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Release notes v2.11 #2710
Release notes v2.11 #2710
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@alexsu52, @kshpv, @vshampor, @ljaljushkin, @l-bat, @nikita-savelyevv, @kshpv, @AlexanderDokuchaev, @daniil-lyakhov, @andrey-churkin, @andreyanufr, please add your contributions to the release notes for the upcoming release. |
@nikita-savelyevv @l-bat , please add the list of new notebooks with NNCF and ones that were extended with NNCF. |
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@MaximProshin, @alexsu52, review, please. |
ReleaseNotes.md
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- (OpenVINO) Added Scale Estimation algorithm for 4-bit data-aware weights compression. The optional `scale_estimation` parameter was introduced to `nncf.compress_weights()` and can be used to minimize accuracy degradation of compressed models (note that this algorithm increases the compression time). | ||
- (OpenVINO) Added GPTQ algorithm for 8/4-bit data-aware weights compression, supporting INT8, INT4, and NF4 data types. The optional `gptq` parameter was introduced to `nncf.compress_weights()` to enable the [GPTQ](https://arxiv.org/abs/2210.17323) algorithm. | ||
- (OpenVINO) Added support for models with BF16 weights in the weights compression method, `nncf.compress_weights()`. | ||
- (PyTorch) Added support of the custom modules with traced parameters. |
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- (PyTorch) Added support of the custom modules with traced parameters. | |
- (PyTorch) Added support for quantization and weight compression of the custom modules. |
Co-authored-by: Alexander Suslov <[email protected]>
### Changes Added v2.10.0 template; ### Reason for changes Upcoming release; ### Related tickets 142565; #### For the contributors: Please add your changes (as the commit to the branch) to the list according to the template and previous notes; Do not add tests-related notes; Provide the list of the PRs (for all your notes) in the comment for the discussion; --------- Co-authored-by: Nikita Savelyev <[email protected]> Co-authored-by: Liubov Talamanova <[email protected]> Co-authored-by: Alexander Dokuchaev <[email protected]> Co-authored-by: Daniil Lyakhov <[email protected]> Co-authored-by: andreyanufr <[email protected]> Co-authored-by: Aleksei Kashapov <[email protected]> Co-authored-by: Alexander Suslov <[email protected]> Co-authored-by: Lyalyushkin Nikolay <[email protected]> (cherry picked from commit 9200a22)
Changes
Added v2.10.0 template;
Reason for changes
Upcoming release;
Related tickets
142565;
For the contributors:
Please add your changes (as the commit to the branch) to the list according to the template and previous notes;
Do not add tests-related notes;
Provide the list of the PRs (for all your notes) in the comment for the discussion;