hf_text-generation-inference/server
Ilyas Moutawwakil a4e5801684
ROCm AWQ support (#1514)
# What does this PR do?

<!--
Congratulations! You've made it this far! You're not quite done yet
though.

Once merged, your PR is going to appear in the release notes with the
title you set, so make sure it's a great title that fully reflects the
extent of your awesome contribution.

Then, please replace this with a description of the change and which
issue is fixed (if applicable). Please also include relevant motivation
and context. List any dependencies (if any) that are required for this
change.

Once you're done, someone will review your PR shortly (see the section
"Who can review?" below to tag some potential reviewers). They may
suggest changes to make the code even better. If no one reviewed your PR
after a week has passed, don't hesitate to post a new comment
@-mentioning the same persons---sometimes notifications get lost.
-->

<!-- Remove if not applicable -->

This PR adds the possibility to run AWQ models with Exllama/GPTQ
kernels, specifically for ROCm devices that support Exllama kernels but
not AWQ's GEMM.

This is done by :
- un-packing, reordering and re-packing AWQ weights when `--quantize
gptq` but the model's `quant_method=awq`.
- avoiding overflows when adding 1 to zeros in exllama and triton.

Ref: https://github.com/casper-hansen/AutoAWQ/pull/313

## Before submitting
- [ ] This PR fixes a typo or improves the docs (you can dismiss the
other checks if that's the case).
- [ ] Did you read the [contributor
guideline](https://github.com/huggingface/transformers/blob/main/CONTRIBUTING.md#start-contributing-pull-requests),
      Pull Request section?
- [ ] Was this discussed/approved via a Github issue or the
[forum](https://discuss.huggingface.co/)? Please add a link
      to it if that's the case.
- [ ] Did you make sure to update the documentation with your changes?
Here are the
[documentation
guidelines](https://github.com/huggingface/transformers/tree/main/docs),
and
[here are tips on formatting
docstrings](https://github.com/huggingface/transformers/tree/main/docs#writing-source-documentation).
- [ ] Did you write any new necessary tests?


## Who can review?

Anyone in the community is free to review the PR once the tests have
passed. Feel free to tag
members/contributors who may be interested in your PR.

<!-- Your PR will be replied to more quickly if you can figure out the
right person to tag with @


@OlivierDehaene OR @Narsil

 -->

---------

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-02-09 10:45:16 +01:00
..
custom_kernels Add RoCm support (#1243) 2023-11-27 14:08:12 +01:00
exllama_kernels ROCm AWQ support (#1514) 2024-02-09 10:45:16 +01:00
exllamav2_kernels ROCm AWQ support (#1514) 2024-02-09 10:45:16 +01:00
tests feat(server): add frequency penalty (#1541) 2024-02-08 18:41:25 +01:00
text_generation_server ROCm AWQ support (#1514) 2024-02-09 10:45:16 +01:00
.gitignore Impl simple mamba model (#1480) 2024-02-08 10:19:45 +01:00
Makefile Impl simple mamba model (#1480) 2024-02-08 10:19:45 +01:00
Makefile-awq Add AWQ quantization inference support (#1019) (#1054) 2023-09-25 15:31:27 +02:00
Makefile-eetq feat: eetq gemv optimization when batch_size <= 4 (#1502) 2024-01-31 12:05:49 +01:00
Makefile-flash-att Add RoCm support (#1243) 2023-11-27 14:08:12 +01:00
Makefile-flash-att-v2 `make install-flash-attn-v2-cuda` should work like `make install-flash-attn-v2` used to work. (#1294) 2023-11-28 16:28:40 +01:00
Makefile-selective-scan Impl simple mamba model (#1480) 2024-02-08 10:19:45 +01:00
Makefile-vllm Speculative (#1308) 2023-12-11 12:46:30 +01:00
README.md feat(router): refactor API and add openAPI schemas (#53) 2023-02-03 12:43:37 +01:00
poetry.lock Update to peft 0.8.2 (#1537) 2024-02-08 12:44:04 +01:00
pyproject.toml Update to peft 0.8.2 (#1537) 2024-02-08 12:44:04 +01:00
requirements_common.txt Add RoCm support (#1243) 2023-11-27 14:08:12 +01:00
requirements_cuda.txt v1.4.0 (#1494) 2024-01-26 19:04:57 +01:00
requirements_rocm.txt v1.4.0 (#1494) 2024-01-26 19:04:57 +01:00

README.md

Text Generation Inference Python gRPC Server

A Python gRPC server for Text Generation Inference

Install

make install

Run

make run-dev