Commit bb124157 authored by stephenwu's avatar stephenwu
Browse files

Merge branch 'master' of https://github.com/tensorflow/models into RTESuperGLUE

parents 2e9bb539 0edeb7f6
# Copyright 2020 The TensorFlow Authors. All Rights Reserved. # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
# You may obtain a copy of the License at # You may obtain a copy of the License at
# #
# https://www.apache.org/licenses/LICENSE-2.0 # http://www.apache.org/licenses/LICENSE-2.0
# #
# Unless required by applicable law or agreed to in writing, software # Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, # distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
"""Modeling for TriviaQA.""" """Modeling for TriviaQA."""
import tensorflow as tf import tensorflow as tf
......
# Copyright 2020 The TensorFlow Authors. All Rights Reserved. # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
# You may obtain a copy of the License at # You may obtain a copy of the License at
# #
# https://www.apache.org/licenses/LICENSE-2.0 # http://www.apache.org/licenses/LICENSE-2.0
# #
# Unless required by applicable law or agreed to in writing, software # Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, # distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
"""TriviaQA script for inference.""" """TriviaQA script for inference."""
import collections import collections
import contextlib import contextlib
......
# Copyright 2020 The TensorFlow Authors. All Rights Reserved. # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
# You may obtain a copy of the License at # You may obtain a copy of the License at
# #
# https://www.apache.org/licenses/LICENSE-2.0 # http://www.apache.org/licenses/LICENSE-2.0
# #
# Unless required by applicable law or agreed to in writing, software # Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, # distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
"""Functions for inference.""" """Functions for inference."""
import tensorflow as tf import tensorflow as tf
......
# Copyright 2020 The TensorFlow Authors. All Rights Reserved. # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
# You may obtain a copy of the License at # You may obtain a copy of the License at
# #
# https://www.apache.org/licenses/LICENSE-2.0 # http://www.apache.org/licenses/LICENSE-2.0
# #
# Unless required by applicable law or agreed to in writing, software # Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, # distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
"""Utilities for preprocessing TriviaQA data.""" """Utilities for preprocessing TriviaQA data."""
import bisect import bisect
import json import json
......
# Copyright 2020 The TensorFlow Authors. All Rights Reserved. # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
# You may obtain a copy of the License at # You may obtain a copy of the License at
# #
# https://www.apache.org/licenses/LICENSE-2.0 # http://www.apache.org/licenses/LICENSE-2.0
# #
# Unless required by applicable law or agreed to in writing, software # Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, # distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# -*- coding: utf-8 -*- # -*- coding: utf-8 -*-
# pylint: disable=bad-continuation # pylint: disable=bad-continuation
# pylint: disable=protected-access # pylint: disable=protected-access
......
# Copyright 2020 The TensorFlow Authors. All Rights Reserved. # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
# You may obtain a copy of the License at # You may obtain a copy of the License at
# #
# https://www.apache.org/licenses/LICENSE-2.0 # http://www.apache.org/licenses/LICENSE-2.0
# #
# Unless required by applicable law or agreed to in writing, software # Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS, # distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
"""TriviaQA training script.""" """TriviaQA training script."""
import collections import collections
import contextlib import contextlib
......
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""ELECTRA pretraining task (Joint Masked LM and Replaced Token Detection).""" """ELECTRA pretraining task (Joint Masked LM and Replaced Token Detection)."""
import dataclasses import dataclasses
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Tests for official.nlp.tasks.electra_task.""" """Tests for official.nlp.tasks.electra_task."""
import tensorflow as tf import tensorflow as tf
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Masked language task.""" """Masked language task."""
import dataclasses import dataclasses
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Tests for official.nlp.tasks.masked_lm.""" """Tests for official.nlp.tasks.masked_lm."""
import tensorflow as tf import tensorflow as tf
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Question answering task.""" """Question answering task."""
