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* 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>
76 lines
3.1 KiB
ReStructuredText
76 lines
3.1 KiB
ReStructuredText
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Copyright 2020 The HuggingFace Team. All rights reserved.
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
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the License. You may obtain a copy of the License at
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http://www.apache.org/licenses/LICENSE-2.0
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Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
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an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
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specific language governing permissions and limitations under the License.
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Models
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-----------------------------------------------------------------------------------------------------------------------
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The base classes :class:`~transformers.PreTrainedModel`, :class:`~transformers.TFPreTrainedModel`, and
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:class:`~transformers.FlaxPreTrainedModel` implement the common methods for loading/saving a model either from a local
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file or directory, or from a pretrained model configuration provided by the library (downloaded from HuggingFace's AWS
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S3 repository).
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:class:`~transformers.PreTrainedModel` and :class:`~transformers.TFPreTrainedModel` also implement a few methods which
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are common among all the models to:
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- resize the input token embeddings when new tokens are added to the vocabulary
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- prune the attention heads of the model.
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The other methods that are common to each model are defined in :class:`~transformers.modeling_utils.ModuleUtilsMixin`
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(for the PyTorch models) and :class:`~transformers.modeling_tf_utils.TFModuleUtilsMixin` (for the TensorFlow models) or
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for text generation, :class:`~transformers.generation_utils.GenerationMixin` (for the PyTorch models) and
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:class:`~transformers.generation_tf_utils.TFGenerationMixin` (for the TensorFlow models)
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PreTrainedModel
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.PreTrainedModel
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:members:
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ModuleUtilsMixin
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.modeling_utils.ModuleUtilsMixin
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:members:
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TFPreTrainedModel
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.TFPreTrainedModel
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:members:
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TFModelUtilsMixin
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.modeling_tf_utils.TFModelUtilsMixin
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:members:
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FlaxPreTrainedModel
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.FlaxPreTrainedModel
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:members:
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Generation
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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.. autoclass:: transformers.generation_utils.GenerationMixin
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:members:
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.. autoclass:: transformers.generation_tf_utils.TFGenerationMixin
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:members:
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