(1, 2, 1)\n",
+    "    plt.plot(x, loss, 'b', label='Training loss')\n",
+    "    plt.title('Training loss')\n",
+    "    plt.legend()\n",
+    "    plt.show()\n",
+    "\n",
+    "plot_history(history)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "6"
+   },
+   "source": [
+    "## Evaluation\n",
+    "\n",
+    "We evaluate the trained model on a test set of 5,000 samples taken\n",
+    "from problems not considered for the training set. Each sample is\n",
+    "preprocessed in the same way as the training samples and one token\n",
+    "(never a padding!) is arbitrarily replaced by the `[mask]`. Then a\n",
+    "prediction is generated and the top 1 and top 5 results are compared\n",
+    "with the expected value. The achieved accuracies are printed in the end.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "colab": {
+     "base_uri": "https://localhost:8080/"
+    },
+    "id": "5Rbd460Tt4fI",
+    "outputId": "af5f397a-ab5b-470b-db97-0d33ef541c23"
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "                                              tokens\n",
+      "0  # include < id . id > int main ( void ) { int ...\n",
+      "1  # include < id . id > int main ( ) { int id , ...\n",
+      "2  # include < id . id > int main ( ) { char id [...\n",
+      "3  # include < id . id > int main ( void ) { int ...\n",
+      "4  # include < id . id > int main ( void ) { char...\n",
+      "number of test samples: 5000\n",
+      "top-1 accuracy: 0.9248\n",
+      "top-5 accuracy: 0.9958\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Load pretrained bert model\n",
+    "#from tensorflow import keras\n",
+    "#mlm_model = keras.models.load_model('bert_mlm_codenet.h5',\n",
+    "#    custom_objects={'MaskedLanguageModel': MaskedLanguageModel})\n",
+    "mlm_model.trainable = False\n",
+    "\n",
+    "# token<->id mappings as dicts:\n",
+    "id2token = dict(enumerate(vocab))\n",
+    "token2id = {y: x for x, y in id2token.items()}\n",
+    "\n",
+    "# Turns text into list of vocabulary indices.\n",
+    "def prep(text):\n",
+    "    R = [0] * config.MAX_LEN # all padding\n",
+    "    text = text.split()\n",
+    "    ntoks = len(text)\n",
+    "    if ntoks > config.MAX_LEN:\n",
+    "        ntoks = config.MAX_LEN\n",
+    "        text = text[:ntoks]\n",
+    "    # pick random position (never a padding):\n",
+    "    k = random.randint(0, ntoks-1)\n",
+    "    golden = 0\n",
+    "    for i in range(len(text)):\n",
+    "        w = text[i]\n",
+    "        if w in token2id:\n",
+    "            R[i] = token2id[w]\n",
+    "        else:\n",
+    "            R[i] = 1 # OOV: [UNK]\n",
+    "        if i == k:\n",
+    "            golden = R[i]\n",
+    "            R[i] = mask_token_id\n",
+    "    return k, golden, np.array(R)\n",
+    "\n",
+    "def predict(text):\n",
+    "    mask_index, golden, R = prep(text)\n",
+    "    sample = np.reshape(R, (1, config.MAX_LEN))\n",
+    "    prediction = mlm_model.predict(sample)\n",
+    "    # all substitute word probabilities:\n",
+    "    mask_prediction = prediction[0][mask_index]\n",
+    "    # word indices with top-k highest probabilities:\n",
+    "    top_k = 5\n",
+    "    top_indices = mask_prediction.argsort()[-top_k:][::-1]\n",
+    "    # probabilities of the top_k\n",
+    "    values = mask_prediction[top_indices]\n",
+    "    correct_top1 = top_indices[0] == golden\n",
+    "    correct_top5 = False\n",
+    "    for i in range(len(top_indices)):\n",
+    "        if top_indices[i] == golden:\n",
+    "            correct_top5 = True\n",
+    "            break\n",
+    "    return correct_top1, correct_top5\n",
+    "\n",
+    "# Enumerate all test samples:\n",
+    "test_data = get_data_from_text_files('tokens/test')\n",
+    "print(test_data.head())\n",
+    "\n",
+    "correct_top1 = 0\n",
+    "correct_top5 = 0\n",
+    "num_tests = 0\n",
+    "for test in test_data['tokens']:\n",
+    "    # predict and check\n",
+    "    top1, top5 = predict(test)\n",
+    "    if top1:\n",
+    "        correct_top1+=1\n",
+    "    if top5:\n",
+    "        correct_top5+=1\n",
+    "    num_tests+=1\n",
+    "\n",
+    "print('number of test samples:', num_tests)\n",
+    "print('top-1 accuracy:', correct_top1/num_tests);\n",
+    "print('top-5 accuracy:', correct_top5/num_tests);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "id": "7"
+   },
+   "source": [
+    "## References\n",
+    "\n",
+    "> <a id=\"1\">[1]</a>\n",
+    "Ankur Singh,\n",
+    "[\"End-to-end Masked Language Modeling with BERT\"](https://keras.io/examples/nlp/masked_language_modeling)\n",
+    "\n",
+    "> <a id=\"2\">[2]</a>\n",
+    "[CodeXGLUE -- Code Completion (token level)](https://github.com/microsoft/CodeXGLUE/tree/main/Code-Code/CodeCompletion-token)\n",
+    "\n",
+    "> <a id=\"3\">[3]</a>\n",
+    "[AllenNLP Demo on Masked Language Modeling](https://demo.allennlp.org/masked-lm)\n",
+    "\n",
+    "> <a id=\"4\">[4]</a>\n",
+    "Zhangyin Feng, Daya Guo, Duyu Tang, Nan Duan, Xiaocheng Feng, Ming Gong,\n",
+    "Linjun Shou, Bing Qin, Ting Liu, Daxin Jiang, Ming Zhou,\n",
+    "[CodeBERT: A Pre-Trained Model for Programming and Natural Languages](https://arxiv.org/abs/2002.08155)"
+   ]
+  }
+ ],
+ "metadata": {
+  "accelerator": "GPU",
+  "colab": {
+   "collapsed_sections": [],
+   "name": "Project_CodeNet_MLM.ipynb",
+   "provenance": []
+  },
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/README.md b/notebooks/README.md
new file mode 100644
index 0000000..3d06398
--- /dev/null
+++ b/notebooks/README.md
@@ -0,0 +1,4 @@
+# Example notebooks for Project CodeNet
+
+This directory contains Jupyter notebooks that show how to use the Project
+CodeNet dataset in several example applications.
diff --git a/tools/analysis-graph-generator/build.sh b/tools/analysis-graph-generator/build.sh
index 54cce04..501e765 100644
--- a/tools/analysis-graph-generator/build.sh
+++ b/tools/analysis-graph-generator/build.sh
@@ -2,7 +2,7 @@
 git clone https://github.com/wala/WALA
 cd WALA
 git checkout java11
-./gradle clean build publishToMavenLocal
+./gradlew clean assemble publishToMavenLocal
 cd ..
 
 mvn clean install
diff --git a/tools/duplicates/Clusters.md b/tools/duplicates/Clusters.md
index 9df0a81..1d2f4df 100644
--- a/tools/duplicates/Clusters.md
+++ b/tools/duplicates/Clusters.md
@@ -25,7 +25,7 @@ submissions in the file with blank line separated clusters use this command:
 $ grep -v '^$' clusters_file | wc -l
 ```
 
-In the sebsequent examples the Project CodeNet dataset is
+In the subsequent examples the Project CodeNet dataset is
 under the /Volume1/AI4CODE directory, which will be different for another user.
 We assume that the submissions are treated per problem and that the problems
 appear in sorted order. A snippet of a few clusters will make this clear:
@@ -162,7 +162,7 @@ specific data followed by a list of the problems that it relates to in terms
 of the cluster information.
 
 In particular we choose to output a problem per line, starting with the
-current problem id (like `p00000`) followed the number of submissions
+current problem id (like `p00000`) followed by the number of submissions
 and the number of singleton clusters. Next is a list of _connected_ (or
 neighboring) problems (the current problem itself among them) that are
 mentioned in the current problem clusters each with their cluster count and
diff --git a/tools/duplicates/Makefile b/tools/duplicates/Makefile
index cf0a0b6..9857032 100644
--- a/tools/duplicates/Makefile
+++ b/tools/duplicates/Makefile
@@ -18,6 +18,7 @@ duplicates: duplicates.o
 
 .PHONY: test
 test: duplicates
+	./duplicates -h
 	bash -c 'time ./duplicates test_tokens.tsv'
 
 .PHONY: clean
diff --git a/tools/duplicates/duplicates.cpp b/tools/duplicates/duplicates.cpp
index 83bb49f..7a3689a 100644
--- a/tools/duplicates/duplicates.cpp
+++ b/tools/duplicates/duplicates.cpp
@@ -59,10 +59,8 @@ static int csv_summary = 0;	 // when 1 output in CSV format
 static int out_singles = 0;	 // when 1 output singletons as well
 static unsigned num_tokens_threshold = 20;
 static unsigned num_samples_discarded = 0;
-static double threshold_0 = 0.9; //0.8 Jaccard
-static double threshold_1 = 0.8; //0.7 Jaccard
-static double threshold_2 = 0.9; // LCS
-static double threshold_3 = 0.9; // COSINE
+static double threshold_0 = 0.9; // Jaccard, LCS, COSINE
+static double threshold_1 = 0.8; // Jaccard
 static enum { JACCARD, LCS, COSINE } mode = JACCARD;
 static const char *delim = " ";
 static const char *filename = "stdin";
@@ -410,11 +408,11 @@ static void check_samples()
       case LCS: {
 	// Cheap upperbound calculation:
 	unsigned up = lcs_upperbound(it1->token_bag, it2->token_bag);
-	if (up < s1 * threshold_2)
+	if (up < s1 * threshold_0)
 	  continue;
 
 	unsigned lcs_len = lcs(it1->token_seq, it2->token_seq, s1, s2);
-	if (lcs_len >= s1 * threshold_2) {
+	if (lcs_len >= s1 * threshold_0) {
 	  // Flag it2 (always beyond it1) as dealt with:
 	  it2->flag = true;
 	  if (cluster_size == 1)
@@ -443,7 +441,7 @@ static void check_samples()
 
       case COSINE: {
 	double similarity = cosine(it1->token_bag, it2->token_bag);
-	if (similarity >= threshold_3) {
+	if (similarity >= threshold_0) {
 	  // Flag it2 (always beyond it1) as dealt with:
 	  it2->flag = true;
 	  if (cluster_size == 1)
@@ -503,7 +501,7 @@ int main(int argc, char *argv[])
 {
   extern int optind;
   int option;
-  char const *opt_str = "cdhm:M:o:stvw";
+  char const *opt_str = "cdhi:j:m:M:o:stvw";
   char usage_str[80];
 
   char *outfile = 0;
@@ -529,6 +527,13 @@ fputs(
 "The input is a file (or files) with one sample per line. A sample consists\n"
 "of a unique (within the input) identifier for the source code, e.g.\n"
 "its file name or its file name path, and a list of space-separated tokens.\n\n"
+"Two samples are reported as near-duplicates depending on the thresholds set\n"
+"for the various similarity metrics (thresholds must be in [0..1]):\n"
+"1. in Jaccard mode, the set similarity score must meet the 1st threshold and\n"
+"   the multiset score meet the 2nd threshold;\n"
+"2. in LCS mode, the ratio of common subsequence length and input length must\n"
+"   be at least the 1st threshold value;\n"
+"3. in Cosine mode, the cosine similarity must be at least the 1st threshold.\n\n"
 , stdout);
 fprintf(stderr, usage_str, basename(argv[0]));
 fputs(
@@ -536,6 +541,8 @@ fputs(
 "-c       : output summary in CSV instead of plain text (default) to stderr.\n"
 "-d       : print debug info to stderr; implies -v.\n"
 "-h       : print just this text to stderr and stop.\n"
+"-i<num>  : 1st Jaccard (or LCS, or Cosine) threshold value (default 0.9).\n"
+"-j<num>  : 2nd Jaccard threshold value (default 0.8).\n"
 "-m<mode> : operation mode either jaccard (default), lcs, or cosine.\n"
 "-M<int>  : samples smaller than this number are discarded (default 20).\n"
 "-o<file> : name for output file (instead of stdout).\n"
@@ -546,6 +553,14 @@ fputs(
       stderr);
       return 0;
 
+    case 'i':
+      threshold_0 = atof(optarg);
+      break;
+
+    case 'j':
+      threshold_1 = atof(optarg);
+      break;
+
     case 'm':
       if (!strcmp(optarg, "jaccard"))
         mode = JACCARD;
diff --git a/tools/json-graph/src/jsonml2jgf.c b/tools/json-graph/src/jsonml2jgf.c
index 73a0bf8..c1395ac 100644
--- a/tools/json-graph/src/jsonml2jgf.c
+++ b/tools/json-graph/src/jsonml2jgf.c
@@ -94,7 +94,7 @@ static void det_coords_adjust_labels(Graph g)
     for (p = start; p < end; ++p)
       if (isspace(*p))
 	n->label->start++;
-      else if (*p == '\\' && (*p == 'n' || *p == 't')) {
+      else if (*p == '\\' && (*(p+1) == 'n' || *(p+1) == 't')) {
 	n->label->start += 2;
 	++p;
       }
diff --git a/tools/spt-generator/examples/demos/c/helloworld.json b/tools/spt-generator/examples/demos/c/helloworld.json
index 491bd07..2218830 100644
--- a/tools/spt-generator/examples/demos/c/helloworld.json
+++ b/tools/spt-generator/examples/demos/c/helloworld.json
@@ -2,47 +2,74 @@
 {
     "graph":{
         "version":"1.0",
+        "src-file":"./helloworld.c",
         "type":"tree",
         "directed":true,
         "order":"bfs",
+        "num-of-nodes":17,
+        "num-of-edges":16,
         "root":0,
         "nodes":[
             {
                 "id":0,
                 "label":"##",
                 "node-type":"Rule",
-                "type-rule-name":"compilationUnit"
+                "type-rule-name":"compilationUnit",
+                "type-rule-index":82,
+                "reserved-word-flag":false,
+                "dfs-index":0,
+                "depth":0
             },
             {
                 "id":1,
                 "label":"##",
                 "node-type":"Rule",
-                "type-rule-name":"functionDefinition"
+                "type-rule-name":"functionDefinition",
+                "type-rule-index":85,
+                "reserved-word-flag":false,
+                "dfs-index":1,
+                "depth":1
             },
             {
                 "id":2,
                 "label":"<EOF>",
                 "node-type":"Token",
                 "type-rule-name":"EOF",
+                "type-rule-index":-1,
+                "reserved-word-flag":false,
+                "dfs-index":16,
+                "depth":1,
                 "token-id":11
             },
             {
                 "id":3,
                 "label":"#()",
                 "node-type":"Rule",
-                "type-rule-name":"directDeclarator"
+                "type-rule-name":"directDeclarator",
+                "type-rule-index":48,
+                "reserved-word-flag":false,
+                "dfs-index":2,
+                "depth":2
             },
             {
                 "id":4,
                 "label":"{#}",
                 "node-type":"Rule",
-                "type-rule-name":"compoundStatement"
+                "type-rule-name":"compoundStatement",
+                "type-rule-index":72,
+                "reserved-word-flag":false,
+                "dfs-index":6,
+                "depth":2
             },
             {
                 "id":5,
                 "label":"main",
                 "node-type":"Token",
                 "type-rule-name":"Identifier",
+                "type-rule-index":105,
+                "reserved-word-flag":false,
+                "dfs-index":3,
+                "depth":3,
                 "token-id":1
             },
             {
@@ -50,6 +77,10 @@
                 "label":"(",
                 "node-type":"Token",
                 "type-rule-name":"'('",
+                "type-rule-index":59,
+                "reserved-word-flag":true,
+                "dfs-index":4,
+                "depth":3,
                 "token-id":2
             },
             {
@@ -57,6 +88,10 @@
                 "label":")",
                 "node-type":"Token",
                 "type-rule-name":"')'",
+                "type-rule-index":60,
+                "reserved-word-flag":true,
+                "dfs-index":5,
+                "depth":3,
                 "token-id":3
             },
             {
@@ -64,32 +99,52 @@
                 "label":"{",
                 "node-type":"Token",
                 "type-rule-name":"'{'",
+                "type-rule-index":63,
+                "reserved-word-flag":true,
+                "dfs-index":7,
+                "depth":3,
                 "token-id":4
             },
             {
                 "id":9,
                 "label":"#;",
                 "node-type":"Rule",
-                "type-rule-name":"expressionStatement"
+                "type-rule-name":"expressionStatement",
+                "type-rule-index":75,
+                "reserved-word-flag":false,
+                "dfs-index":8,
+                "depth":3
             },
             {
                 "id":10,
                 "label":"}",
                 "node-type":"Token",
                 "type-rule-name":"'}'",
+                "type-rule-index":64,
+                "reserved-word-flag":true,
+                "dfs-index":15,
+                "depth":3,
                 "token-id":10
             },
             {
                 "id":11,
                 "label":"#(#)",
                 "node-type":"Rule",
-                "type-rule-name":"postfixExpression"
+                "type-rule-name":"postfixExpression",
+                "type-rule-index":4,
+                "reserved-word-flag":false,
+                "dfs-index":9,
+                "depth":4
             },
             {
                 "id":12,
                 "label":";",
                 "node-type":"Token",
                 "type-rule-name":"';'",
+                "type-rule-index":87,
+                "reserved-word-flag":true,
+                "dfs-index":14,
+                "depth":4,
                 "token-id":9
             },
             {
@@ -97,6 +152,10 @@
                 "label":"printf",
                 "node-type":"Token",
                 "type-rule-name":"Identifier",
+                "type-rule-index":105,
+                "reserved-word-flag":false,
+                "dfs-index":10,
+                "depth":5,
                 "token-id":5
             },
             {
@@ -104,6 +163,10 @@
                 "label":"(",
                 "node-type":"Token",
                 "type-rule-name":"'('",
+                "type-rule-index":59,
+                "reserved-word-flag":true,
+                "dfs-index":11,
+                "depth":5,
                 "token-id":6
             },
             {
@@ -111,6 +174,10 @@
                 "label":"\"Hello World\"",
                 "node-type":"Token",
                 "type-rule-name":"StringLiteral",
+                "type-rule-index":108,
+                "reserved-word-flag":false,
+                "dfs-index":12,
+                "depth":5,
                 "token-id":7
             },
             {
@@ -118,6 +185,10 @@
                 "label":")",
                 "node-type":"Token",
                 "type-rule-name":"')'",
+                "type-rule-index":60,
+                "reserved-word-flag":true,
+                "dfs-index":13,
+                "depth":5,
                 "token-id":8
             }
         ],
diff --git a/tools/tokenizer/Makefile b/tools/tokenizer/Makefile
index 6709766..9851522 100644
--- a/tools/tokenizer/Makefile
+++ b/tools/tokenizer/Makefile
@@ -3,39 +3,44 @@
 
 INCLUDES =
 CPPFLAGS = $(INCLUDES)
-CFLAGS   = -O2
+CFLAGS   = -g -O2 -fPIC
 LDFLAGS  =
 
-PROGS = tokenize antlr4tojson pytokenize jstokenize
+PROGS = tokenize antlr4tojson pytokenize jstokenize tokml libtoken.so
 
 .PHONY: all
 all: $(PROGS)
 
-tokenize: tokenize.o
-tokenize.o: tokenize.c cpp_keywords.h java_keywords.h
+tokenize: tokenize.o libtoken.a
+tokenize.o: tokenize.c libtoken.h
+
+tokml: tokml.o libtoken.a
+tokml.o: tokml.c libtoken.h
+
+libtoken.o: libtoken.c libtoken.h
+
+.PHONY: lib
+lib: libtoken.a libtoken.so
+
+libtoken.a: libtoken.o
+	ar r $@ $^
+	ranlib $@
+
+libtoken.so: libtoken.o
+	$(CC) -shared -Wl,-soname,$@.1 -o $@ $^
+
 antlr4tojson: antlr4tojson.o
 antlr4tojson.o: antlr4tojson.c
+
 pytokenize: pytokenize.o token_common.o
 pytokenize.o: pytokenize.c token_common.h
+
 jstokenize: jstokenize.o token_common.o
 jstokenize.o: jstokenize.c token_common.h
 
 token_common.o: token_common.c token_common.h
 
-cpp_keywords.h: c++20.kw
-	gperf -LC -Nis_cpp_keyword -Hcpp_hash -c -C -I -m1 --output-file=$@ $<
-
-java_keywords.h: java.kw
-	gperf -LC -Nis_java_keyword -Hjava_hash -c -C -I -m1 --output-file=$@ $<
-	# must change some global names:
-	sed -i \
-	-e 's/TOTAL_KEYWORDS/JAVA_TOTAL_KEYWORDS/g' \
-	-e 's/MIN_WORD_LENGTH/JAVA_MIN_WORD_LENGTH/g' \
-	-e 's/MAX_WORD_LENGTH/JAVA_MAX_WORD_LENGTH/g' \
-	-e 's/MIN_HASH_VALUE/JAVA_MIN_HASH_VALUE/g' \
-	-e 's/MAX_HASH_VALUE/JAVA_MAX_HASH_VALUE/g' $@
-
 .PHONY: clean
 clean:
-	@-rm -f *.o
+	@-rm -f *.o *.a
 	@-rm -f $(PROGS)
diff --git a/tools/tokenizer/README.md b/tools/tokenizer/README.md
index 25d60ac..e82940f 100644
--- a/tools/tokenizer/README.md
+++ b/tools/tokenizer/README.md
@@ -8,29 +8,35 @@ This same repository also offers separate programs for a Python tokenizer
 of the command-line options and have the same output formats.
 
 Here we focus on the C/C++/Java tokenizer (`tokenize`), but most of this
-documentation equally applies to the other tokenizer program. The `Makefile`
-builds them all.
+documentation equally applies to the other tokenizer program.
+The `Makefile` builds them all.
 
 The following lexeme classes are recognized:
 
 - identifier
-- reserved word/keyword
+- reserved word/keyword of the language of the input source
 - binary, octal, decimal, hexadecimal and floating-point numbers
 - double-quoted string literal
 - single-quoted character literal
 - all single, double, and triple operator and punctuation symbols
 - the preprocessor tokens # and ##
+- a number of pseudo tokens depending on selected options
 
 For each correctly recognized token, the program determines its class/type and
 the exact coordinates (line number and column) in the input text of
 its starting character. All token literals are output exactly as they appear in
-the source text, without any interpretation of escaped characters.
+the source text, without any interpretation of possibly escaped characters.
 
-A newline is defined as a single linefeed character `\n` or the combination
-carriage return `\r` followed by linefeed `\n`.
-Line continuations (a backslash immediately followed by a newline) are handled
+A newline is defined as a single linefeed character `\n`, a carriage return
+`\r`, or the combination carriage return `\r` followed by linefeed `\n`.
+Line continuations, i.e., a backslash immediately followed by a newline, are handled
 at the character input level, so the token recognizers will only see logical
-lines. Line and column reflect positions in the physical line structure, not the logical one.
+lines. Line and column coordinates however reflect positions in the physical line
+structure, not the logical one. When so requested, logical line endings are
+output as `newline` pseudo tokens and will be represented by a linefeed
+character. Similarly, when requested, continuations are output as
+`continuation` pseudo tokens and will be represented by a backslash-escaped
+linefeed `\\n`.
 
 For instance the appearance of a line continuation inside a string literal:
 
@@ -45,8 +51,8 @@ upon output as a token becomes:
 	"A long string literal that is broken here to stretch over two lines."
 ```
 
-Moreover, white-space, control characters and comments are skipped and
-anything left over is flagged as illegal characters.
+White-space (SPACE and TAB characters), certain control characters, and comments are
+normally skipped and anything left over is flagged as illegal characters.
 
 Since Java at the lexical level is very close to C and C++, this tokenizer
 can also be used for Java, albeit that some literal pecularities are not
@@ -54,9 +60,7 @@ recognized. The program looks at the file name extension to determine the
 language. This can be overridden (and must be specified in case of using
 standard input) by the `-l` option.
 Depending on the language setting, the proper set of keywords will be
-recognized. For C and C++ their
-combined set of (95) keywords is recognized, assuming that a C program will not
-inadvertently use C++ keywords as regular identifiers.
+recognized.
 
 ## Program options
 
@@ -68,21 +72,24 @@ A tokenizer for C/C++ (and Java) source code with output in 6 formats.
 Recognizes the following token classes: keyword, identifier, integer,
 floating, string, character, operator, and preprocessor.
 
