pytorch
diff --git a/‎_posts/2025-04-25-pytorch-2-7-intel-gpus.md
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diff --git a/‎_posts/2025-05-02-pt-day-france-featured-sessions.md
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@@ -48,7 +48,7 @@ Graph model (torch.compile) is enabled in Windows 11 for the first time across I
 
 
 
-* Optimize the performance of PyTorch 2 Export Post Training Quantization (PT2E) on Intel GPU to provide full graph mode quantization pipelines with enhanced computational efficiency. Refer to[ PT2E tutorial](https://pytorch.org/tutorials/prototype/inductor_windows.html) for details.
+* Optimize the performance of PyTorch 2 Export Post Training Quantization (PT2E) on Intel GPU to provide full graph mode quantization pipelines with enhanced computational efficiency. Refer to [PT2E tutorial](https://pytorch.org/tutorials/prototype/pt2e_quant_xpu_inductor.html) for details.
 * Enable AOTInductor and torch.export on Linux to simplify deployment workflows. Refer to[ AOTInductor tutorial](https://pytorch.org/docs/main/torch.compiler_aot_inductor.html) for details.
 * Enable profiler on both Windows and Linux to facilitate model performance analysis. Refer to the[ PyTorch profiler tutorial](https://pytorch.org/tutorials/recipes/recipes/profiler_recipe.html#pytorch-profiler) for details.
 
 
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+---
+layout: blog_detail
+title: 'PyTorch Day France Featured Sessions: A Defining Moment for Open Source AI'
+---
+
+[PyTorch Day France](https://events.linuxfoundation.org/pytorch-day-france/) offers a front-row seat to the future of open source AI. Taking place **7 May at Station F in Paris** and co-located with **[GOSIM AI Paris](https://paris2025.gosim.org/)**, this one-day event will bring together developers, researchers, and industry leaders for a day of technical sessions, real-world insights, and community exchange.
+
+
+## 🌍 A Major Milestone for the PyTorch Foundation
+
+This event marks the very first **PyTorch Day**, launching a new international series hosted annually in different regions to convene AI researchers, developers, engineers, and enthusiasts. PyTorch Days are designed to spotlight open source AI advancements, foster community collaboration, and provide a forum to learn about active, high-impact AI projects built using PyTorch.
+
+PyTorch Day France also represents a pivotal moment in the PyTorch Foundation’s journey. With its recent [expansion into an umbrella foundation]( https://pytorch.org/blog/pt-foundation-expands/), PyTorch is now positioned to support a broader ecosystem of trusted, community-driven AI projects across the full AI lifecycle.
+
+At PyTorch Day France, you’ll hear directly from PyTorch Foundation **Executive Director, Matt White,** about this transition—and get a first look at some exciting announcements.
+
+
+## 🎟️ Registration Details
+
+[Register now](https://www.eventbrite.com/e/gosim-ai-paris-tickets-1265928669729?aff=oddtdtcreator) with code **PYTORCH** for **free access** to the full day of **PyTorch Day France** sessions, **plus** **GOSIM AI Paris**.
+
+🔗Two events, one registration—double the sessions, double the innovation. \
+[Register here](https://www.eventbrite.com/e/gosim-ai-paris-tickets-1265928669729?aff=oddtdtcreator)
+
+
+## 📅 Featured Sessions
+
+The day’s agenda includes deep technical dives and applied AI use cases from across the community, including the following talks:
+
+
+
+* [Luca Antiga (Lightning AI)](https://sched.co/21nz4)  
+ *Lightning Thunder: Supercharged PyTorch for Modern Hardware*
+* [Erwan Gallen & Eldar Kurtic (Red Hat)](https://sched.co/21nyd)  
+ *Scaling LLM Inference with vLLM: Multi‑Accelerator Serving and Quantized LLMs*
+* [Pierre Rouanet (Pollen Robotics)](https://sched.co/21nyX)  
+ *Real-World Robotics as the Next Frontier for AI?*
+* [Pablo Montalvo (Hugging Face)](https://sched.co/21nzG)  
+ *PyTorch x Transformers: Pythonicity, Autodiff, and Modularity Defining Modern AI*
+* [Pedro Ortis (Common Crawl)](https://sched.co/21nym)  
+ *Harnessing Common Crawl for AI and ML Applications*
+* [Meriem Bendris (NVIDIA)](https://sched.co/21nys)  
+ *Teaching Mistral to Reason: Post-Training with PyTorch and NVIDIA*
+* [Olatunji Ruwase (Snowflake)](https://sched.co/21nyy)  
+ *DeepSpeed – Efficient Training Scalability for Deep Learning Models*
+
+[View the full schedule](https://pytorchdayfrance2025.sched.com/).
+
+Whether you’re a contributor, practitioner, or simply curious about what’s ahead, PyTorch Day France is an opportunity to connect with the community and shape what’s next for our ecosystem.