"docs/source/vscode:/vscode.git/clone" did not exist on "db587220844538787f560c8a797f1268fef9099d"
- 18 Aug, 2023 2 commits
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Kihoon Son authored
* Suggestions on Pipeline_webserver docs: reorder the warning tip for pseudo-code Co-Authored-By:
Wonhyeong Seo <wonhseo@kakao.com> * Apply suggestions from code review Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/ko/pipeline_webserver.md Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> --------- Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com>
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Amélie T. Reymond authored
`lang_code_to_id("en_XX")` => `lang_code_to_id["en_XX"]` lang_code_to_id is a dict
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- 17 Aug, 2023 4 commits
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Yoach Lacombe authored
* add AutoModelForTextToSpeech class * add TTS pipeline and tessting * add docstrings to text_to_speech pipeline * fix torch dependency * corrector 'processor is None' case in Pipeline * correct repo id * modify text-to-speech -> text-to-audio * remove processor * rename text_to_speech pipelines files to text_audio * add textToWaveform and textToSpectrogram instead of textToAudio classes * update TTS pipeline to the bare minimum * update tests TTS pipeline * make style and erase useless import torch in TTS pipeline tests * modify how to check if generate or forward in TTS pipeline * remove unnecessary extra new lines * Apply suggestions from code review Co-authored-by:
Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com> * refactor input_texts -> text_inputs * correct docstrings of TTS.__call__ * correct the shape of generated waveform * take care of Bark tokenizer special case * correct run_pipeline_test TTS * make style * update TTS docstrings * address Sylvain nit refactors * make style * refactor into one liners * correct squeeze * correct way to test if forward or generate * Update output audio waveform shape * make style * correct import * modify how the TTS pipeline test if a model can generate * align shape output of TTS pipeline with consistent shape --------- Co-authored-by:
Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
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Alex McKinney authored
* Adds `TRANSFORMERS_TEST_DEVICE` Mirrors the same API in the diffusers library. Useful in transformers too. * replace backend checking with trying `torch.device` * Adds better error message for unknown test devices * `make style` * adds documentation showing `TRANSFORMERS_TEST_DEVICE` usage.
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Younes Belkada authored
fix un-rendered images
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Juntae authored
* docs: ko: pr_checks.mdx * feat: chatgpt draft * fix: manual edits * fix: resolve suggestions Co-authored-by:
Sohyun Sim <96299403+sim-so@users.noreply.github.com> * feat: chatgpt draft * fix: manual edits --------- Co-authored-by:
Sohyun Sim <96299403+sim-so@users.noreply.github.com>
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- 16 Aug, 2023 1 commit
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lishukan authored
* fix_all_language_quicktour * give up ! before bash command --------- Co-authored-by:lishukan <lishukan@dxy.cn>
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- 14 Aug, 2023 1 commit
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Marc Sun authored
* fix nits * fix docstring * fix doc * fix damp_percent * fix doc
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- 13 Aug, 2023 1 commit
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Erfan Zekri Esfahani authored
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- 10 Aug, 2023 3 commits
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Marc Sun authored
* GTPQ integration * Add tests for gptq * support for more quantization model * fix style * typo * fix method * Update src/transformers/modeling_utils.py Co-authored-by:
Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * add dataclass and fix quantization_method * fix doc * Update tests/quantization/gptq/test_gptq.py Co-authored-by:
Younes Belkada <49240599+younesbelkada@users.noreply.github.com> * Apply suggestions from code review Co-authored-by:
Younes Belkada <49240599+younesbelkada@users.noreply.github.com> * modify dataclass * add gtpqconfig import * fix typo * fix tests * remove dataset as req arg * remove tokenizer import * add offload cpu quantization test * fix check dataset * modify dockerfile * protect trainer * style * test for config * add more log * overwrite torch_dtype * draft doc * modify quantization_config docstring * fix class name in docstring * Apply suggestions from code review Co-authored-by:
Younes Belkada <49240599+younesbelkada@users.noreply.github.com> * more warning * fix 8bit kwargs tests * peft compatibility * remove var * fix is_gptq_quantized * remove is_gptq_quantized * fix wrap * Update src/transformers/modeling_utils.py Co-authored-by:
Younes Belkada <49240599+younesbelkada@users.noreply.github.com> * add exllama * skip test * overwrite float16 * style * fix skip test * Apply suggestions from code review Co-authored-by:
Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * fix docsting formatting * add doc * better test --------- Co-authored-by:
Sylvain Gugger <35901082+sgugger@users.noreply.github.com> Co-authored-by:
Younes Belkada <49240599+younesbelkada@users.noreply.github.com>
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Merve Noyan authored
fix rendering
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TaeYupNoh authored
* docs: ko: philosophy.md * feat: chatgpt draft * fix: manual edits * fix: resolve suggestions
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- 09 Aug, 2023 6 commits
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Hyeonseo Yun authored
* docs: ko: model_summary.md * feat: nmt and manual edit model_summary.mdx * fix: resolve suggestions Co-authored-by:
Sohyun Sim <96299403+sim-so@users.noreply.github.com> Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> * fix: resolve suggestions2 Co-authored-by:
Sohyun Sim <96299403+sim-so@users.noreply.github.com> --------- Co-authored-by:
Sohyun Sim <96299403+sim-so@users.noreply.github.com> Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com>
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MinJae Kang authored
* docs: ko: add_new_model.md * feat: chatgpt draft * fix: manual edits * fix: change document title * fix: edit with reviewers Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com> * fix: edit with reviewers Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com> * fix: edit with reviewers Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com> * fix: edit with reviewers Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com> * fix: edit with reviewers Co-authored-by:
SeongWooChoi <46990061+nuatmochoi@users.noreply.github.com> * fix: edit with reviewers Co-authored-by:
SeongWooChoi <46990061+nuatmochoi@users.noreply.github.com> * fix: edit with reviewers Co-authored-by:
SeongWooChoi <46990061+nuatmochoi@users.noreply.github.com> * fix: edit with reviewers Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com> * fix: add anchor to header * Update docs/source/ko/add_new_model.md Co-authored-by:
이서정 <97655267+sjlee-wise@users.noreply.github.com> * Update docs/source/ko/add_new_model.md Co-authored-by:
이서정 <97655267+sjlee-wise@users.noreply.github.com> * Update docs/source/ko/add_new_model.md Co-authored-by:
이서정 <97655267+sjlee-wise@users.noreply.github.com> * fix: edit with reviews * feat: edit toctree --------- Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com> Co-authored-by:
SeongWooChoi <46990061+nuatmochoi@users.noreply.github.com> Co-authored-by:
이서정 <97655267+sjlee-wise@users.noreply.github.com>
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Maria Khalusova authored
* initial commit * semi-finished task guide draft * image link * Apply suggestions from code review Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/tasks/visual_question_answering.md Co-authored-by:
NielsRogge <48327001+NielsRogge@users.noreply.github.com> * feedback addressed * Apply suggestions from code review Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com> * nits addressed --------- Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> Co-authored-by:
NielsRogge <48327001+NielsRogge@users.noreply.github.com> Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com>
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Joao Gante authored
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Joao Gante authored
Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com> Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com>
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SeongWooChoi authored
* docs: ko: perf_train_cpu_many.md * feat: chatgpt draft * fix: manual edits * fix: resolve suggestions Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com> --------- Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com>
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- 08 Aug, 2023 1 commit
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나건주 authored
* docs: ko: add_tensorflow_model.md * feat: chatgpt draft * fix: manual edits * fix: manual edits * fix: resolve suggestions * fix: manual edits