-usage: tokenize [ -1cdhjl:m:no:rsvw ] [ FILES ]
+usage: tokenize [ -1acdhjkl:m:nNo:rsvwW ] [ FILES ]
 
 Command line options are:
+-a       : append to output file instead of create or overwrite.
 -c       : treat a # character as the start of a line comment.
 -d       : print debug info to stderr; implies -v.
 -h       : print just this text to stderr and stop.
--j       : assume input is Java (deprecated: use -l Java or .java).
+-k       : output line and block comments as tokens.
 -l<lang> : specify language explicitly (C, C++, Java).
 -m<mode> : output mode either plain (default), csv, json, jsonl, xml, or raw.
 -n       : output newlines as a special pseudo token.
--o<file> : name for output file (instead of stdout).
+-N       : output line continuations as a special pseudo token.
+-o<file> : write output to this file (instead of stdout).
 -s       : enable a special start token specifying the filename.
 -1       : treat all filename arguments as a continuous single input.
 -v       : print action summary to stderr.
 -w       : suppress all warning messages.
+-W       : output adjacent white-space as a token.
 ```
 
 The program reads multiple files. Depending on the `-1` option, the files
@@ -94,7 +101,7 @@ the mode setting.
 ## Multiple output modes
 
 The tokenizer has multiple output modes. They are plain text, CSV, JSON, JSONL
-and XML. A sample of plain text output looks like this:
+XML, and RAW mode. A sample of plain text output looks like this:
 
 ```text
 (  62,  0) preprocessor: #
@@ -138,26 +145,52 @@ and XML. A sample of plain text output looks like this:
 Line numbers are 1 based, columns start at 0 (Emacs-style).
 The token classes are:
 
-| Class:       | Description:
-|--------------|------------
-| identifier   | any identifier
-| keyword      | a reserved word
-| integer      | integer number irrespective of notation
-| floating     | a floating-point number
-| string       | a double-quoted string (maybe empty)
-| character    | a single-quoted character
-| operator     | any operator or punctuator symbol
-| preprocessor | either # or ##
-| filename     | pseudo token: start of a new file
-| newline      | pseudo token: end of logical line
+| Class:        | Description:
+|---------------|------------
+| identifier    | any identifier
+| keyword       | a reserved word
+| integer       | integer number irrespective of notation
+| floating      | a floating-point number
+| string        | a double-quoted string (maybe empty)
+| character     | a single-quoted character
+| operator      | any operator or punctuator symbol
+| preprocessor  | either `#` or `##`
+
+The following classes are only recognized when the appropriate switch has been set:
+
+| Class:        | Description:                           | Switch:
+|---------------|----------------------------------------|---------
+| line_comment  | treat `#` till end of line as comment  | -c -k
+| line_comment  | a comment that starts with `//`        | -k
+| block_comment | a comment enclosed in `/*` and `*/`    | -k
+| filename      | pseudo token: start of a new file      | -s
+| newline       | pseudo token `\n`: end of logical line | -n
+| continuation  | pseudo token `\\n`: line continuation  | -N
+| whitespace    | adjacent white-space                   | -W
 
 The `filename` token is optional. It will be included when the `-s` option is
 provided. It is a pseudo token that provides the filename of the input as the
 first token. Similarly, the `newline` is a pseudo token and appears only with
 the `-n` option. It signals the end of a logical line. Mind that multiple
-newlines occurring in sequence are not suppressed. The `newline` token has no
-textual representation, e.g. in XML mode output it will appear as an empty
-text element.
+newlines occurring in sequence are not suppressed nor aggregated but appear as
+separate newline tokens (the same holds for continuations).
+The `newline` token will
+be represented by a linefeed character (LF). Depending on the output mode this
+will be escaped appropriately. The `-W` would normally also collect any
+newlines except when `-n` is a also set and continuations except when `-N` is
+set in which case they are treated as separate tokens. To summarize, the valid
+combinations of these options and their effect are:
+
+| Switches: | Effect on output:
+|-----------|------------------
+|           | all white-space, line endings inclusive, discarded
+| -n        | newline tokens for logical lines
+| -N        | continuation tokens
+| -W        | whitespace tokens inclusive all physical line endings
+| -n -N     | newline and continuation tokens
+| -W -n     | whitespace tokens and newline tokens separately
+| -W -N     | whitespace tokens and continuation tokens separately
+| -W -n -N  | whitespace, newline, and continuation all separately
 
 ### CSV output
 
@@ -176,7 +209,10 @@ line,column,class,token
 ```
 
 The operator token `,` is escaped with double quotes, like so `","`.
-String tokens are escaped as well and any original double quote is doubled.
+String tokens are always escaped and any original double quote is doubled.
+A newline on its own or as part of whitespace will appear escaped as `\n`.
+A whitespace token text will appear inside double quotes. A continuation token
+will appear as `"\\n"`.
 
 ### JSON output
 
@@ -221,6 +257,18 @@ tokens. (An alternative would be to use the CDATA construct.)
 
 ```
 
+## tokML
+
+Recently a new program has been added: `tokml`. As the name suggests the
+output is in XML format but unlike the `-mxml` option to `tokenize`, `tokml`
+outputs the original source code annotated with XML elements that supply the
+token information. This is an approach identical to what `srcML` does for a
+parse tree. The precise XML syntax used is defined by the RelaxNG schema in
+the file `tokml-schema.rnc`.
+
+The XML annotation makes it very convenient to apply XPath and XQuery queries
+to the token stream, e.g. by using tools like `xidel` and `xmlstarlet`.
+
 ## References
 
 > <a id="1">[1]</a>
diff --git a/tools/tokenizer/antlr4tojson.c b/tools/tokenizer/antlr4tojson.c
index f2d2b9c..7cdb254 100644
--- a/tools/tokenizer/antlr4tojson.c
+++ b/tools/tokenizer/antlr4tojson.c
@@ -45,9 +45,9 @@
 #include <stdlib.h>
 #include <string.h>
 #include <regex.h>
-#include <unistd.h>		/* getopt() */
-#include <libgen.h>		/* basename() */
-#include <ctype.h>		/* tolower() */
+#include <unistd.h>             /* getopt() */
+#include <libgen.h>             /* basename() */
+#include <ctype.h>              /* tolower() */
 
 // POSIX Extended Regular Expressions for all parts of token output.
 
@@ -87,15 +87,15 @@
   class_RE "),(channel=(" posint_RE "),)?(" line_RE "):(" column_RE ")\\]$"
 
 // Program option settings:
-static int debug = 0;		// when 1 debug output to stderr
+static int debug = 0;           // when 1 debug output to stderr
 static int verbose = 0;         // when 1 info output to stderr
-static int nowarn = 0;		// when 1 warnings are suppressed
-static int start_token = 0;	// when 1 start filename pseudo-token
+static int nowarn = 0;          // when 1 warnings are suppressed
+static int start_token = 0;     // when 1 start filename pseudo-token
 static int continuous_files = 0;// when 1 do not reset after each file
 
 // Program globals:
 static char *filename = "stdin";// current file being parsed
-static unsigned num_files = 0;	// number of files read
+static unsigned num_files = 0;  // number of files read
 static unsigned linenr = 1;     // line number counted from 1
 static enum { CSV, JSON, JSONL, RAW } mode = JSON;
 
@@ -179,10 +179,10 @@ static void JSON_escape(FILE *out, const char *p, unsigned len)
       const char peek = len ? *(p+1) : anything_but_valid_escape; // look ahead
       fputc('\\', out);
       if (strchr("\\\"bfnrt", peek)) {
-	// An valid JSON escape. Output it and skip peek:
-	c = peek;
-	p++;
-	len--;
+        // An valid JSON escape. Output it and skip peek:
+        c = peek;
+        p++;
+        len--;
       }
       //else Not a correct JSON escape, a standalone backslash; double it.
     }
@@ -214,7 +214,7 @@ static unsigned get(char const *text)
   if (regexec(re, text, nmatch, pmatch, REG_NOTEOL) == REG_NOMATCH) {
     // Warn about the failed match:
     fprintf(stderr, "(W) [%s:%u] not a valid token; skipped.\n",
-	    filename, linenr);
+            filename, linenr);
     // Cannot recover; no more input.
     return 0;
   }
@@ -256,22 +256,22 @@ static unsigned get(char const *text)
     case CLASS_IDENT:
       // CSV output does not need the quoting. 
       if (mode == JSON || mode == JSONL)
-	fputc('"', stdout);
+        fputc('"', stdout);
       // Undo the capitalization?
       fputc(tolower(*p), stdout);
       fwrite(p+1, 1, len-1, stdout);
       if (mode == JSON || mode == JSONL)
-	fputc('"', stdout);
+        fputc('"', stdout);
       break;
     case TEXT:
       // CSV output benefits from quoting; must escape the "
       fputc('"', stdout);
       // Strip off the enclosing single quotes.
       if (mode == JSON || mode == JSONL)
-	JSON_escape(stdout, p+1, len-2);
+        JSON_escape(stdout, p+1, len-2);
       else
       if (mode == CSV)
-	CSV_escape(stdout, p+1, len-2);
+        CSV_escape(stdout, p+1, len-2);
       fputc('"', stdout);
       break;
     case CLASS_STRING:
@@ -281,10 +281,10 @@ static unsigned get(char const *text)
       // Keep the enclosing single quotes!
       fputc('"', stdout);
       if (mode == JSON || mode == JSONL)
-	JSON_escape(stdout, p, len);
+        JSON_escape(stdout, p, len);
       else
       if (mode == CSV)
-	CSV_escape(stdout, p, len);
+        CSV_escape(stdout, p, len);
       fputc('"', stdout);
       break;
     case CHANNEL:
@@ -333,7 +333,7 @@ main(int argc, char *argv[])
 
     case 'h':
 fputs(
-"A converter for the ANTLR4 token output format.\n\n", stdout);
+"A converter for the ANTLR4 token output format.\n\n", stderr);
  fprintf(stderr, usage_str, basename(argv[0]));
 fputs(
 "\nCommand line options are:\n"
@@ -358,7 +358,7 @@ fputs(
       else if (!strcmp(optarg, "raw"))
         mode = RAW;
       else {
-	if (!nowarn)
+        if (!nowarn)
         fprintf(stderr, "(W): Invalid mode %s (using csv).\n", optarg);
         mode = CSV;
       }
@@ -419,10 +419,10 @@ fputs(
       break;
     case CSV:
       if (!continuous_files || num_files == 1)
-	fputs("seqnr,start,stop,text,class,channel,line,column\n", stdout);
+        fputs("seqnr,start,stop,text,class,channel,line,column\n", stdout);
       else {
-	fputc('\n', stdout);
-	first_time = 1;
+        fputc('\n', stdout);
+        first_time = 1;
       }
       if (start_token) {
         fprintf(stdout, "0,0,0,%s,File,0,1,0\n", filename);
@@ -431,20 +431,20 @@ fputs(
     case JSON:
     case JSONL:
       if (!continuous_files || num_files == 1) {
-	if (mode == JSON) fputs("[\n", stdout);
+        if (mode == JSON) fputs("[\n", stdout);
       }
       else {
-	if (mode == JSON) fputc(',', stdout);
-	fputc('\n', stdout);
-	first_time = 1;
+        if (mode == JSON) fputc(',', stdout);
+        fputc('\n', stdout);
+        first_time = 1;
       }
       if (start_token) {
-	// Must quote filename:
+        // Must quote filename:
         fprintf(stdout,
-	    "{\"seqnr\":0, \"start\":0, \"stop\":0, \"text\":\"%s\","
-	    " \"class\":\"File\", \"line\":1, \"column\":0}",
-		filename);
-	first_time = 0;
+            "{\"seqnr\":0, \"start\":0, \"stop\":0, \"text\":\"%s\","
+            " \"class\":\"File\", \"line\":1, \"column\":0}",
+                filename);
+        first_time = 0;
       }
       break;
     }
@@ -452,19 +452,19 @@ fputs(
     while (getline(&line, &len, stdin) != -1) {
       // If already did some output must close that previous line:
       if (first_time)
-	first_time = 0;
+        first_time = 0;
       else {
-	switch (mode) {
-	case RAW:
-	  break;
-	case JSON:
-	  fputc(',', stdout);
-	  /*FALL THROUGH*/
-	case CSV:
-	case JSONL:
-	  fputc('\n', stdout);
-	  break;
-	}
+        switch (mode) {
+        case RAW:
+          break;
+        case JSON:
+          fputc(',', stdout);
+          /*FALL THROUGH*/
+        case CSV:
+        case JSONL:
+          fputc('\n', stdout);
+          break;
+        }
       }
       get(line); // no , and/or \n output yet
       linenr++;
@@ -476,15 +476,15 @@ fputs(
       // Trailer:
       switch (mode) {
       case RAW:
-	break;
+        break;
       case JSON:
-	// no last comma!
-	fputs("\n]", stdout);
-	/*FALL THROUGH*/
+        // no last comma!
+        fputs("\n]", stdout);
+        /*FALL THROUGH*/
       case CSV:
       case JSONL:
-	fputc('\n', stdout);
-	break;
+        fputc('\n', stdout);
+        break;
       }
       first_time = 1;
     }
diff --git a/tools/tokenizer/c++20.kw b/tools/tokenizer/c++20.kw
deleted file mode 100644
index db06676..0000000
--- a/tools/tokenizer/c++20.kw
+++ /dev/null
@@ -1,95 +0,0 @@
-alignas
-alignof
-and
-and_eq
-asm
-atomic_cancel
-atomic_commit
-atomic_noexcept
-auto
-bitand
-bitor
-bool
-break
-case
-catch
-char
-char16_t
-char32_t
-char8_t
-class
-co_await
-compl
-concept
-const
-const_cast
-consteval
-constexpr
-constinit
-continue
-co_return
-co_yield
-decltype
-default
-delete
-do
-double
-dynamic_cast
-else
-enum
-explicit
-export
-extern
-false
-float
-for
-friend
-goto
-if
-inline
-int
-long
-mutable
-namespace
-new
-noexcept
-not
-not_eq
-nullptr
-operator
-or
-or_eq
-private
-protected
-public
-register
-reinterpret_cast
-requires
-return
-short
-signed
-sizeof
-static
-static_assert
-static_cast
-struct
-switch
-template
-this
-thread_local
-throw
-true
-try
-typedef
-typeid
-typename
-union
-unsigned
-using
-virtual
-void
-volatile
-wchar_t
-while
-xor
-xor_eq
diff --git a/tools/tokenizer/cpp_keywords.h b/tools/tokenizer/cpp_keywords.h
deleted file mode 100644
index e8747d0..0000000
--- a/tools/tokenizer/cpp_keywords.h
+++ /dev/null
@@ -1,244 +0,0 @@
-/* C code produced by gperf version 3.0.3 */
-/* Command-line: gperf -LC -Nis_cpp_keyword -Hcpp_hash -c -C -I -m1 --output-file=cpp_keywords.h c++20.kw  */
-/* Computed positions: -k'1,5,$' */
-
-#if !((' ' == 32) && ('!' == 33) && ('"' == 34) && ('#' == 35) \
-      && ('%' == 37) && ('&' == 38) && ('\'' == 39) && ('(' == 40) \
-      && (')' == 41) && ('*' == 42) && ('+' == 43) && (',' == 44) \
-      && ('-' == 45) && ('.' == 46) && ('/' == 47) && ('0' == 48) \
-      && ('1' == 49) && ('2' == 50) && ('3' == 51) && ('4' == 52) \
-      && ('5' == 53) && ('6' == 54) && ('7' == 55) && ('8' == 56) \
-      && ('9' == 57) && (':' == 58) && (';' == 59) && ('<' == 60) \
-      && ('=' == 61) && ('>' == 62) && ('?' == 63) && ('A' == 65) \
-      && ('B' == 66) && ('C' == 67) && ('D' == 68) && ('E' == 69) \
-      && ('F' == 70) && ('G' == 71) && ('H' == 72) && ('I' == 73) \
-      && ('J' == 74) && ('K' == 75) && ('L' == 76) && ('M' == 77) \
-      && ('N' == 78) && ('O' == 79) && ('P' == 80) && ('Q' == 81) \
-      && ('R' == 82) && ('S' == 83) && ('T' == 84) && ('U' == 85) \
-      && ('V' == 86) && ('W' == 87) && ('X' == 88) && ('Y' == 89) \
-      && ('Z' == 90) && ('[' == 91) && ('\\' == 92) && (']' == 93) \
-      && ('^' == 94) && ('_' == 95) && ('a' == 97) && ('b' == 98) \
-      && ('c' == 99) && ('d' == 100) && ('e' == 101) && ('f' == 102) \
-      && ('g' == 103) && ('h' == 104) && ('i' == 105) && ('j' == 106) \
-      && ('k' == 107) && ('l' == 108) && ('m' == 109) && ('n' == 110) \
-      && ('o' == 111) && ('p' == 112) && ('q' == 113) && ('r' == 114) \
-      && ('s' == 115) && ('t' == 116) && ('u' == 117) && ('v' == 118) \
-      && ('w' == 119) && ('x' == 120) && ('y' == 121) && ('z' == 122) \
-      && ('{' == 123) && ('|' == 124) && ('}' == 125) && ('~' == 126))
-/* The character set is not based on ISO-646.  */
-error "gperf generated tables don't work with this execution character set. Please report a bug to <bug-gnu-gperf@gnu.org>."
-#endif
-
-#include <string.h>
-
-#define TOTAL_KEYWORDS 95
-#define MIN_WORD_LENGTH 2
-#define MAX_WORD_LENGTH 16
-#define MIN_HASH_VALUE 3
-#define MAX_HASH_VALUE 156
-/* maximum key range = 154, duplicates = 0 */
-
-#ifdef __GNUC__
-__inline
-#else
-#ifdef __cplusplus
-inline
-#endif
-#endif
-static unsigned int
-cpp_hash (str, len)
-     register const char *str;
-     register unsigned int len;
-{
-  static const unsigned char asso_values[] =
-    {
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157,  11,
-      157,   6, 157, 157, 157, 157,   6, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157,   2,  39,   8,
-       25,   4,  47,  20,  43,   8, 157,   0,  47,  73,
-       35,  49,  64,  51,  24,  10,   0,  40,  14,  49,
-       57,   0, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157, 157, 157, 157, 157,
-      157, 157, 157, 157, 157, 157
-    };
-  register int hval = len;
-
-  switch (hval)
-    {
-      default:
-        hval += asso_values[(unsigned char)str[4]];
-      /*FALLTHROUGH*/
-      case 4:
-      case 3:
-      case 2:
-      case 1:
-        hval += asso_values[(unsigned char)str[0]];
-        break;
-    }
-  return hval + asso_values[(unsigned char)str[len - 1]];
-}
-
-#ifdef __GNUC__
-__inline
-#ifdef __GNUC_STDC_INLINE__
-__attribute__ ((__gnu_inline__))
-#endif
-#endif
-const char *
-is_cpp_keyword (str, len)
-     register const char *str;
-     register unsigned int len;
-{
-  static const char * const wordlist[] =
-    {
-      "", "", "",
-      "try",
-      "", "", "", "",
-      "true",
-      "", "",
-      "int",
-      "else",
-      "const",
-      "this",
-      "short",
-      "case",
-      "constinit",
-      "const_cast",
-      "concept",
-      "explicit",
-      "char8_t",
-      "char32_t",
-      "atomic_commit",
-      "struct",
-      "atomic_noexcept",
-      "volatile",
-      "char16_t",
-      "continue",
-      "static_cast",
-      "and",
-      "static_assert",
-      "static",
-      "class",
-      "export",
-      "delete",
-      "char",
-      "decltype",
-      "not",
-      "typeid",
-      "reinterpret_cast",
-      "constexpr",
-      "",
-      "void",
-      "break",
-      "signed",
-      "",
-      "typename",
-      "",
-      "co_yield",
-      "requires",
-      "noexcept",
-      "float",
-      "inline",
-      "alignas",
-      "auto",
-      "co_return",
-      "if",
-      "namespace",
-      "template",
-      "false",
-      "thread_local",
-      "while",
-      "and_eq",
-      "consteval",
-      "co_await",
-      "register",
-      "switch",
-      "",
-      "extern",
-      "atomic_cancel",
-      "long",
-      "default",
-      "goto",
-      "for",
-      "or",
-      "do",
-      "private",
-      "asm",
-      "typedef",
-      "wchar_t",
-      "enum",
-      "double",
-      "operator",
-      "xor",
-      "using",
-      "public",
-      "new",
-      "",
-      "return",
-      "bool",
-      "alignof",
-      "bitor",
-      "unsigned",
-      "", "",
-      "not_eq",
-      "", "",
-      "catch",
-      "", "",
-      "protected",
-      "throw",
-      "",
-      "bitand",
-      "",
-      "compl",
-      "virtual",
-      "",
-      "dynamic_cast",
-      "",
-      "sizeof",
-      "friend",
-      "",
-      "union",
-      "", "",
-      "xor_eq",
-      "", "", "", "",
-      "mutable",
-      "", "", "", "", "", "",
-      "nullptr",
-      "", "", "", "", "", "", "", "", "",
-      "", "", "", "", "", "", "", "", "",
-      "", "", "", "", "", "", "",
-      "or_eq"
-    };
-
-  if (len <= MAX_WORD_LENGTH && len >= MIN_WORD_LENGTH)
-    {
-      register int key = cpp_hash (str, len);
-
-      if (key <= MAX_HASH_VALUE && key >= 0)
-        {
-          register const char *s = wordlist[key];
-
-          if (*str == *s && !strncmp (str + 1, s + 1, len - 1) && s[len] == '\0')
-            return s;
-        }
-    }
-  return 0;
-}
diff --git a/tools/tokenizer/filter6.awk b/tools/tokenizer/filter6.awk
new file mode 100755
index 0000000..3105a63
--- /dev/null
+++ b/tools/tokenizer/filter6.awk
@@ -0,0 +1,263 @@
+#!/usr/bin/awk -f
+
+# Copyright (c) 2021 International Business Machines Corporation
+# Prepared by: Geert Janssen <geert@us.ibm.com>
+
+# Expects a C/C++ tokenizer generated CSV file as input with explicit
+# whitespace and separate newline (and continuation) tokens.
+# (tokenize -W -n [-N] -mcsv)
+# Outputs one possibly modified token (class or literal) per line.
+# Tries to use some context to better discriminate the meaning of some
+# otherwise ambiguous tokens.
+
+# Should use yacc/bison or lemon?
+
+# Ambiguous tokens in C/C++:
+# < > delimiters of filename in preprocessor include directive
+# Resolved by using preceding #include context
+# < > delimiters of template parameters
+# < less than operator
+# Resolve: preceding context keyword template, template <+
+# > greater than operator
+# Resolve: preceding context keyword template <
+# " " delimiters of filename in preprocessor include directive
+# " " delimiters of string literal
+# Resolved by using preceding #include context
+# ( ) expression grouping
+# ( ) argument list
+# { } block
+# { } initializer
+# [ ] indexing
+# [ ] lambda capture
+# ~ destructor
+# ~ unary operator
+# - unary operator
+# - binary operator
+# Resolve: no white-space after - then unary?
+# * unary operator (dereference pointer)
+# * binary operator (multiplication)
+# * pointer declarator
+# & bitwise and operator
+# & address of operator
+# Can of worms: overloaded operator symbols
+
+# Simplistic CPP line syntax:
+# "#" directive-name (token)* newline
+
+# #include <sys.h>
+# #include "local"
+# #define identifier-macro-def
+# #define identifier-macro-const val
+# #define identifier-macro-func( ... )
+
+# Using a stack to remember CSV token lines whose output is temporarily
+# suppressed. That way can have unbounded lookahead.
+# Use function to empty and print stack from bottom to top.
+
+function push(record) {
+    stack[sp++]=record
+}
+
+function empty_out() {
+    for (i=0; i<sp; i++)
+	print stack[i]
+    sp=0
+}
+
+BEGIN {
+    # CPP directive-names:
+    directive["include"]=1
+    directive["define"]=1
+    directive["undef"]=1
+    directive["if"]=1
+    directive["ifdef"]=1
+    directive["ifndef"]=1
+    directive["else"]=1
+    directive["elif"]=1
+    directive["endif"]=1
+    directive["line"]=1
+    directive["pragma"]=1
+    directive["error"]=1
+
+    # Empty stack of tokens:
+    sp=0
+    # Start (current) state:
+    state=0
+    # Next state:
+    next_state=-1 # indicates no specific rule matches
+    # Field separator of input record (line):
+    FS=","
+    # Read CSV header line:
+    getline
+    # Echo to output:
+    print #0
+}
+
+# Note: only gawk has switch statement.
+
+# Dispatch on current state and input.
+# Make sure all conditions are mutually exclusive, except last one.
+# Last one is made exclusive by next_state==-1.
+# Must use next_state to avoid immediate action on current line.
+# All rules when matched must set next_state to something other than -1.
+
+# Instead of composing new CSV record could also modify $0 via
+# assignments to its fields (like $3="identifier").
+
+# A # followed by an identifier in a macro body means stringize the identifier.
+(state == 0 && $4 == "#") {
+    push($0)
+    next_state=1
+}
+
+# The keyword template provides context for some < and > disambiguation.
+(state == 0 && $4 == "template") {
+    print $0
+    next_state=0 # switched off for now
+}
+
+# # seen; expect directive or identifier.
+(state == 1 && $3 == "identifier") {
+    push($0)
+    if ($4 in directive) {
+	if ($4 == "include")
+	    next_state=2
+	else
+	if ($4 == "define")
+	    next_state=7
+	else {
+	    empty_out()
+	    next_state=0
+	}
+    }
+    else { # #ident => stringize to "ident"
+	empty_out()
+	next_state=0
+    }
+}
+
+# Handle #include <...
+(state == 2 && $4 == "<") {
+    # Note: suppressing this token.
+    next_state=3
+}
+
+# Handle #include "...".
+(state == 2 && $3 == "string") {
+    # $4 has enclosing " doubled!
+    filename=substr($4,3,length($4)-4)
+    empty_out()
+    print $1 "," $2 ",string-local-filename," filename
+    next_state=0
+}
+
+# Collect all tokens after the < till >.
+# Treat first specially to get its coordinates.
+(state == 3 && ($3 == "identifier" || $3 == "keyword")) {
+    id_lin=$1
+    id_col=$2
+    filename=$4
+    # Note: modifying this token.
+    next_state=4
+}
+
+# Keep collecting tokens till > or newline.
+(state == 4 && $3 != "newline" && $4 != ">") { # eats up anything
+    filename=filename $4
+    # Note: suppressing this token.
+    next_state=4
+}
+
+# Handling #include <...>, or #include <...newline.
+(state == 4 && ($3 == "newline" || $4 == ">")) {
+    # When newline it's an error, but act as if > was present:
+    empty_out()
+    print id_lin "," id_col ",string-sys-filename,\"" filename "\""
+    if ($3 == "newline")
+	print $0
+    # else suppressing the > token.
+    next_state=0
+}
+
+# Handle template <.
+(state == 5 && $4 == "<") {
+    $3="start-template-paramlist"
+    print $0
+    next_state=6
+}
+
+# Handle template < >, explicit specialization.
+(state == 6 && $4 == ">") {
+    $3="end-template-paramlist"
+    print $0
+    next_state=0
+}
+
+# Handle #define name.
+(state == 7 && ($3 == "identifier" || $3 == "keyword")) {
+    id_lin=$1
+    id_col=$2
+    macro_name=$4
+    # Note: modifying this token later.
+    next_state=8
+}
+
+# Handle #define name(.
+(state == 8 && $4 == "(") {
+    empty_out()
+    print id_lin "," id_col ",identifier-macro-func," macro_name
+    print $0
+    next_state=0
+}
+
+# Handle #define name whitespace
+(state == 8 && $3 == "whitespace") {
+    # Note: suppressing this token.
+    next_state=9
+}
+
+# Handle #define name whitespace? newline
+((state == 8 || state == 9) && $3 == "newline") {
+    empty_out()
+    print id_lin "," id_col ",identifier-macro-def," macro_name
+    print $0
+    next_state=0
+}
+
+# Handle #define name whitespace !newline.
+(state == 9 && $3 != "newline") {
+    empty_out()
+    print id_lin "," id_col ",identifier-macro-const," macro_name
+    print $0
+    next_state=0
+}
+
+# Default rule; always executed:
+# 1. no prior rule matched:
+#    - stay in same state only for whitespace, newline, and continuation;
+#      this allows for their presence without explicit mention in rules
+#    - output any previously suppressed tokens (to not lose them)
+#    - print current token except for whitespace
+#    - back to state 0 to quickly recover for any errors in input
+# 2. some rule matched:
+#    - simply move on to next state as stated in that rule
+#    - reset next_state to -1
+{
+    if (next_state == -1) {
+	# Echo the current token as is (ignore whitespace though):
+	if ($3 != "whitespace") {
+	    if ($3 != "newline" && $3 != "continuation") {
+		empty_out()
+		state=0
+	    }
+	    print $0
+	}
+	# otherwise: Do not change state!
+    }
+    else {
+	state=next_state
+	next_state=-1
+    }
+}
+
+END {}
diff --git a/tools/tokenizer/java.kw b/tools/tokenizer/java.kw
deleted file mode 100644
index dc56cfd..0000000
--- a/tools/tokenizer/java.kw
+++ /dev/null
@@ -1,51 +0,0 @@
-abstract
-assert
-boolean
-break
-byte
-case
-catch
-char
-class
-const
-continue
-default
-do
-double
-else
-enum
-extends
-final
-finally
-float
-for
-goto
-if
-implements
-import
-instanceof
-int
-interface
-long
-native
-new
-null
-package
-private
-protected
-public
-return
-short
-static
-strictfp
-super
-switch
-synchronized
-this
-throw
-throws
-transient
-try
-void
-volatile
-while
diff --git a/tools/tokenizer/java_keywords.h b/tools/tokenizer/java_keywords.h
deleted file mode 100644
index f996a21..0000000
--- a/tools/tokenizer/java_keywords.h
+++ /dev/null
@@ -1,180 +0,0 @@
-/* C code produced by gperf version 3.0.3 */
-/* Command-line: gperf -LC -Nis_java_keyword -Hjava_hash -c -C -I -m1 --output-file=java_keywords.h java.kw  */
-/* Computed positions: -k'1,3' */
-
-#if !((' ' == 32) && ('!' == 33) && ('"' == 34) && ('#' == 35) \
-      && ('%' == 37) && ('&' == 38) && ('\'' == 39) && ('(' == 40) \
-      && (')' == 41) && ('*' == 42) && ('+' == 43) && (',' == 44) \
-      && ('-' == 45) && ('.' == 46) && ('/' == 47) && ('0' == 48) \
-      && ('1' == 49) && ('2' == 50) && ('3' == 51) && ('4' == 52) \
-      && ('5' == 53) && ('6' == 54) && ('7' == 55) && ('8' == 56) \
-      && ('9' == 57) && (':' == 58) && (';' == 59) && ('<' == 60) \
-      && ('=' == 61) && ('>' == 62) && ('?' == 63) && ('A' == 65) \
-      && ('B' == 66) && ('C' == 67) && ('D' == 68) && ('E' == 69) \
-      && ('F' == 70) && ('G' == 71) && ('H' == 72) && ('I' == 73) \
-      && ('J' == 74) && ('K' == 75) && ('L' == 76) && ('M' == 77) \
-      && ('N' == 78) && ('O' == 79) && ('P' == 80) && ('Q' == 81) \
-      && ('R' == 82) && ('S' == 83) && ('T' == 84) && ('U' == 85) \
-      && ('V' == 86) && ('W' == 87) && ('X' == 88) && ('Y' == 89) \
-      && ('Z' == 90) && ('[' == 91) && ('\\' == 92) && (']' == 93) \
-      && ('^' == 94) && ('_' == 95) && ('a' == 97) && ('b' == 98) \
-      && ('c' == 99) && ('d' == 100) && ('e' == 101) && ('f' == 102) \
-      && ('g' == 103) && ('h' == 104) && ('i' == 105) && ('j' == 106) \
-      && ('k' == 107) && ('l' == 108) && ('m' == 109) && ('n' == 110) \
-      && ('o' == 111) && ('p' == 112) && ('q' == 113) && ('r' == 114) \
-      && ('s' == 115) && ('t' == 116) && ('u' == 117) && ('v' == 118) \
-      && ('w' == 119) && ('x' == 120) && ('y' == 121) && ('z' == 122) \
-      && ('{' == 123) && ('|' == 124) && ('}' == 125) && ('~' == 126))
-/* The character set is not based on ISO-646.  */
-error "gperf generated tables don't work with this execution character set. Please report a bug to <bug-gnu-gperf@gnu.org>."
-#endif
-
-#include <string.h>
-
-#define JAVA_TOTAL_KEYWORDS 51
-#define JAVA_MIN_WORD_LENGTH 2
-#define JAVA_MAX_WORD_LENGTH 12
-#define JAVA_MIN_HASH_VALUE 2
-#define JAVA_MAX_HASH_VALUE 62
-/* maximum key range = 61, duplicates = 0 */
-
-#ifdef __GNUC__
-__inline
-#else
-#ifdef __cplusplus
-inline
-#endif
-#endif
-static unsigned int
-java_hash (str, len)
-     register const char *str;
-     register unsigned int len;
-{
-  static const unsigned char asso_values[] =
-    {
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 23,  4,  6,
-       0, 23, 15, 34, 63,  4, 33, 63, 42, 13,
-       6,  5,  0, 28, 20,  0, 16, 24,  7, 11,
-      39, 63, 27, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63, 63, 63, 63,
-      63, 63, 63, 63, 63, 63, 63
-    };
-  register int hval = len;
-
-  switch (hval)
-    {
-      default:
-        hval += asso_values[(unsigned char)str[2]+1];
-      /*FALLTHROUGH*/
-      case 2:
-      case 1:
-        hval += asso_values[(unsigned char)str[0]];
-        break;
-    }
-  return hval;
-}
-
-#ifdef __GNUC__
-__inline
-#ifdef __GNUC_STDC_INLINE__
-__attribute__ ((__gnu_inline__))
-#endif
-#endif
-const char *
-is_java_keyword (str, len)
-     register const char *str;
-     register unsigned int len;
-{
-  static const char * const wordlist[] =
-    {
-      "", "",
-      "do",
-      "", "",
-      "short",
-      "if",
-      "package",
-      "strictfp",
-      "protected",
-      "static",
-      "boolean",
-      "public",
-      "double",
-      "char",
-      "class",
-      "const",
-      "synchronized",
-      "for",
-      "continue",
-      "float",
-      "throw",
-      "throws",
-      "null",
-      "break",
-      "final",
-      "case",
-      "finally",
-      "volatile",
-      "transient",
-      "instanceof",
-      "int",
-      "byte",
-      "super",
-      "enum",
-      "catch",
-      "native",
-      "interface",
-      "import",
-      "switch",
-      "private",
-      "default",
-      "implements",
-      "else",
-      "void",
-      "assert",
-      "try",
-      "abstract",
-      "new",
-      "while",
-      "return",
-      "long",
-      "",
-      "this",
-      "extends",
-      "", "", "", "", "", "", "",
-      "goto"
-    };
-
-  if (len <= JAVA_MAX_WORD_LENGTH && len >= JAVA_MIN_WORD_LENGTH)
-    {
-      register int key = java_hash (str, len);
-
-      if (key <= JAVA_MAX_HASH_VALUE && key >= 0)
-        {
-          register const char *s = wordlist[key];
-
-          if (*str == *s && !strncmp (str + 1, s + 1, len - 1) && s[len] == '\0')
-            return s;
-        }
-    }
-  return 0;
-}
diff --git a/tools/tokenizer/jstokenize.c b/tools/tokenizer/jstokenize.c
index c935837..e9604a8 100644
--- a/tools/tokenizer/jstokenize.c
+++ b/tools/tokenizer/jstokenize.c
@@ -108,20 +108,20 @@ static int tokenize(char *token, const char **type,
         // Skip till end-of-line (\n exclusive):
         while ((cc = get()) != EOF && cc != '\n' && cc != '\r')
           ;
-	// cc == '\n' || cc == '\r' || cc == EOF
-	if (cc == '\r') {
-	  if (!nowarn)
-	    fprintf(stderr,
-		    "(W): Unexpected continuation in line comment.\n");
-	  // Effectively ignore any \ and terminate logical line:
-	  cc == '\n';
-	}
+        // cc == '\n' || cc == '\r' || cc == EOF
+        if (cc == '\r') {
+          if (!nowarn)
+            fprintf(stderr,
+                    "(W): Unexpected continuation in line comment.\n");
+          // Effectively ignore any \ and terminate logical line:
+          cc == '\n';
+        }
         goto restart;
       }
 
