sparsify
nncf
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| sparsify | nncf | |
|---|---|---|
| 1 | 2 | |
| 315 | 777 | |
| 0.3% | 4.8% | |
| 7.7 | 9.7 | |
| 18 days ago | 4 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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sparsify
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[P] Compound sparsification: using pruning, quantization, and layer dropping to improve BERT performance
Hi u/_Arsenie_Boca_, definitely. Our recipes and sparse models along with the SparseZoo Python API to download them are open-sourced and the SparseZoo UI that can be used to explore them is free to use. The SparseML codebase to apply recipes enabling the creation of the sparse models is open sourced. The Sparsify codebase to create recipes through a UI is as well. And finally, the DeepSparse Engine's backend is closed sourced but free to use.
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)
What are some alternatives?
deepsparse - Sparsity-aware deep learning inference runtime for CPUs
gpt-llm-trainer
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