repo stringlengths 1 99 | file stringlengths 13 215 | code stringlengths 12 59.2M | file_length int64 12 59.2M | avg_line_length float64 3.82 1.48M | max_line_length int64 12 2.51M | extension_type stringclasses 1
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Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_flax_wav2vec2.py | # Copyright 2021 The HuggingFace Team. 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 applicabl... | 18,483 | 39.270153 | 200 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_m2m_100.py | # coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. 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 r... | 16,613 | 42.721053 | 305 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_skip_decorators.py | # coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team.
#
# 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 a... | 3,519 | 28.090909 | 98 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_tf_common.py | # coding=utf-8
# Copyright 2019 HuggingFace Inc.
#
# 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 ag... | 68,904 | 43.483538 | 137 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_tf_bert.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 15,608 | 38.920716 | 117 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_generation_beam_search.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team Inc.
#
# 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 clone of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | 10,535 | 40.976096 | 119 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_lxmert.py | # coding=utf-8
# Copyright 2018 LXMERT Authors, The Hugging Face Team.
#
# 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 b... | 29,186 | 37.658278 | 119 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_bert.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 24,037 | 38.996672 | 119 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_openai.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 10,133 | 36.672862 | 117 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_benchmark.py | # Copyright 2020 The HuggingFace Team. 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 applicabl... | 10,670 | 39.267925 | 91 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_data_collator.py | # Copyright 2020 The HuggingFace Team. 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 applicabl... | 13,906 | 46.464164 | 106 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_tokenization_luke.py | # coding=utf-8
# Copyright 2021 The HuggingFace Team. 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 requir... | 26,619 | 45.135182 | 213 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_roberta.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 22,372 | 39.311712 | 117 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_tf_convbert.py | # coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. 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 r... | 16,754 | 39.667476 | 117 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_deberta.py | # coding=utf-8
# Copyright 2018 Microsoft Authors and the HuggingFace Inc. team.
#
# 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 ... | 11,366 | 39.024648 | 119 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_tf_pytorch.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 10,228 | 40.922131 | 114 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_transfo_xl.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 20,524 | 47.752969 | 763 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_hubert.py | # coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. 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 r... | 22,763 | 38.113402 | 128 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_tf_albert.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 13,730 | 39.62426 | 118 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_tf_marian.py | # coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. 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 r... | 17,784 | 39.512528 | 117 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_auto.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 12,065 | 42.876364 | 119 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_funnel.py | # coding=utf-8
# Copyright 2020 HuggingFace Inc. team.
#
# 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... | 19,285 | 36.741683 | 119 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_pegasus.py | # coding=utf-8
# Copyright 2021, The HuggingFace Inc. team. 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 ... | 24,082 | 42.628623 | 1,802 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_tokenization_fsmt.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 6,444 | 37.136095 | 141 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/test_modeling_albert.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team. 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 requir... | 12,943 | 40.620579 | 119 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/deepspeed/test_deepspeed.py | # Copyright 2020 The HuggingFace Team. 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 applicabl... | 38,102 | 39.92696 | 126 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/deepspeed/test_model_zoo.py | # Copyright 2020 The HuggingFace Team. 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 applicabl... | 7,943 | 29.553846 | 113 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/sagemaker/conftest.py | # we define a fixture function below and it will be "used" by
# referencing its name from tests
import os
