GitLab

* refine documentation for Tools

* + one bugfix

* Improve docs

* correct tip format

* Apply suggestions from code review

* Apply suggestions from code review

* Apply suggestions from code review

* Correct grammer & spelling

* Improve code style

* make style ruff

* make style final

trainer parameters fixed

* Remove nestedness in tool config

* Really do it

* Use remote tools descriptions

* Work

* Clean up eval

* Changes

* Tools

* Tools

* tool

* Fix everything

* Use last result/assign for evaluation

* Prompt

* Remove hardcoded selection

* Evaluation for chat agents

* correct some spelling

* Small fixes

* Change summarization model (#23172)

* Fix link displayed

* Update description of the tool

* Fixes in chat prompt

* Custom tools, custom prompt

* Tool clean up

* save_pretrained and push_to_hub for tool

* Fix init

* Tests

* Fix tests

* Tool save/from_hub/push_to_hub and tool->load_tool

* Clean push_to_hub and add app file

* Custom inference API for endpoints too

* Clean up

* old remote tool and new remote tool

* Make a requirements

* return_code adds tool creation

* Avoid redundancy between global variables

* Remote tools can be loaded

* Tests

* Text summarization tests

* Quality

* Properly mark tests

* Test the python interpreter

* And the CI shall be green.

* fix loading of additional tools

* Work on RemoteTool and fix tests

* General clean up

* Guard imports

* Fix tools

* docs: Fix broken link in 'How to add a model...'  (#23216)

fix link

* Get default endpoint from the Hub

* Add guide

* Simplify tool config

* Docs

* Some fixes

* Docs

* Docs

* Docs

* Fix code returned by agent

* Try this

* Match args with signature in remote tool

* Should fix python interpreter for Python 3.8

* Fix push_to_hub for tools

* Other fixes to push_to_hub

* Add API doc page

* Docs

* Docs

* Custom tools

* Pin tensorflow-probability (#23220)

* Pin tensorflow-probability

* [all-test]

* [all-test] Fix syntax for bash

* PoC for some chaining API

* Text to speech

* J'ai pris des libertés

* Rename

* Basic python interpreter

* Add agents

* Quality

* Add translation tool

* temp

* GenQA + LID + S2T

* Quality + word missing in translation

* Add open assistance, support f-strings in evaluate

* captioning + s2t fixes

* Style

* Refactor descriptions and remove chain

* Support errors and rename OpenAssistantAgent

* Add setup

* Deal with typos + example of inference API

* Some rename + README

* Fixes

* Update prompt

* Unwanted change

* Make sure everyone has a default

* One prompt to rule them all.

* SD

* Description

* Clean up remote tools

* More remote tools

* Add option to return code and update doc

* Image segmentation

* ControlNet

* Gradio demo

* Diffusers protection

* Lib protection

* ControlNet description

* Cleanup

* Style

* Remove accelerate and try to be reproducible

* No randomness

* Male Basic optional in token

* Clean description

* Better prompts

* Fix args eval in interpreter

* Add tool wrapper

* Tool on the Hub

* Style post-rebase

* Big refactor of descriptions, batch generation and evaluation for agents

* Make problems easier - interface to debug

* More problems, add python primitives

* Back to one prompt

* Remove dict for translation

* Be consistent

* Add prompts

* New version of the agent

* Evaluate new agents

* New endpoints agents

* Make all tools a dict variable

* Typo

* Add problems

* Add to big prompt

* Harmonize

* Add tools

* New evaluation

* Add more tools

* Build prompt with tools descriptions

* Tools on the Hub

* Let's chat!

* Cleanup

* Temporary bs4 safeguard

* Cache agents and clean up

* Blank init

* Fix evaluation for agents

* New format for tools on the Hub

* Add method to reset state

* Remove nestedness in tool config

* Really do it

* Use remote tools descriptions

* Work

* Clean up eval

* Changes

* Tools

* Tools

* tool

* Fix everything

* Use last result/assign for evaluation

* Prompt

* Remove hardcoded selection

* Evaluation for chat agents

* correct some spelling

* Small fixes

* Change summarization model (#23172)

* Fix link displayed

* Update description of the tool

* Fixes in chat prompt

* Custom tools, custom prompt

* Tool clean up

* save_pretrained and push_to_hub for tool

* Fix init

* Tests

* Fix tests

* Tool save/from_hub/push_to_hub and tool->load_tool

* Clean push_to_hub and add app file

* Custom inference API for endpoints too

* Clean up

* old remote tool and new remote tool

* Make a requirements

* return_code adds tool creation

* Avoid redundancy between global variables

* Remote tools can be loaded

* Tests

* Text summarization tests

* Quality

* Properly mark tests

* Test the python interpreter

* And the CI shall be green.

