nncf
model-optimization
nncf | model-optimization | |
---|---|---|
2 | 1 | |
825 | 1,470 | |
7.9% | 0.8% | |
9.7 | 6.8 | |
5 days ago | 11 days ago | |
Python | Python | |
Apache License 2.0 | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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nncf
- FLaNK Stack Weekly 06 Nov 2023
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NN mixed-precision quantization framework that supports TF?
I am aware of NNCF (https://github.com/openvinotoolkit/nncf), but it doesn't support mixed precision quantization for TF. What other frameworks support that for TF? (implement HAWQ or AutoQ algorithms for example)
model-optimization
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Need Help With Pruning Model Weights in Tensorflow 2
I have been following the example shown here, and so far I've had mixed results and wanted to ask for some help because the resources I've found online have not been able to answer some of my questions (perhaps because some of these are obvious and I am just being dumb).
What are some alternatives?
gpt-llm-trainer
deepsparse - Sparsity-aware deep learning inference runtime for CPUs
json-masker - High-performance JSON masker library in Java with no runtime dependencies
qkeras - QKeras: a quantization deep learning library for Tensorflow Keras
Open3D-ML - An extension of Open3D to address 3D Machine Learning tasks
sparseml - Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models
3d-model-convert-to-gltf - Convert 3d model (STL/IGES/STEP/OBJ/FBX) to gltf and compression
open_model_zoo - Pre-trained Deep Learning models and demos (high quality and extremely fast)
aimet - AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.
siamese-nn-semantic-text-similarity - A repository containing comprehensive Neural Networks based PyTorch implementations for the semantic text similarity task, including architectures such as: Siamese LSTM Siamese BiLSTM with Attention Siamese Transformer Siamese BERT.
larq - An Open-Source Library for Training Binarized Neural Networks