import pytest
from attr import dataclass
os.environ["AWS_DEFAULT_REGION"] = "us-east-1" # defaults region
@dataclass
class SageMakerTestEnvironment:
framework: str
role = "arn:aws:iam::558105141721:... | 2,183 | 32.090909 | 148 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/sagemaker/test_single_node_gpu.py | import json
import os
import subprocess
import unittest
from ast import literal_eval
import pytest
from parameterized import parameterized_class
from . import is_sagemaker_available
if is_sagemaker_available():
from sagemaker import Session, TrainingJobAnalytics
from sagemaker.huggingface import HuggingFac... | 3,554 | 35.649485 | 117 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/sagemaker/test_multi_node_data_parallel.py | import json
import os
import subprocess
import unittest
from ast import literal_eval
import pytest
from parameterized import parameterized, parameterized_class
from . import is_sagemaker_available
if is_sagemaker_available():
from sagemaker import Session, TrainingJobAnalytics
from sagemaker.huggingface im... | 4,260 | 37.387387 | 118 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/sagemaker/test_multi_node_model_parallel.py | import json
import os
import subprocess
import unittest
from ast import literal_eval
import pytest
from parameterized import parameterized, parameterized_class
from . import is_sagemaker_available
if is_sagemaker_available():
from sagemaker import Session, TrainingJobAnalytics
from sagemaker.huggingface im... | 4,521 | 35.176 | 117 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/sagemaker/scripts/pytorch/run_ddp.py | import json
import logging
import os
import subprocess
from argparse import ArgumentParser
logger = logging.getLogger(__name__)
def parse_args():
parser = ArgumentParser()
parsed, unknown = parser.parse_known_args()
for arg in unknown:
if arg.startswith(("-", "--")):
parser.add_argum... | 1,468 | 26.716981 | 102 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/sagemaker/scripts/tensorflow/run_tf.py | import argparse
import logging
import sys
import time
import tensorflow as tf
from datasets import load_dataset
from transformers import AutoTokenizer, TFAutoModelForSequenceClassification
if __name__ == "__main__":
parser = argparse.ArgumentParser()
# Hyperparameters sent by the client are passed as comm... | 3,690 | 39.119565 | 112 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/sagemaker/scripts/tensorflow/run_tf_dist.py | import argparse
import logging
import os
import sys
import time
import tensorflow as tf
from datasets import load_dataset
from tqdm import tqdm
from transformers import AutoTokenizer, TFAutoModelForSequenceClassification
from transformers.file_utils import is_sagemaker_dp_enabled
if os.environ.get("SDP_ENABLED") or... | 7,331 | 36.6 | 110 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/tests/extended/test_trainer_ext.py | # Copyright 2020 The HuggingFace Team. 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 applicabl... | 11,054 | 34.892857 | 119 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/utils/tests_fetcher.py | # coding=utf-8
# Copyright 2021 The HuggingFace Inc. team.
#
# 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... | 17,434 | 39.358796 | 118 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/utils/check_copies.py | # coding=utf-8
# Copyright 2020 The HuggingFace Inc. team.
#
# 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... | 13,736 | 37.695775 | 119 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/utils/notification_service.py | # Copyright 2020 The HuggingFace Team. 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 applicabl... | 7,977 | 39.090452 | 127 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/utils/check_repo.py | # coding=utf-8
# Copyright 2020 The HuggingFace Inc. team.
#
# 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... | 23,065 | 39.824779 | 141 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/utils/check_dummies.py | # coding=utf-8
# Copyright 2020 The HuggingFace Inc. team.
#
# 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... | 6,848 | 33.943878 | 118 | py |
Match-Prompt | Match-Prompt-main/mytransformers_ptunning/utils/check_table.py | # coding=utf-8
# Copyright 2020 The HuggingFace Inc. team.
#
# 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... | 7,578 | 39.747312 | 116 | py |
Match-Prompt | Match-Prompt-main/data_utils/dataset_ptunning.py | from torch.utils.data import Dataset
import json
import pandas as pd
from data_utils.vocab import get_vocab_by_strategy, token_wrapper
import os
import random
import json_lines
def load_file(filename):
data = []
with open(filename, "r") as f:
for line in f.readlines():
data.append(json.load... | 74,394 | 36.860051 | 174 | py |
Match-Prompt | Match-Prompt-main/data_utils/dataset_evaluate.py | from torch.utils.data import Dataset
import json
import pandas as pd
from data_utils.vocab import get_vocab_by_strategy, token_wrapper
import os
import random
import json_lines
def load_file(filename):
data = []
with open(filename, "r") as f:
for line in f.readlines():
data.append(json.load... | 30,039 | 34.634638 | 105 | py |
Match-Prompt | Match-Prompt-main/data_utils/dataset_all_layer.py | from torch.utils.data import Dataset
import json
import pandas as pd
from data_utils.vocab import get_vocab_by_strategy, token_wrapper
import os
import random
import json_lines
def load_file(filename):
data = []
with open(filename, "r") as f:
for line in f.readlines():