       if (cc == '*') {
-	// Remember start position:
-	unsigned lin = linenr;
+        // Remember start position:
+        unsigned lin = linenr;
 
         // Skip till */ inclusive:
         int nc = get(); // if EOF next get will be EOF too
@@ -130,9 +130,9 @@ static int tokenize(char *token, const char **type,
           nc = get();
           if (nc == EOF) { // Error!
             fprintf(stderr,
-		    "(E): [%s:%u] Unexpected end-of-file in /* comment.\n",
-		    filename, lin);
-	    unexpect_eof++;
+                    "(E): [%s:%u] Unexpected end-of-file in /* comment.\n",
+                    filename, lin);
+            unexpect_eof++;
             return 0;
           }
         } while (cc != '*' || nc != '/');
@@ -153,13 +153,13 @@ static int tokenize(char *token, const char **type,
         // Skip till end-of-line (\n exclusive):
         while ((cc = get()) != EOF && cc != '\n' && cc != '\r')
           ;
-	if (cc == '\r') {
-	  if (!nowarn)
-	    fprintf(stderr,
-		    "(W): Unexpected continuation in hashbang comment.\n");
-	  // Effectively ignore any \ and terminate logical line:
-	  cc == '\n';
-	}
+        if (cc == '\r') {
+          if (!nowarn)
+            fprintf(stderr,
+                    "(W): Unexpected continuation in hashbang comment.\n");
+          // Effectively ignore any \ and terminate logical line:
+          cc == '\n';
+        }
         goto restart;
       }
       // seen # but not #!
@@ -201,37 +201,37 @@ static int tokenize(char *token, const char **type,
       int pc;
       do {
         token_add(cc);
-	pc = cc;
-	cc = get();
-	if (cc == '\r') {
-	  if (!nowarn)
-	    fprintf(stderr,
-		    "(W): Unexpected continuation in regex literal.\n");
-	  // Effectively ignore:
-	  cc = get();
-	}
-
-	if (cc == '\n') {
+        pc = cc;
+        cc = get();
+        if (cc == '\r') {
           if (!nowarn)
-	    fprintf(stderr,
-		    "(W): Unexpected newline in regular expression literal.\n");
-	  // discard:
-	  cc = get();	  
-	}
+            fprintf(stderr,
+                    "(W): Unexpected continuation in regex literal.\n");
+          // Effectively ignore:
+          cc = get();
+        }
+
+        if (cc == '\n') {
+          if (!nowarn)
+            fprintf(stderr,
+                    "(W): Unexpected newline in regular expression literal.\n");
+          // discard:
+          cc = get();     
+        }
 
-	if (cc == EOF) {
+        if (cc == EOF) {
           if (!nowarn)
-	    fprintf(stderr,
-		    "(W): Unexpected EOF in regular expression literal.\n");
+            fprintf(stderr,
+                    "(W): Unexpected EOF in regular expression literal.\n");
           unexpect_eof++;
-	  break;
-	}
+          break;
+        }
       } while (cc != '/' || pc == '\\');
       token_add(cc); // the /
       cc = get();
       while (strchr("gimsuy", cc)) {
         token_add(cc);
-	cc = get();
+        cc = get();
       }
       unget(cc);
       *type = "regex";
@@ -259,15 +259,15 @@ static int tokenize(char *token, const char **type,
       int nesting = 0; // keep track of ${} nesting
       do {
         token_add(cc);
-	// For template can have nesting inside placeholder ${...}
-	// FIXME: no check for nested paired ``; same for {}
-	if (qc == '`') {
-	  if (pc == '$' && cc == '{')
-	    nesting++;
-	  else
-	  if (cc == '}')
-	    nesting--;
-	}
+        // For template can have nesting inside placeholder ${...}
+        // FIXME: no check for nested paired ``; same for {}
+        if (qc == '`') {
+          if (pc == '$' && cc == '{')
+            nesting++;
+          else
+          if (cc == '}')
+            nesting--;
+        }
 
         // Assume \ is not escaped itself.
         if (pc != '\\' && cc == qc && !nesting) { // unescaped quote
@@ -283,16 +283,16 @@ static int tokenize(char *token, const char **type,
 
         if (cc == '\n' && qc != '`') { // Ok in template
           if (!nowarn)
-	    fprintf(stderr,
-		    "(W): Unexpected unescaped newline in string.\n");
+            fprintf(stderr,
+                    "(W): Unexpected unescaped newline in string.\n");
           // discard
           cc = get();
         }
 
         if (cc == EOF) {
           if (!nowarn)
-	    fprintf(stderr,
-		    "(W): Unexpected EOF in string/template.\n");
+            fprintf(stderr,
+                    "(W): Unexpected EOF in string/template.\n");
           unexpect_eof++;
           break;
         }
@@ -312,11 +312,11 @@ static int tokenize(char *token, const char **type,
       unget(cc);
       token[len] = '\0';
       if (is_keyword(token, keywords, num_keywords)) {
-	*type = "keyword";
-	regex_ok = !!is_keyword(token, regex_preceders, num_preceders);
+        *type = "keyword";
+        regex_ok = !!is_keyword(token, regex_preceders, num_preceders);
       }
       else
-	*type = "identifier";
+        *type = "identifier";
       break;
     }
 
@@ -340,16 +340,16 @@ static int tokenize(char *token, const char **type,
       } int_lit = DEC; // assume decimal number
 
       /* BIN: 0[bB][01](_?[01])*
-	 LEGACY_OCT: 0[0-7]+
-	 OCT: 0[oO][0-7](_?[0-7])*
-	 DEC: 0|[1-9](_?[0-9])*
-	 HEX: 0[xX][0-9a-fA-F](_?[0-9a-fA-F])*
+         LEGACY_OCT: 0[0-7]+
+         OCT: 0[oO][0-7](_?[0-7])*
+         DEC: 0|[1-9](_?[0-9])*
+         HEX: 0[xX][0-9a-fA-F](_?[0-9a-fA-F])*
 
-	 EXP: [eE][+-]?[0-9](_?[0-9])*
+         EXP: [eE][+-]?[0-9](_?[0-9])*
 
-	 FLOATING: .[0-9][_0-9]*EXP?
-	         | DEC.([0-9][_0-9]*)?EXP?
-	         | DEC EXP
+         FLOATING: .[0-9][_0-9]*EXP?
+                 | DEC.([0-9][_0-9]*)?EXP?
+                 | DEC EXP
        */
 
       if (cc == '0') {
@@ -368,14 +368,14 @@ static int tokenize(char *token, const char **type,
           int_lit = HEX;
           break;
         default:
-	  if ('0' <= nc && nc <= '7') {
-	    token_add(cc); // the 0
-	    int_lit = LEGACY_OCT;
-	  }
-	  else {
-	    unget(nc);
-	    nc = cc;
-	  }
+          if ('0' <= nc && nc <= '7') {
+            token_add(cc); // the 0
+            int_lit = LEGACY_OCT;
+          }
+          else {
+            unget(nc);
+            nc = cc;
+          }
           break;
         }
         cc = nc;
@@ -454,9 +454,9 @@ static int tokenize(char *token, const char **type,
       }
 
       if (cc == 'n') // BigInt
-	token_add(cc);
+        token_add(cc);
       else
-	unget(cc);
+        unget(cc);
 
       *type = "integer";
       break;
@@ -492,28 +492,28 @@ static int tokenize(char *token, const char **type,
       if (strchr("*+-<>&|?.=", cc) && c2 == cc) { // double or triple
         // ** ++ -- << >> && || ?? .. ==
 
-	// special case ++ and --
-	if (c2 == '+' || c2 == '-') {
+        // special case ++ and --
+        if (c2 == '+' || c2 == '-') {
             token_add(c2);
             *type = "operator";
             break;
-	}
+        }
 
         // ** << >> && || ?? .. ==
         int c3 = get();
 
-	// special case . and ...
+        // special case . and ...
         if (c2 == '.') {
           if (c3 == '.') {
             // ...
             token_add(c2);
             token_add(c3);
           }
-	  else {
-	    // ..x
-	    unget(c3);
-	    unget(c2);
-	  }
+          else {
+            // ..x
+            unget(c3);
+            unget(c2);
+          }
           // .
           *type = "operator";
           break;
@@ -530,18 +530,18 @@ static int tokenize(char *token, const char **type,
 
         // ** << >> && || ?? ==
 
-	if (c2 == '>' && c3 == c2) {
-	  // >>>
-	  int c4 = get();
+        if (c2 == '>' && c3 == c2) {
+          // >>>
+          int c4 = get();
           token_add(c3);
-	  if (c4 == '=')
-	    // >>>=
-	    token_add(c4);
-	  else
-	    unget(c4);
-	}
-	else
-	  unget(c3);
+          if (c4 == '=')
+            // >>>=
+            token_add(c4);
+          else
+            unget(c4);
+        }
+        else
+          unget(c3);
 
         // ** << >> && || ?? ==
         *type = "operator";
@@ -552,7 +552,7 @@ static int tokenize(char *token, const char **type,
       // also missing => ?. !== <= >= == != += -= *= %= &= |= ^= /=
 
       if (cc == '?' && c2 == '.' ||
-	  cc == '=' && c2 == '>') {
+          cc == '=' && c2 == '>') {
         // ?. =>
         token_add(c2);
         *type = "operator";
@@ -562,20 +562,20 @@ static int tokenize(char *token, const char **type,
       // still missing !== <= >= == != += -= *= %= &= |= ^= /=
 
