602d63f05c61ba9f2a5bc7411074f7360b3da4b0
8 Commits
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6f84531e61 |
offline mode for firewalled envs (part 2) (#10569)
* more readable test * add all the missing places * one more nltk * better exception check * revert |
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fb650df859 |
Support for private models from huggingface.co (#9141)
* minor wording tweaks * Create private model repo + exist_ok flag * file_utils: `use_auth_token` * Update src/transformers/file_utils.py Co-authored-by: Patrick von Platen <patrick.v.platen@gmail.com> * Propagate doc from @sgugger 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: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> |
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640e6fe190 |
[Flax] Align FlaxBertForMaskedLM with BertForMaskedLM, implement from_pretrained, init (#9054)
* save intermediate * save intermediate * save intermediate * correct flax bert model file * new module / model naming * make style * almost finish BERT * finish roberta * make fix-copies * delete keys file * last refactor * fixes in run_mlm_flax.py * remove pooled from run_mlm_flax.py` * fix gelu | gelu_new * remove Module from inits * splits * dirty print * preventing warmup_steps == 0 * smaller splits * make fix-copies * dirty print * dirty print * initial_evaluation argument * declaration order fix * proper model initialization/loading * proper initialization * run_mlm_flax improvements: improper model inputs bugfix + automatic dataset splitting + tokenizers parallelism warning + avoiding warmup_steps=0 bug * removed tokenizers warning hack, fixed model re-initialization * reverted training_args.py changes * fix flax from pretrained * improve test in flax * apply sylvains tips * update init * make 0.3.0 compatible * revert tevens changes * revert tevens changes 2 * finalize revert * fix bug * add docs * add pretrained to init * Update src/transformers/modeling_flax_utils.py * fix copies * final improvements Co-authored-by: TevenLeScao <teven.lescao@gmail.com> |
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75627148ee |
Flax Masked Language Modeling training example (#8728)
* Remove "Model" suffix from Flax models to look more 🤗 Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Initial working (forward + backward) for Flax MLM training example. Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Simply code Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Addressing comments, using module and moving to LM task. Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Restore parameter name "module" wrongly renamed model. Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Restore correct output ordering... Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Actually commit the example 😅 Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Add FlaxBertModelForMaskedLM after rebasing. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make it possible to initialize the training from scratch Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Reuse flax linen example of cross entropy loss Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Added specific data collator for flax Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Remove todo for data collator Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Added evaluation step Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Added ability to provide dtype to support bfloat16 on TPU Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Enable flax tensorboard output Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Enable jax.pmap support. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Ensure batches are correctly sized to be dispatched with jax.pmap Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Enable bfloat16 with --fp16 cmdline args Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Correctly export metrics to tensorboard Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Added dropout and ability to use it. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Effectively enable & disable during training and evaluation steps. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Oops. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Enable specifying kernel initializer scale Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Style. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Added warmup step to the learning rate scheduler. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Fix typo. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Print training loss Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make style Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * fix linter issue (flake8) Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Fix model matching Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Fix dummies Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Fix non default dtype on Flax models Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Use the same create_position_ids_from_input_ids for FlaxRoberta Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make Roberta attention as Bert Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * fix copy Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Wording. Co-authored-by: Marc van Zee <marcvanzee@gmail.com> Co-authored-by: Marc van Zee <marcvanzee@gmail.com> |
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70f622fab4 |
Model versioning (#8324)
* fix typo * rm use_cdn & references, and implement new hf_bucket_url * I'm pretty sure we don't need to `read` this file * same here * [BIG] file_utils.networking: do not gobble up errors anymore * Fix CI 😇 * Apply suggestions from code review Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> * Tiny doc tweak * Add doc + pass kwarg everywhere * Add more tests and explain cc @sshleifer let me know if better Co-Authored-By: Sam Shleifer <sshleifer@gmail.com> * Also implement revision in pipelines In the case where we're passing a task name or a string model identifier * Fix CI 😇 * Fix CI * [hf_api] new methods + command line implem * make style * Final endpoints post-migration * Fix post-migration * Py3.6 compat cc @stefan-it Thank you @stas00 Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> Co-authored-by: Sam Shleifer <sshleifer@gmail.com> |
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00112c3539 |
Replace swish with silu (#8166)
* Replace swish with silu * revert nn.silu to nn.swish due to older version * simplify optimized silu conditional and fix format * Update activations.py * Update activations_tf.py * Update modeling_flax_utils.py * Update modeling_openai.py * add swish testcase * add pytorch swish testcase * Add more robust python version check * more formatting fixes Co-authored-by: TFUsers <TFUsers@gmail.com> |
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08f534d2da |
Doc styling (#8067)
* Important files * Styling them all * Revert "Styling them all" This reverts commit 7d029395fdae8513b8281cbc2a6c239f8093503e. * Syling them for realsies * Fix syntax error * Fix benchmark_utils * More fixes * Fix modeling auto and script * Remove new line * Fixes * More fixes * Fix more files * Style * Add FSMT * More fixes * More fixes * More fixes * More fixes * Fixes * More fixes * More fixes * Last fixes * Make sphinx happy |
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8f8f8d99fc |
Integrate Bert-like model on Flax runtime. (#3722)