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- 07 Aug, 2023 2 commits
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Merve Noyan authored
* added benchmarks for compile * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Sayak Paul <spsayakpaul@gmail.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com> * added more models * added more models fr * added visualizations * minor fix * Update docs/source/en/perf_torch_compile.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com> * Update docs/source/en/perf_torch_compile.md Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com> * Added links to models and put charts side by side * Added batch comparisons * Added more comparisons * Fix table * Added link to wheel * Update perf_torch_compile.md --------- Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> Co-authored-by:
Sayak Paul <spsayakpaul@gmail.com> Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com>
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Injin Paek authored
* docs: ko: perf_infer_gpu_one * feat: chatgpt draft * fix: manual edits * fix: manual edits * fix: resolve suggestions Co-authored-by:
Sohyun Sim <96299403+sim-so@users.noreply.github.com> Co-authored-by:
TaeYupNoh <107118671+TaeYupNoh@users.noreply.github.com> * fix: resolve suggestions * fix: resolve suggestions Co-authored-by:
Younes Belkada <49240599+younesbelkada@users.noreply.github.com> --------- Co-authored-by:
Sohyun Sim <96299403+sim-so@users.noreply.github.com> Co-authored-by:
TaeYupNoh <107118671+TaeYupNoh@users.noreply.github.com> Co-authored-by:
Younes Belkada <49240599+younesbelkada@users.noreply.github.com>
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- 04 Aug, 2023 1 commit
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Sylvain Gugger authored
* Document check copies better and add tests * Include header in check for copies * Manual fixes * Try autofix * Fixes * Clean tests * Finalize doc * Remove debug print * More fixes
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- 03 Aug, 2023 5 commits
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Victor Geislinger authored
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Howard Huang authored
`groupe` -> `grouped`
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Yoach Lacombe authored
* add generate method to SpeechT5ForTextToSpeech * update speecht5forTTS docstrings * Remove defaults to None in generate docstrings Co-authored-by:
Sylvain Gugger <35901082+sgugger@users.noreply.github.com> --------- Co-authored-by:
Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
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Yoach Lacombe authored
* add mention to optimization in Bark docs * add offload mention in docs * Apply suggestions from code review Co-authored-by:
Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com> * Update bark docs. * Update bark.md --------- Co-authored-by:
Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com>
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Joao Gante authored
Separate generate doc section
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- 02 Aug, 2023 2 commits
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Kevin Lloyd Bernal authored
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heuristicwave authored
* doc: ko: perf_infer_gpu_many.mdx * feat: chatgpt draft * fix: manual edits * Update docs/source/ko/perf_infer_gpu_many.md Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com> --------- Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com>
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- 01 Aug, 2023 1 commit
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Younes Belkada authored
[`Docs`/`quantization`] Clearer explanation on how things works under the hood. + remove outdated info (#25216) * clearer explanation on how things works under the hood. * Update docs/source/en/main_classes/quantization.md Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> * Update docs/source/en/main_classes/quantization.md Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com> * add `load_in_4bit` in `from_pretrained` --------- Co-authored-by:
Steven Liu <59462357+stevhliu@users.noreply.github.com> Co-authored-by:
amyeroberts <22614925+amyeroberts@users.noreply.github.com>
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- 31 Jul, 2023 1 commit
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Stas Bekman authored
Update quantization.md
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- 28 Jul, 2023 1 commit
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Sohyun Sim authored
* docs: ko: transformers_agents.md * docs: ko: transformers_agents.md * feat: deepl draft * fix: manual edits * fix: resolve suggestions Co-authored-by:
Juntae <79131091+sronger@users.noreply.github.com> Co-authored-by:
Injin Paek <71638597+eenzeenee@users.noreply.github.com> --------- Co-authored-by:
Juntae <79131091+sronger@users.noreply.github.com> Co-authored-by:
Injin Paek <71638597+eenzeenee@users.noreply.github.com>
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- 27 Jul, 2023 1 commit
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Sanchit Gandhi authored
* First commit * step 1 working * add alibi * placeholder for `scan` * add matrix mult alibi * beta scaling factor for bmm * working v1 - simple forward pass * move layer_number from attribute to arg in call * partial functioning scan * hacky working scan * add more modifs * add test * update scan for new kwarg order * fix position_ids problem * fix bug in attention layer * small fix - do the alibi broadcasting only once * prelim refactor * finish refactor * alibi shifting * incorporate dropout_add to attention module * make style * make padding work again * update * remove bogus file * up * get generation to work * clean code a bit * added small tests * adding albii test * make CI tests pass: - change init weight - add correct tuple for output attention - add scan test - make CI tests work * fix few nits * fix nit onnx * fix onnx nit * add missing dtype args to nn.Modules * remove debugging statements * fix scan generate * Update modeling_flax_bloom.py * Update test_modeling_flax_bloom.py * Update test_modeling_flax_bloom.py * Update test_modeling_flax_bloom.py * fix small test issue + make style * clean up * Update tests/models/bloom/test_modeling_flax_bloom.py Co-authored-by:
Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com> * fix function name * small fix test * forward contrib credits from PR17761 * Fix failing test * fix small typo documentation * fix non passing test - remove device from build alibi * refactor call - refactor `FlaxBloomBlockCollection` module * make style * upcast to fp32 * cleaner way to upcast * remove unused args * remove layer number * fix scan test * make style * fix i4 casting * fix slow test * Update src/transformers/models/bloom/modeling_flax_bloom.py Co-authored-by:
Sanchit Gandhi <93869735+sanchit-gandhi@users.noreply.github.com> * remove `layer_past` * refactor a bit * fix `scan` slow test * remove useless import * major changes - remove unused code - refactor a bit - revert import `torch` * major refactoring - change build alibi * remove scan * fix tests * make style * clean-up alibi * add integration tests * up * fix batch norm conversion * style * style * update pt-fx cross tests * update copyright * Update src/transformers/modeling_flax_pytorch_utils.py Co-authored-by:
Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * per-weight check * style * line formats --------- Co-authored-by:
younesbelkada <younesbelkada@gmail.com> Co-authored-by:
Patrick von Platen <patrick.v.platen@gmail.com> Co-authored-by:
Younes Belkada <49240599+younesbelkada@users.noreply.github.com> Co-authored-by:
haileyschoelkopf <haileyschoelkopf@users.noreply.github.com> Co-authored-by:
Sylvain Gugger <35901082+sgugger@users.noreply.github.com>
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- 26 Jul, 2023 1 commit
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Kihoon Son authored
* translated pipeline_webserver.md Co-Authored-By:
Hyeonseo Yun <0525yhs@gmail.com> Co-Authored-By:
Wonhyeong Seo <wonhseo@kakao.com> Co-Authored-By:
Sohyun Sim <96299403+sim-so@users.noreply.github.com> Co-Authored-By:
Gabriel Yang <gabrielwithhappy@gmail.com> Co-Authored-By:
Nayeon Han <nayeon2.han@gmail.com> Co-Authored-By:
Jungnerd <46880056+jungnerd@users.noreply.github.com> * Update pipeline_webserver.md * Apply suggestions from code review Co-authored-by:
Hyeonseo Yun <0525yhs@gmail.com> Co-authored-by:
Sangam Lee <74291999+augustinLib@users.noreply.github.com> Co-authored-by:
Kim haewon <ehdvkf02@naver.com> --------- Co-authored-by:
Hyeonseo Yun <0525yhs@gmail.com> Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> Co-authored-by:
Sohyun Sim <96299403+sim-so@users.noreply.github.com> Co-authored-by:
Gabriel Yang <gabrielwithhappy@gmail.com> Co-authored-by:
Nayeon Han <nayeon2.han@gmail.com> Co-authored-by:
Jungnerd <46880056+jungnerd@users.noreply.github.com> Co-authored-by:
Sangam Lee <74291999+augustinLib@users.noreply.github.com> Co-authored-by:
Kim haewon <ehdvkf02@naver.com>
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- 25 Jul, 2023 6 commits
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Yih-Dar authored
fix Co-authored-by:ydshieh <ydshieh@users.noreply.github.com>