       if (c2 == '=') {
-	// <= >= == != += -= *= %= &= |= ^= /=
-	token_add(c2);
-	if (cc == '!') {
-	  // !=
-	  int c3 = get();
-	  if (c3 == '=')
-	    // !==
-	    token_add(c3);
-	  else
-	    unget(c3);
-	}
+        // <= >= == != += -= *= %= &= |= ^= /=
+        token_add(c2);
+        if (cc == '!') {
+          // !=
+          int c3 = get();
+          if (c3 == '=')
+            // !==
+            token_add(c3);
+          else
+            unget(c3);
+        }
       }
       else
-	unget(c2);
+        unget(c2);
       *type = "operator";
       break;
     }
@@ -711,7 +711,7 @@ int main(int argc, char *argv[])
 fputs(
 "A tokenizer for JavaScript source code with output in 6 formats.\n"
 "Recognizes the following token classes: keyword, identifier, integer,\n"
-"floating, string, regex, and operator.\n\n", stdout);
+"floating, string, regex, and operator.\n\n", stderr);
 fprintf(stderr, usage_str, basename(argv[0]));
 fputs(
 "\nCommand line options are:\n"
diff --git a/tools/tokenizer/libtoken.c b/tools/tokenizer/libtoken.c
new file mode 100644
index 0000000..2fa4563
--- /dev/null
+++ b/tools/tokenizer/libtoken.c
@@ -0,0 +1,1282 @@
+/* Copyright (c) 2021, 2022 International Business Machines Corporation
+   Prepared by: Geert Janssen <geert@us.ibm.com>
+
+   Code functionality shared by all tokenizers.
+   This obviously avoids code duplication and associated maintenance problems.
+*/
+
+#include "libtoken.h"
+
+// Program globals:
+const char *filename = "stdin";  // current file being parsed
+unsigned linenr = 1;       // physical line number counted from 1
+unsigned column = 0;       // byte position in physical line, from 0
+unsigned char_count = 0;   // total byte count
+unsigned utf8_count = 0;   // total utf-8 encoded unicode codepoints
+
+int buffer[MAX_BUF];       // use buffer as multi-char lookahead.
+unsigned buffered = 0;     // number of buffered bytes
+unsigned saved_col = 0;    // one-place buf for last column on prev line
+
+// Program option settings:
+int debug = 0;             // when 1 debug output to stderr
+int verbose = 0;           // when 1 info output to stderr
+int nowarn = 0;            // when 1 warnings are suppressed
+
+unsigned illegals = 0;     // count number of illegal characters
+unsigned unexpect_eof = 0; // encountered unexpected EOF
+int hash_as_comment = 0;   // when 1 treat # as line comment
+int newline_token = 0;     // when 1 output newline pseudo-token
+int comment_token = 0;     // when 1 output comments as tokens
+int whitespace_token = 0;  // when 1 output adjacent white-space as a token
+int continuation_token = 0;  // when 1 output line continuation pseudo-token
+
+static int logical_lines = 0;     // when 1 ignore line continuations in get)
+
+// Must be synced with enum TokenClass!
+const char *token_class[] = {
+  /* 0*/ "identifier",
+  /* 1*/ "keyword",
+  /* 2*/ "string",
+  /* 3*/ "character",
+  /* 4*/ "integer",
+  /* 5*/ "floating",
+  /* 6*/ "operator",
+  /* 7*/ "preprocessor",
+  /* 8*/ "line_comment",
+  /* 9*/ "block_comment",
+  /*10*/ "whitespace",
+  /*11*/ "newline",
+  /*12*/ "continuation",
+  /*13*/ "filename",
+  /*14*/ "endoffile"
+};
+
+/* No longer using perfect hash function but simple binary search. */
+
+/* C11 n1570.pdf 6.4.1 (44)
+   C17 n2176.pdf 6.4.1 (A.1.2) (44)
+*/
+static const char *C_keywords[] = {
+  "_Alignas",   "_Alignof",     "_Atomic",      "_Bool",        "_Complex",
+  "_Generic",   "_Imaginary",   "_Noreturn",    "_Static_assert",
+  "_Thread_local",
+
+  "auto",       "break",        "case",         "char",         "const",
+  "continue",   "default",      "do",           "double",       "else",
+  "enum",       "extern",       "float",        "for",          "goto",
+  "if",         "inline",       "int",          "long",         "register",
+  "restrict",   "return",       "short",        "signed",       "sizeof",
+  "static",     "struct",       "switch",       "typedef",      "union",
+  "unsigned",   "void",         "volatile",     "while"
+};
+
+#if 0
+/* C++ 2014 n4296.pdf 2.11 (84) */
+static const char *CPP_keywords[] = {
+  "alignas",       "alignof",       "and",           "and_eq",     "asm",
+  "auto",          "bitand",        "bitor",         "bool",       "break",
+  "case",          "catch",         "char",          "char16_t",   "char32_t",
+  "class",         "compl",         "const",         "const_cast", "constexpr",
+  "continue",      "decltype",      "default",       "delete",     "do",
+  "double",        "dynamic_cast",  "else",          "enum",       "explicit",
+  "export",        "extern",        "false",         "float",      "for",
+  "friend",        "goto",          "if",            "inline",     "int",
+  "long",          "mutable",       "namespace",     "new",        "noexcept",
+  "not",           "not_eq",        "nullptr",       "operator",   "or",
+  "or_eq",         "private",       "protected",     "public",     "register",
+  "reinterpret_cast", "return",     "short",         "signed",     "sizeof",
+  "static",        "static_assert", "static_cast",   "struct",     "switch",
+  "template",      "this",          "thread_local",  "throw",      "true",
+  "try",           "typedef",       "typeid",        "typename",   "union",
+  "unsigned",      "using",         "virtual",       "void",       "volatile",
+  "wchar_t",       "while",         "xor",           "xor_eq"
+};
+#endif
+
+/* C++23 n4885.pdf 5.11 (92) */
+static const char *CPP_keywords[] = {
+  "alignas",       "alignof",       "and",           "and_eq",     "asm",
+  "auto",          "bitand",        "bitor",         "bool",       "break",
+  "case",          "catch",         "char",          "char16_t",   "char32_t",
+  "char8_t",       "class",         "co_await",      "co_return",  "co_yield",
+  "compl",         "concept",       "const",         "const_cast", "consteval",
+  "constexpr",     "constinit",     "continue",      "decltype",   "default",
+  "delete",        "do",            "double",        "dynamic_cast", "else",
+  "enum",          "explicit",      "export",        "extern",     "false",
+  "float",         "for",           "friend",        "goto",       "if",
+  "inline",        "int",           "long",          "mutable",    "namespace",
+  "new",           "noexcept",      "not",           "not_eq",     "nullptr",
+  "operator",      "or",            "or_eq",         "private",    "protected",
+  "public",        "register",      "reinterpret_cast", "requires","return",
+  "short",         "signed",        "sizeof",        "static",  "static_assert",
+  "static_cast",   "struct",        "switch",        "template",   "this",
+  "thread_local",  "throw",         "true",          "try",        "typedef",
+  "typeid",        "typename",      "union",         "unsigned",   "using",
+  "virtual",       "void",          "volatile",      "wchar_t",    "while",
+  "xor",           "xor_eq"
+};
+
+/* Java SE 8 (50) (false, true, null are literals) */
+/* https://docs.oracle.com/javase/specs/jls/se8/html/jls-3.html#jls-3.9 */
+static const char *Java_keywords[] = {
+  "abstract", "assert",     "boolean", "break",     "byte",      "case",
+  "catch",    "char",       "class",   "const",     "continue",  "default",
+  "do",       "double",     "else",    "enum",      "extends",   "final",
+  "finally",  "float",      "for",     "goto",      "if",        "implements",
+  "import",   "instanceof", "int",     "interface", "long",      "native",
+  "new",      "package",    "private", "protected", "public",    "return",
+  "short",    "static",     "strictfp","super",     "switch", "synchronized",
+  "this",     "throw",      "throws",  "transient", "try",       "void",
+  "volatile", "while"
+};
+
+static const char *Python_keywords[] = {
+  "False",  "None",   "True",    "and",      "as",       "assert", "async",
+  "await",  "break",  "class",   "continue", "def",      "del",    "elif",
+  "else",   "except", "finally", "for",      "from",     "global", "if",
+  "import", "in",     "is",      "lambda",   "nonlocal", "not",    "or",
+  "pass",   "raise",  "return",  "try",      "while",    "with",   "yield"
+};
+
+/* Includes future reserved keywords, strict mode reserved words and module
+   code reserved words, as well as all the older standards future reserved
+   words, and the literals null, false, and true.
+*/
+static const char *JavaScript_keywords[] = {
+  "abstract", "await",      "boolean",   "break",        "byte",
+  "case",     "catch",      "char",      "class",        "const",
+  "continue", "debugger",   "default",   "delete",       "do",
+  "double",   "else",       "enum",      "export",       "extends",
+  "false",    "final",      "finally",   "float",        "for",
+  "function", "goto",       "if",        "implements",   "import",
+  "in",       "instanceof", "int",       "interface",    "let",
+  "long",     "native",     "new",       "null",         "package",
+  "private",  "protected",  "public",    "return",       "short",
+  "static",   "super",      "switch",    "synchronized", "this",
+  "throw",    "throws",     "transient", "true",         "try",
+  "typeof",   "var",        "void",      "volatile",     "while",
+  "with",     "yield"
+};
+
+#define num_keywords(lang) sizeof(lang##_keywords)/sizeof(lang##_keywords[0]);
+
+/* Generic binary search lookup in some keyword table.
+   `word' to be searched must be NUL-terminated C string.
+   `table' is array of const char * of `size' sorted alphabetically.
+   Returns word found (i.e., pointer value in table) or 0.
+*/
+#define lang_is_keyword(lang)                                           \
+  static const char *lang##_is_keyword(const char *word)                \
+  {                                                                     \
+    int i = 0, j = num_keywords(lang);                                  \
+    while (i < j) {                                                     \
+      int k = (i + j) >> 1 /* / 2 */;                                   \
+      const char *kw = lang##_keywords[k];                              \
+      int cmp = strcmp(word, kw);                                       \
+      if (!cmp)                                                         \
+        return kw;                                                      \
+      if (cmp < 0) j = k; else i = k + 1;                               \
+    }                                                                   \
+    return 0;                                                           \
+  }
+
+/* Define individual is_keyword functions per language: */
+/* C_is_keyword */
+lang_is_keyword(C)
+/* CPP_is_keyword */
+lang_is_keyword(CPP)
+/* Java_is_keyword */
+lang_is_keyword(Java)
+/* Python_is_keyword */
+lang_is_keyword(Python)
+/* JavaScript_is_keyword */
+lang_is_keyword(JavaScript)
+
+const char *(*is_keyword)(const char *) = C_is_keyword;
+
+/* Conversion table from filename extension to language code.
+   To find language code, consider all entries and check each ext
+   against filename; matched language is langs[i].lang.
+   Invariant: langs[X].lang == X for every Language value.
+   String representation of language code is langs[X].name.
+
+   Have certain config settings depend on the language.
+   Use 2 step:
+   1. determine language from name/extension
+   2. look up language config
+*/
+static const struct {
+  const char *ext;
+  Language lang;
+  const char *name;
+}
+  langs[] = {
+    { ".c",    C,          "C" },
+    { ".cpp",  CPP,        "C++" },
+    { ".java", JAVA,       "Java" },
+    { ".js",   JAVASCRIPT, "JavaScript" },
+    { ".py",   PYTHON,     "Python" },
+
+    // Alternatives:
+    { ".h",    C,          "" },
+    { ".C",    CPP,        "" },
+    { ".cc",   CPP,        "" },
+    { ".hh",   CPP,        "" },
+};
+
+const char *lang_name(Language lang)
+{
+  return langs[lang].name;
+}
+
+static const struct {
+  //Language lang; implicit
+  const char *(*is_keyword)(const char *);
+}
+  lang_configs[] = {
+    { C_is_keyword,          },
+    { CPP_is_keyword,        },
+    { Java_is_keyword,       },
+    { JavaScript_is_keyword, },
+    { Python_is_keyword,     },
+};
+
+/* Must be called right after a file is opened as stdin.
+   Will attempt to remove any UTF-8 unicode signature (byte-order mark, BOM)
+   at the beginning of the file.
+   Unicode: U+FEFF
+   UTF-8: EF BB BF
+
+   First bytes Encoding              Must remove?
+   00 00 FE FF UTF-32 big endian     Yes
+   FF FE 00 00 UTF-32 little endian  Yes
+   FE FF       UTF-16 big endian     Yes
+   FF FE       UTF-16 little endian  Yes
+   00 00 00 xx UTF-32 big endian     No
+   xx 00 00 00 UTF-32 little endian  No
+   00 xx       UTF-16 big endian     No
+   xx 00       UTF-16 little endian  No
+   otherwise   UTF-8                 No
+*/
+static void remove_BOM(void)
+{
+  int c1 = getchar();
+  if (c1 == 0xEF) {
+    int c2 = getchar();
+    if (c2 == 0xBB) {
+      int c3 = getchar();
+      if (c3 == 0xBF) {
+        return;
+      }
+      if (c3 != EOF) buffer[buffered++] = c3;
+    }
+    if (c2 != EOF) buffer[buffered++] = c2;
+  }
+  if (c1 != EOF) buffer[buffered++] = c1;
+}
+
+int open_as_stdin(const char *file)
+{
+  filename = file;
+  if (!freopen(filename, "r", stdin)) {
+    if (!nowarn)
+      fprintf(stderr, "(W): Cannot read file %s.\n", filename);
+    return -1;
+  }
+  return set_or_detect_lang(0);
+}
+
+/* Deal with DOS (\r \n) and classic Mac OS (\r) (physical) line endings.
+   In case of CR LF skip (but count) the CR and return LF.
+   In case of CR not followed by LF turns the CR into LF and returns that.
+   All other chars are returned as is.
+   Note: never returns a CR (\r). Line/column counts are not affected here.
+*/
+static int normalize_newline(void)
+{
+  /* No need to recognize Unicode code points here. */
+  int cc = getchar();
+
+  if (cc == '\r') {
+    // Maybe \r \n (CR NL) combination?
+    int nc = getchar();
+    if (nc == '\n') {
+      char_count++; // counts the carriage return
+      utf8_count++;
+      // No use incrementing column.
+      return nc; // return \n; effectively skipping the \r
+    }
+    // Mind nc not \n. ungetc(EOF) is Okay.
+    ungetc(nc, stdin);
+    // cc == '\r'; consider a newline as well, so turn into \n:
+    cc = '\n';
+  }
+  return cc;
+}
+
+/* Detects escaped newlines (line continuations) and signals them with the
+   special '\r' character (that otherwise is not used).
+   Keeps track of physical coordinates and absolute location for each character.
+*/
+int get(void)
+{
+  int cc;
+
+ restart:
+  // Get the next character:
+  if (buffered) { // chars available in lookahead buffer
+    cc = buffer[--buffered]; // never EOF
+    char_count++;
+    // cc maybe '\r' (line continuation); act like '\n':
+    if (cc == '\n' || cc == '\r') {
+      linenr++;
+      saved_col = column;
+      column = 0;
+      return cc;
+    }
+    column++;
+    return cc;
+  }
+
+  // Read a fresh char:
+  cc = normalize_newline(); // cc != '\r'
+  if (cc == EOF) return EOF;
+  char_count++;
+  if (utf8_start(cc)) utf8_count++;
+
+  if (cc == '\n') { // a normalized end-of-line (\r|\r?\n)
+    linenr++;
+    saved_col = column;
+    column = 0;
+    return cc; // \n here signals a logical end-of-line
+  }
+
+  // Deal with explicit \ line continuations!
+  if (cc == '\\') {
+    // Must look ahead (never maintained across get calls!):
+    int nc = normalize_newline(); // cc != '\r'
+    if (nc == '\n') {
+      char_count++; // counts the newline
+      utf8_count++;
+      linenr++;     // on next physical line
+      saved_col = column+1; // +1 for backslash
+      column = 0;
+
+      if (logical_lines)
+        // Still need to get a character.
+        // Could again start a line continuation!
+        goto restart;
+
+      // Signal that this was an escaped newline (= line continuation):
+      return '\r';
+    }
+    // Mind nc not \n. ungetc(EOF) is Okay.
+    ungetc(nc, stdin);
+    // cc == '\\' a regular backslash
+  }
+  column++;
+  return cc;
+}
+
+/* Undo action of a get() lookahead call.
+   An attempt at undoing an EOF read has no effect.
+   Since get() encodes logical line endings with \n and continuation
+   line endings with \r, both could be subject to an unget().
+*/
+void unget(int cc)
+{
+  if (cc == EOF) return;
+  if (buffered < MAX_BUF) {
+    if (cc == '\n' || cc == '\r') {
+      linenr--;
+      // column was 0 right after getting the \n
+      // hopefully there are no multiple ungets of \n
+      column = saved_col;
+    }
+    else
+      column--;
+    char_count--;
+    buffer[buffered++] = cc;
+  }
+  else {
+    fprintf(stderr, "(F): Lookahead buffer overflow (MAX=%u).\n", MAX_BUF);
+    exit(2);
+  }
+}
+
+/* Either set this file's input language explicitly via a string or
+   use the filename extension to determine the language.
+   If neither works out, use the default language C.
+   Uses global filename (maybe stdin).
+   Once the language is known, configs for that language are applied,
+   e.g. the correct keyword table to use.
+*/
+Language set_or_detect_lang(const char *source)
+{
+  int i;
+  Language lang = C; // default language
+
+  if (source) {
+    /* Check if explicit language is known: */
+    for (i = 0; i < sizeof(langs)/sizeof(langs[0]); i++)
+      if (!strcmp(source, langs[i].name)) {
+        lang = langs[i].lang;
+        goto done;
+      }
+    fprintf(stderr, "(E): No support for language `%s'.\n", source);
+  }
+
+  char *p;
+  if (p = strrchr(filename, '.')) {
+    for (i = 0; i < sizeof(langs)/sizeof(langs[0]); i++)
+      if (!strcmp(p, langs[i].ext)) {
+        lang = langs[i].lang;
+        goto done;
+      }
+    fprintf(stderr, "(E): Unknown filename extension `%s'.\n", p);
+  }
+  if (!nowarn)
+    fprintf(stderr, "(W): Assuming default language C.\n");
+
+ done:
+  is_keyword = lang_configs[lang].is_keyword;
+  return lang;
+}
+
+// Dynamically sized token buffer:
+static char *token_buf = 0;
+static unsigned token_alloc = 0;
+static unsigned token_len = 0;
+
+// Makes sure there is room in the token buffer.
+static void token_buf_room(void)
+{
+  if (token_len == token_alloc) { // all space used up
+    if (!token_alloc) { // first time allocation
+      token_alloc = 65536;
+      if (!(token_buf = malloc(token_alloc))) {
+        fprintf(stderr, "(F): Allocation of token buffer failed.\n");
+        exit(4);
+      }
+      token_buf[0] = '\0'; // for safety
+      return;
+    }
+
+    token_alloc <<= 1;
+    if (!(token_buf = realloc(token_buf, token_alloc))) {
+      fprintf(stderr, "(F): Reallocation of token buffer failed.\n");
+      exit(4);
+    }
+    //fprintf(stderr, "Realloc-ed token buf.\n");
+  }
+}
+
+// Appends a character to the token buffer, always making sure there is room.
+static void token_buf_push(int cc)
+{
+  token_buf_room();
+  // There is room: token_len < token_alloc
+  token_buf[token_len++] = cc;
+}
+
+// Undoes the push action but only if there is some content.
+static int token_buf_pop(void)
+{
+  return token_len ? token_buf[--token_len] : 0;
+}
+
+// Adds a terminating NUL character which does not change the token length.
+static void token_buf_close(void)
+{
+  token_buf_room();
+  token_buf[token_len] = '\0'; // Note: no advance
+}
+
+// Resets the token buffer cursor.
+static void token_buf_reset(void)
+{
+  token_len = 0;
+}
+
+/* Tokenization of C++ programming language source text.
+   Recognizes:
+   - identifier
+   - reserved word/keyword
+   - binary, octal, decimal, hexadecimal and floating-point numbers
+   - double-quoted string literal
+   - single-quoted character literal
+   - all single, double, and triple operator and punctuation symbols
+   - the preprocessor tokens # and ##
+   Optionally:
+   - filename       start_token
+   - line_comment   comment_token
+   - block_comment  comment_token
+   - newline        newline_token
+   - continuation   continuation_token
+   - whitespace     whitespace_token
+
+   Normally skips white-space and comments and flags anything
+   left over as illegal characters.
+
+   (Approximately 20 tests per single character worst-case.)
+
+   Returns 0 upon EOF else the token length in bytes.
+   (There are no 0-length tokens!)
+   EOF may be interpreted as a token. The function then returns:
+   token = "", type = endoffile, line and col correctly defined.
+
+   An unexpected EOF in the middle of a token will cause an error message
+   and the partial token to be output first before a next call returns 0
+   (to indicate the EOF condition).
+*/
+
+unsigned C_tokenize_int(const char **token, enum TokenClass *type,
+			unsigned *line, unsigned *col, unsigned *pos)
+{
+  int cc;
+  *type = ENDOFFILE;
+
+  do { // infinite loop; after token recognized breaks out.
+    // Start collecting a token.
+    token_buf_reset();
+    *line = linenr;
+    *col = column;
+    *pos = char_count;
+    // white-space tokens see continuation lines:
+    logical_lines = 0;
+    cc = get();
+
+  restart:
+    // cc already read; coordinates for it are correct.
+
+    /*** WHITE-SPACE ***/
+
+    /* In principle all consecutive white-space including \n and \r (and some
+       other control chars) are collected and form a single whitespace token.
+       However, when newlines are requested to be reported as separate tokens,
+       they break this pattern. Note that we cannot issues multiple tokens
+       in a single call to this function.
+
+       Token buf will only hold some white-space chars when implicitly
+       requested via whitespace_token; otherwise stays empty.
+       Same for the \n and \r requests.
+     */
+
+    if (cc == '\n' && newline_token) { // end of a logical line
+      // Here we assume the buf is empty.
+      token_buf_push(cc);
+      *type = NEWLINE;
+      break;
+    }
+
+    if (cc == '\r' && continuation_token) { // end of a physical line
+      // Here we assume the buf is empty.
+      token_buf_push('\\');
+      token_buf_push('\n');
+      *type = CONTINUATION;
+      break;
+    }
+
+    // Aggregate as much white-space as possible.
+    // FIXME: officially a NUL should be considered white-space.
+    while (isspace(cc)) {	// i.e., cc in [ \f\n\r\t\v]
+      // Here: !newline_token (!continuation_token)
+      if (whitespace_token)
+        if (cc == '\r') { // line continuation
+          // Convert back to original char sequence:
+          token_buf_push('\\');
+          token_buf_push('\n');
+        }
+        else
+          token_buf_push(cc); // perhaps \n
+      //else: white-space is discarded
+
+      // Here: whitespace_token implies token_len > 0
+
+      cc = get();
+      if (cc == '\n' && newline_token ||
+	  cc == '\r' && continuation_token) {
+	// Must issue whitespace token if so requested.
+	if (whitespace_token) {
+	  // Undo lookahead (unget(EOF) has no effect!):
+	  unget(cc); // next token will be newline/continuation
+	  *type = WHITESPACE;
+	  token_buf_close();
+	  *token = token_buf;
+	  return token_len;
+	}
+	// Issue newline/continuation token right away:
+	goto restart;
+      }
+    }
+    // Here: !isspace: must break or start real token.
+
+    if (whitespace_token && token_len) {
+      // Undo lookahead (unget(EOF) has no effect!):
+      unget(cc);
+      *type = WHITESPACE;
+      break;
+    }
+
+    if (cc == EOF) {
+      token_buf_reset();
+      break;
+    }
+
+    // Rest of tokens treat line continuations as non-existent:
+    logical_lines = 1;
+
+    // If white-space skipped must reset coordinates:
+    *line = linenr;
+    *col = column-1;
+    *pos = char_count-1;
+
+    /*** OPTIONAL # LINE COMMENT (to ignore preprocessor statements) ***/
+    // Java: no preprocessor directives.
+
+    // NULs (like many other chars) in comments are silently ignored!
+
+    if (cc == '#' && hash_as_comment) {
+      if (comment_token)
+        token_buf_push(cc);
+      // Skip till end-of-line (\n exclusive):
+      while ((cc = get()) != '\n' && cc != EOF)
+        if (comment_token)
+          token_buf_push(cc);
+      // cc == '\n' || cc == EOF
+      // Don't consider \n part of comment.
+      if (comment_token) {
+	// Undo lookahead (unget(EOF) has no effect!):
+        unget(cc);
+        *type = LINE_COMMENT;
+        break;
+      }
+      *line = linenr-1;
+      *col = saved_col;
+      *pos = char_count;
+      goto restart;
+    }
+
+    /*** LINE COMMENT AND BLOCK COMMENT (C/C++/Java) ***/
+
+    if (cc == '/') {
+      cc = get();
+      if (cc == '/') {
+        if (comment_token) {
+          token_buf_push(cc);
+          token_buf_push(cc);
+        }
+        // Skip till end-of-line (\n exclusive):
+        while ((cc = get()) != '\n' && cc != EOF)
+          if (comment_token)
+            token_buf_push(cc);
+        // cc == '\n' || cc == EOF
+        // Don't consider \n part of comment.
+        if (comment_token) {
+	  // Undo lookahead (unget(EOF) has no effect!):
+          unget(cc);
+          *type = LINE_COMMENT;
+          break;
+        }
+	*line = linenr-1;
+	*col = saved_col;
+	*pos = char_count;
+        goto restart;
+      }
+
+      if (cc == '*') {
+        if (comment_token) {
+          token_buf_push('/');
+          token_buf_push(cc);
+        }
+        // Skip till */ inclusive:
+        int nc = get(); // if EOF next get will be EOF too
+        if (comment_token && nc != EOF)
+          token_buf_push(nc);
+        do {
+          cc = nc;
+          nc = get();
+          if (nc == EOF) { // Error!
+            fprintf(stderr,
+                    "(E): [%s:%u] Unexpected end-of-file in /* comment.\n",
+                    filename, *line);
+            unexpect_eof++;
+	    if (comment_token)
+	      // Better return partial comment as token and postpone EOF:
+	      *type = BLOCK_COMMENT;
+	    else
+	      token_buf_reset();
+	    token_buf_close();
+	    *token = token_buf;
+            return token_len;
+          }
+          if (comment_token)
+            token_buf_push(nc);
+        } while (cc != '*' || nc != '/');
+        // cc == '*' && nc == '/'
+        // Don't consider char right after */ as part of comment.
+        if (comment_token) {
+          *type = BLOCK_COMMENT;
+          break;
+        }
+	*line = linenr;
+	*col = column;
+	*pos = char_count;
+        cc = get();
+        goto restart;
+      }
+      // seen / but not // or /*
+      unget(cc); // char after /
+      cc = '/'; // restore /
+    }
+
+    // If white-space and/or comments skipped must reset coordinates:
+    *line = linenr;
+    *col = column-1;
+    *pos = char_count-1;
+
+    /*** CHAR and STRING PREFIX (C/C++) ***/
+
+    // Allow u,U,L prefix for string and char
+    // FIXME: allow u8 as prefix for string
+    if (cc == 'L' || cc == 'u' || cc == 'U') {
+      token_buf_push(cc);
+      cc = get();
+      if (cc == '"')
+        goto string_token;
+      if (cc == '\'')
+        goto char_token;
+      // u,U,L will be interpreted as (start of) identifier.
+      unget(cc); // char after u,U,L
+      cc = token_buf_pop(); // restore original and remove from token
+    }
+
+    /*** IDENTIFIER (C/C++/Java) and KEYWORD (C/C++) ***/
+    // Java: false, true, null are literals
+    // FIXME: Flag to allow .letter as part of identifier?
+    // (compound identifier)
+
+    // Simplistic solution to allowing Unicode: allow any char >= 128 without
+    // actual checking for UTF-8.
+    if (isalpha(cc) || cc == '_' || cc == '$' || (cc & 0x80)) {
+      token_buf_push(cc);
+      while (isalnum(cc = get()) || cc == '_' || cc == '$' ||
+             cc != EOF && (cc & 0x80))
+        token_buf_push(cc);
+      unget(cc);
+      token_buf_close();
+      *type = is_keyword(token_buf) ? KEYWORD : IDENTIFIER;
+      break;
+    }
+
+    /*** INTEGER and FLOATING ***/
+    // Java: uses _ in numbers as insignificant separator
+    // Java: decimal suffix: [lL], float suffix: [fFdD]
+    // Java: allows hex float
+
+#if 0
+    // Examples:
+    int bin_num = 0B010101u;
+    int oct_num = 01234567L;
+    int hex_num = 0x123ABCLL;
+    int dec_num = 12345678;
+
+    float flt_num1 = 077.;
+    float flt_num2 = 077.987;
+    float flt_num3 = 77.;
+    float flt_num4 = .77;
+#endif
+
+    // . digits ... floating
+    if (cc == '.') {
+      // Look ahead for a digit:
+      int nc;
+      if (isdigit(nc = get())) {
+        unget(nc);
+        goto start_fraction;
+      }
+      unget(nc);
+      // Could go immediately to operator: goto seen_period
+    }
+
+    if (isdigit(cc)) { // binary, octal, decimal, or hexadecimal literal
+      // Types of integer literals:
+      enum {
+        BIN, OCT, DEC, HEX
+      } int_lit = cc == '0' ? OCT : DEC;
+
+      // Lookahead:
+      int nc = get();
+      if (int_lit == OCT && (nc == 'x' || nc == 'X')) {
+        int_lit = HEX;
+        token_buf_push(cc); // the 0
+        cc = nc; // the x or X
+      }
+      else
+      if (int_lit == OCT && (nc == 'b' || nc == 'B')) {
+        int_lit = BIN;
+        token_buf_push(cc); // the 0
+        cc = nc; // the b or B
+      }
+      else
+        unget(nc); // isdigit(cc)
+
+      do {
+        token_buf_push(cc);
+        cc = get();
+
+        // Allow for ' between `digits':
+        if (cc == '\'') {
+          // Keep the ' in the token for now:
+          token_buf_push(cc);
+          int nc = get();
+          if (isdigit(nc) || int_lit == HEX && isxdigit(nc))
+            cc = nc;
+          else { // Error!
+            fprintf(stderr,
+                    "(E): [%s:%u] C++14 only allows ' between digits.\n",
+                    filename, linenr);
+            // what to do?
+          }
+        }
+      } while (isdigit(cc) || int_lit == HEX && isxdigit(cc));
+      // !is[x]digit(cc)
+
+      // FIXME: allow hex floats in C
+      if (int_lit == OCT || int_lit == DEC) {
+        int floating = 0;
+        // Seen digits-sequence. Maybe followed by . or e or E?
+        if (cc == '.') { // fractional part
+        start_fraction:
+          floating = 1;
+          token_buf_push(cc);
+          // digits? FIXME: again allow ' between digits
+          while (isdigit(cc = get()))
+            token_buf_push(cc);
+          // !isdigit(cc)
+        }
+        // cc != '.' || !isdigit(cc)
+        if (cc == 'e' || cc == 'E') { // exponent
+          floating = 1;
+          token_buf_push(cc);
+          if ((cc = get()) == '-' || cc == '+') {
+            token_buf_push(cc);
+            cc = get();
+          }
+          // FIXME: no check for at least 1 digit
+          // FIXME: again allow ' between digits
+          while (isdigit(cc)) {
+            token_buf_push(cc);
+            cc = get();
+          }
+          // !isdigit(cc)
+        }
+        if (floating) {
+          if (cc == 'f' || cc == 'F' || cc == 'l' || cc == 'L')
+            token_buf_push(cc);
+          else
+            unget(cc);
+          *type = FLOATING;
+          break;
+        }
+      }
+
+      // optional integer suffix: l, ll, lu, llu, u, ul, ull, any case
+      if (cc == 'l' || cc == 'L') {
+        token_buf_push(cc);
+        // maybe another l
+        cc = get();
+        if (cc == 'l' || cc == 'L') {
+          token_buf_push(cc);
+          // Here: token is digits[lL][lL]
+          cc = get();
+        }
+        // maybe a u
+        if (cc == 'u' || cc == 'U')
+          // Here: token is digits[lL][lL]?[u|U]
+          token_buf_push(cc);
+        else
+          unget(cc);
+      }
+      else if (cc == 'u' || cc == 'U') {
+        token_buf_push(cc);
+        // maybe an l
+        cc = get();
+        if (cc == 'l' || cc == 'L') {
+          token_buf_push(cc);
+          // Here: token is digits[uU][lL]
+          cc = get();
+        }
+        // maybe another l
+        if (cc == 'l' || cc == 'L')
+          // Here: token is digits[uU][lL]?[lL]
+          token_buf_push(cc);
+        else
+          unget(cc);
+      }
+      else
+        unget(cc);
+      *type = INTEGER;
+      break;
+    }
+
+    /*** STRING (C/C++/Java) ***/
+
+    if (cc == '"') {
+    string_token:
+      token_buf_push(cc);
+      // Watch out for escaped " inside string.
+      cc = get();
+      while (cc != '"') {
+        if (cc == EOF) { // Error!
+          fprintf(stderr,
+                  "(E): [%s:%u] Unexpected end-of-file in string literal.\n",
+                  filename, *line);
+          unexpect_eof++;
+	  // Better return partial string as token and postpone EOF:
+	  *type = STRING;
+	  token_buf_close();
+	  *token = token_buf;
+	  return token_len;
+        }
+        token_buf_push(cc);
+        int nc = get();
+
+        if (cc == '\\') {
+          // FIXME: No check on valid escape char!
+          // ' " ? \ a b f n r t v
+          token_buf_push(nc);
+          cc = get();
+        }
+        else
+          cc = nc;
+      }
+      // cc == '"'
+      token_buf_push(cc);
+      *type = STRING;
+      break;
+    }
+
+    /*** CHARACTER (C/C++/Java) ***/
+
+    if (cc == '\'') {
+    char_token:
+      token_buf_push(cc);
+      // Watch out for escaped ' inside char.
+      cc = get();
+      // Cannot have empty char!
+      if (cc == '\'') {
+	fprintf(stderr,
+		"(E): [%s:%u] Cannot have an empty character literal.\n",
+		filename, linenr);
+	// Output as token anyway, but count as illegal:
+	token_buf_push(cc);
+	*type = CHARACTER;
+	illegals++;
+	break;
+      }
+
+      // FIXME: Avoid including too many chars.
+      while (cc != '\'') {
+        if (cc == EOF) { // Error!
+          fprintf(stderr,
+                  "(E): [%s:%u] Unexpected end-of-file in character literal.\n",
+                  filename, linenr);
+          unexpect_eof++;
+	  // Better return partial character as token and postpone EOF:
+	  *type = CHARACTER;
+	  token_buf_close();
+	  *token = token_buf;
+	  return token_len;
+        }
+        if (cc == '\n') { // Error!
+          fprintf(stderr,
+                 "(E): [%s:%u] Cannot have end-of-line in character literal.\n",
+                  filename, linenr);
+	  illegals++;
+	  // Immediately terminate character literal as if ' present.
+	  // cc = '\''; make into valid literal??? No!
+	  break;
+        }
+	token_buf_push(cc);
+        int nc = get();
+        if (cc == '\\') {
+          token_buf_push(nc);
+          cc = get();
+          // FIXME: No check on valid escape char!
+          // ' " ? \ a b f n r t v 0[d[d]] xh*
+        }
+        else {
+	  cc = nc;
+	  // If first char then expect no more.
+	  if (token_len == 2) {
+	    if (nc != '\'') {
+	      fprintf(stderr,
+		      "(E): [%s:%u] Cannot have multi-character literal.\n",
+		      filename, linenr);
+	      illegals++;
+	      // Immediately terminate character literal as if ' present.
+	      // cc = '\''; make into valid literal???
+	      break;
+	    }
+	  }
+	}
+      }
+      if (cc == '\'')
+	token_buf_push(cc);
+      else
+	unget(cc);
+      *type = CHARACTER;
+      break;
+    }
+
+    /*** OPERATOR (and PUNCTUATION) (C/C++/Java) ***/
+
+    // Operator and punctuation symbols. Longest match.
+
+    /* Operator or punctuator   Alternative representation
+       {        <%
+       }        %>
+       [        <:
+       ]        :>
+       #        %:      (not supported here)
+       ##       %:%:    (not supported here)
+    */
+
+    // Single char operator or punctuator (C/C++/Java)
+    // { } [ ] ( ) ; : ? . ~ ! + - * / % ^ = & | < > ,
+    // Double char operator or punctuator (C/C++)
+    // <: :> <% %>
+    // Double char operator or punctuator (C/C++/Java)
+    // += -= *= /= %= ^= &= |= == != <= >= && || << >> ++ -- ->
+    // Double char operator or punctuator (C++/Java)
+    // ::
+    // Double char operator or punctuator (C++)
+    // .*
+    // Triple char operator or punctuator (C/C++/Java)
+    // ... <<= >>=
+    // Triple char operator or punctuator (C++)
+    // ->* <=>
+    // Java: @ >>> >>>=
+
+    //seen_period:
+
+    token_buf_push(cc);
+    token_buf_close();
+    //token=[cc,0];len=1
+
+    if (strstr("{}[]();?~,@", token_buf)) { // allow @ for Java
+      // Single char operator/punctuator.
+      *type = OPERATOR;
+      break;
+    }
+
+    if (strstr("<:.-+*/%^&|=!>", token_buf)) { // single or start of double/triple
+      // Check second char:
+      int c2 = get();
+      if (c2 != EOF) {
+        token_buf_push(c2);
+        //token=[cc,c2];len=2
+
+        // Check third char:
+        int c3 = get();
+        if (c3 != EOF) {
+          token_buf_push(c3);
+          token_buf_close();
+          //token=[cc,c2,c3,0];len=3
+          if (!strcmp(">>>", token_buf)) { // allow >>> for Java
+            //token=[>,>,>,0];len=3
+            // Look-ahead for =:
+            int c4 = get();
+            if (c4 == '=') // >>>= for Java
+              token_buf_push(c4);
+              //token=[>,>,>,=];len=4
+            else
+              unget(c4);
+              //token=[>,>,>,0];len=3
+            *type = OPERATOR;
+            break;
+          }
+          //token=[cc,c2,c3,0];len=3
+
+          if (!strcmp("...", token_buf) ||
+              !strcmp("<=>", token_buf) ||
+              !strcmp("->*", token_buf) ||
+              !strcmp("<<=", token_buf) ||
+              !strcmp(">>=", token_buf)) {
+            // Triple char operator/punctuator.
+            *type = OPERATOR;
+            break;
+          }
+
+          // Maybe double char. Undo the c3 token extension:
+          token_buf_pop();
+          token_buf_close();
+          //token=[cc,c2,0];len=2
+        }
+        else
+          token_buf_close();
+          //token=[cc,c2,0];len=2
+        unget(c3);
+
+        // Maybe double char.
+        static const char * const ops2[] = {
+          "<:", "<%", "<=", "<<", ":>",
+          "::", ".*", "->", "-=", "--",
+          "+=", "++", "*=", "/=", "%>",
+          "%=", "^=", "&=", "&&", "|=",
+          "||", "==", "!=", ">=", ">>"
+        };
+        unsigned size = sizeof(ops2) / sizeof(ops2[0]);
+        unsigned i;
+        for (i = 0; i < size; i++)
+          if (!strcmp(ops2[i], token_buf))
+            break;
+        if (i < size) {
+          *type = OPERATOR;
+          break;
+        }
+        //token=[cc,c2,0];len=2
+
+        // Must be single char. Undo the c2 token extension:
+        token_buf_pop();
+        token_buf_close();
+        //token=[cc,0];len=1
+      }
+      //else token=[cc,0];len=1
+
+      // Must be single char.
+      unget(c2);
+      *type = OPERATOR;
+      break;
+    }
+    //token=[cc,0];len=1
+
+    /*** PREPROCESSOR (C/C++) ***/
+
+    if (cc == '#') {
+      int nc = get();
+      if (nc != '#')
+        unget(nc);
+      else
+        token_buf_push(nc);
+      *type = PREPROCESSOR;
+      break;
+    }
+
+    // What is left here? Illegal chars!
+    if (!nowarn)
+      // Mind non-printing chars!
+      fprintf(stderr,
+              "(W): [%s:%u] Illegal character `%s%c` (0x%02x) skipped.\n",
+              filename, linenr, cc<32?"CTRL-":"", cc<32?cc+64:cc, cc);
+    // Count them:
+    illegals++;
+
+  } while (1);
+  token_buf_close();
+  *token = token_buf;
+  return token_len;
+}
+
+unsigned C_tokenize(const char **token, const char **type,
+                    unsigned *line, unsigned *col, unsigned *pos)
+{
+  enum TokenClass typeid;
+  unsigned result = C_tokenize_int(token, &typeid, line, col, pos);
+  *type = token_class[typeid];
+  return result;
+}
+
+// Escape hard newlines in a string.
+void RAW_escape(FILE *out, const char *token)
+{
+  const char *p;
+  for (p = token; *p; p++) {
+    if (*p == '\n') {
+      fputs("\\n", out);
+      continue;
+    }
+    fputc(*p, out);
+  }
+}
+
+// Escape token for output as CSV string.
+void CSV_escape(FILE *out, const char *token)
+{
+  const char *p;
+  // start CSV string:
+  fputc('"', out);
+  for (p = token; *p; p++) {
+    if (*p == '\n') { // escape embedded real new lines
+      fputs("\\n", out);
+      continue;
+    }
+    if (*p == '"')
+      fputc('"', out);
+    fputc(*p, out);
+  }
+  // end CSV string:
+  fputc('"', out);
+}
+
+// Escape token for output as JSON string.
+void JSON_escape(FILE *out, const char *token)
+{
+  // C/C++ has escapes: \' \" \? \a \b \f \n \r \t \v \x \0.
+  // To preserve, simply escape the backslash and all ":
+  const char *p;
+  for (p = token; *p; p++) {
+    if (*p == '\n') { // escape embedded real new lines
+      fputs("\\n", out);
+      continue;
+    }
+    if (*p == '\t') { // escape embedded real TABs
+      fputs("\\t", out);
+      continue;
+    }
+    // FIXME: control characters from U+0000 through U+001F must be escaped
+    if (*p == '\\' || *p == '"')
+      fputc('\\', out);
+    fputc(*p, out);
+  }
+}
+
+// Escape token for output as XML text.
+void XML_escape(FILE *out, const char *token)
+{
+#if 1
+  // Alternative: escape every <, >, and &:
+  const char *p;
+  for (p = token; *p; p++) {
+    if (*p == '<')
+      fputs("&lt;", out);
+    else
+    if (*p == '>')
+      fputs("&gt;", out);
+    else
+    if (*p == '&')
+      fputs("&amp;", out);
+    else
+      fputc(*p, out);
+  }
+#else
+  // User CDATA construct for escaping.
+  // Impossible to escape ]]> occurring in token!
+  // Must chop up the substring ]]> in ]] and >.
+  const char *p;
+  const char *q = token;
+  // "abc]]>hello" => <![CDATA["abc]]]]><![CDATA[>hello"]]>
+  // "]]>]]>" => <![CDATA[]]]]><!CDATA[>]]]]><![CDATA[>"]]>
+  while ((p = strstr(q, "]]>"))) {
+    int len = p - q; // always > 0
+    fputs("<![CDATA[", out);
+    fwrite(q, 1, len, out);
+    fputs("]]]]>", out);
+    q = p+2; // q start at >...
+  }
+  if (q < token+strlen(token))
+    fprintf(out, "<![CDATA[%s]]>", q);
+#endif
+}
diff --git a/tools/tokenizer/libtoken.h b/tools/tokenizer/libtoken.h
new file mode 100644
index 0000000..0af2491
--- /dev/null
+++ b/tools/tokenizer/libtoken.h
@@ -0,0 +1,103 @@
+/* Copyright (c) 2021, 2022 International Business Machines Corporation
+   Prepared by: Geert Janssen <geert@us.ibm.com>
+
+   Code functionality shared by all tokenizers.
+*/
+
+#ifndef LIBTOKEN_H
+#define LIBTOKEN_H
+
+#include <assert.h>
+#include <stdio.h>
+#include <stdlib.h>
+#include <ctype.h>
+#include <string.h>
+
+#ifdef __cplusplus
+extern "C" {
+#endif
+
+#define MAX_BUF       8  // maximum lookahead in chars
+
+/* Let's assume UTF-8 encoding.
+   https://www.cprogramming.com/tutorial/unicode.html
+   https://opensource.apple.com/source/tidy/tidy-2.2/tidy/src/utf8.c.auto.html
+*/
+
+// Test for start of UTF-8 sequence.
+#define utf8_start(cc)  (((cc)&0xC0)!=0x80)
+#define utf8_follow(cc) (((cc)&0xC0)==0x80)
+
+#define utf8_len(cc) \
+  (((cc)&0xF8)==0xF0 ? 4 : ((cc)&0xF0)==0xE0 ? 3 : ((cc)&0xE0)==0xC0 ? 2 : 1)
+
+typedef enum { C, CPP, JAVA, JAVASCRIPT, PYTHON } Language;
+
+// Program globals:
+extern const char *filename/*= "stdin"*/;  // current file being parsed
+extern unsigned linenr/*= 1*/;       // physical line number counted from 1
+extern unsigned column/*= 0*/;       // char position in physical line, from 0
+extern unsigned saved_col/*= 0*/;    // 1-place buf for last column on prev line
+extern unsigned char_count/*= 0*/;   // total char/byte count
+extern unsigned utf8_count/*= 0*/;   // total utf-8 char count
+extern unsigned buffered/*= 0*/;     // number of buffered chars
+extern int buffer[MAX_BUF];          // use buffer as multi-char lookahead.
+
+// Program option settings:
+extern int debug/*= 0*/;             // when 1 debug output to stderr
+extern int verbose/*= 0*/;           // when 1 info output to stderr
+extern int nowarn/*= 0*/;            // when 1 warnings are suppressed
+
+extern unsigned illegals/*= 0*/;     // count number of illegal characters
+extern unsigned unexpect_eof/*= 0*/; // encountered unexpected EOF
+extern int hash_as_comment/*= 0*/;   // when 1 treat # as line comment
+extern int newline_token/*= 0*/;     // when 1 output newline pseudo-token
+extern int comment_token/*= 0*/;     // when 1 output comments as tokens
+extern int whitespace_token/*= 0*/;  // when 1 output adjacent white-space as a token
+extern int continuation_token/*= 0*/; // when 1 output line continuation pseudo-token
+
+enum TokenClass {
+  /* 0*/ IDENTIFIER,
+  /* 1*/ KEYWORD,
+  /* 2*/ STRING,
+  /* 3*/ CHARACTER,
+  /* 4*/ INTEGER,
+  /* 5*/ FLOATING,
+  /* 6*/ OPERATOR,
+  /* 7*/ PREPROCESSOR,
+  /* 8*/ LINE_COMMENT,
+  /* 9*/ BLOCK_COMMENT,
+  /*10*/ WHITESPACE,
+  /*11*/ NEWLINE,
+  /*12*/ CONTINUATION,
+  /*13*/ FILENAME,
+  /*14*/ ENDOFFILE
+};
+
+extern const char *token_class[];
+
+// keyword lookup function (pointer variable):
+// (initialized by set_or_detect_lang())
+extern const char *(*is_keyword)(const char *);
+
+extern int get(void);
+extern void unget(int cc);
+extern Language set_or_detect_lang(const char *source);
+extern const char *lang_name(Language lang);
+extern int open_as_stdin(const char *file);
+
+extern unsigned C_tokenize_int(const char **token, enum TokenClass *type,
+			       unsigned *line, unsigned *col, unsigned *pos);
+extern unsigned C_tokenize(const char **token, const char **type,
+			   unsigned *line, unsigned *col, unsigned *pos);
+
+extern void  RAW_escape(FILE *out, const char *token);
+extern void  CSV_escape(FILE *out, const char *token);
+extern void JSON_escape(FILE *out, const char *token);
+extern void  XML_escape(FILE *out, const char *token);
+
+#ifdef __cplusplus
+}
+#endif
+
+#endif /* LIBTOKEN_H */
diff --git a/tools/tokenizer/ntokenize.c b/tools/tokenizer/ntokenize.c
index b5625fe..7adac51 100644
--- a/tools/tokenizer/ntokenize.c
+++ b/tools/tokenizer/ntokenize.c
@@ -56,62 +56,62 @@
 #define ws_RE           "[ \t\v\f\n]*"
 