* WIP flax bert * Initial commit Bert Jax/Flax implementation. * Embeddings working and equivalent to PyTorch. * Move embeddings in its own module BertEmbeddings * Added jax.jit annotation on forward call * BertEncoder on par with PyTorch ! :D * Add BertPooler on par with PyTorch !! * Working Jax+Flax implementation of BertModel with < 1e-5 differences on the last layer. * Fix pooled output to take only the first token of the sequence. * Refactoring to use BertConfig from transformers. * Renamed FXBertModel to FlaxBertModel * Model is now initialized in FlaxBertModel constructor and reused. * WIP JaxPreTrainedModel * Cleaning up the code of FlaxBertModel * Added ability to load Flax model saved through save_pretrained() * Added ability to convert Pytorch Bert model to FlaxBert * FlaxBert can now load every Pytorch Bert model with on-the-fly conversion * Fix hardcoded shape values in conversion scripts. * Improve the way we handle LayerNorm conversion from PyTorch to Flax. * Added positional embeddings as parameter of BertModel with default to np.arange. * Let's roll FlaxRoberta ! * Fix missing position_ids parameters on predict for Bert * Flax backend now supports batched inputs Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Make it possible to load msgpacked model on convert from pytorch in last resort. Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Moved save_pretrained to Jax base class along with more constructor parameters. * Use specialized, model dependent conversion functio. * Expose `is_flax_available` in file_utils. * Added unittest for Flax models. * Added run_tests_flax to the CI. * Introduce FlaxAutoModel * Added more unittests * Flax model reference the _MODEL_ARCHIVE_MAP from PyTorch model. * Addressing review comments. * Expose seed in both Bert and Roberta * Fix typo suggested by @stefan-it Co-Authored-By: Stefan Schweter <stefan@schweter.it> * Attempt to make style * Attempt to make style in tests too * Added jax & jaxlib to the flax optional dependencies. * Attempt to fix flake8 warnings ... * Redo black again and again * When black and flake8 fight each other for a space ... 💥 💥 💥 * Try removing trailing comma to make both black and flake happy! * Fix invalid is_<framework>_available call, thanks @LysandreJik 🎉 * Fix another invalid import in flax_roberta test * Bump and pin flax release to 0.1.0. * Make flake8 happy, remove unused jax import * Change the type of the catch for msgpack. * Remove unused import. * Put seed as optional constructor parameter. * trigger ci again * Fix too much parameters in BertAttention. * Formatting. * Simplify Flax unittests to avoid machine crashes. * Fix invalid number of arguments when raising issue for an unknown model. * Address @bastings comment in PR, moving jax.jit decorated outside of __call__ * Fix incorrect path to require_flax/require_pytorch functions. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Attempt to make style. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Correct rebasing of circle-ci dependencies Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Fix import sorting. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Fix unused imports. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Again import sorting... Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Installing missing nlp dependency for flax unittests. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Fix laoding of model for Flax implementations. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * jit the inner function call to make JAX-compatible Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Format ! Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Flake one more time 🎶 Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Rewrites BERT in Flax to the new Linen API (#7211) * Rewrite Flax HuggingFace PR to Linen * Some fixes * Fix tests * Fix CI with change of name of nlp (#7054) * nlp -> datasets * More nlp -> datasets * Woopsie * More nlp -> datasets * One last * Expose `is_flax_available` in file_utils. * Added run_tests_flax to the CI. * Attempt to make style * trigger ci again * Fix import sorting. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Revert "Rewrites BERT in Flax to the new Linen API (#7211)" This reverts commit 23703a5eb3364e26a1cbc3ee34b4710d86a674b0. * Remove jnp.lax references Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make style. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Reintroduce Linen changes ... Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make style. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Use jax native's gelu function. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Renaming BertModel to BertModule to highlight the fact this is the Flax Module object. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Rewrite FlaxAutoModel test to not rely on pretrained_model_archive_map Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Remove unused variable in BertModule. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Remove unused variable in BertModule again Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Attempt to have is_flax_available working again. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Introduce JAX TensorType Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Improve ImportError message when trying to convert to various TensorType format. Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Makes Flax model jittable. Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Ensure flax models are jittable in unittests. Signed-off-by: Morgan Funtowicz <morgan@huggingface.co> * Remove unused imports. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Ensure jax imports are guarded behind is_flax_available. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make style. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make style again Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make style again again Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make style again again again Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Update src/transformers/file_utils.py Co-authored-by: Marc van Zee <marcvanzee@gmail.com> * Bump flax to it's latest version Co-authored-by: Marc van Zee <marcvanzee@gmail.com> * Bump jax version to at least 0.2.0 Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Style. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Update the unittest to use TensorType.JAX Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * isort import in tests. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Match new flax parameters name "params" Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Remove unused imports. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Add flax models to transformers __init__ Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Attempt to address all CI related comments. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Correct circle.yml indent. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Correct circle.yml indent (2) Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Remove coverage from flax tests Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Addressing many naming suggestions from comments Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Simplify for loop logic to interate over layers in FlaxBertLayerCollection Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * use f-string syntax for formatting logs. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Use config property from FlaxPreTrainedModel. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * use "cls_token" instead of "first_token" variable name. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * use "hidden_state" instead of "h" variable name. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Correct class reference in docstring to link to Flax related modules. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Added HF + Google Flax team copyright. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make Roberta independent from Bert Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Move activation functions to flax_utils. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Move activation functions to flax_utils for bert. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Added docstring for BERT Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Update import for Bert and Roberta tokenizers Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make style. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * fix-copies Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Correct FlaxRobertaLayer to match PyTorch. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Use the same store_artifact for flax unittest Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Style. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Make sure gradient are disabled only locally for flax unittest using torch equivalence. Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> * Use relative imports Signed-off-by: Morgan Funtowicz <funtowiczmo@gmail.com> Co-authored-by: Stefan Schweter <stefan@schweter.it> Co-authored-by: Marc van Zee <marcvanzee@gmail.com> Co-authored-by: Sylvain Gugger <35901082+sgugger@users.noreply.github.com> |