* Work on RemoteTool and fix tests

* fix loading of additional tools

* General clean up

* Guard imports

* Fix tools

* Get default endpoint from the Hub

* Simplify tool config

* Add guide

* Docs

* Some fixes

* Docs

* Docs

* Fix code returned by agent

* Try this

* Docs

* Match args with signature in remote tool

* Should fix python interpreter for Python 3.8

* Fix push_to_hub for tools

* Other fixes to push_to_hub

* Add API doc page

* Fixes

* Doc fixes

* Docs

* Fix audio

* Custom tools

* Audio fix

* Improve custom tools docstring

* Docstrings

* Trigger CI

* Mode docstrings

* More docstrings

* Improve custom tools

* Fix for remote tools

* Style

* Fix repo consistency

* Quality

* Tip

* Cleanup on doc

* Cleanup toc

* Add disclaimer for starcoder vs openai

* Remove disclaimer

* Small fixed in the prompts

* 4.29

* Update src/transformers/tools/agents.py
Co-authored-by: Lysandre Debut <lysandre.debut@reseau.eseo.fr>

* Complete documentation

* Small fixes

* Agent evaluation

* Note about gradio-tools & LC

* Clean up agents and prompt

* Apply suggestions from code review
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Apply suggestions from code review
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>

* Note about gradio-tools & LC

* Add copyrights and address review comments

* Quality

* Add all language codes

* Add remote tool tests

* Move custom prompts to other docs

* Apply suggestions from code review
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* TTS tests

* Quality

---------
Co-authored-by: Lysandre <hi@lyand.re>
Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Philipp Schmid <32632186+philschmid@users.noreply.github.com>
Co-authored-by: Connor Henderson <connor.henderson@talkiatry.com>
Co-authored-by: Lysandre <lysandre.debut@reseau.eseo.fr>
Co-authored-by: Lysandre <lysandre@huggingface.co>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

Revert "[Doctests] Refactor doctests + add CI (#22987)"

This reverts commit 627f4479.

* intiial commit

* new styling

* update

* just run doctest in CI

* remove more test for fast dev

* update

* update refs

* update path and fetch upstream

* update documentatyion trests

* typo

* parse pwd

* don't check for files that are in hidden folders

* just give paths relative to transformers

* update

* update

* update

* major refactoring

* make sure options is ok

* lest test that mdx is tested

* doctest glob

* nits

* update doctest nightly

* some cleaning

* run correct test on diff

* debug

* run on a single worker

* skip_cuda_test tampkate

* updates

* add rA and continue on failure

* test options

* parse `py` codeblock?

* we don't need to replace ignore results, don't remember whyu I put it

* cleanup

* more cleaning

* fix arg

* more cleaning

* clean an todo

* more pre-processing

* doctest-module has none so extra `- ` is needed

* remove logs

* nits

* doctest-modules ....

* oups

* let's use sugar

* make dataset go quiet

* add proper timeout

* nites

* spleling timeout

* update

* properly skip tests that have CUDSA

* proper skipping

* cleaning main and get tests to run

* remove make report?

* remove tee

* some updates

* tee was removed but is the full output still available?

