Commit Graph

109 Commits

Author SHA1 Message Date
Hugo Larcher d5bc6a20bd
feat: Add automatic nightly benchmarks (#2591)
* feat: Add automatic nightly benchmarks

* fix: Update runners group

* fix: add created_at field to results

* fix: Add variable results file location
2024-11-21 17:11:42 +00:00
Daniël de Kok 07bed530f7
nix: build and cache impure devshells (#2765)
* nix: build and cache all devshells

* nix: add poetry to the impure shell

This shouldn't be used to manage dependencies in a Nix devshell, but can
be handy to update `poetry.lock`.

* Fix Nix build, disable pure shell (covered by Nix tests)
2024-11-20 20:56:11 +01:00
Nicolas Patry 8a8794a672
Avoiding timeout for bloom tests. (#2693)
* Avoiding timeout for bloom tests.

* Skip the test let's see if it's always the first tests that fails.

* Fail early.

* Pulling ?

* No early exit.
2024-10-26 05:35:28 +02:00
Nicolas Patry 3dbdf63ec5
Intel ci (#2630)
* Intel CI ?

* Let's try non sharded gemma.

* Snapshot rename

* Apparently container can be gone already.
2024-10-10 16:51:57 +02:00
Nicolas Patry 43f39f6894
AMD CI (#2589)
* Only run 1 valid test.

* TRying the tailscale action quickly.

* ?

* bash spaces.

* Remove tailscale.

* More quotes.

* mnt2 ?

* Othername to avoid recursive directories.

* Good old tmate.

* Remove tmate.

* Trying a few things.

* Remove some stuff.

* Sleep ?

* Tmp

* busybox

* Launcher tgi

* Starting hello

* Busybox in python

* No device.

* Removing all variables ?

* A un moment donné.

* Tmp

* Tmp2

* DEvice request, no container name

* No device requests

* Without pytest.

* No pytest.

* from env

* Start with devices

* Attemp #1

* Remove stdin messing

* Only 1 test, no container name

* Raw tgi

* Sending args.

* Show pip freeze.

* Start downloading with token

* Giving HIP devices.

* Mount volume + port forward

* Without pytest.

* No token

* Repeated arguments

* Wrong kwarg.

* On 2 GPUs

* Fallback to single shard CI test.

* Testing

* yaml

* Common cache ?

* Trailing slash ?

* Docker volume split.

* Fix docker volume

* Fixing ?

* ?

* Try no devices ?

* Flash llama on intel CPU ?

* Fix nvidia ?

* Temp deactivate intel, activate nvidia ?
2024-10-09 17:50:49 +02:00
Alvaro Bartolome 0aa66d693a
Fix build with `--features google` (#2566)
* Fix `cargo build --features google`

* Add `cargo test --features google`
2024-09-26 11:41:38 +02:00
Nicolas Patry f512021e77
Stream options. (#2533)
* Stream options.

* Fetch stuff from nix integration test for easier testing.

* Adding the assert.

* Only send the usage when asked for.

* Update the docs.

* Impure test because we need network.

* develop.

* Optional usage.

* Fixes.

* Workflow
2024-09-19 20:50:37 +02:00
Daniël de Kok ce85efa968
Move to moe-kernels package and switch to common MoE layer (#2511)
* Move to moe-kernels package and switch to common MoE layer

This change introduces the new `moe-kernels` package:

- Add `moe-kernels` as a dependency.
- Introduce a `SparseMoELayer` module that can be used by MoE
  models.
- Port over Mixtral and Deepseek.

* Make `cargo check` pass

* Update runner
2024-09-17 18:08:58 +02:00
Daniël de Kok 71e4268600
nix: pure Rust check/fmt/clippy/test (#2525)
Runs the tests in a Nix build sandbox.
2024-09-17 12:14:30 +02:00
Nicolas Patry d95c670ada
Add nix test. (#2513)
* Add nix test.

* Modifying yourself means you need to rerun.

* Fixing the test + adding click (needed for pre-commit hooks).

* Try thuis.

* Our runner + pure test (not written)

* Reemove server.

* Root user.

* Different user ?

* Add the actual test target.

* Forgot this modification.

* Add a formatter.

* Add the secrets.

* Fixed the auth token ?

* Adding the other tests.

* Missing pre-commit.

* Test requires cargo for cargo fmt.

* Update it a bit.

* Up.

* Attempting to use a cache location for the models.

* Ignore the cache for now.
2024-09-12 14:54:56 +02:00
Nicolas Patry dae3bf1d87
Fix tokenization yi (#2507)
* Fixing odd tokenization self modifications on the Rust side (load and
resave in Python).

