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Update graph_optimization.ipynb
Signed-off-by: Tsai, Louie <[email protected]>
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site/en/guide/graph_optimization.ipynb

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"* *Loop optimizer -* Optimizes the graph control flow by hoisting loop-invariant subgraphs out of loops and by removing redundant stack operations in loops. Also optimizes loops with statically known trip counts and removes statically known dead branches in conditionals.\n",
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"* *Scoped allocator optimizer -* Introduces scoped allocators to reduce data movement and to consolidate some operations.\n",
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"* *Pin to host optimizer -* Swaps small operations onto the CPU. This optimizer is turned OFF by default. \n",
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"* *Auto mixed precision optimizer -* Converts data types to float16 where applicable to improve performance. Currently applies only to GPUs.\n",
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"* *Auto mixed precision optimizer -* Converts data types to float16 where applicable to improve performance. Currently applies to GPUs and the latest Intel Xeon CPUs.\n",
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"* *Debug stripper -* Strips nodes related to debugging operations such as `tf.debugging.Assert`, `tf.debugging.check_numerics`, and `tf.print` from the graph. This optimizer is turned OFF by default."
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