 // 96 chars (omitted are e.g.: @ $ `)
-//                                     3  5  67         8         9       9
-//                        1234 5 6 7   3  9  9012345678901234567890123 4 56
-#define basic_char0_RE	"[][ \t\v\f\na-zA-Z0-9_{}#()<>%:;.?*+/^&|~!=,\\\"'-]"
+//                                     33 56 67         8         9       9
+//                        1234 5 6 7 8 34 90 9012345678901234567890123 4 56
+#define basic_char0_RE  "[][ \t\v\f\na-zA-Z0-9_{}#()<>%:;.?*+/^&|~!=,\\\"'-]"
 
 // all basic chars except \n and >
-#define h_chars_RE	"[][ \t\v\fa-zA-Z0-9_{}#()<%:;.?*+/^&|~!=,\\\"'-]+"
+#define h_chars_RE      "[][ \t\v\fa-zA-Z0-9_{}#()<%:;.?*+/^&|~!=,\\\"'-]+"
 // all basic chars except \n and \"
-#define q_chars_RE	"[][ \t\v\fa-zA-Z0-9_{}#()<>%:;.?*+/^&|~!=,\\'-]+"
-#define header_RE	"<"h_chars_RE">|\""q_chars_RE"\""
-#define pp_number_RE	"\\.?[0-9]('?[a-zA-Z_0-9]|[eE][+-]|\\.)*"
-
-#define unichar_RE	"\\\\u[0-9a-fA-F]{4}|\\\\U[0-9a-fA-F]{8}"
-
-//#define identifier_RE	"[_a-zA-Z][_a-zA-Z0-9]*"
-#define identifier_RE	"([_a-zA-Z]|"unichar_RE")([_a-zA-Z0-9]|"unichar_RE")*"
-
-#define suffix_RE	"([uU]ll?|[uU]LL?|ll?[uU]?|LL?[uU]?)?"
-#define binary_RE	"0[bB][01]('?[01])*"suffix_RE
-#define octal_RE	"0('?[0-7])*"suffix_RE
-#define decimal_RE	"[1-9]('?[0-9])*"suffix_RE
-#define hexadecimal_RE	"0[xX][0-9a-fA-F]('?[0-9a-fA-F])*"suffix_RE
-#define integer_RE	binary_RE"|"octal_RE"|"decimal_RE"|"hexadecimal_RE
-
-#define dec_part_RE	"[0-9]('?[0-9])*"
-#define exponent_RE	"[eE][-+]?[0-9]('?[0-9])*"
-#define floating_RE	"(\\."dec_part_RE"("exponent_RE")?|"\
-	                dec_part_RE"\\.("dec_part_RE")?("exponent_RE")?|"\
-        	        dec_part_RE exponent_RE")[fFlL]?"
-
-#define oct_char_RE	"\\\\[0-7]{1,3}"
-#define hex_char_RE	"\\\\x[0-9a-fA-F]+"
-#define escape_RE	"\\\\['\"?abfnrtv\\]|"oct_char_RE"|"hex_char_RE
-#define character_RE	"[uUL]?'([^'\\\n]|"escape_RE"|"unichar_RE")'"
-#define string_RE	"[uUL]?\"([^\"\\\n]|"escape_RE"|"unichar_RE")*\""
+#define q_chars_RE      "[][ \t\v\fa-zA-Z0-9_{}#()<>%:;.?*+/^&|~!=,\\'-]+"
+#define header_RE       "<"h_chars_RE">|\""q_chars_RE"\""
+#define pp_number_RE    "\\.?[0-9]('?[a-zA-Z_0-9]|[eE][+-]|\\.)*"
+
+#define unichar_RE      "\\\\u[0-9a-fA-F]{4}|\\\\U[0-9a-fA-F]{8}"
+
+//#define identifier_RE "[_a-zA-Z][_a-zA-Z0-9]*"
+#define identifier_RE   "([_a-zA-Z]|"unichar_RE")([_a-zA-Z0-9]|"unichar_RE")*"
+
+#define suffix_RE       "([uU]ll?|[uU]LL?|ll?[uU]?|LL?[uU]?)?"
+#define binary_RE       "0[bB][01]('?[01])*"suffix_RE
+#define octal_RE        "0('?[0-7])*"suffix_RE
+#define decimal_RE      "[1-9]('?[0-9])*"suffix_RE
+#define hexadecimal_RE  "0[xX][0-9a-fA-F]('?[0-9a-fA-F])*"suffix_RE
+#define integer_RE      binary_RE"|"octal_RE"|"decimal_RE"|"hexadecimal_RE
+
+#define dec_part_RE     "[0-9]('?[0-9])*"
+#define exponent_RE     "[eE][-+]?[0-9]('?[0-9])*"
+#define floating_RE     "(\\."dec_part_RE"("exponent_RE")?|"\
+                        dec_part_RE"\\.("dec_part_RE")?("exponent_RE")?|"\
+                        dec_part_RE exponent_RE")[fFlL]?"
+
+#define oct_char_RE     "\\\\[0-7]{1,3}"
+#define hex_char_RE     "\\\\x[0-9a-fA-F]+"
+#define escape_RE       "\\\\['\"?abfnrtv\\]|"oct_char_RE"|"hex_char_RE
+#define character_RE    "[uUL]?'([^'\\\n]|"escape_RE"|"unichar_RE")'"
+#define string_RE       "[uUL]?\"([^\"\\\n]|"escape_RE"|"unichar_RE")*\""
 
 // should really be: any basic source char except ) followed by delimiter
-#define r_chars_RE	"[^)]*"
+#define r_chars_RE      "[^)]*"
 // delimiter; first and second occurrence in rawstring must be the same
 // use back reference \3:
-#define d_chars_RE	"([^ ()\\\t\v\f\n]{0,16})"
-#define rawstring_RE	"[uUL]?R\""d_chars_RE"\\("r_chars_RE"\\)\\3\""
+#define d_chars_RE      "([^ ()\\\t\v\f\n]{0,16})"
+#define rawstring_RE    "[uUL]?R\""d_chars_RE"\\("r_chars_RE"\\)\\3\""
 
-#define operator_RE	"[][{}();?~,]|<=>|<<=|\\.\\.\\.|->\\*|>>=|"\
-  			"[*/!=^]=?|<[:%=<]?|:[:>]?|\\.[*]?|-[->=]?|\\+[=+]?|"\
-			"%[>=]?|&[=&]?|>[>=]?|\\|[|=]?"
+#define operator_RE     "[][{}();?~,]|<=>|<<=|\\.\\.\\.|->\\*|>>=|"\
+                        "[*/!=^]=?|<[:%=<]?|:[:>]?|\\.[*]?|-[->=]?|\\+[=+]?|"\
+                        "%[>=]?|&[=&]?|>[>=]?|\\|[|=]?"
 
