Commit Graph

135 Commits

Author SHA1 Message Date
Sanchit Gandhi
d8222be57e
[Whisper] Reduce batch size in tests (#23736) 2023-05-24 17:31:25 +01:00
Connor Henderson
2acedf4721
feat: Whisper prompting (#22496)
* initial working additions

* clean and rename, add cond stripping initial prompt to decode

* cleanup, edit create_initial_prompt_ids, add tests

* repo consistency, flip order of conditional

* fix error, move the processor fn to the tokenizer

* repo consistency, update test ids to corresponding tokenizer

* use convert_tokens_to_ids not get_vocab...

* use actual conditional in generate

* make sytle

* initial address comments

* initial working add new params to pipeline

* first draft of sequential generation for condition_on_previous_text

* add/update tests, make compatible with timestamps

* make compatible with diff. input kwargs and max length

* add None check

* add temperature check

* flip temp check operand

* refocusing to prev pr scope

* remove the params too

* make style

* edits, move max length incorporating prompt to whisper

* address comments

* remove asr pipeline prompt decoding, fix indexing

* address comments (more tests, validate prompt)

* un-comment out tests (from debug)

* remove old comment

* address comments

* fix typo

* remove timestamp token from test

* make style

* cleanup

* copy method to fast tokenizer, set max_new_tokens for test

* prompt_ids type just pt

* address Amy's comments

* make style
2023-05-19 09:33:11 +01:00
amyeroberts
e1eb3efd02
Temporarily increase tol for PT-FLAX whisper tests (#23288) 2023-05-11 11:43:18 +01:00
amyeroberts
f82ee109e6
Temporary tolerance fix for flaky whipser PT-TF equiv. test (#23257)
* Temp tol fix for flaky whipser test

* Add equivalent update to TF tests
2023-05-11 10:04:07 +01:00
raghavanone
312b104ff6
Add FlaxWhisperForAudioClassification model (#23173)
* Add FlaxWhisperForAudioClassification model

* Add models to init

* Add models to init

* Fix copies

* Fix automapping

* Fix failing test
2023-05-05 13:23:46 -04:00
Connor Henderson
17083b9b84
fix: Passing language as acronym to Whisper generate (#23141)
* add fix

* address comments

* remove error formatting
2023-05-05 11:52:19 -04:00
Joao Gante
78cda46f17
Generate: Add assisted generation (#22211)
* working mvp

* remove breakpoint

* fix commit

* standardize outputs

* tmp commit

* tests almost ready

* tmp commit

* skip a few models

* Add streaming; Docs and examples

* document limitations

* PR commits

* Amy PR comments
2023-04-18 17:36:56 +01:00
Yih-Dar
c7ec71baf5
Update tiny model summary file for recent models (#22637)
* Update tiny model summary file for recent models

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2023-04-06 22:52:59 +02:00
Yih-Dar
fa01127a67
update_pip_test_mapping (#22606)
* Add TFBlipForConditionalGeneration

* update pipeline_model_mapping

* Add import

* Revert changes in GPTSanJapaneseTest

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2023-04-06 17:56:06 +02:00
Yih-Dar
8b05ace014
Fix PipelineTests skip conditions (#22320)
* check what tests fail

* Skip failing tests

* Skip failing tests

* Skip failing tests

* Skip failing tests

* clean up

* clean up

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2023-03-22 20:02:24 +01:00
Younes Belkada
d979cf6efd
[Whiper] add get_input_embeddings to WhisperForAudioClassification (#22133)
* add `get_input_embeddings` to `WhisperForAudioClassification`

* add common tests

* fix another common test

* Update tests/models/whisper/test_modeling_whisper.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* fix style

---------

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
2023-03-13 19:46:01 +01:00
Yih-Dar
ab81d31d20
Skip 3 tests for WhisperEncoderModelTest (#22060)
* skip 3 tests

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2023-03-09 19:09:23 +01:00
Sanchit Gandhi
7c39318136
[Whisper] Add model for audio classification (#21754)
* [Whisper] Add model for audio classification

* make fix-copies

* add to docs

* add docstring

* empty returns

* add code example

* switch to fleurs

* stick everything on one line
2023-03-07 16:20:21 +01:00
Yih-Dar
fa9d2ad7ec
Update model_split_percents for WhisperModelTest (#21922)
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2023-03-03 14:35:08 +01:00
Yih-Dar
36ee128375
Fix WhisperModelTest (#21883)
* force on the same device