* Fixing the builds ?

* Fix the gh action?

* Fixing the location ?

* Validation is odd.

* Try a faster runner

* Upgrade python version.

* Remove sccache

* No sccache.

* Getting libpython maybe ?

* List stuff.

* Monkey it up.

* have no idea at this point

* Tmp.

* Shot in the dark.

* Tmate the hell out of this.

* Desperation.

* WTF.

* -y.

* Apparently 3.10 is not available anymore.

* Updating the dockerfile to make libpython discoverable at runtime too.

* Put back rust tests.

* Why do we want mkl on AMD ?

* Forcing 3.11 ?
2024-09-11 22:41:56 +02:00
Nicolas Patry e415b690a6
Lots of improvements (Still 2 allocators) (#2449)
* Making prefix/flashinfer the default and testing the full release tests.

* Include flashinfer in the docker.

* Using prebuilt.

* Allowing window_left_size (dummy version).

* Disabling flashinfer/prefix caching on odd head_dim

* Disable prefix caching for lora.

* More specific codes.

* Update lock

* Updating integration tests with new values with FI/FD.

Remove paged as a default too, and using FD everywhere.

* Update cargo lock ?

* Upgrade to 1.80 because of bitstream...

* Everywhere 1.80

* Forgot last default place.

* Apply suggestions from code review

Co-authored-by: drbh <david.richard.holtz@gmail.com>

* Updated flake lock

* Tmp

* Upgrade resolution system for less errors in resolution.

* Remove lambda for cleaner function.

* Handling debugger.

* OVerride the env in server tests.

* Is this enough to make it work ?

* This seems to be working.

* Downgrade some logs.

* Fixing the default for vlm.

* Don't enable prefix caching on VLM just yet.

* Change `add_special_tokens` in order to have the correct tokens for chat
input and not (since it's super important with the prefixing now)

* Fixing prefix caching for flashdecoding.

* Update all models.

* Fixed flashinfer version.

* add_special_tokens is internal only

* Fixing seqlen with the new vlms.

* Fixing the issue with `add_special_tokens` not being passed around.

* Fixing the test.

* Removing encoder_decoder (seq2seq).

* Update the chat test.

* Fixing the batching tokenization in flash causal lm.

* Truncating left for radix purposes.

* Oops this doesn't belong here.

* Put back default pure shell.

* Update server tests

- Default to throughput test in k6
- Use TGI_WIGGLE_ROOM to adjust wiggle room

* Only n_heads / process_group.size() are necessary.

* Revert the integrationt tests change (seem linked to head_size
modification).

* Adding error message when assert is violated.

* Fixing the free algorithm to handle times where the common prefix is
smaller.

* Apply suggestions from code review

Co-authored-by: OlivierDehaene <olivier@huggingface.co>

* Update server/text_generation_server/layers/attention/common.py

Co-authored-by: OlivierDehaene <olivier@huggingface.co>

* Fix disabling prefix caching - Fix windowing checks.

* Revert the Cohere tokenizer change (for now using a revision instead).

* Fmt.

---------

Co-authored-by: drbh <david.richard.holtz@gmail.com>
Co-authored-by: OlivierDehaene <olivier@huggingface.co>
2024-08-29 16:29:01 +02:00
Nicolas Patry 2788d41a76
Fixing CI. (#2462) 2024-08-27 15:33:02 +02:00
Nicolas Patry e4201f44cf
All integration tests back everywhere (too many failed CI). (#2428)
* All integration tests back everywhere (too many failed CI).

* Upgrade integration tests after 12.4

* Attempt to remove the specifed compute cap.

* Common arch list.

* Punica uses raw ASM which is not valid on 9.0 apparently.
2024-08-16 21:19:46 +02:00
Hugo Larcher 53729b74ac
doc: Add metrics documentation and add a 'Reference' section (#2230)
* doc: Add metrics documentation and add a 'Reference' section

* doc: Add API reference

* doc: Refactor API reference

* fix: Message API link

* Bad rebase

* Moving the docs.

---------

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-08-16 19:43:30 +02:00
Wang, Yi b6bb1d5160
Cpu dockerimage (#2367)
add intel-cpu docker image

Signed-off-by: Wang, Yi A <yi.a.wang@intel.com>
2024-08-12 14:10:30 +02:00
Daniël de Kok 22fb1be588
Fix cache block size for flash decoding (#2351)
* Fix cache block size for flash decoding

This seems to have been accidentally dropped during the TRT-LLM
PR rebase.