 #define preprocessor_RE "##?"
 
-#define token_RE	"^"ws_RE"(("rawstring_RE")|("identifier_RE")|("\
+#define token_RE        "^"ws_RE"(("rawstring_RE")|("identifier_RE")|("\
                         integer_RE")|("floating_RE")|("string_RE")|("\
                         character_RE")|("operator_RE")|("preprocessor_RE"))"
 
 #define NMATCH 34
 
 // Guarded against overflow but not full-proof!
-#define MAX_LINE 4096	// maximum logical line length in chars (\0 exclusive)
+#define MAX_LINE 4096   // maximum logical line length in chars (\0 exclusive)
 
 #define utf8_start(cc)          (((cc)&0xC0)!=0x80)
 
@@ -204,7 +204,7 @@ unsigned get_token(char const *text, unsigned start)
   if (regexec(re, text, nmatch, pmatch, REG_NOTEOL) == REG_NOMATCH) {
     // Warn about the failed match:
     fprintf(stderr, "(W) [%u:%u] not a valid token; skipped.\n",
-	    linenrs[start],columns[start]);
+            linenrs[start],columns[start]);
     // Cannot recover; no more input.
     return 0;
   }
@@ -239,7 +239,6 @@ unsigned get_token(char const *text, unsigned start)
 int normalize_newline(void)
 {
   int cc = getchar();
-  if (cc == EOF || cc == '\n') return cc;
 
   if (cc == '\r') {
     // Maybe \r \n (CR NL) combination?
@@ -248,10 +247,10 @@ int normalize_newline(void)
       char_count++; // counts the carriage return
       utf8_count++;
       // No use incrementing column.
-      return nc; // effectively skip the \r
+      return nc; // return \n; effectively skipping the \r
     }
-    // Mind nc not \n.
-    if (nc != EOF) ungetc(nc, stdin);
+    // Mind nc not \n. ungetc(EOF) is Okay.
+    ungetc(nc, stdin);
     // cc == '\r'; consider a newline as well, so turn into \n:
     cc = '\n';
   }
@@ -266,15 +265,15 @@ int get(void)
   int cc;
  restart:
   // Read a fresh char:
-  cc = normalize_newline();
+  cc = normalize_newline(); // cc != '\r'
   if (cc == EOF) return EOF;
   char_count++;
   if (utf8_start(cc)) utf8_count++;
 
-  if (cc == '\n') {
+  if (cc == '\n') { // a normalized end-of-line (\r|\r?\n)
     linenr++;
     column = 0;
-    return cc;
+    return cc; // \n here signals a logical end-of-line
   }
 
   // Deal with \ line continuations!
@@ -291,8 +290,8 @@ int get(void)
       // Could again start a line continuation!
       goto restart;
     }
-    // Mind nc not \n.
-    if (nc != EOF) ungetc(nc, stdin);
+    // Mind nc not \n. ungetc(EOF) is Okay.
+    ungetc(nc, stdin);
     // cc == '\\' a regular backslash
   }
   column++;
@@ -397,22 +396,22 @@ int buffer_fill(void)
     if (cc == '"') {
       // Switch to unfiltered input till unescaped closing ":
       if ((cc = get()) == '"') {
-	buffer_add(cc);
-	// An empty string literal.
-	continue;
+        buffer_add(cc);
+        // An empty string literal.
+        continue;
       }
       if (cc == EOF || cc == '\n')
-	// unexpected EOF or newline in string
-	break;
+        // unexpected EOF or newline in string
+        break;
       buffer_add(cc);
       int pc;
       do {
-	pc = cc;
-	cc = get();
-	if (cc == EOF || cc == '\n')
-	  // unexpected EOF or newline in string
-	  goto break_outer;
-	buffer_add(cc);
+        pc = cc;
+        cc = get();
+        if (cc == EOF || cc == '\n')
+          // unexpected EOF or newline in string
+          goto break_outer;
+        buffer_add(cc);
       } while (pc == '\\' || cc != '"');
       // pc != '\\' && cc == '"'
     }
diff --git a/tools/tokenizer/pytokenize.c b/tools/tokenizer/pytokenize.c
index fb787a9..664fdcb 100644
--- a/tools/tokenizer/pytokenize.c
+++ b/tools/tokenizer/pytokenize.c
@@ -1,7 +1,7 @@
 /* Copyright (c) 2021 International Business Machines Corporation
    Prepared by: Geert Janssen <geert@us.ibm.com>
 
-   Tokenizer for Python 3.
+   Tokenizer for Python 3.x
 
    Token classes:
    - identifier
@@ -33,13 +33,13 @@
 // Program globals:
 static unsigned brackets_opened = 0; // unpaired nested ( [ { seen
 static int prev_was_newline = 1;     // no previous token or was newline
-static int first_time = 1;
+static int first_time = 1;	     // control add , for JSON and JSONL
 
 // Program option settings:
 static int start_token = 0;       // when 1 start filename pseudo-token
 static int continuous_files = 0;  // when 1 do not reset after each file
 static enum { PLAIN, CSV, JSON, JSONL, XML, RAW } mode = PLAIN;
-static int output_layout = 0;	  // when 1 output layout pseudo tokens
+static int output_layout = 0;     // when 1 output layout pseudo tokens
 
 static const char *keywords[] = {
   "False",  "None",   "True",    "and",      "as",       "assert", "async",
@@ -51,7 +51,7 @@ static const char *keywords[] = {
 
 static const unsigned num_keywords = sizeof(keywords)/sizeof(keywords[0]);
 
-static void emit(const char *s, unsigned line,  unsigned col)
+static void emit(const char *s, unsigned line, unsigned col)
 {
   if (output_layout) {
     switch (mode) {
@@ -67,18 +67,18 @@ static void emit(const char *s, unsigned line,  unsigned col)
     case JSON:
     case JSONL:
       if (first_time)
-	first_time = 0;
+        first_time = 0;
       else {
-	if (mode == JSON) fputc(',', stdout);
-	fputc('\n', stdout);
+        if (mode == JSON) fputc(',', stdout);
+        fputc('\n', stdout);
       }
       fprintf(stdout, "{ \"line\": %u, \"column\": %u, "
-	      "\"class\": \"layout\", \"token\": \"%s\" }", line, col, s);
+              "\"class\": \"layout\", \"token\": \"%s\" }", line, col, s);
       break;
     case XML:
       fprintf(stdout,
-	      "<token line=\"%u\" column=\"%u\" class=\"layout\">%s</token>\n",
-	      line, col, s);
+              "<token line=\"%u\" column=\"%u\" class=\"layout\">%s</token>\n",
+              line, col, s);
       break;
     }
   }
@@ -88,19 +88,19 @@ static void emit(const char *s, unsigned line,  unsigned col)
 #define MAX_INDENTS 128
 static unsigned indents[MAX_INDENTS];
 static unsigned *sp = indents;
-#define indents_reset()	do { sp = indents; } while(0)
-#define indents_empty()	(sp == indents)
-#define indents_full()	(sp == indents+MAX_INDENTS)
-#define indents_top()	(indents_empty() ? 0 : *(sp-1))
-#define indents_push(i)	do { assert(!indents_full()); *sp++ = (i); } while(0)
-#define indents_pop()	do { assert(!indents_empty()); sp--; } while(0)
+#define indents_reset() do { sp = indents; } while(0)
+#define indents_empty() (sp == indents)
+#define indents_full()  (sp == indents+MAX_INDENTS)
+#define indents_top()   (indents_empty() ? 0 : *(sp-1))
+#define indents_push(i) do { assert(!indents_full()); *sp++ = (i); } while(0)
+#define indents_pop()   do { assert(!indents_empty()); sp--; } while(0)
 
 // emit NEWLINE and deal with indentation
 static void process_newline(unsigned indent)
 {
   emit("NEWLINE", linenr-1, saved_col);
 
-  unsigned last_indent = indents_top();
+  unsigned last_indent = indents_top(); // maybe 0
 
   if (indent > last_indent) {
     indents_push(indent);
@@ -116,11 +116,12 @@ static void process_newline(unsigned indent)
     } while (indent < indents_top());
     // Here: empty() || indent >= top()
     if (indent > indents_top() && !nowarn)
-      fprintf(stderr, "(W): incorrect indentation.\n");
+      fprintf(stderr, "(W): Incorrect indentation.\n");
   }
   // else: indent == last_indent: no action
 }
 
+// cc in [ \t\f]
 static int process_ws(int cc)
 {
   // Collect white-space and compute possible indentation:
@@ -171,7 +172,7 @@ static int utf8_codepoint(int cc, int *len, int bytes[4])
   else { /* invalid utf-8 start byte */
     if (!nowarn)
       fprintf(stderr, "(W): [%s:%u] Invalid UTF-8 start byte 0x%02x.\n",
-	      filename, linenr, cc);
+              filename, linenr, cc);
     return cc;
   }
   /* collect all follow bytes: */
@@ -179,15 +180,15 @@ static int utf8_codepoint(int cc, int *len, int bytes[4])
     cc = get();
     if (cc == EOF) { /* unexpected EOF in utf-8 sequence */
       if (!nowarn)
-	fprintf(stderr, "(W): [%s:%u] Unexpected EOF in UTF-8 sequence.\n",
-		filename, linenr);
+        fprintf(stderr, "(W): [%s:%u] Unexpected EOF in UTF-8 sequence.\n",
+                filename, linenr);
       return EOF;
     }
     bytes[(*len)++] = cc;
     if ((cc & 0xC0) != 0x80) { /* invalid utf-8 follow byte */
       if (!nowarn)
-	fprintf(stderr, "(W): [%s:%u] Invalid UTF-8 follow byte 0x%02x.\n",
-		filename, linenr, cc);
+        fprintf(stderr, "(W): [%s:%u] Invalid UTF-8 follow byte 0x%02x.\n",
+                filename, linenr, cc);
       return cc;
     }
     cp <<= 6;
@@ -199,7 +200,7 @@ static int utf8_codepoint(int cc, int *len, int bytes[4])
     /* invalid Unicode code point. */
     if (!nowarn)
       fprintf(stderr, "(W): [%s:%u] Invalid Unicode code point 0x%04x.\n",
-	      filename, linenr, cp);
+              filename, linenr, cp);
   }
   return cp;
 }
@@ -261,7 +262,7 @@ static int tokenize(char *token, const char **type,
       cc = get();
       // Maybe EOF!
       if (!brackets_opened && !strchr(" \t\n#\r\f", cc))
-	process_newline(0);
+        process_newline(0);
       goto restart;
     }
 
@@ -274,8 +275,8 @@ static int tokenize(char *token, const char **type,
     if (cc == EOF) {
       // Undo any outstanding indents:
       while (!indents_empty()) {
-	emit("DEDENT", linenr, column);
-	indents_pop();
+        emit("DEDENT", linenr, column);
+        indents_pop();
       }
       return 0;
     }
@@ -288,8 +289,11 @@ static int tokenize(char *token, const char **type,
         ;
       // cc == '\n' || cc == '\r' || cc == EOF
       if (cc == '\r') {
-        if (!nowarn)
-        fprintf(stderr, "(W): Comment may not be continued with \\.\n");
+	// presumably a \ may occur in a comment as last char before \n
+        /*
+	  if (!nowarn)
+	  fprintf(stderr, "(W): Comment may not be continued with \\.\n");
+	*/
         // Effectively ignore any \ and terminate logical line:
         cc == '\n';
       }
@@ -385,9 +389,9 @@ static int tokenize(char *token, const char **type,
 
             token_add(cc);
             // Assume \ is not escaped itself. Happens though!
-	    if (pc == '\\') // escape next char; no check
-	      cc = '\0';
-	    else
+            if (pc == '\\') // escape next char; no check
+              cc = '\0';
+            else
             if (cc == qc) { // a first unescaped quote
               int q2 = get();
               token_add(q2);
@@ -419,8 +423,8 @@ static int tokenize(char *token, const char **type,
       do {
         token_add(cc);
         if (pc == '\\') // escape next char; no check
-	  cc = '\0';
-	else
+          cc = '\0';
+        else
         if (cc == qc) { // unescaped quote
           *type = "string";
           break;
@@ -459,29 +463,29 @@ static int tokenize(char *token, const char **type,
     if (is_id_start(cp, utf8_len)) {
       int i;
       for (i = 0; i < utf8_len; i++)
-	token_add(utf8_bytes[i]);
+        token_add(utf8_bytes[i]);
     ident_token:
       cc = get();
       cp = utf8_codepoint(cc, &utf8_len, utf8_bytes);
       if (cp == EOF) // bad code point; already reported.
-	break;
+        break;
       all_ascii &= utf8_len == 1;
       while (is_id_follow(cp, utf8_len)) {
-	int i;
-	for (i = 0; i < utf8_len; i++)
-	  token_add(utf8_bytes[i]);
-	cc = get();
-	cp = utf8_codepoint(cc, &utf8_len, utf8_bytes);
-	if (cp == EOF) // bad code point; already reported.
-	  break;
-	all_ascii &= utf8_len == 1;
+        int i;
+        for (i = 0; i < utf8_len; i++)
+          token_add(utf8_bytes[i]);
+        cc = get();
+        cp = utf8_codepoint(cc, &utf8_len, utf8_bytes);
+        if (cp == EOF) // bad code point; already reported.
+          break;
+        all_ascii &= utf8_len == 1;
       }
       // Undo look ahead:
       while (utf8_len)
-	unget(utf8_bytes[--utf8_len]);
+        unget(utf8_bytes[--utf8_len]);
       token[len] = '\0';
       *type = all_ascii && is_keyword(token, keywords, num_keywords)
-	? "keyword" : "identifier";
+        ? "keyword" : "identifier";
       break;
     }
 
@@ -827,7 +831,7 @@ int main(int argc, char *argv[])
 fputs(
 "A tokenizer for Python (3) source code with output in 6 formats.\n"
 "Recognizes the following token classes: keyword, identifier, integer,\n"
-"floating, imaginary, string, and operator.\n\n", stdout);
+"floating, imaginary, string, and operator.\n\n", stderr);
 fprintf(stderr, usage_str, basename(argv[0]));
 fputs(
 "\nCommand line options are:\n"
@@ -885,7 +889,7 @@ fputs(
 
     case '?':
     default:
-      fputs("(F): unknown option. Stop.\n", stderr);
+      fputs("(F): Unknown option. Stop.\n", stderr);
       fprintf(stderr, usage_str, argv[0]);
       return 1;
     }
@@ -893,7 +897,7 @@ fputs(
 
   if (outfile && outfile[0]) {
     if (!freopen(outfile, "w", stdout)) {
-      fprintf(stderr, "(F): cannot open %s for writing.\n", outfile);
+      fprintf(stderr, "(F): Cannot open %s for writing.\n", outfile);
       exit(3);
     }
   }
@@ -905,7 +909,7 @@ fputs(
     filename = argv[optind];
     if (!freopen(filename, "r", stdin)) {
       if (!nowarn)
-      fprintf(stderr, "(W): Cannot read file %s.\n", filename);
+      fprintf(stderr, "(W): Cannot read file %s; skipped.\n", filename);
       continue;
     }
 
@@ -963,11 +967,11 @@ fputs(
     while (tokenize(token, &type, &line, &col)) {
       switch (mode) {
       case RAW:
-	// Watch out for multi-line strings
+        // Watch out for multi-line strings
         if (!strcmp(type, "string"))
           RAW_escape(stdout, token);
-	else
-	  fputs(token, stdout);
+        else
+          fputs(token, stdout);
         fputc('\n', stdout);
         break;
       case PLAIN:
diff --git a/tools/tokenizer/schemas/schema.json b/tools/tokenizer/schemas/schema.json
index 61909db..0723d70 100644
--- a/tools/tokenizer/schemas/schema.json
+++ b/tools/tokenizer/schemas/schema.json
@@ -1,7 +1,7 @@
 {
   "$schema": "http://json-schema.org/draft-04/schema#",
   "title": "JSON Schema for Tokenizer JSON Output",
-  "description": "Prepared by Geert Janssen <geert@us.ibm.com>\nCopyright IBM Corporation 2020.",
+  "description": "Prepared by Geert Janssen <geert@us.ibm.com>\nCopyright IBM Corporation 2020, 2021.",
 
   "type": "array",
   "items": {
@@ -12,8 +12,10 @@
       "class": { "enum": [
         "identifier", "keyword", "integer", "floating",
         "string", "character", "operator", "preprocessor",
-	"filename"
+	"filename", "line_comment", "block_comment", "newline",
+	"continuation", "whitespace"
       ] },
+      "length": { "$ref": "#/definitions/unsignedInt" },
       "token": { "type": "string" }
     },
     "required": [ "line", "column", "class", "token" ],
diff --git a/tools/tokenizer/schemas/schema.rnc b/tools/tokenizer/schemas/schema.rnc
index 3adaad8..1eb43d7 100644
--- a/tools/tokenizer/schemas/schema.rnc
+++ b/tools/tokenizer/schemas/schema.rnc
@@ -1,5 +1,5 @@
 # Compact RELAX NG (RNC) Schema for Tokenizer XML Output
-# Copyright IBM Corporation 2020
+# Copyright IBM Corporation 2020, 2021
 # Prepared by Geert Janssen <geert@us.ibm.com>
 
 datatypes xsd = 'http://www.w3.org/2001/XMLSchema-datatypes'
@@ -16,9 +16,11 @@ doc =
       attribute line   { xsd:unsignedInt },
       attribute column { xsd:unsignedInt },
       attribute class  { token-classes },
+      attribute length { xsd:unsignedInt },
       text
    }
 
 token-classes =
    "identifier" | "keyword" | "integer" | "floating" | "string" |
-   "character" | "operator" | "preprocessor" | "filename"
+   "character" | "operator" | "preprocessor" | "filename" |
+   "line_comment" | "block_comment" | "newline" | "continuation" | "whitespace"
diff --git a/tools/tokenizer/schemas/tokml-schema.rnc b/tools/tokenizer/schemas/tokml-schema.rnc
new file mode 100644
index 0000000..55e1165
--- /dev/null
+++ b/tools/tokenizer/schemas/tokml-schema.rnc
@@ -0,0 +1,73 @@
+# XML RNC schema for tokML 1.0
+# Copyright IBM Corporation 2021
+# Prepared by Geert Janssen <geert@us.ibm.com>
+
+datatypes xsd = 'http://www.w3.org/2001/XMLSchema-datatypes'
+
+#default namespace = "https://www.ibm.com/tokml"
+
+start = source
+
+# Children are token elements interspersed with white-space.
+source = element source {
+   attribute language { "C" | "C++" | "Java" },
+   attribute filename { xsd:string }?,
+   (  line_comment |
+      block_comment |
+      keyword |
+      identifier |
+      integer |
+      floating |
+      \string |
+      character |
+      operator |
+      preprocessor |
+      text )*
+}
+
+# Attributes common to all token elements.
+common-attrs = 
+   (  attribute line { xsd:unsignedInt },
+      attribute col { xsd:unsignedInt },
+      attribute len { xsd:unsignedInt } )
+
+line_comment = element line_comment {
+   common-attrs,
+   text
+}
+block_comment = element block_comment {
+   common-attrs,
+   text
+}
+keyword = element keyword {
+   common-attrs,
+   text
+}
+identifier = element identifier {
+   common-attrs,
+   text
+}
+integer = element integer {
+   common-attrs,
+   text
+}
+floating = element floating {
+   common-attrs,
+   text
+}
+\string = element string {
+   common-attrs,
+   text
+}
+character = element character {
+   common-attrs,
+   text
+}
+operator = element operator {
+   common-attrs,
+   text
+}
+preprocessor = element preprocessor {
+   common-attrs,
+   text
+}
diff --git a/tools/tokenizer/token_common.c b/tools/tokenizer/token_common.c
index 6eefa7e..ba57ba1 100644
--- a/tools/tokenizer/token_common.c
+++ b/tools/tokenizer/token_common.c
@@ -25,7 +25,7 @@ unsigned num_files = 0;    // number of files read
 int debug = 0;             // when 1 debug output to stderr
 int verbose = 0;           // when 1 info output to stderr
 int nowarn = 0;            // when 1 warnings are suppressed
-Language source = C;	   // language mode
+Language source = C;       // language mode
 
 /* Conversion table from filename extension to language code.
    To find language code, consider all entries and check each ext
@@ -52,7 +52,7 @@ static const struct { const char *ext; Language lang; const char *name; }
    Returns word found (i.e., pointer value in table) or 0.
 */
 const char *is_keyword(const char *word,
-		       const char *table[], unsigned size)
+                       const char *table[], unsigned size)
 {
   int i = 0, j = size;
   while (i < j) {
@@ -90,7 +90,7 @@ void remove_BOM(void)
     if (c2 == 0xBB) {
       int c3 = getchar();
       if (c3 == 0xBF) {
-	return;
+        return;
       }
       if (c3 != EOF) buffer[buffered++] = c3;
     }
@@ -217,7 +217,7 @@ Language detect_lang(void)
     int i;
     for (i = 0; i < sizeof(langs)/sizeof(langs[0]); i++)
       if (!strcmp(p, langs[i].ext))
-	return langs[i].lang;
+        return langs[i].lang;
   }
   return C;
 }
diff --git a/tools/tokenizer/token_common.h b/tools/tokenizer/token_common.h
index 1ea4706..2cfe81e 100644
--- a/tools/tokenizer/token_common.h
+++ b/tools/tokenizer/token_common.h
@@ -47,7 +47,7 @@ extern int nowarn/*= 0*/;            // when 1 warnings are suppressed
 extern Language source/*= C*/;       // language mode
 
 extern const char *is_keyword(const char *word,
-			      const char *table[], unsigned size);
+                              const char *table[], unsigned size);
 
 extern int get(void);
 extern void unget(int cc);
diff --git a/tools/tokenizer/tokenize.c b/tools/tokenizer/tokenize.c
index 05a600b..559ed80 100644
--- a/tools/tokenizer/tokenize.c
+++ b/tools/tokenizer/tokenize.c
@@ -1,11 +1,11 @@
-/* Copyright (c) 2020, 2021 International Business Machines Corporation
+/* Copyright (c) 2021, 2022 International Business Machines Corporation
    Prepared by: Geert Janssen <geert@us.ibm.com>
 
-   Simple C/C++ (and Java) Tokenizer.
+   Simple C/C++ and Java Tokenizer.
    For the most part assumes that the input source text is grammatically
-   correct C or C++ code.
-   (Since Java at the lexical level is very close, could in principle
-   also be used as Java tokenizer, albeit that not all of its keywords
+   correct C, C++, or Java code.
+   (Since Java at the lexical level is very close to C, we here sort of misuse
+   it as a Java tokenizer, albeit that not all of its keywords
    and some literal pecularities are not recognized.)
 
    Recognizes the following lexeme classes:
@@ -30,10 +30,11 @@
    its starting character. Line and column reflect positions in the
    physical line structure, not the logical one.
    All token literals are output exactly as they appear in the source text,
-   without any interpretation of escaped characters etc.
+   without any interpretation of escaped characters etc. However, the particular
+   output format will enforce certain escaping as needed.
 