* fix tests

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2023-03-01 20:41:27 +01:00
Yih-Dar
871c31a6f1
🔥Rework pipeline testing by removing PipelineTestCaseMeta 🚀 (#21516)
* Add PipelineTesterMixin

* remove class PipelineTestCaseMeta

* move validate_test_components

* Add for ViT

* Add to SPECIAL_MODULE_TO_TEST_MAP

* style and quality

* Add feature-extraction

* update

* raise instead of skip

* add tiny_model_summary.json

* more explicit

* skip tasks not in mapping

* add availability check

* Add Copyright

* A way to diable irrelevant tests

* update with main

* remove disable_irrelevant_tests

* skip tests

* better skip message

* better skip message

* Add all pipeline task tests

* revert

* Import PipelineTesterMixin

* subclass test classes with PipelineTesterMixin

* Add pipieline_model_mapping

* Fix import after adding pipieline_model_mapping

* Fix style and quality after adding pipieline_model_mapping

* Fix one more import after adding pipieline_model_mapping

* Fix style and quality after adding pipieline_model_mapping

* Fix test issues

* Fix import requirements

* Fix mapping for MobileViTModelTest

* Update

* Better skip message

* pipieline_model_mapping could not be None

* Remove some PipelineTesterMixin

* Fix typo

* revert tests_fetcher.py

* update

* rename

* revert

* Remove PipelineTestCaseMeta from ZeroShotAudioClassificationPipelineTests

* style and quality

* test fetcher for all pipeline/model tests

---------

Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2023-02-28 19:40:57 +01:00
Arthur
087436c98e
Fix-ci-whisper (#21767)
* fix history

* input_features instead of input ids for TFWhisport doctest

* use translate intead of transcribe
2023-02-24 11:39:25 +01:00
bofeng huang
c8545d2a9c
[Whisper] Add SpecAugment (#21298)
* Return and rescale attention_mask

* Add SpecAugment to Whisper modeling

* Fix test

* Update docstring

* Add SpecAug related parameters to model config

* Add the _mask_input_features function to doc

* Fix quality

* Apply suggestions from code review

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Remove dev comments

* Add test

* Resolve conflict

* feat: mask {feature, time} prob fast tests

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

---------

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
Co-authored-by: sanchit-gandhi <sanchit@huggingface.co>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2023-02-24 11:07:52 +01:00
Jonatan Kłosko
deafc24388
Add WhisperTokenizerFast (#21222)
* Add WhisperTokenizerFast

* Fixup

* Up

* Up

* Improve tests

* Update src/transformers/models/whisper/tokenization_whisper_fast.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Keep stride in whisper pipelien test

* Remove unknown token special case

* Reduce vocabulary size in tests

* Fix vocab size assertion

* Sync copied changes from WhisperTokenizer

* Skip pipeline tests

* Update assertion

* Remove Whisper tokenizer dependency on sentencepiece

* Format

---------

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
2023-02-21 06:58:54 +01:00
Sylvain Gugger
c87bbe1ff0
Fix quality 2023-02-20 03:27:09 -05:00
Andy Ehrenberg
2840272c5f
add flax whisper implementation (#20479)
* add flax whisper implementation

* rever change to setup

* remove unused imports

* revert generation changes

* flax whisper docs

* docs

* import order

* import sorting

* isort

* add dummy objects

* doc formatting

* formatting

* remove trailing whitespaces

* fix flax whisper docs

* add generation logic to unlock flax whisper

* remove scans

* give credits to Flax Bart implementation

* remove unused imports

* add license

* remove assert

* more credits to Bart

* fix style

* formatting

* support left padding

* add flax whisper generation test

* remove copied from comments whenever not a full copy

* fix docstrings for logits processors

* revert change to FlaxForceTokensLogitsProcessor

* revert doc changes

* improve generation docs

* reorganize

* formatting

* cleanup docs

* add tests

* handle empty list case

* fix forced decoder ids in flax tests

* add flax whisper to inits

* upate dummy objects

* docs for FlaxAutoModelForSpeechSeq2Seq

* fix decoder_position_ids computation in pretrained model decode/__call__ fns

* add Copied from statements as necessary

* compute position_ids only in __call__ and decode methods of pretrained model subclasses