data.append(json.load... | 42,447 | 35.064571 | 105 | py |
aum | aum-master/docs/source/conf.py | # -*- coding: utf-8 -*-
#
# AUM documentation build configuration file, created by
# sphinx-quickstart on Fri Mar 20 17:28:42 2015.
#
# This file is execfile()d with the current directory set to its
# containing dir.
#
# Note that not all possible configuration values are present in this
# autogenerated file.
#
# All c... | 9,407 | 31 | 82 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/losses.py | __copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and no commercial use is allowed.
For any ... | 11,043 | 37.750877 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/paint.py | from __future__ import print_function
__copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and ... | 2,896 | 27.126214 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/argparser.py | __copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and no commercial use is allowed.
For any ... | 21,664 | 50.096698 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/utils.py | __copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and no commercial use is allowed.
For any ... | 12,060 | 33.658046 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/logger.py | __copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and no commercial use is allowed.
For any ... | 9,445 | 39.891775 | 123 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/data.py | __copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and no commercial use is allowed.
For any ... | 18,646 | 36.900407 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/data_plant_stuff.py | __copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and no commercial use is allowed.
For any ... | 11,228 | 40.743494 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/find_lr.py | from __future__ import print_function
__copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and ... | 6,709 | 33.587629 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/train.py | from __future__ import print_function
__copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and ... | 19,843 | 40.341667 | 133 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/locate.py | from __future__ import print_function
__copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and ... | 16,663 | 38.394799 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/models/unet_model.py | __copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and no commercial use is allowed.
For any ... | 6,377 | 35.445714 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/models/utils.py | __copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and no commercial use is allowed.
For any ... | 1,631 | 32.306122 | 110 | py |
locating-objects-without-bboxes | locating-objects-without-bboxes-master/object-locator/models/unet_parts.py | __copyright__ = \
"""
Copyright ©right © (c) 2019 The Board of Trustees of Purdue University and the Purdue Research Foundation.
All rights reserved.
This software is covered by US patents and copyright.
This source code is to be used for academic research purposes only, and no commercial use is allowed.
For any ... | 3,590 | 28.195122 | 110 | py |
adversarial-recurrent-ids | adversarial-recurrent-ids-master/learn.py | #!/usr/bin/env python3
import sys
import os
import pickle
import json
import math
import argparse
import random
import time
from functools import reduce
from tqdm import tqdm
import collections
import itertools
import numpy as np
import torch
import torch.nn as nn
import torch.optim as optim
from torch.utils.data imp... | 81,799 | 49.431566 | 549 | py |
adversarial-recurrent-ids | adversarial-recurrent-ids-master/weight_feat_imp.py | #!/usr/bin/env python3
import matplotlib.pyplot as plt
import torch
import numpy as np
import sys
import json
from learn import pretty_print
hidden_size = 512
n_layers = 3
absolute_values = True
assert len(sys.argv) > 1, 'No model specified'
parameters = torch.load(sys.argv[1])
with open('features_meaningful_names... | 3,233 | 43.30137 | 194 | py |
interp-net | interp-net-master/src/multivariate_example.py | import argparse
import numpy as np
import logging, os
logging.disable(logging.WARNING)