-   Moreover, skips white-space, control characters and comments and
-   flags anything left over as illegal characters.
+   Moreover, white-space, control characters and comments are normally skipped
+   and anything left over is flagged as illegal characters.
 
    See these refs for details on the lexical definitions:
    C++14 Final Working Draft: n4140.pdf
@@ -44,7 +45,6 @@
    (A TAB is counted as a single character position. A CR causes a transition
    to a new line.)
    No trigraph sequences (??x) are recognized.
-   No alternative tokens except keyword ones for certain operators.
    No universal characters (\u and \U) in an identifier.
    Raw strings with R prefix are not supported.
    No preprocessing is attempted: phrases like #include <stdio.h> are
@@ -69,6 +69,7 @@
    1: illegal character(s) or premature EOF detected
    2: look-ahead buffer overflow
    3: output file cannot be opened
+   4: could not (re-)allocate token buffer
 
    C++ Token categories as Regular Expressions:
    (\b = [01], \o = [0-7], \d = [0-9], \x = [a-fA-F0-9],
@@ -78,11 +79,11 @@
    - identifier: [_a-zA-Z][_a-zA-Z0-9]*
    - integer   : 0[bB]\b('?\b])*\s?
                | 0('?\o)*\s?
-	       | 0[xX]\x('?\x)*\s?
-	       | [1-9]('?\d)*\s?
+               | 0[xX]\x('?\x)*\s?
+               | [1-9]('?\d)*\s?
    - floating  : .\d('?\d)*([eE][-+]?\d('?\d)*)?[fFlL]?
                | \d('?\d)*.(\d('?\d)*)?([eE][-+]?\d('?\d)*)?[fFlL]?
-	       | \d('?\d)*[eE][-+]?\d('?\d)*[fFlL]?
+               | \d('?\d)*[eE][-+]?\d('?\d)*[fFlL]?
    - string    : [uUL]?"([^"\\\n]|\\.|\\\n)*"
    - character : [uUL]?'([^']|\\.)'
    - operator  : one of these operator and punctuation symbols:
@@ -92,744 +93,10 @@
    - preprocessor : # | ##
 */
 
-#include <assert.h>
-#include <stdio.h>
-#include <stdlib.h>
-#include <ctype.h>
-#include <string.h>
-#include <unistd.h>		/* getopt() */
-#include <libgen.h>		/* basename() */
+#include <unistd.h>             /* getopt() */
+#include <libgen.h>             /* basename() */
 
-/* Let's introduce more parameters so that it becomes easier to
-   configure the state-machines for the various tokens.
-   Use a NUL character to disable the parameter, i.e., a NUL value
-   means "this char is not in effect; a test for it fails".
-
-   FIXME: not yet used!
-*/
-// Character that may be used to group digits in a number:
-#define CFG_DIGITS_SEP		'\''
-// Extra character that may start an identifier:
-#define CFG_ID_START_EXTRA	'_'
-// Extra character that may continue an identifier:
-// Maybe allows a set of characters, like also $?
-#define CFG_ID_CONT_EXTRA	'_'
-// May a floating-point number start with a decimal point:
-//#define CFG_FLOAT_DOT
-
-// FIXME: make token size dynamic.
-#define MAX_TOKEN 65535         // maximum token length in chars (\0 exclusive)
-#define MAX_BUF 8               // maximum buffer size in chars
-
-// Program globals:
-static char *filename = "stdin";// current file being parsed
-static unsigned linenr = 1;     // line number counted from 1
-static unsigned column = 0;     // char position in line, counted from 0
-static unsigned char_count = 0; // total char/byte count
-static unsigned utf8_count = 0; // total utf-8 char count
-static char buffer[MAX_BUF];    // use buffer as multi-char lookahead.
-static unsigned buffered = 0;   // number of buffered chars
-static unsigned saved_col = 0;  // one-place buf for last column on prev line
-static unsigned illegals = 0;	// count number of illegal characters
-static unsigned unexpect_eof = 0; // encountered unexpected EOF
-static unsigned num_files = 0;	// number of files read
-// keyword lookup function:
-static const char *(*is_keyword)(const char *, unsigned);
-
-// Program option settings:
-static int debug = 0;		// when 1 debug output to stderr
-static int verbose = 0;         // when 1 info output to stderr
-static int nowarn = 0;		// when 1 warnings are suppressed
-static int hash_as_comment = 0;	// when 1 treat # as line comment
-static int start_token = 0;	// when 1 start filename pseudo-token
-static int newline_token = 0;	// when 1 output newline pseudo-token
-static int continuous_files = 0;// when 1 do not reset after each file
-static enum { C, CPP, JAVA, PYTHON } source = CPP;
-
-// Use perfect hash function.
-#include "cpp_keywords.h"	// is_cpp_keyword()
-#include "java_keywords.h"	// is_java_keyword()
-
-// Append char cc to token; discard when no more room:
-#define token_add(cc) \
-  do { if (len < MAX_TOKEN) token[len++] = (cc); } while(0)
-
-#define utf8_start(cc)	(((cc)&0xC0)!=0x80)
-#define utf8_follow(cc) (((cc)&0xC0)==0x80)
-
-#define utf8_len(cc) \
-  (((cc)&0xF8)==0xF0 ? 4 : ((cc)&0xF0)==0xE0 ? 3 : ((cc)&0xE0)==0xC0 ? 2 : 1)
-
-/* Let's assume UTF-8 encoding.
-   https://www.cprogramming.com/tutorial/unicode.html
-   https://opensource.apple.com/source/tidy/tidy-2.2/tidy/src/utf8.c.auto.html
-*/
-
-void unget(int cc)
-{
-  if (cc == EOF) return;
-  if (buffered < MAX_BUF) {
-    if (cc == '\n') {
-      linenr--;
-      // column was 0 right after getting the \n
-      // hopefully there are no multiple ungets of \n
-      column = saved_col;
-    }
-    else
-      column--;
-    buffer[buffered++] = cc;
-  }
-  else {
-    fprintf(stderr, "(F): Lookahead buffer overflow (MAX=%u).\n", MAX_BUF);
-    exit(2);
-  }
-}
-
-// Act like getchar().
-// Mind linenr,column apply to physical lines not logical ones.
-int get(void)
-{
-  int cc;
-
- restart:
-  // Get the next character:
-  if (buffered) // chars available in lookahead buffer
-    cc = buffer[--buffered]; // never EOF
-    // cc might be \ and followed by fresh \n
-    // Note: never can have buffered line continuation, i.e., \ \n.
-  else { // must read fresh char
-    cc = getchar();
-    if (cc == EOF) return EOF;
-    // Count all chars, even the \ of a line continuation:
-    char_count++;
-    if (utf8_start(cc)) utf8_count++;
-  }
-
-  // Treat Mac line endings ('\r') as regular newlines:
-  if (cc == '\n' || cc == '\r') {
-    linenr++;
-    saved_col = column;
-    column = 0;
-    return '\n';
-  }
-
-  // Deal with \ line continuations! Must look ahead.
-  if (cc == '\\') {
-    // Must look ahead; mind next char might be buffered!
-    if (buffered)
-      // Never can have \n for next char:
-      assert(buffer[buffered-1] != '\n');
-    else {
-      // Must get fresh character:
-      int nc = getchar(); // do not count yet; maybe must unget
-
-      // Maybe \r \n combination?
-      if (nc == '\r') {
-	// Look ahead for \n:
-	int c2 = getchar(); // do not count yet; maybe must unget
-	if (c2 == '\n') {
-	  // Skip \r but count it:
-	  char_count++;
-	  utf8_count++;
-	  nc = '\n';
-	}
-	else {
-	  unget(c2);
-	  // nc == '\r'
-	}
-      }
-
-      if (nc == '\n') { // 1 logical line: discard \\n combo:
-	char_count++; // counts the newline
-	linenr++;     // on next physical line
-	// never unget a continuation
-	//saved_col = column;
-	column = 0;
-
-	// Still need to get a character.
-	// Could again start a line continuation!
-	goto restart;
-      }
-      // Mind nc not \n but maybe \ or \r, then goes to buffer.
-      unget(nc);
-    }
-    // cc == '\\' a regular backslash
-  }
-  column++;
-  return cc;
-}
-
-/* Tokenization of C++ programming language source text.
-   Recognizes:
-   - identifier
-   - reserved word/keyword
-   - binary, octal, decimal, hexadecimal and floating-point numbers
-   - double-quoted string literal
-   - single-quoted character literal
-   - all single, double, and triple operator and punctuation symbols
-   - the preprocessor tokens # and ##
-   Skips white-space, control characters and comments and flags anything
-   left over as illegal characters.
-
-   (In the order of 20 tests per single character worst-case.)
-
-   Returns 0 upon EOF or error.
-*/
-int tokenize(char *token, const char **type, unsigned *line, unsigned *col)
-{
-  unsigned len;
-  int cc;
-  *type = "";
-
-  do { // infinite loop; after token recognized breaks out.
-    len = 0;
-    cc = get();
-
-  restart:
-    // cc already read.
-
-    /*** WHITE-SPACE ***/
-
-    // Skip (abutted) space and control chars and comments:
-    // [ \t\f\v\n]
-    //    while (cc <= ' ' && cc != EOF)
-    while (isspace(cc) && cc != EOF && cc != '\n')
-      cc = get();
-    if (cc == EOF)
-      return 0;
-    if (cc == '\n') {
-      if (newline_token) {
-	// token is empty.
-	*line = linenr-1;
-	*col  = saved_col;
-	*type = "newline";
-	break;
-      }
-      cc = get();
-      goto restart;
-    }
-    // !isspace(cc) && cc != EOF
-
-    /*** OPTIONAL # LINE COMMENT (to ignore preprocessor statements) ***/
-    // Java: no preprocessor directives.
-
-    if (cc == '#' && hash_as_comment) {
-      // Skip till end-of-line (\n exclusive):
-      while ((cc = get()) != '\n' && cc != EOF)
-	;
-      // cc == '\n' || cc == EOF
-      goto restart;
-    }
-
-    /*** LINE COMMENT AND BLOCK COMMENT (C/C++/Java) ***/
-
-    if (cc == '/') {
-      cc = get();
-      if (cc == '/') {
-        // Skip till end-of-line (\n exclusive):
-        while ((cc = get()) != '\n' && cc != EOF)
-          ;
-        // cc == '\n' || cc == EOF
-        goto restart;
-      }
-
-      if (cc == '*') {
-	// Remember start position:
-	unsigned lin = linenr;
-
-        // Skip till */ inclusive:
-        int nc = get(); // if EOF next get will be EOF too
-        do {
-          cc = nc;
-          nc = get();
-          if (nc == EOF) { // Error!
-            fprintf(stderr,
-		    "(E): [%s:%u] Unexpected end-of-file in /* comment.\n",
-		    filename, lin);
-	    unexpect_eof++;
-            return 0;
-          }
-        } while (cc != '*' || nc != '/');
-        // cc == '*' && nc == '/'
-        cc = get();
-        goto restart;
-      }
-      // seen / but not // or /*
-      unget(cc); // char after /
-      cc = '/'; // restore /
-    }
-
-    // Start collecting a token.
-    // Token should finish with cc being last char of token!
-    *line = linenr;
-    *col = column-1; // 1 char lookahead
-
-    /*** CHAR and STRING PREFIX (C/C++) ***/
-
-    // Allow u,U,L prefix for string and char
-    // FIXME: allow u8 as prefix for string
-    if (cc == 'L' || cc == 'u' || cc == 'U') {
-      token[len++] = cc;
-      cc = get();
-      if (cc == '"')
-        goto string_token;
-      if (cc == '\'')
-        goto char_token;
-      // u,U,L will be interpreted as (start of) identifier.
-      unget(cc); // char after u,U,L
-      cc = token[--len]; // restore original and remove from token
-    }
-
-    /*** IDENTIFIER (C/C++/Java) and KEYWORD (C/C++) ***/
-    // Java: false, true, null are literals
-    // FIXME: Flag to allow .letter as part of identifier?
-    // (compound identifier)
-
-    // Simplistic solution to allowing Unicode: allow any char >= 128 without
-    // actual checking for UTF-8.
-    if (isalpha(cc) || cc == '_' || cc == '$' || cc & 0x80) {
-      // First char always fits.
-      token[len++] = cc;
-      while (isalnum(cc = get()) || cc == '_' || cc == '$' || cc & 0x80)
-        token_add(cc);
-      unget(cc);
-      *type = is_keyword(token, len) ? "keyword" : "identifier";
-      break;
-    }
-
-    /*** INTEGER and FLOATING ***/
-    // Java: uses _ in numbers as insignificant separator
-    // Java: decimal suffix: [lL], float suffix: [fFdD]
-    // Java: allows hex float
-
-#if 0
-    // Examples:
-    int bin_num = 0B010101u;
-    int oct_num = 01234567L;
-    int hex_num = 0x123ABCLL;
-    int dec_num = 12345678;
-
-    float flt_num1 = 077.;
-    float flt_num2 = 077.987;
-    float flt_num3 = 77.;
-    float flt_num4 = .77;
-#endif
-
-    // . digits ... floating
-    if (cc == '.') {
-      // Look ahead for a digit:
-      int nc;
-      if (isdigit(nc = get())) {
-	unget(nc);
-	goto start_fraction;
-      }
-      unget(nc);
-      // Could go immediately to operator: goto seen_period
-    }
-
-    if (isdigit(cc)) { // binary, octal, decimal, or hexadecimal literal
-      // Types of integer literals:
-      enum {
-	BIN, OCT, DEC, HEX
-      } int_lit = cc == '0' ? OCT : DEC;
-
-      // Lookahead:
-      int nc = get();
-      if (int_lit == OCT && (nc == 'x' || nc == 'X')) {
-	int_lit = HEX;
-	token_add(cc); // the 0
-	cc = nc; // the x or X
-      }
-      else
-      if (int_lit == OCT && (nc == 'b' || nc == 'B')) {
-	int_lit = BIN;
-	token_add(cc); // the 0
-	cc = nc; // the b or B
-      }
-      else
-	unget(nc); // isdigit(cc)
-
-      do {
-        token_add(cc);
-        cc = get();
-
-	// Allow for ' between `digits':
-        if (cc == '\'') {
-          // Keep the ' in the token for now:
-          token_add(cc);
-          int nc = get();
-	  if (isdigit(nc) || int_lit == HEX && isxdigit(nc))
-            cc = nc;
-          else { // Error!
-            fprintf(stderr,
-		    "(E): [%s:%u] C++14 only allows ' between digits.\n",
-		    filename, linenr);
-            // what to do?
-          }
-        }
-      } while (isdigit(cc) || int_lit == HEX && isxdigit(cc));
-      // !is[x]digit(cc)
-
-      // FIXME: allow hex floats in C
-      if (int_lit == OCT || int_lit == DEC) {
-	int floating = 0;
-	// Seen digits-sequence. Maybe followed by . or e or E?
-	if (cc == '.') { // fractional part
-	start_fraction:
-	  floating = 1;
-	  token_add(cc);
-	  // digits? FIXME: again allow ' between digits
-	  while (isdigit(cc = get()))
-	    token_add(cc);
-	  // !isdigit(cc)
-	}
-	// cc != '.' || !isdigit(cc)
-	if (cc == 'e' || cc == 'E') { // exponent
-	  floating = 1;
-	  token_add(cc);
-	  if ((cc = get()) == '-' || cc == '+') {
-	    token_add(cc);
-	    cc = get();
-	  }
-	  // FIXME: no check for at least 1 digit
-	  // FIXME: again allow ' between digits
-	  while (isdigit(cc)) {
-	    token_add(cc);
-	    cc = get();
-	  }
-	  // !isdigit(cc)
-	}
-	if (floating) {
-	  if (cc == 'f' || cc == 'F' || cc == 'l' || cc == 'L')
-	    token_add(cc);
-	  else
-	    unget(cc);
-	  *type = "floating";
-	  break;
-	}
-      }
-
-      // optional integer suffix: l, ll, lu, llu, u, ul, ull, any case
-      if (cc == 'l' || cc == 'L') {
-        token_add(cc);
-        // maybe another l
-        cc = get();
-        if (cc == 'l' || cc == 'L') {
-          token_add(cc);
-          // Here: token is digits[lL][lL]
-          cc = get();
-        }
-        // maybe a u
-        if (cc == 'u' || cc == 'U')
-          // Here: token is digits[lL][lL]?[u|U]
-          token_add(cc);
-        else
-          unget(cc);
-      }
-      else if (cc == 'u' || cc == 'U') {
-        token_add(cc);
-        // maybe an l
-        cc = get();
-        if (cc == 'l' || cc == 'L') {
-          token_add(cc);
-          // Here: token is digits[uU][lL]
-          cc = get();
-        }
-        // maybe another l
-        if (cc == 'l' || cc == 'L')
-          // Here: token is digits[uU][lL]?[lL]
-          token_add(cc);
-        else
-          unget(cc);
-      }
-      else
-        unget(cc);
-      *type = "integer";
-      break;
-    }
-
-    /*** STRING (C/C++/Java) ***/
-
-    if (cc == '"') {
-    string_token:
-      // First char always fits.
-      token[len++] = cc;
-      // Remember start position:
-      unsigned lin = linenr;
-      // Watch out for escaped " inside string.
-      cc = get();
-      while (cc != '"') {
-        if (cc == EOF) { // Error!
-          fprintf(stderr,
-		  "(E): [%s:%u] Unexpected end-of-file in string literal.\n",
-		  filename, lin);
-	  unexpect_eof++;
-          return 0;
-        }
-        token_add(cc);
-        int nc = get();
-
-        if (cc == '\\') {
-	  // FIXME: No check on valid escape char!
-	  // ' " ? \ a b f n r t v
-	  token_add(nc);
-          cc = get();
-        }
-        else
-          cc = nc;
-      }
-      // cc == '"'
-      token_add(cc);
-      *type = "string";
-      break;
-    }
-
-    /*** CHARACTER (C/C++/Java) ***/
-
-    if (cc == '\'') {
-    char_token:
-      // First char always fits.
-      token[len++] = cc;
-      // Watch out for escaped ' inside char.
-      cc = get();
-      // FIXME: Cannot have empty char!
-      while (cc != '\'') {
-        if (cc == EOF) { // Error!
-          fprintf(stderr,
-		  "(E): [%s:%u] Unexpected end-of-file in char literal.\n",
-		  filename, linenr);
-	  unexpect_eof++;
-          return 0;
-        }
-        token_add(cc);
-        int nc = get();
-        if (cc == '\\') {
-          token_add(nc);
-          cc = get();
-          // FIXME: No check on valid escape char!
-          // ' " ? \ a b f n r t v 0[d[d]] xh*
-        }
-        else
-          cc = nc;
-      }
-      // cc == '\''
-      token_add(cc);
-      *type = "character";
-      break;
-    }
-
-    /*** OPERATOR (and PUNCTUATION) (C/C++/Java) ***/
-
-    // Operator and punctuation symbols. Longest match.
-
-    /* Operator or punctuator   Alternative representation
-       {        <%
-       }        %>
-       [        <:
-       ]        :>
-       #        %:      (not supported here)
-       ##       %:%:    (not supported here)
-    */
-
-    // Single char operator or punctuator (C/C++/Java)
-    // { } [ ] ( ) ; : ? . ~ ! + - * / % ^ = & | < > ,
-    // Double char operator or punctuator (C/C++)
-    // <: :> <% %>
-    // Double char operator or punctuator (C/C++/Java)
-    // += -= *= /= %= ^= &= |= == != <= >= && || << >> ++ -- ->
-    // Double char operator or punctuator (C++/Java)
-    // ::
-    // Double char operator or punctuator (C++)
-    // .*
-    // Triple char operator or punctuator (C/C++/Java)
-    // ... <<= >>=
-    // Triple char operator or punctuator (C++)
-    // ->* <=>
-    // Java: @ >>> >>>=
-
-    //seen_period:
-
-    // First char always fits.
-    token[len++] = cc;
-    token[len] = '\0';
-    //token=[cc,0];len=1
-
-    if (strstr("{}[]();?~,@", token)) { // allow @ for Java
-      // Single char operator/punctuator.
-      *type = "operator";
-      break;
-    }
-
-    if (strstr("<:.-+*/%^&|=!>", token)) { // single or start of double/triple
-      // Check second char:
-      int c2 = get();
-      if (c2 != EOF) {
-        token[len++] = c2;
-	//token=[cc,c2];len=2
-
-        // Check third char:
-        int c3 = get();
-        if (c3 != EOF) {
-          token[len++] = c3;
-          token[len] = '\0';
-	  //token=[cc,c2,c3,0];len=3
-	  if (!strcmp(">>>", token)) { // allow >>> for Java
-	    //token=[>,>,>,0];len=3
-	    // Look-ahead for =:
-	    int c4 = get();
-	    if (c4 == '=') // >>>= for Java
-	      token[len++] = c4;
-	      //token=[>,>,>,=];len=4
-	    else
-	      unget(c4);
-  	      //token=[>,>,>,0];len=3
-            *type = "operator";
-            break;
-	  }
-	  //token=[cc,c2,c3,0];len=3
-
-          if (!strcmp("...", token) ||
-              !strcmp("<=>", token) ||
-              !strcmp("->*", token) ||
-              !strcmp("<<=", token)) {
-            // Triple char operator/punctuator.
-            *type = "operator";
-            break;
-          }
-
-          // Maybe double char. Undo the c3 token extension:
-          token[--len] = '\0';
-	  //token=[cc,c2,0];len=2
-        }
-	else
-	  token[len] = '\0';
-	  //token=[cc,c2,0];len=2
-        unget(c3);
-
-        // Maybe double char.
-        static const char * const ops2[] = {
-          "<:", "<%", "<=", "<<", ":>",
-          "::", ".*", "->", "-=", "--",
-          "+=", "++", "*=", "/=", "%>",
-          "%=", "^=", "&=", "&&", "|=",
-          "||", "==", "!=", ">=", ">>"
-        };
-	unsigned size = sizeof(ops2) / sizeof(ops2[0]);
-        unsigned i;
-        for (i = 0; i < size; i++)
-          if (!strcmp(ops2[i], token))
-            break;
-        if (i < size) {
-          *type = "operator";
-          break;
-        }
-	//token=[cc,c2,0];len=2
-
-        // Must be single char. Undo the c2 token extension:
-        token[--len] = '\0';
-	//token=[cc,0];len=1
-      }
-      //else token=[cc,0];len=1
-
-      // Must be single char.
-      unget(c2);
-      *type = "operator";
-      break;
-    }
-    //token=[cc,0];len=1
-
-    /*** PREPROCESSOR (C/C++) ***/
-
-    if (cc == '#') {
-      int nc = get();
-      if (nc != '#')
-        unget(nc);
-      else
-        token[len++] = nc;
-      *type = "preprocessor";
-      break;
-    }
-
-    // What is left here? Illegal chars!
-    if (!nowarn)
-      // Mind non-printing chars!
-      fprintf(stderr,
-	      "(W): [%s:%u] Illegal character `%s%c` (0x%02x) skipped.\n",
-	      filename, linenr, cc<32?"CTRL-":"", cc<32?cc+64:cc, cc);
-    // Count them:
-    illegals++;
-
-  } while (1);
-  // len <= MAX_TOKEN
-  token[len] = '\0';
-  return 1;
-}
-
-// Escape token for output as CSV string.
-void CSV_escape(FILE *out, const char *token)
-{
-  const char *p;
-  // start CSV string:
-  fputc('"', out);
-  for (p = token; *p; p++) {
-    if (*p == '"')
-      fputc('"', out);
-    fputc(*p, out);
-  }
-  // end CSV string:
-  fputc('"', out);
-}
-
-// Escape token for output as JSON string.
-void JSON_escape(FILE *out, const char *token)
-{
-  // C/C++ has escapes: \' \" \? \a \b \f \n \r \t \v \x \0.
-  // To preserve, simply escape the escape and all ":
-  const char *p;
-  for (p = token; *p; p++) {
-    if (*p == '\\' || *p == '"')
-      fputc('\\', out);
-    fputc(*p, out);
-  }
-}
-
-// Escape token for output as XML text.
-void XML_escape(FILE *out, const char *token)
-{
-#if 1
-  // Alternative: escape every <, >, and &:
-  const char *p;
-  for (p = token; *p; p++) {
-    if (*p == '<')
-      fputs("&lt;", out);
-    else
-    if (*p == '>')
-      fputs("&gt;", out);
-    else
-    if (*p == '&')
-      fputs("&amp;", out);
-    else
-      fputc(*p, out);
-  }
-#else
-  // User CDATA construct for escaping.
-  // Impossible to escape ]]> occurring in token!
-  // Must chop up the substring ]]> in ]] and >.
-  const char *p;
-  const char *q = token;
-  // "abc]]>hello" => <![CDATA["abc]]]]><![CDATA[>hello"]]>
-  // "]]>]]>" => <![CDATA[]]]]><!CDATA[>]]]]><![CDATA[>"]]>
-  while ((p = strstr(q, "]]>"))) {
-    int len = p - q; // always > 0
-    fputs("<![CDATA[", out);
-    fwrite(q, 1, len, out);
-    fputs("]]]]>", out);
-    q = p+2; // q start at >...
-  }
-  if (q < token+strlen(token))
-    fprintf(out, "<![CDATA[%s]]>", q);
-#endif
-}
+#include "libtoken.h"
 
 int main(int argc, char *argv[])
 {
@@ -837,18 +104,26 @@ int main(int argc, char *argv[])
   extern int opterr;
   extern int optind;
   int option;
-  char const *opt_str = "1cdhjl:m:no:rsvw";
+  char const *opt_str = "1acdhjkl:m:nNo:rsvwW";
   char usage_str[80];
 