import functools import functools
import json import json
...@@ -277,7 +276,7 @@ class QuestionAnsweringTask(base_task.Task): ...@@ -277,7 +276,7 @@ class QuestionAnsweringTask(base_task.Task):
end_logits=values[2])) end_logits=values[2]))
return state return state
def reduce_aggregated_logs(self, aggregated_logs): def reduce_aggregated_logs(self, aggregated_logs, global_step=None):
all_predictions, _, scores_diff = ( all_predictions, _, scores_diff = (
self.squad_lib.postprocess_output( self.squad_lib.postprocess_output(
self._eval_examples, self._eval_examples,
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Tests for official.nlp.tasks.question_answering.""" """Tests for official.nlp.tasks.question_answering."""
import itertools import itertools
import json import json
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Sentence prediction (classification) task.""" """Sentence prediction (classification) task."""
from typing import List, Union, Optional from typing import List, Union, Optional
...@@ -183,7 +182,7 @@ class SentencePredictionTask(base_task.Task): ...@@ -183,7 +182,7 @@ class SentencePredictionTask(base_task.Task):
np.concatenate([v.numpy() for v in step_outputs['labels']], axis=0)) np.concatenate([v.numpy() for v in step_outputs['labels']], axis=0))
return state return state
def reduce_aggregated_logs(self, aggregated_logs): def reduce_aggregated_logs(self, aggregated_logs, global_step=None):
if self.metric_type == 'accuracy': if self.metric_type == 'accuracy':
return None return None
elif self.metric_type == 'matthews_corrcoef': elif self.metric_type == 'matthews_corrcoef':
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Tests for official.nlp.tasks.sentence_prediction.""" """Tests for official.nlp.tasks.sentence_prediction."""
import functools import functools
import os import os
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Tagging (e.g., NER/POS) task.""" """Tagging (e.g., NER/POS) task."""
from typing import List, Optional, Tuple from typing import List, Optional, Tuple
...@@ -189,7 +188,7 @@ class TaggingTask(base_task.Task): ...@@ -189,7 +188,7 @@ class TaggingTask(base_task.Task):
state['label_class'].extend(id_to_class_name(step_outputs['label_ids'])) state['label_class'].extend(id_to_class_name(step_outputs['label_ids']))
return state return state
def reduce_aggregated_logs(self, aggregated_logs): def reduce_aggregated_logs(self, aggregated_logs, global_step=None):
"""Reduces aggregated logs over validation steps.""" """Reduces aggregated logs over validation steps."""
label_class = aggregated_logs['label_class'] label_class = aggregated_logs['label_class']
predict_class = aggregated_logs['predict_class'] predict_class = aggregated_logs['predict_class']
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Tests for official.nlp.tasks.tagging.""" """Tests for official.nlp.tasks.tagging."""
import functools import functools
import os import os
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Defines the translation task.""" """Defines the translation task."""
import os import os
from typing import Optional from typing import Optional
...@@ -338,7 +337,7 @@ class TranslationTask(base_task.Task): ...@@ -338,7 +337,7 @@ class TranslationTask(base_task.Task):
state[u_id] = (in_ids, out_ids) state[u_id] = (in_ids, out_ids)
return state return state
def reduce_aggregated_logs(self, aggregated_logs): def reduce_aggregated_logs(self, aggregated_logs, global_step=None):
def _decode(ids): def _decode(ids):
return self._sp_tokenizer.detokenize(ids).numpy().decode() return self._sp_tokenizer.detokenize(ids).numpy().decode()
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Tests for official.nlp.tasks.translation.""" """Tests for official.nlp.tasks.translation."""
import functools import functools
import os import os
......
# Lint as: python3 # Copyright 2021 The TensorFlow Authors. All Rights Reserved.
# Copyright 2020 The TensorFlow Authors. All Rights Reserved.
# #
# Licensed under the Apache License, Version 2.0 (the "License"); # Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License. # you may not use this file except in compliance with the License.
...@@ -12,7 +11,7 @@ ...@@ -12,7 +11,7 @@
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and # See the License for the specific language governing permissions and
# limitations under the License. # limitations under the License.
# ==============================================================================
"""Common utils for tasks.""" """Common utils for tasks."""
from typing import Any, Callable from typing import Any, Callable
......
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