* improve readabilityof compute positional embeddings

* check dimensionality of input_features instead of hidden_states

* copied from statement for init_cache

* formatting

* fix copies

* fix copies

* pass attention mask to encoder layers

* fix decoder module outputs

* set dtype

Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* smaller flax model for whisper test

* Update src/transformers/generation/flax_utils.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/whisper/modeling_flax_whisper.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update tests/models/whisper/test_modeling_flax_whisper.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* cleanup

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Update src/transformers/models/whisper/modeling_flax_whisper.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* bias cleanup

* doc fix

* align style for force tokens processor

* readability

* fix input shape in tests

* revert FlaxGenerationMixin docstring

* formatting

* fix tests

* fix imports

* consistent encoder hidden states

* consistent hidden states

* input shapes

* typo

* partial class trick

* partial class for input shape

* base_class with correct input shape

* partial base classes

* match by name

* set main_input_name

* compare on names

* formatting

* remove unused import

* safer position ids computation

* safer position id computation

* Update src/transformers/models/whisper/modeling_flax_whisper.py

Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* Update src/transformers/models/whisper/modeling_flax_whisper.py

Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* remove identical inherited tests

* fix prompt ids in tests

* use generation config

* use jnp array

* better var names

* more explicit bias use

* import transformers

* formatting

* test formatting

* remove unused imports

* remove unused imports

* formatting

* isort

* docs

* fix ln orders for encoder hidden states

* whisper unique generation stuff

* flake

* use finfo for attention bias

* docs

* Update src/transformers/generation/flax_utils.py

Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* docs

* add timestamp flax test

* jit for timestamps

* formatting

* clean up timestamps processor

* formatting

* remove if_true

* cleanup

---------

Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
2023-02-20 09:17:40 +01:00
Joao Gante
24273268b7
Generate: Fix flaky indexing error in test_constrained_beam_search_generate_dict_output (#21561) 2023-02-13 15:12:07 +00:00
Sylvain Gugger
97d3390fc8
Skip failing test for now 2023-02-09 20:11:26 -05:00
Sylvain Gugger
6f79d26442
Update quality tooling for formatting (#21480)
* Result of black 23.1

* Update target to Python 3.7

* Switch flake8 to ruff

* Configure isort

* Configure isort

* Apply isort with line limit

* Put the right black version

* adapt black in check copies

* Fix copies
2023-02-06 18:10:56 -05:00
Arthur
0dff407d71
[Whisper] another patch (#21324)
* another patch

* fix timestamp test modeling

* let it be negative when the token is None
2023-01-27 16:35:16 +01:00
Arthur
6f3faf3863
[WHISPER] Small patch (#21307)
* add small patch

* update tests, forced decoder ids is not prioritary against generation config

* fix two new tests
2023-01-25 22:49:23 +01:00
Arthur
e9b4800dda
[Whisper] Fix timestamp processor (#21187)
* add draft logit processor

* add template functions

* update timesapmt processor parameters

* draft script

* simplify code

* cleanup

* fixup and clean

* update pipeline

* style

* clean up previous idea

* add tokenization utils

* update tokenizer and asr output

* fit whisper type

* style and update test

* clean test

* style test

* update tests

* update error test

* udpate code (not based on review yet)

* update tokenization

* update asr pipeline

* update code

* cleanup and update test

* fmt

* remove text verificatino

* cleanup

* cleanup

* add model test

* update tests

* update code add docstring

* update code and add docstring

* fix pipeline tests

* add draft logit processor

add template functions

update timesapmt processor parameters

draft script

simplify code

cleanup

fixup and clean

update pipeline

style

clean up previous idea

add tokenization utils

update tokenizer and asr output

fit whisper type

style and update test

clean test

style test

update tests

update error test

udpate code (not based on review yet)

update tokenization

update asr pipeline

update code

cleanup and update test

fmt

remove text verificatino

cleanup

cleanup

add model test

update tests

update code add docstring

update code and add docstring

fix pipeline tests

* Small update.

* Fixup.

* Tmp.

* More support.

* Making `forced_decoder_ids` non mandatory for users to set.