-  char token[MAX_TOKEN+1];
-  const char *type;
+  const char *token;
+  enum TokenClass type;
   unsigned line;
   unsigned col;
+  unsigned pos;
+  unsigned token_len;
+  unsigned num_files = 0;    // number of files read
+  int start_token = 0;       // when 1 start filename pseudo-token
+  int continuous_files = 0;  // when 1 do not reset after each file
 
   char *outfile = 0;
   enum { PLAIN, CSV, JSON, JSONL, XML, RAW } mode = PLAIN;
   int first_time = 1;
+  Language source;
   int explicit_source = 0;
+  int append = 0;
+  int suppress_newline = 0;
 
   sprintf(usage_str, "usage: %%s [ -%s ] [ FILES ]\n", opt_str);
 
@@ -860,6 +135,10 @@ int main(int argc, char *argv[])
       continuous_files = 1;
       break;
 
+    case 'a':
+      append = 1;
+      break;
+
     case 'c':
       hash_as_comment = 1;
       break;
@@ -872,42 +151,42 @@ int main(int argc, char *argv[])
 fputs(
 "A tokenizer for C/C++ (and Java) source code with output in 6 formats.\n"
 "Recognizes the following token classes: keyword, identifier, integer,\n"
-"floating, string, character, operator, and preprocessor.\n\n", stdout);
+"floating, string, character, operator, and preprocessor.\n\n", stderr);
 fprintf(stderr, usage_str, basename(argv[0]));
 fputs(
 "\nCommand line options are:\n"
+"-a       : append to output file instead of create or overwrite.\n"
 "-c       : treat a # character as the start of a line comment.\n"
 "-d       : print debug info to stderr; implies -v.\n"
 "-h       : print just this text to stderr and stop.\n"
 "-j       : assume input is Java (deprecated: use -l Java or .java).\n"
-"-l       : specify language explicitly (C, C++, Java).\n"
+"-k       : output line and block comments as tokens.\n"
+"-l<lang> : specify language explicitly (C, C++, Java).\n"
 "-m<mode> : output mode either plain (default), csv, json, jsonl, xml, or raw.\n"
 "-n       : output newlines as a special pseudo token.\n"
-"-o<file> : name for output file (instead of stdout).\n"
+"-N       : output line continuations as a special pseudo token.\n"
+"-o<file> : write output to this file (instead of stdout).\n"
+"-r       : suppress newline after each token in raw mode.\n"
 "-s       : enable a special start token specifying the filename.\n"
 "-1       : treat all filename arguments as a continuous single input.\n"
 "-v       : print action summary to stderr.\n"
-"-w       : suppress all warning messages.\n",
+"-w       : suppress all warning messages.\n"
+"-W       : output adjacent white-space as a token.\n",
       stderr);
       return 0;
 
     case 'j':
-      source = JAVA;
+      source = set_or_detect_lang("Java");
       explicit_source = 1;
       break;
 
+    case 'k':
+      comment_token = 1;
+      break;
+
     case 'l':
-      if (!strcmp(optarg, "C"))
-	source = C;
-      else if (!strcmp(optarg, "C++"))
-	source = CPP;
-      else if (!strcmp(optarg, "Java"))
-	source = JAVA;
-      else {
-	if (!nowarn)
-        fprintf(stderr, "(W): Unknown source %s (using C).\n", optarg);
-      }
-      explicit_source = 1;
+       source = set_or_detect_lang(optarg);
+       explicit_source = 1;
       break;
 
     case 'm':
@@ -924,7 +203,7 @@ fputs(
       else if (!strcmp(optarg, "raw"))
         mode = RAW;
       else {
-	if (!nowarn)
+        if (!nowarn)
         fprintf(stderr, "(W): Invalid mode %s (using plain).\n", optarg);
         mode = PLAIN;
       }
@@ -934,10 +213,18 @@ fputs(
       newline_token = 1;
       break;
 
+    case 'N':
+      continuation_token = 1;
+      break;
+
     case 'o':
       outfile = optarg;
       break;
 
+    case 'r':
+      suppress_newline = 1;
+      break;
+
     case 's':
       start_token = 1;
       break;
@@ -950,6 +237,10 @@ fputs(
       nowarn = 1;
       break;
 
+    case 'W':
+      whitespace_token = 1;
+      break;
+
     case '?':
     default:
       fputs("(F): unknown option. Stop.\n", stderr);
@@ -959,7 +250,7 @@ fputs(
   }
 
   if (outfile && outfile[0]) {
-    if (!freopen(outfile, "w", stdout)) {
+    if (!freopen(outfile, append ? "a" : "w", stdout)) {
       fprintf(stderr, "(F): cannot open %s for writing.\n", outfile);
       exit(3);
     }
@@ -975,24 +266,14 @@ fputs(
       fprintf(stderr, "(W): Cannot read file %s.\n", filename);
       continue;
     }
-    if (!explicit_source) {
-      // Determine language from extension:
-      int len = strlen(filename);
-      if (len > 2 && !strcmp(filename+len-2, ".c"))
-	source = C;
-      else if (len > 4 && !strcmp(filename+len-4, ".cpp"))
-	source = CPP;
-      else if (len > 5 && !strcmp(filename+len-5, ".java"))
-	source = JAVA;
-    }
+
+    if (!explicit_source)
+      source = set_or_detect_lang(0);
 
   doit:
     if (verbose) fprintf(stderr, "(I): Processing file %s...\n", filename);
     num_files++;
 
-    // Determine which keyword lookup function to use:
-    is_keyword = source == JAVA ? is_java_keyword : is_cpp_keyword;
-
     // Header:
     switch (mode) {
     case RAW:
@@ -1004,59 +285,65 @@ fputs(
       break;
     case CSV:
       if (!continuous_files || num_files == 1)
-	fputs("line,column,class,token\n", stdout);
+        fputs("line,column,class,token\n", stdout);
       if (start_token)
         fprintf(stdout, "0,0,filename,\"%s\"\n", filename);
       break;
     case JSON:
     case JSONL:
       if (!continuous_files || num_files == 1) {
-	if (mode == JSON) fputs("[\n", stdout);
+        if (mode == JSON) fputs("[\n", stdout);
       }
       else {
-	if (mode == JSON) fputc(',', stdout);
-	fputc('\n', stdout);
-	first_time = 1;
+        if (mode == JSON) fputc(',', stdout);
+        fputc('\n', stdout);
+        first_time = 1;
       }
       if (start_token) {
         fprintf(stdout,
                 "{ \"line\": 0, \"column\": 0, "
-                "\"class\": \"filename\", \"token\": \"%s\" }",
-                filename);
-	first_time = 0;
+                "\"class\": \"filename\", \"length\": %d, \"token\": \"%s\" }",
+                strlen(filename), filename);
+        first_time = 0;
       }
       break;
     case XML:
       if (!continuous_files || num_files == 1) {
-	fputs("<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n", stdout);
-	// standalone="yes"
-	fputs("<tokens>\n", stdout);
+        fputs("<?xml version='1.0' encoding='UTF-8'?>\n", stdout);
+        // standalone='yes'
+        fputs("<tokens>\n", stdout);
       }
       if (start_token) {
-        fprintf(stdout, "<token line=\"0\" column=\"0\" class=\"filename\">");
-	XML_escape(stdout, filename);
+        fprintf(stdout,
+                "<token line='0' column='0' class='filename' length='%d'>",
+                strlen(filename));
+        XML_escape(stdout, filename);
         fputs("</token>\n", stdout);
       }
       break;
     }
 
-    while (tokenize(token, &type, &line, &col)) {
+    while ((token_len = C_tokenize_int(&token, &type, &line, &col, &pos))) {
       switch (mode) {
       case RAW:
         fputs(token, stdout);
-	fputc('\n', stdout);
-	break;
+        if (!suppress_newline) fputc('\n', stdout);
+        break;
       case PLAIN:
-        fprintf(stdout, "(%4u,%3u) %s: %s\n", line, col, type, token);
+        fprintf(stdout, "(%4u,%3u;%6u:%3u) %s: %s\n",
+		line, col, pos, token_len, token_class[type], token);
         break;
       case CSV:
         // Escape , " in token
         // csvkit treats . as null fields even as ".".
-        fprintf(stdout, "%u,%u,%s,", line, col, type);
-        if (!strcmp(type, "string") ||
+        fprintf(stdout, "%u,%u,%s,", line, col, token_class[type]);
+        if (type == STRING ||
             // Do we need this too? Yes!
-            !strcmp(type, "character") && strchr(token, '"') ||
-            !strcmp(type, "character") && strchr(token, ','))
+	    type == CHARACTER && (strchr(token, '"') || strchr(token, ',')) ||
+            type == WHITESPACE && strchr(token, '\n') ||
+            type == NEWLINE ||
+            type == CONTINUATION ||
+            comment_token && (type == LINE_COMMENT || type == BLOCK_COMMENT))
           CSV_escape(stdout, token);
         else if (!strcmp(token, ","))
           fputs("\",\"", stdout);
@@ -1071,24 +358,28 @@ fputs(
         else {
           if (mode == JSON) fputc(',', stdout);
           fputc('\n', stdout);
-	}
+        }
         fprintf(stdout,
                 "{ \"line\": %u, \"column\": %u, "
-                "\"class\": \"%s\", \"token\": \"",
-                line, col, type);
+                "\"class\": \"%s\", \"length\": %u, \"token\": \"",
+                line, col, token_class[type], token_len);
         // token value is always a JSON string.
-        if (!strcmp(type, "string") || !strcmp(type, "character"))
+        if (type == STRING  || type == CHARACTER ||
+            type == NEWLINE || type == WHITESPACE ||
+            type == CONTINUATION)
           JSON_escape(stdout, token);
         else
           fputs(token, stdout);
         fputs("\" }", stdout);
         break;
       case XML:
-        fprintf(stdout, "<token line=\"%u\" column=\"%u\" class=\"%s\">",
-                line, col, type);
-        if (!strcmp(type, "string")
-            || !strcmp(type, "character")
-            || !strcmp(type, "operator"))
+        fprintf(stdout, "<token line='%u' column='%u' class='%s' length='%u'>",
+                line, col, token_class[type], token_len);
+	if (type == STRING ||
+	    type == CHARACTER ||
+	    type == OPERATOR ||
+	    comment_token && (type == LINE_COMMENT ||
+			      type == BLOCK_COMMENT))
           XML_escape(stdout, token);
         else
           fputs(token, stdout);
@@ -1101,25 +392,25 @@ fputs(
       // Trailer:
       switch (mode) {
       case RAW:
-	break;
+        break;
       case PLAIN:
-	break;
+        break;
       case CSV:
-	break;
+        break;
       case JSON:
-	fputs("\n]", stdout);
-	/*FALL THROUGH*/
+        fputs("\n]", stdout);
+        /*FALL THROUGH*/
       case JSONL:
-	fputc('\n', stdout);
-	break;
+        fputc('\n', stdout);
+        break;
       case XML:
-	fputs("</tokens>\n", stdout);
-	break;
+        fputs("</tokens>\n", stdout);
+        break;
       }
 
       if (verbose)
-	fprintf (stderr, "(I): %u bytes, %u UTF-8 encoded chars.\n",
-		 char_count, utf8_count);
+        fprintf (stderr, "(I): %u bytes, %u UTF-8 encoded chars.\n",
+                 char_count, utf8_count);
 
       // Reset globals:
       char_count = 0;
@@ -1154,7 +445,7 @@ fputs(
 
     if (verbose)
       fprintf(stderr, "(I): %u bytes, %u (UTF-8 encoded) unicode characters.\n",
-	      char_count, utf8_count);
+              char_count, utf8_count);
   }
 
   if (num_files > 1 && verbose)
diff --git a/tools/tokenizer/tokenize.py b/tools/tokenizer/tokenize.py
new file mode 100755
index 0000000..f5a162c
--- /dev/null
+++ b/tools/tokenizer/tokenize.py
@@ -0,0 +1,66 @@
+#!/usr/bin/env python
+
+# Copyright IBM Corporation 2021, 2022
+# Written by Geert Janssen <geert@us.ibm.com>
+
+# Simple ctypes-based Python wrapper of libtoken.so
+# See ctypes documentation: https://docs.python.org/3/library/ctypes.html
+# This Python script works with versions 2.6, 2.7, and 3.5
+
+import sys
+from ctypes import *
+
+# Load the shared object (expects it in current directory):
+libtoken = CDLL('./libtoken.so')
+
+# Define the exported function signatures:
+libtoken.C_tokenize.argtypes = (POINTER(c_char_p),
+                                POINTER(c_char_p),
+                                POINTER(c_uint),
+                                POINTER(c_uint),
+                                POINTER(c_uint))
+libtoken.open_as_stdin.argtypes = (c_char_p,)
+
+# 'Declare' the C function argument types:
+_token  = c_char_p()
+_kind   = c_char_p()
+_linenr = c_uint()
+_column = c_uint()
+_pos    = c_uint()
+
+# Token generator:
+def token():
+    global _token, _kind, _linenr, _column, _pos
+
+    # C_tokenize returns 0 upon end-of-file.
+    while int(libtoken.C_tokenize(byref(_token), byref(_kind), byref(_linenr),
+                                  byref(_column), byref(_pos))):
+        # Turn ctypes into real Python values:
+        lin = _linenr.value
+        col = _column.value
+        pos = _pos.value # not used for now
+        clas = _kind.value.decode()
+        text = _token.value.decode()
+        yield (lin,col,clas,text)
+
+if len(sys.argv) == 1:
+    for tok in token():
+        print('[%u:%u] %s, %s' % tok)
+else:
+    for file in sys.argv[1:]:
+        # Set C filename global and reopen as stdin:
+        b_str = file.encode('utf-8') # need handle b_str to retain as C pointer
+        libtoken.open_as_stdin(b_str)
+
+        # Access C globals:
+        filename = c_char_p.in_dll(libtoken, 'filename')
+        print('[0:0] filename, %s' % filename.value.decode())
+
+        for tok in token():
+            print('[%u:%u] %s, %s' % tok)
+
+        # Reset globals:
+        c_uint.in_dll(libtoken, 'linenr').value = 1
+        c_uint.in_dll(libtoken, 'column').value = 0
+        c_uint.in_dll(libtoken, 'char_count').value = 0
+        c_uint.in_dll(libtoken, 'utf8_count').value = 0
diff --git a/tools/tokenizer/tokml-test.sh b/tools/tokenizer/tokml-test.sh
new file mode 100755
index 0000000..445647f
--- /dev/null
+++ b/tools/tokenizer/tokml-test.sh
@@ -0,0 +1,61 @@
+#!/usr/bin/env bash
+
+# Showcasing the use of tokml and xidel.
+# Works for any Java, C, and C++ source file.
+# Extracts certain tokens and statistics of interest.
+
+# Show command and execute it.
+run() {
+  echo "$ $1"
+  eval "$1"
+  [ $? == 0 ] || die "got non-0 program exit code"
+}
+
+die() {
+    echo "(E) ${@}" 1>&2
+    exit 1
+}
+
+# We need an input file:                                                      
+[ -z "$1" ] && die "expect a C, C++, or Java file as argument"
+
+# Quick check for availabilty of tokml and xidel:
+command -v tokml &>/dev/null
+[ $? == 0 ] || die "tokml not available; please install"
+command -v xidel &>/dev/null
+[ $? == 0 ] || die "xidel not available; please install"
+
+# Create temp file:
+XML="$(mktemp /tmp/${1%.*}-XXX.xml)"
+# Ensure clean up when done:
+trap "/bin/rm -f $XML" EXIT
+echo \# Run tokml to obtain the .xml output file:
+run "tokml $1 > $XML"
+
+echo
+echo \# Count the number of tokens in the arg source file:
+run "xidel -s -e 'count(//source/*)' $XML"
+
+echo
+echo \# Show all unique identifiers \(sorted\):
+run "xidel -s -e '//identifier' $XML | sort | uniq"
+
+echo
+echo \# Show the identifier occurrences of length greater than 10:
+run "xidel -s -e '//identifier[@len>10]' $XML"
+
+echo
+echo \# How many block_comment occurrences are there?
+run "xidel -s -e 'count(//block_comment)' $XML"
+
+echo
+echo \# Which tokens immediately follow the keyword static?
+run "xidel -s -e '//keyword[text()=\"static\"]/following-sibling::*[1]' $XML | sort | uniq"
+
+echo
+echo \# What is the value of the first integer number?
+run "xidel -s -e '//integer[1]' $XML"
+
+echo
+echo \# Convert the XML back to the original source and show 20 lines:
+run "xidel -s -e 'source' $XML | head -n20"
diff --git a/tools/tokenizer/tokml.c b/tools/tokenizer/tokml.c
new file mode 100644
index 0000000..3fdc6aa
--- /dev/null
+++ b/tools/tokenizer/tokml.c
@@ -0,0 +1,223 @@
+/* Copyright (c) 2021, 2022 International Business Machines Corporation
+   Prepared by: Geert Janssen <geert@us.ibm.com>
+
+   Tokenizer for C, C++ and Java with output as annotated XML,
+   much like srcML annotates a parse tree. Any white-space (including
+   newlines) is output as is, without any special XML element.
+   All other tokens (even comments) are output as a stream of XML
+   elements with tag names indicating the type/kind/class of
+   token provided as the enclosed text node.
+
+   <?xml version='1.0' encoding='UTF-8'?>
+   <source language='' filename=''>
+   <@kind@ line='' col='' len=''>...</@kind@>
+   </source>
+
+   Note that end-of-line characters (\r, \n) and sequences (\r \n) are
+   normalized and will always be output as a LINEFEED (LF, 0x0A).
+
+   The characters <, >, and & will be replaced by the special XML entities
+   &lt;, &gt; and &amp; respectively.
+
+   To undo the XML annotation in <file>.xml use either:
+   (this will also correctly revert the XML entities)
+   xmlstarlet sel -T -t -v 'source' <file>.xml, or
+   xidel -s -e 'source' <file>.xml
+
+   Useful xpath queries:
+   (the results show all occurrences and these are not necessarily unique)
+   - all identifiers: //identifier
+   - the length of the last identifier: //identifier[last()]/@len
+   - the value of the first integer: //integer[1]
+   - all comments starting at the beginning of a line:
+     //line_comment[@col=0]|//block_comment[@col=0]
+   - all while keywords: /keyword[text()="while"]
+   - identifiers of length greater than 10: //identifier[@len>10]
+   - tokens immediately following a long identifier:
+     //identifier[@len>15]/following-sibling::*[1]
+   - tokens immediately following the keyword static:
+     //keyword[text()="static"]/following-sibling::*[1]
+*/
+
+#include <unistd.h>             /* getopt() */
+#include <libgen.h>             /* basename() */
+
+#include "libtoken.h"
+
+int main(int argc, char *argv[])
+{
+  extern char *optarg;
+  extern int opterr;
+  extern int optind;
+  int option;
+  char const *opt_str = "1acdhl:o:rvw";
+  char usage_str[80];
+
+  const char *token;
+  enum TokenClass type;
+  unsigned line;
+  unsigned col;
+  unsigned pos;
+  unsigned token_len;
+  unsigned num_files = 0;    // number of files read
+  int continuous_files = 0;  // when 1 do not reset after each file
+
+  char *outfile = 0;
+  Language source;
+  int explicit_source = 0;
+  int append = 0;
+
+  comment_token = 1;
+  whitespace_token = 1;
+
+  sprintf(usage_str, "usage: %%s [ -%s ] [ FILES ]\n", opt_str);
+
+  /* Process arguments: */
+  while ((option = getopt(argc, argv, opt_str)) != EOF) {
+    switch (option) {
+
+    case '1':
+      continuous_files = 1;
+      break;
+
+    case 'a':
+      append = 1;
+      break;
+
+    case 'c':
+      hash_as_comment = 1;
+      break;
+
+    case 'd':
+      debug = verbose = 1;
+      break;
+
+    case 'h':
+fputs(
+"A tokenizer for C/C++ (and Java) source code with output in XML.\n"
+"Recognizes the following token classes: keyword, identifier, integer,\n"
+"floating, string, character, operator, preprocessor, line_comment,\n"
+"and block_comment.\n\n", stderr);
+fprintf(stderr, usage_str, basename(argv[0]));
+fputs(
+"\nCommand line options are:\n"
+"-a       : append to output file instead of create or overwrite.\n"
+"-c       : treat a # character as the start of a line comment.\n"
+"-d       : print debug info to stderr; implies -v.\n"
+"-h       : print just this text to stderr and stop.\n"
+"-l<lang> : specify language explicitly (C, C++, Java).\n"
+"-o<file> : write output to this file (instead of stdout).\n"
+"-1       : treat all filename arguments as a continuous single input.\n"
+"-v       : print action summary to stderr.\n"
+"-w       : suppress all warning messages.\n",
+      stderr);
+      return 0;
+
+    case 'l':
+       source = set_or_detect_lang(optarg);
+       explicit_source = 1;
+      break;
+
+    case 'o':
+      outfile = optarg;
+      break;
+
+    case 'v':
+      verbose = 1;
+      break;
+
+    case 'w':
+      nowarn = 1;
+      break;
+
+    case '?':
+    default:
+      fputs("(F): unknown option. Stop.\n", stderr);
+      fprintf(stderr, usage_str, argv[0]);
+      return 1;
+    }
+  }
+
+  if (outfile && outfile[0]) {
+    if (!freopen(outfile, append ? "a" : "w", stdout)) {
+      fprintf(stderr, "(F): cannot open %s for writing.\n", outfile);
+      exit(3);
+    }
+  }
+
+  if (optind == argc)
+    goto doit;
+
+  do {
+    filename = argv[optind];
+    if (!freopen(filename, "r", stdin)) {
+      if (!nowarn)
+      fprintf(stderr, "(W): Cannot read file %s.\n", filename);
+      continue;
+    }
+
+    if (!explicit_source)
+      source = set_or_detect_lang(0);
+
+  doit:
+    if (verbose) fprintf(stderr, "(I): Processing file %s...\n", filename);
+    num_files++;
+
+    // Header:
+    if (!continuous_files || num_files == 1) {
+      fputs("<?xml version='1.0' encoding='UTF-8'?>\n", stdout);
+      // standalone="yes"
+      fprintf(stdout, "<source language='%s' filename='%s'>",
+	      lang_name(source), filename);
+    }
+
+    while ((token_len = C_tokenize_int(&token, &type, &line, &col, &pos))) {
+      if (type == WHITESPACE) {
+	fputs(token, stdout);
+	continue;
+      }
+      fprintf(stdout, "<%s line='%u' col='%u' len='%u'>",
+	      token_class[type], line, col, token_len);
+      if (type == STRING ||
+	  type == CHARACTER ||
+	  type == OPERATOR ||
+	  type == LINE_COMMENT ||
+	  type == BLOCK_COMMENT)
+	XML_escape(stdout, token);
+      else
+	fputs(token, stdout);
+      fprintf(stdout, "</%s>", token_class[type]);
+    }
+
+    if (!continuous_files) {
+      // Trailer:
+      fputs("</source>\n", stdout);
+
+      if (verbose)
+        fprintf (stderr, "(I): %u bytes, %u UTF-8 encoded chars.\n",
+                 char_count, utf8_count);
+
+      // Reset globals:
+      char_count = 0;
+      utf8_count = 0;
+      linenr = 1;
+      column = 0;
+      buffered = 0;
+      saved_col = 0;
+    }
+  } while (++optind < argc);
+
+  if (continuous_files) {
+    // Trailer:
+    fputs("</source>\n", stdout);
+
+    if (verbose)
+      fprintf(stderr, "(I): %u bytes, %u (UTF-8 encoded) unicode characters.\n",
+              char_count, utf8_count);
+  }
+
+  if (num_files > 1 && verbose)
+    fprintf(stderr, "(I): Total number of files processed: %u\n", num_files);
+
+  return (illegals || unexpect_eof) ? 1 : 0;
+}