* Also run CI on changes to `backends`
2024-08-01 15:38:57 +02:00
Nicolas Patry 2b19d671b4
Rebase TRT-llm (#2331)
* wip

wip

refacto

refacto

Initial setup for CXX binding to TRTLLM

Working FFI call for TGI and TRTLLM backend

Remove unused parameters annd force tokenizer name to be set

Overall build TRTLLM and deps through CMake build system

Enable end to end CMake build

First version loading engines and making it ready for inference

Remembering to check how we can detect support for chunked context

Move to latest TensorRT-LLM version

Specify which default log level to use depending on CMake build type

make leader executor mode working

unconditionally call InitializeBackend on the FFI layer

bind to CUDA::nvml to retrieve compute capabilities at runtime

updated logic and comment to detect cuda compute capabilities

implement the Stream method to send new tokens through a callback

use spdlog release 1.14.1 moving forward

update trtllm to latest version a96cccafcf6365c128f004f779160951f8c0801c

correctly tell cmake to build dependent tensorrt-llm required libraries

create cmake install target to put everything relevant in installation folder

add auth_token CLI argument to provide hf hub authentification token

allow converting huggingface::tokenizers error to TensorRtLlmBackendError

use correct include for spdlog

include guard to build example in cmakelists

working setup of the ffi layer

remove fmt import

use external fmt lib

end to end ffi flow working

make sure to track include/ffi.h to trigger rebuild from cargo

impl the rust backend which currently cannot move the actual computation in background thread

expose shutdown function at ffi layer

impl RwLock scenario for TensorRtLllmBackend

oops missing c++ backend definitions

compute the number of maximum new tokens for each request independently

make sure the context is not dropped in the middle of the async decoding.

remove unnecessary log

add all the necessary plumbery to return the generated content

update invalid doc in cpp file

correctly forward back the log probabilities

remove unneeded scope variable for now

refactor Stream impl for Generation to factorise code

expose the internal missing start/queue timestamp

forward tgi parameters rep/freq penalty

add some more validation about grammar not supported

define a shared struct to hold the result of a decoding step

expose information about potential error happening while decoding

remove logging

add logging in case of decoding error

make sure executor_worker is provided

add initial Dockerfile for TRTLLM backend

add some more information in CMakeLists.txt to correctly install executorWorker

add some more information in CMakeLists.txt to correctly find and install nvrtc wrapper

simplify prebuilt trtllm libraries name definition

do the same name definition stuff for tensorrt_llm_executor_static

leverage pkg-config to probe libraries paths and reuse new install structure from cmake

fix bad copy/past missing nvinfer linkage direction

align all the linker search dependency

add missing pkgconfig folder for MPI in Dockerfile

correctly setup linking search path for runtime layer

fix missing / before tgi lib path

adding missing ld_library_path for cuda stubs in Dockerfile

update tgi entrypoint

commenting out Python part for TensorRT installation

refactored docker image

move to TensorRT-LLM v0.11.0

make docker linter happy with same capitalization rule

fix typo

refactor the compute capabilities detection along with num gpus

update TensorRT-LLM to latest version

update TensorRT install script to latest

update build.rs to link to cuda 12.5

add missing dependant libraries for linking

clean up a bit

install to decoder_attention target

add some custom stuff for nccl linkage

fix envvar CARGO_CFG_TARGET_ARCH set at runtime vs compile time

use std::env::const::ARCH

make sure variable live long enough...

look for cuda 12.5

add some more basic info in README.md

* Rebase.

* Fix autodocs.

* Let's try to enable trtllm backend.

* Ignore backends/v3 by default.

* Fixing client.

* Fix makefile + autodocs.

* Updating the schema thing + redocly.

* Fix trtllm lint.

* Adding pb files ?

* Remove cargo fmt temporarily.

* ?

* Tmp.

* Remove both check + clippy  ?

* Backporting telemetry.

* Backporting 457fb0a1

* Remove PB from git.

* Fixing PB with default member backends/client

* update TensorRT-LLM to latest version

* provided None for api_key

* link against libtensorrt_llm and not libtensorrt-llm

---------

Co-authored-by: OlivierDehaene <23298448+OlivierDehaene@users.noreply.github.com>
Co-authored-by: Morgan Funtowicz <morgan@huggingface.co>
2024-07-31 10:33:10 +02:00
Adrien fd2e06316d
fix: fix buildkit config in ci
Signed-off-by: Adrien <adrien@huggingface.co>
2024-07-29 09:25:56 +02:00
Adrien 3905f854ed
Fix registry name (#2307) 2024-07-25 16:06:00 +02:00
Nicolas Patry 26614057a7
Using g6 instead of g5. (#2281)
* Using g6 instead of g5.

