Shypd.aiThe largest open index of AI toolsBrevitas is an Open Source & Models tool that provides neural network quantization in PyTorch. It supports both post-training quantization (PTQ) and quantization-aware training (QAT) for efficient model deployment.
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Brevitas is an open-source PyTorch library designed for neural network quantization, offering support for both post-training quantization (PTQ) and quantization-aware training (QAT). This tool enables developers and researchers to optimize and compress neural networks, making them more efficient for deployment on various hardware platforms. It provides quantized implementations of common PyTorch layers, such as QuantConv1d, QuantConv2d, and QuantLSTM, allowing individual tuning of quantization settings for different tensors. Brevitas is a research project from Xilinx, providing examples for ImageNet classification models to demonstrate PTQ under various configurations.
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