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# coding=utf-8
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# coding=utf-8
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# Copyright 2019-present, the HuggingFace Inc. team.
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# Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc.
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#
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# you may not use this file except in compliance with the License.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# limitations under the License.
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"""
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""" Dataloaders to train DistilBERT
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Dataloaders to train DistilBERT.
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adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
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"""
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"""
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from typing import List
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from typing import List
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import math
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import math
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# coding=utf-8
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# coding=utf-8
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# Copyright 2019-present, the HuggingFace Inc. team.
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# Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc.
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#
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# you may not use this file except in compliance with the License.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# limitations under the License.
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"""
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""" The distiller to distil DistilBERT
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The distiller to distil DistilBERT.
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adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
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"""
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"""
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import os
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import os
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import math
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import math
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# coding=utf-8
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# coding=utf-8
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# Copyright 2019-present, the HuggingFace Inc. team.
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# Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc.
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#
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# you may not use this file except in compliance with the License.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# limitations under the License.
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"""
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""" Utils to train DistilBERT
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Utils to train DistilBERT.
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adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
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"""
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"""
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import git
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import git
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import json
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import json
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# coding=utf-8
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# coding=utf-8
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# Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc.
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# Copyright 2019-present, the HuggingFace Inc. team, The Google AI Language Team and Facebook, Inc.
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#
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# you may not use this file except in compliance with the License.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# limitations under the License.
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"""
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""" PyTorch DistilBERT model
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PyTorch DistilBERT model.
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adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
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and in part from HuggingFace PyTorch version of Google AI Bert model (https://github.com/google-research/bert)
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"""
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"""
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from __future__ import absolute_import, division, print_function, unicode_literals
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from __future__ import absolute_import, division, print_function, unicode_literals
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