* Update the idefics2 snapshot.
2024-07-25 11:21:17 +02:00
Adrien 4700465192
use proper name for ci (#2274) 2024-07-22 21:50:53 +02:00
Adrien 6aebf44f47
fix(ci): test new instances (#2272)
* test new instances

Signed-off-by: Adrien <adrien@huggingface.co>

* improve build ci

Signed-off-by: Adrien <adrien@huggingface.co>

---------

Signed-off-by: Adrien <adrien@huggingface.co>
2024-07-22 14:41:30 +02:00
OlivierDehaene 53ec0b790b
feat(fp8): use fbgemm kernels and load fp8 weights directly (#2248)
* feat(fp8): add support for fbgemm

* allow loading fp8 weights directly

* update outlines

* fix makefile

* build fbgemm

* avoid circular import and fix dockerfile

* add default dtype

* refactored weights loader

* fix auto conversion

* fix quantization config parsing

* force new nccl on install

* missing get_weights implementation

* increase timeout
2024-07-20 19:02:04 +02:00
Adrien 11123a8e99
re-push to internal registry (#2242)
* re-push to internal registry

Signed-off-by: Adrien <adrien@huggingface.co>

* fix name

Signed-off-by: Adrien <adrien@huggingface.co>

* debug

Signed-off-by: Adrien <adrien@huggingface.co>

* debug

Signed-off-by: Adrien <adrien@huggingface.co>

* wip

Signed-off-by: Adrien <adrien@huggingface.co>

* wip

Signed-off-by: Adrien <adrien@huggingface.co>

* wip debug

Signed-off-by: Adrien <adrien@huggingface.co>

* add debug

Signed-off-by: Adrien <adrien@huggingface.co>

* should

Signed-off-by: Adrien <adrien@huggingface.co>

* wip

Signed-off-by: Adrien <adrien@huggingface.co>

* ww

Signed-off-by: Adrien <adrien@huggingface.co>

* wip

Signed-off-by: Adrien <adrien@huggingface.co>

* wip

Signed-off-by: Adrien <adrien@huggingface.co>

* ww

Signed-off-by: Adrien <adrien@huggingface.co>

* wip

Signed-off-by: Adrien <adrien@huggingface.co>

* wip

Signed-off-by: Adrien <adrien@huggingface.co>

* debug

Signed-off-by: Adrien <adrien@huggingface.co>

* w

Signed-off-by: Adrien <adrien@huggingface.co>

* revert tests

Signed-off-by: Adrien <adrien@huggingface.co>

* last reverts

Signed-off-by: Adrien <adrien@huggingface.co>

* another one

Signed-off-by: Adrien <adrien@huggingface.co>

---------

Signed-off-by: Adrien <adrien@huggingface.co>
2024-07-20 05:06:40 +00:00
Nicolas Patry 4c976fb406
Updating the self check (#2209)
* Updating the self check

* Fix.

* Revert the CLI .

* cli.

* Space.

* Revert cargo update.
2024-07-09 17:23:48 +02:00
Nicolas Patry fe710af25f
Adding sanity check to openapi docs. 2024-07-09 11:13:48 +02:00
Guillaume LEGENDRE 5e2a305880
Fix buildx cache + change runner type (#2176)
* Update build.yaml

* Update build.yaml

* change to S3 cache

* change to CPU Runners

* remove comments
2024-07-08 18:13:32 +02:00
Daniël de Kok 05c094fcfa
Consistently take `prefix` in model constructors (#2191)
* Consistently take `prefix` in model constructors

* Release test check fix

* Misc refactor-related fixes
2024-07-05 16:07:48 +02:00
Daniël de Kok 67ef0649cf
GPTQ CI improvements (#2151)
* Add more representative Llama GPTQ test

The Llama GPTQ test is updated to use a model with the commonly-used
quantizer config format and activation sorting. The old test is
kept around (but renamed) since it tests the format produced by
`text-generation-server quantize`.