os.environ["TF_CPP_MIN_LOG_LEVEL"] = "3"
import tensorflow as tf
from sklearn.model_selection import StratifiedKFold
from sklearn.metrics import average_precision_score as auprc
from sklearn.metrics import roc_auc_score as auc_score
... | 7,678 | 35.918269 | 79 | py |
interp-net | interp-net-master/src/univariate_example.py | import argparse
import pickle
import numpy as np
import logging, os
logging.disable(logging.WARNING)
os.environ["TF_CPP_MIN_LOG_LEVEL"] = "3"
import tensorflow as tf
import keras
from keras.models import Model
from keras.layers import Input, Dense, GRU, Lambda, Permute
from sklearn.preprocessing import MultiLabelBinari... | 4,505 | 36.55 | 107 | py |
interp-net | interp-net-master/src/interpolation_layer.py | from keras import backend as K
from keras.engine.topology import Layer
import numpy as np
import tensorflow as tf
import keras
from keras import activations
class single_channel_interp(Layer):
def __init__(self, ref_points, hours_look_ahead, **kwargs):
self.ref_points = ref_points
self.hours_look... | 4,502 | 38.849558 | 78 | py |
brain-tumor-segmentation | brain-tumor-segmentation-master/src/trainers.py | import abc
import os
import sys
import tqdm
import torch
import datetime
from torch.utils.data import DataLoader
from typing import Callable, Any
from typing import NamedTuple, List
from torchvision.utils import make_grid
def to_np(x):
return x.data.cpu().numpy()
class BatchResult(NamedTuple):
"""
Repres... | 11,931 | 39.175084 | 151 | py |
brain-tumor-segmentation | brain-tumor-segmentation-master/src/loss.py | import torch
def dice_loss(pred, target, epsilon=1e-7, use_sigmoid=True):
pred = pred.contiguous()
if use_sigmoid:
pred = torch.sigmoid(pred)
target = target.contiguous()
intersection = (pred * target).sum(dim=2).sum(dim=2)
loss = (1 - ((2. * intersection + epsilon) / (pred.sum(dim=2).sum(d... | 392 | 38.3 | 120 | py |
brain-tumor-segmentation | brain-tumor-segmentation-master/src/datasets.py | from torch.utils.data import Dataset
from src.utils.data import get_data_if_needed, convert_landmark_to_bounding_box
from torchvision.transforms import ToPILImage
import os
import math
import hdf5storage
from enum import Enum
class ClassesLabels(Enum):
Meningioma = 1
Glioma = 2
Pituitary = 3
def __le... | 5,862 | 41.79562 | 136 | py |
brain-tumor-segmentation | brain-tumor-segmentation-master/src/models.py | import torch
import torch.nn as nn
class PreActivateDoubleConv(nn.Module):
def __init__(self, in_channels, out_channels):
super(PreActivateDoubleConv, self).__init__()
self.double_conv = nn.Sequential(
nn.BatchNorm2d(in_channels),
nn.ReLU(inplace=True),
nn.Conv2... | 8,616 | 35.205882 | 89 | py |
brain-tumor-segmentation | brain-tumor-segmentation-master/src/metrics.py | import torch
def dice_coeff(pred, target, threshold=0.5, epsilon=1e-6, use_sigmoid = True):
# make sure the tensors are align in memory and convert to probabilities if needed
pred = pred.contiguous()
if use_sigmoid:
pred = torch.sigmoid(pred)
target = target.contiguous()
pred = (pred > thr... | 528 | 39.692308 | 112 | py |
brain-tumor-segmentation | brain-tumor-segmentation-master/src/.ipynb_checkpoints/models-checkpoint.py | import torch
import torch.nn as nn
import torch.nn.functional as F
def freeze(layer):
for p in layer.parameters():
p.requires_grad = False
class DoubleConv(nn.Module):
def __init__(self, in_channels, out_channels):
super(DoubleConv, self).__init__()
self.double_conv = nn.Sequen... | 4,633 | 33.325926 | 89 | py |
brain-tumor-segmentation | brain-tumor-segmentation-master/cs236605/dataloader_utils.py | import torch
from torch.utils.data import DataLoader
def flatten(dataloader: DataLoader):
"""
Combines batches from a DataLoader into a single tensor. If
there are multiple tensors returned in each batch, they will be
flattened separately, returning multiple tensors.
For example, if the DataLoade... | 1,518 | 32.021739 | 78 | py |
brain-tumor-segmentation | brain-tumor-segmentation-master/cs236605/plot.py | import math
import itertools
import numpy as np
import matplotlib.pyplot as plt
from .train_results import FitResult
def tensors_as_images(tensors, nrows=1, figsize=(8, 8), titles=[],
wspace=0.1, hspace=0.2, cmap=None):
"""
Plots a sequence of pytorch tensors as images.