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Sebastian Husch Lee authored
* Initial addition of t5forsequenceclassification * Adding imports and adding tests * Formatting * Running make fix-copies * Adding mt5forseq * Formatting * run make fix-copies * Adding to docs * Add model_parallel * Fix bug * Fix * Remove TODO * Fixing tests for T5ForSequenceClassification * Undo changes to dependency_versions_table.py * Change classification head to work with T5Config directly * Change seq length to let tests pass * PR comments for formatting * Formatting * Initial addition of UMT5ForSequenceClassification * Adding to inits and formatting * run make fix-copies * Add doc for UMT5ForSeqClass * Update UMT5 config * Fix docs * Skip torch fx test for SequenceClassification * Formatting * Add skip to UMT5 tests as well * Fix umt5 tests * Running make fix-copies * PR comments * Fix for change to sentence_representation * Rename seq_len to hidden_size since that's what it is * Use base_model to follow format of the rest of the library * Update docs * Extract the decoder_input_ids changes and make one liner * Make one-liner
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김준재_T3056 authored
* docs: ko: perf_infer_cpu.md * feat: chatgpt draft * fix: manual edits * Update docs/source/ko/_toctree.yml * Update docs/source/ko/perf_infer_cpu.md * Update docs/source/ko/perf_infer_cpu.md 이 부분은 저도 걸리적거렸던 부분입니다. 반영하겠습니다! Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> * Update docs/source/ko/perf_infer_cpu.md 동의합니다! 제가 원본에 너무 얽매여 있었네요! Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> * Update docs/source/ko/perf_infer_cpu.md 말씀하신대로 원문에 너무 집착했던것 같습니다 Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> * Update docs/source/ko/perf_infer_cpu.md 더 나은 어휘 사용에 감사드립니다! Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> * Update docs/source/ko/perf_infer_cpu.md 이 당시 '주기'란 용어를 생각해내질 못했네요... Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> * Update docs/source/ko/perf_infer_cpu.md 좀 더 자연스러운 문맥이 됐네요! Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> * Update docs/source/ko/perf_infer_cpu.md 굳이 원본 형식에 얽매일 필요가 없군요! Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> * Update docs/source/ko/perf_infer_cpu.md Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com> --------- Co-authored-by:
Wonhyeong Seo <wonhseo@kakao.com>
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Arthur authored
* draft add new model like * some cleaning of the config * nits * add nested configs * nits * update * update * added layer norms + triton kernels * consider only LPLayerNorm for now. * update * all keys match. * Update * fixing nits here and there * working forward pass. * removed einops dependency * nits * format * add alibi * byebye head mask * refactor attention * nits. * format * fix nits. * nuke ande updates * nuke tokenizer test * don't reshape query with kv heads * added a bit of documentation. * remove unneeded things * nuke more stuff * nit * logits match - same generations * rm unneeded methods * 1 remaining failing CI test * nit * fix nits * fix docs * fix docs * rm tokenizer * fixup * fixup * fixup and fix tests * fixed configuration object. * use correct activation * few minor fixes * clarify docs a bit * logits match à 1e-12 * skip and unskip a test * added some slow tests. * fix readme * add more details * Update docs/source/en/model_doc/mpt.md 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 configuration issues * more fixes in config * added more models * Apply suggestions from code review Co-authored-by:
Arthur <48595927+ArthurZucker@users.noreply.github.com> * remove unneeded position ids * fix some comments * Apply suggestions from code review Co-authored-by:
Arthur <48595927+ArthurZucker@users.noreply.github.com> * revert suggestion * mpt alibi + added batched generation * Update src/transformers/models/mpt/__init__.py Co-authored-by:
Arthur <48595927+ArthurZucker@users.noreply.github.com> * remove init config * Update src/transformers/models/mpt/configuration_mpt.py Co-authored-by:
Arthur <48595927+ArthurZucker@users.noreply.github.com> * fix nit * add another slow test * Apply suggestions from code review Co-authored-by:
Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * fits in one line * some refactor because make fixup doesn't pass * add ft notebook * update md * correct doc path --------- 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>
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Harheem Kim authored
* dos: ko: hpo_train.mdx * feat: chatgpt draft * fix: manual edits * fix: resolve suggestions
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Xuehai Pan authored
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