* [all-test]

* only our tests

* don't  touch tee in this PR

* no atee-sys

* proper sub

* monkey

* only replace call

* fix sub

* nits

* nits

* fix invalid syntax

* add skip cuda doctest env variable

* make sure all packages are installed

* move file

* update check repo

* revert changes

* nit

* finish cleanup

* fix re

* findall

* update don't test init files

* ignore pycache

* `-ignore-pycache` when running pytests

* try to fix the import missmatch error

* install dec

* pytest is required as doctest_utils imports things from it

* the only log issues were dataset, ignore results should work

* more cleaning

* Update .circleci/create_circleci_config.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* Apply suggestions from code review
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* [ydshieh] empty string if cuda is found

* [ydshieh] fix condition

* style

* [ydshieh] fix

* Add comment

* style

* style

* show failure

* trigger CI

---------
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>
Co-authored-by: ydshieh <ydshieh@users.noreply.github.com>

* First draft of RWKV-4

* Add support for generate

* Style post-rebase

* Properly use state

* Write doc

* Fix doc

* More math

* Add model to README, dummies and clean config

* Fix init

* multiple fixes:

- fix common tests
- fix configuraion default values
- add CI test for checking state computation
- fix some CI tests

* correct tokenizer

* some tweaks

- fix config docstring
- fix failing tests

* fix CI tests

- add output_attention / output_hidden_states
- override test_initialization
- fix failing CIs

* fix conversion script

- fix sharded case
- add new arguments

* add slow tests + more fixes on conversion script

* add another test

* final fixes

* change single name variable

* add mock attention mask for pipeline to work

* correct eos token id

* fix nits

* add checkpoints

* Apply suggestions from code review
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* add `tie_word_embeddings` in docstring

* change tensor name

* fix final nits

* Trigger CI

---------
Co-authored-by: younesbelkada <younesbelkada@gmail.com>
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* silly change to allow making a PR

* clean up doc comments

* simplify hertz_to_mel and mel_to_hertz

* fixup

* clean up power_to_db

* also add amplitude_to_db

* move functions

* clean up mel_filter_bank

* fixup

* credit librosa & torchaudio authors

* add unit tests

* tests for power_to_db and amplitude_to_db

* add mel_filter_bank tests

* rewrite STFT

* add convenience spectrogram function

* missing transpose

* fewer transposes

* add integration test to M-CTC-T

* frame length can be either window or FFT length

* rewrite stft API

* add preemphasis coefficient

* move argument

* add log option to spectrogram

* replace M-CTC-T feature extractor

* fix api thing

* replace whisper STFT

* replace whisper mel filters

* replace tvlt's stft

* allow alternate window names

* replace speecht5 stft

* fixup

* fix integration tests

* fix doc comments

* remove manual FFT length calculation

* fix docs

* go away, deprecation warnings

* combine everything into spectrogram function

* add deprecated functions back

* fixup

Add resources

fix link

* Update docs with arxiv link

* Update llama model docs

* Add FlaxWhisperForAudioClassification model

* Add models to init

* Add models to init

* Fix copies

* Fix automapping

* Fix failing test

* Add TrOCR resources

* Made fixes suggested by stevhliu

Revert "Add FlaxWhisperForAudioClassification model (#22883)"

This reverts commit c8f2c5c5.

* First draft

* Some polishing

* Text polishing

* added TOC entry for TTS

* make style

* added links to images

* fixed links to images

* Apply suggestions from code review
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* feedback addressed

* feedback from Matthijs addresed

* Update docs/source/en/tasks/text-to-speech.mdx
Co-authored-by: Matthijs Hollemans <mail@hollance.com>

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

* Add FlaxWhisperForAudioClassification model

* Add models to init

* Add models to init

* Fix copies

* Fix automapping

* first draft - gives index error in question_answering.py

* maturing

* no labels

* pipeline should know about QA

* fixing checks

* formatting

* fixed docstring

* initial commit

* formatting

* adding the class to many places

* towards less unhappy checks

* nearly there

* and gpt neox for qa

* use right model

* forgot this one

* base_model_prefix is "gpt_neox" for GPTNeoX* models

* unnecessary stuff

* Update src/transformers/models/gpt_neox/modeling_gpt_neox.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* format

* Update src/transformers/models/gpt_neox/modeling_gpt_neox.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* removed gpt2 stuff

---------
Co-authored-by: Prof. Peter Schneider-Kamp <jps@ordbogen.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

- Excess `w` in  the word `bottom`

change referrred to referred

* first draft - gives index error in question_answering.py

* maturing

* no labels

* pipeline should know about QA

* fixing checks

* formatting

* fixed docstring

* initial commit

* formatting

* adding the class to many places

* towards less unhappy checks

* nearly there

* Update src/transformers/models/gpt_neo/modeling_gpt_neo.py
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* avoid error