* update and fix first bug

* properly process sequence right after merge if last

* tofo

* allow list inputs + compute begin index better

* start adding tests

* add the 3 edge cases

* style

* format sequences

* fixup

* update

* update

* style

* test passes, edge cases should be good

* update last value

* remove Trie

* update tests and expec ted values

* handle bigger chunk_length

* clean tests a bit

* refactor chunk iter and clean pipeline

* update tests

* style

* refactor chunk iter and clean pipeline

* upade

* resolve comments

* Apply suggestions from code review

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>

* take stride right into account

* update test expected values

* Update code based on review

Co-authored-by: sgugger <sylvain.gugger@gmail.com>

* major refactor

* add correct strides for tests

* Update src/transformers/pipelines/automatic_speech_recognition.py

* fix whisper timestamp test

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
Co-authored-by: sgugger <sylvain.gugger@gmail.com>
2023-01-19 16:25:56 +01:00
Arthur
bb300ac686
Whisper Timestamp processor and prediction (#20620)
* add draft logit processor

* add template functions

* update timesapmt processor parameters

* draft script

* simplify code

* cleanup

* fixup and clean

* update pipeline

* style

* clean up previous idea

* add tokenization utils

* update tokenizer and asr output

* fit whisper type

* style and update test

* clean test

* style test

* update tests

* update error test

* udpate code (not based on review yet)

* update tokenization

* update asr pipeline

* update code

* cleanup and update test

* fmt

* remove text verificatino

* cleanup

* cleanup

* add model test

* update tests

* update code add docstring

* update code and add docstring

* fix pipeline tests

* add draft logit processor

add template functions

update timesapmt processor parameters

draft script

simplify code

cleanup

fixup and clean

update pipeline

style

clean up previous idea

add tokenization utils

update tokenizer and asr output

fit whisper type

style and update test

clean test

style test

update tests

update error test

udpate code (not based on review yet)

update tokenization

update asr pipeline

update code

cleanup and update test

fmt

remove text verificatino

cleanup

cleanup

add model test

update tests

update code add docstring

update code and add docstring

fix pipeline tests

* Small update.

* Fixup.

* Tmp.

* More support.

* Making `forced_decoder_ids` non mandatory for users to set.

* update and fix first bug

* properly process sequence right after merge if last

* tofo

* allow list inputs + compute begin index better

* start adding tests

* add the 3 edge cases

* style

* format sequences

* fixup

* update

* update

* style

* test passes, edge cases should be good

* update last value

* remove Trie

* update tests and expec ted values

* handle bigger chunk_length

* clean tests a bit

* refactor chunk iter and clean pipeline

* update tests

* style

* refactor chunk iter and clean pipeline

* upade

* resolve comments

* Apply suggestions from code review

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>

* take stride right into account

* update test expected values

* Update code based on review

Co-authored-by: sgugger <sylvain.gugger@gmail.com>

Co-authored-by: Nicolas Patry <patry.nicolas@protonmail.com>
Co-authored-by: sgugger <sylvain.gugger@gmail.com>
2023-01-17 15:50:09 +01:00
Arthur
761b3fad92
Expected output for the test changed (#20493) 2022-11-30 15:07:28 +01:00
Arthur
11b2e45ccc
[WHISPER] Update modeling tests (#20162)
* Update modeling tests

* update tokenization test

* typo

* nit

* fix expected attention outputs

* Apply suggestions from code review

Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>

* Update tests from review

Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* remove problematics kwargs passed to the padding function

Co-authored-by: Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2022-11-15 11:04:58 +01:00
Joao Gante
f270b960d6
Generate: move generation_*.py src files into generation/*.py (#20096)
* move generation_*.py src files into generation/*.py

* populate generation.__init__ with lazy loading

* move imports and references from generation.xxx.object to generation.object
2022-11-09 15:34:08 +00:00
Arthur
d51ca32404
fix tests (#19670) 2022-10-18 06:45:48 +02:00
Sanchit Gandhi
bbd150e92f
[Whisper] Freeze params of encoder (#19527)
* [Whisper] Freeze params of encoder

* add tests
2022-10-13 09:50:02 +01:00
Yih-Dar
440bbd44aa
Update WhisperModelIntegrationTests.test_large_batched_generation (#19472)
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>
2022-10-11 14:39:24 +02:00
Arthur
45e14038f2
Add WhisperModel to transformers (#19166)
* simplify loop

