Shypd.aiThe largest open index of AI toolsNNCF is an AI Frameworks & Infra tool that optimizes neural network inference for OpenVINO. It provides post-training and training-time compression algorithms to minimize accuracy drop.
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Neural Network Compression Framework (NNCF) is a powerful tool designed to enhance OpenVINO inference by optimizing neural networks. It offers a comprehensive suite of post-training and training-time algorithms, including quantization, weights compression, and pruning, all aimed at minimizing accuracy drop while improving performance. NNCF supports models from PyTorch, TorchFX, ONNX, and OpenVINO, making it versatile for various deep learning workflows. The framework is organized as a standalone Python package and includes GPU-accelerated layers for faster compressed model fine-tuning and distributed training support. It also provides extensive documentation, tutorials, and samples to facilitate quick integration and usage.
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