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Samples for Intel® oneAPI Toolkits

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Hello, I'm using Intel® Neural Compressor (INC) to perform static quantization on my custom PyTorch model. I followed [this script](https://github.com/oneapi-src/oneAPI-samples/blob/master/AI-and-Analytics/Getting-Started-Samples/INC-Quantization-Sample-for-PyTorch/quantize_with_inc.ipynb) which demonstrates how to apply static quantization using INC on...

question

Hello, I am working on compiling the Loop Unroll sample. Both Compiling for emulation & Generating the optimization report work well. I am trying to Compile for simulation. I have...

question

# Summary Provide a short summary of the issue. Sections below provide guidance on what factors are considered important to reproduce an issue. The "IntelTensorFlow_for_LLMs" sample takes ~5hrs to run...

bug

# Summary There is an issue where graphics acceleration support for 13th generation Intel CPUs is not available. Is there a way to verify if GPU acceleration is possible? Why...

bug

How to use oneAPI to implement regular matching on FPGA?Can you provide demo for this.

enhancement

I don't find it from google. How can I `parallel_reduce` either the key or value of a map? For example: ``` map counts; size_t count = parallel_reduce( blocked_range(0, counts.size()), 0,...

question

Hi Intel Team I am observing "**could not create an engine**" error in executing demo.py example from "**oneCCL Bindings for PyTorch* Getting Started Sample**". The code is run on Saphire...

bug

Bumps [transformers](https://github.com/huggingface/transformers) from 4.38.0 to 4.50.0. Release notes Sourced from transformers's releases. Release v4.50.0 New Model Additions Model-based releases Starting with version v4.49.0, we have been doing model-based releases, additionally...

dependencies
python

Bumps [torch](https://github.com/pytorch/pytorch) from 2.5.0 to 2.7.1. Release notes Sourced from torch's releases. PyTorch 2.7.1 Release, bug fix release This release is meant to fix the following issues (regressions / silent...

dependencies
python

# Existing Sample Changes ## Description The [UV tool](https://github.com/astral-sh/uv) is designed to streamline the management of Python environments for multiple test cases. One of its standout features is its ability...

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