* add featur extractor

* add model

* start conversion

* add dropout

* initial commit of test files

* copnversion for all models

* update processor for correct padding

* update feature extraction

* update integration test logits match

* fmnt: off for the logits

* on the fly mel bank

* small nit

* update test

* update tokenizer

* nit feature extraction

* update

* update tokenizer test

* adds logit processor and update tokenizer to get supress tokens

* style

* clean convert

* revert to original modeling tf utils

* Update

* update

* nit

* clean convert file

* update tests and nits

* quality

* slow generation test

* ffn_dim to allow customization

* update readme

* add to toctreee

* start fixing integration tests

* update tests and code

* fix feature extractor

* fix config tests common

* update code to fix tests

* fix feature exctractor

* nit feature extraction

* update test for new feature extractor

* style

* add absrtact

* large logits wioth custom decoder input ids

* wraap around is otrch available

* fix feature extractor

* correct logits for whisper small.en

* nit

* fix encoder_attentino_mask

* some fixes

* remove unnecessary inputs

* nits

* add normalizer file

* update etst tokenization

* fix attention mask not defined

* Add model to README

* Fix doc tests

* fix generate

* remove uncoder attention mask useless

* update test modeling whisper

* update condfig to add second non supress tokens

* nits on feature exrtactor

* nit for test tokenizers

* update etsts

* update tests

* update tokenization test

* fixup

* invalidated hf token. Clean convert openai to whisper

* fix logit tests

* fixup

* clean merge

* revert toc_tree changes

* remove useless LogitProcessor

* Update whisper .mdx

* update config file doc

* update configuration docstring

* update test tokenization

* update test tokenization

* update tokenization whisper
Added copied from where needed

* update feature extraction

* nit test name

* style

* quality

* remove get suppress tokens and update non_speech tokens global variables

* Update src/transformers/models/whisper/feature_extraction_whisper.py

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* clean modeling whisper and test
Removed the attention mask arguments that are deprecated

* fix large test

* Add multilingual audio test, and translate test

* style

* fix larg multilingual test

* nits

* Update docs/source/en/model_doc/whisper.mdx

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* add copied from for attention layer

* remove attention masks in doc

* add english normalizer

* update tokenization test

* remove copied from in whisper attention : no bias in k_proj only

* wrap around dependencies in english normalizer

* style

* correct import generation logits

* for now, wrap feature extractor with torch

* Update src/transformers/models/whisper/convert_openai_whisper_to_tfms.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/whisper/configuration_whisper.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update docs/source/en/model_doc/whisper.mdx

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* remove torch depencies for feature extraction and style

* fixup

* nit

* update logitds

* style

* nit

* nits and fix final tests

* add `is_more_itertools_available` to utils

* quality

* add begin supress tokens, supress tokens to generate args and config

* clean supressTokensLogitProcessor in generation logits

* Nit naming

* add supressTokensAtBegin

* udpate tests, supress tokens to None or correct values

* nit and style

* update RAG to fit test and generate_logit

* add copy pasted statment on english normalizer

* add arguments to config_common_kwargs

* Update src/transformers/generation_utils.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/generation_logits_process.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Update src/transformers/models/whisper/configuration_whisper.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* Apply suggestions from code review

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* revert changes based on reviews

* update doc and nits

* more nits

* last nits

* update test configuration common

* add BART name in decoder attention mask documentation

* Update src/transformers/models/whisper/modeling_whisper.py

Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>

* style

* nit

* nit

* add english.json file to git

* nits on documentation

* nit

* nits

* last styling

* add main toctree file

* remove sentence piece dependency

* clean init file

* fix tokenizer that has no dependencies on sentencepiece

* update whisper init file, nit

* remove english.json file

* add get decoder prompt id

* revert changes and add forced logit processor

* nit

* clean normalizer

* remove protected

* update

* Update src/transformers/models/whisper/configuration_whisper.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* update based on review

* Update src/transformers/models/whisper/configuration_whisper.py

Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* add batched tests

Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: NielsRogge <niels.rogge1@gmail.com>
Co-authored-by: NielsRogge <48327001+NielsRogge@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
2022-10-05 22:28:31 +02:00