* moving to device of star/end_logits

---------
Co-authored-by: Prof. Peter Schneider-Kamp <jps@ordbogen.com>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* [doc] Try a few ≠ ways of linking to Papers, users, and org profiles

* Empty commit

* Empty commit now that the backend is fixed

---------
Co-authored-by: Lysandre <lysandre@huggingface.co>

* add resources for layoutlmv2

* remove 🌎 from some resources

* docs: ko: torchscript.mdx

* feat: gpt and deepl draft

* fix: manual edits

* fix: edit anchor link

* fix: resolve suggestions
Co-authored-by: Hyeonseo Yun <0525yhs@gmail.com>

* fix: resolve suggestions

---------
Co-authored-by: Hyeonseo Yun <0525yhs@gmail.com>

* first draft - gives index error in question_answering.py

* maturing

* no labels

* pipeline should know about QA

* fixing checks

* formatting

* fixed docstring

* make sure legacy code executes

* comment

* like this

---------
Co-authored-by: Prof. Peter Schneider-Kamp <jps@ordbogen.com>

* Depricate xpu_backend for ddp_backend

* Typo

* Only do a minor deprecation, no need for major
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

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

* added BioGptForSequenceClassification

* added source of copied code

* typo

* Format code with black

* Update comments for copied code

* Remove code copy comment

* 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>

* Fix failing tests

* Update code copied from comments

* Fix code quality

* Update src/transformers/models/biogpt/modeling_biogpt.py
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Apply suggestions from code review
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Fix lint error

* Update src/transformers/models/biogpt/modeling_biogpt.py
Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>

* Rename model to biogpt for consistency

* Add PipelineTesterMixin to test_modeling_biogpt.py

* Apply suggestions from code review
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* Resolve merge confict

---------
Co-authored-by: Guillem García Subies <37592763+GuillemGSubies@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>
Co-authored-by: amyeroberts <22614925+amyeroberts@users.noreply.github.com>

* update Open-Llama model

* update

* update format

* update doc

* update

* update stable embedding test

* update test case

* update format

* update readme

* fix typo

* update name

* remove tokenizer and update format

* remove convert_open_llama_weights_to_hf

* update warning and doc_string

---------
Co-authored-by: songliang.bayesian <songliang.bayesian@bytedance.com>

* first draft of toc restructure

* polishing based on feedback

* Fix CLAP link across all READMEs

* Fix copy only for en

* added GPTNeoForTokenClassification

* add to top-level init

* fixup

* test

* more fixup

* add to gpt_neo.mdx

* repo consistency

* dummy copy

* fix copies

* optax >= 0.1.5 assumes jax.Array exists - which it doesn't for jax <= 0.3.6

* merge with main made this superfluous

* added classifier_dropout

* remove legacy code

* removed fmt:on/off
removed expected_outputs

* doc style fix

* classifier_dropout is always in config

---------
Co-authored-by: Prof. Peter Schneider-Kamp <jps@ordbogen.com>

* initial commit

* added GPTNeoXForTokenClassification

* typo

* doc
fixed extra comma that turned into a tuple

* unifying variable names
fixing forward call

* classifier_dropout is in config
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

---------
Co-authored-by: Prof. Peter Schneider-Kamp <jps@ordbogen.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* fix mess

* better documentation

* typo

* fix doc

* update

* add test

* fix test

* more tests

* Update src/transformers/modeling_utils.py
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>

* move to utils

* Apply suggestions from code review
Co-authored-by: Michael Benayoun <mickbenayoun@gmail.com>

* nit

---------
Co-authored-by: younesbelkada <younesbelkada@gmail.com>
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>
Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
Co-authored-by: Michael Benayoun <mickbenayoun@gmail.com>

* Add initial changes for TF wav2vec2 for sequence classification

* Add suggested changes

* Add serving and serving output methods

* Add serving_output implementation and fix layer_weights

* Add fixes

* Fixed test cases

* Fixing test and adding suggested changes

MegaConfiig -> MegaConfig

fixed typo in code example

fixed a really small typo in the docs of single gpu inference

* temperature controls speed

* Update feature selection

* Check compatibility with datasets version

* Checkout from datasets main

* Fix TF example in quicktour

* Fix model.fit() and the dataset section too

clap nits