* Add support for manually triggering a release build
2024-07-05 14:12:16 +02:00
drbh 571530dd9a
feat: improve update_docs for openapi schema (#2169)
* feat: add pre commit step to force schema update when router changes

* fix: prefer improved update_doc and start server and compare

* fix: adjust typo

* fix: adjust revert typo

* fix: update workflow to use update_doc md command

* feat: improve workflow to check openapi schema too

* fix: adjust timeout for CI

* fix: adjust raise condition and install server in ci

* fix: install protoc before server

* feat: improve update doc and add command to print router schema

* fix: adjust autodoc workflow

* fix: explicitly install protoc and python

* fix: alllow trailing space in openapi schema diff
2024-07-03 09:53:35 +02:00
Guillaume LEGENDRE 963b6c6f0f
Ci test (#2124)
* first test with registry mirror

* change push registry

* remove comments

* Move cache to push registry

* fix registry url

* Update .github/workflows/ci_build.yaml

---------

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-07-02 12:45:38 +02:00
Nicolas Patry d0225b1015
GH router. (#2153) 2024-07-01 15:42:26 +02:00
Nicolas Patry fb98ab273f
Fixing the CI to also run in release when it's a tag ? (#2138) 2024-06-28 09:31:09 +02:00
Daniël de Kok fc9c3153e5
Add pytest release marker (#2114)
* Add pytest release marker

Annotate a test with `@pytest.mark.release` and it only gets run
with `pytest integration-tests --release`.

* Mark many models as `release` to speed up CI
2024-06-25 16:53:20 +02:00
Nicolas Patry 9e2fdf57c0
Removing IPEX_AVAIL. (#2115)
* Removing IPEX_AVAIL.

Chose to unify CPU and XPU under `ipex`. Most code is exactly similar
except for a very few spots.

The biggest number of spots is the kv-cache layout and the flash_xxx.py
files.
Since those files should be removed soon and factored away, we should
not need them.

* Forgot a few places.

* Unrelated change.

* Fixing HF_TOKEN.

* HF_TOKEN
2024-06-25 13:20:57 +02:00
Lucain 3447c722fd
Support `HF_TOKEN` environment variable (#2066)
* Support HF_TOKEN environement variable

* Load test.

---------

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
2024-06-25 09:23:12 +02:00
Nicolas Patry 480d3b3304
New runner. Manual squash. (#2110)
* New runner. Manual squash.

* Network host.

* Put back trufflehog with proper extension.

* No network host ?

* Moving buildx install after tailscale ?

* 1.79
2024-06-24 18:08:34 +02:00
drbh cdbf802860
feat: rotate tests ci token (#2091) 2024-06-19 17:02:58 -04:00
Daniël de Kok 11ea9ce002
CI: pass pre-commit hooks again (#2084) 2024-06-18 09:38:21 +02:00
Guillaume LEGENDRE 4f25c67d63
CI: Tailscale improvements (#2079)
* test local tailscale

* Update build.yaml

* Update build.yaml

* Update build.yaml

* Update build.yaml

* wait for ssh

* network host

* change step order
2024-06-18 09:13:04 +02:00
Daniël de Kok c8c7ccd31e
Set maximum grpc message receive size to 2GiB (#2075)
* Set maximum grpc message receive size to 2GiB

The previous default was 4MiB, which doesn't really work well for
multi-modal models.

* Update to Rust 1.79.0

* Fixup formatting to make PR pass
2024-06-17 16:40:44 +02:00
drbh 376a0b7ada
Support chat response format (#2046)
* feat: support response_format in chat

* fix: adjust typos

* fix: add trufflehog lint
2024-06-11 10:44:56 -04:00
Luc Georges dfca1dfc5e
fix(ci): remove unnecessary permissions (#2045) 2024-06-10 12:16:53 -04:00
Luc Georges 4e74ec09a8
feat(ci): add trufflehog secrets detection (#2038) 2024-06-10 11:54:13 -04:00
Daniël de Kok bf3c813782 server: use chunked inputs
The router will now send the input as chunks besides as a single
string. This change modifies the server to process chunked input
rather than strings. This also allows us to remove the image
extraction code from the server.
2024-06-07 08:09:04 +02:00
Nicolas Patry 9765658212 Revert "Enabling CI for AMD with new runner.."
This reverts commit 101ac9a760.
2024-06-06 19:08:16 +02:00
Nicolas Patry 101ac9a760 Enabling CI for AMD with new runner.. 2024-06-06 19:07:48 +02:00
Nicolas Patry ed1cfde0d8
Internal runner ? (#2023)
# 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 -->

Fixes # (issue)


## 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

 -->
2024-06-06 18:51:42 +02:00
Nicolas Patry 8390e251d9
Making `make install` work better by default. (#2004)
# What does this PR do?

Making `make install` a much better sane default to start local dev
environments.

<!--
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 -->

Fixes # (issue)


## 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

 -->
2024-06-04 19:38:46 +02:00