:param tens... | 3,796 | 29.134921 | 77 | py |
brain-tumor-segmentation | brain-tumor-segmentation-master/cs236605/tests/test_dataloader_utils.py | import pytest
import torch
from torch.utils.data import DataLoader, Dataset
import cs236605.dataloader_utils as dl_utils
DATASET_SIZE = 1000
DATA_SIZE = 100
class TestFlatten(object):
def test_tensor(self):
loader = DataLoader(TensorDataset(), batch_size=256)
x, = dl_utils.flatten(loader)
... | 1,891 | 26.42029 | 89 | py |
rlgraph | rlgraph-master/setup.py | # Copyright 2018/2019 The RLgraph 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 appli... | 2,803 | 35.894737 | 92 | py |
rlgraph | rlgraph-master/docs/conf.py | # Copyright 2018/2019 The RLgraph 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 appli... | 6,367 | 31 | 103 | py |
rlgraph | rlgraph-master/rlgraph/__init__.py | # Copyright 2018/2019 The RLgraph 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 appli... | 5,253 | 30.088757 | 114 | py |
rlgraph | rlgraph-master/rlgraph/spaces/box_space.py | # Copyright 2018/2019 The RLgraph 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 appli... | 11,258 | 43.856574 | 117 | py |
rlgraph | rlgraph-master/rlgraph/spaces/space_utils.py | # Copyright 2018/2019 The RLgraph 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 appli... | 30,509 | 45.0181 | 121 | py |
rlgraph | rlgraph-master/rlgraph/agents/agent.py | # Copyright 2018/2019 The RLgraph 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 appli... | 36,445 | 47.986559 | 120 | py |
rlgraph | rlgraph-master/rlgraph/agents/sac_agent.py | # Copyright 2018/2019 The RLgraph 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 appli... | 30,786 | 45.788754 | 145 | py |
rlgraph | rlgraph-master/rlgraph/agents/ppo_agent.py | # Copyright 2018/2019 The RLgraph 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 appli... | 32,237 | 51.676471 | 166 | py |
rlgraph | rlgraph-master/rlgraph/tests/test_util.py | # Copyright 2018/2019 The RLgraph 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 appli... | 5,848 | 35.329193 | 115 | py |
rlgraph | rlgraph-master/rlgraph/tests/component_test.py | # Copyright 2018/2019 The RLgraph 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 appli... | 10,766 | 38.877778 | 118 | py |
rlgraph | rlgraph-master/rlgraph/tests/core/test_pytorch_backend.py | # Copyright 2018/2019 The RLgraph 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 appli... | 13,266 | 41.251592 | 118 | py |
rlgraph | rlgraph-master/rlgraph/tests/core/test_pytorch_util.py | # Copyright 2018/2019 The RLgraph 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 appli... | 1,962 | 34.053571 | 121 | py |
rlgraph | rlgraph-master/rlgraph/tests/agent_functionality/test_all_compile.py | # Copyright 2018/2019 The RLgraph 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 appli... | 8,675 | 38.981567 | 113 | py |
rlgraph | rlgraph-master/rlgraph/tests/components/test_neural_networks_keras_style_assembly.py | # Copyright 2018/2019 The RLgraph 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 appli... | 14,792 | 50.186851 | 131 | py |
rlgraph | rlgraph-master/rlgraph/tests/performance/test_backends.py | # Copyright 2018/2019 The RLgraph 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 appli... | 3,420 | 32.871287 | 88 | py |
rlgraph | rlgraph-master/rlgraph/components/component.py | # Copyright 2018/2019 The RLgraph 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 appli... | 68,049 | 48.133574 | 182 | py |
rlgraph | rlgraph-master/rlgraph/components/neural_networks/variational_auto_encoder.py | # Copyright 2018/2019 ducandu GmbH. 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 l... | 4,242 | 39.798077 | 104 | py |
rlgraph | rlgraph-master/rlgraph/components/neural_networks/neural_network.py | # Copyright 2018/2019 The RLgraph 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 appli... | 23,282 | 49.070968 | 120 | py |
rlgraph | rlgraph-master/rlgraph/components/neural_networks/stack.py | # Copyright 2018/2019 The RLgraph 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 appli... | 11,095 | 52.090909 | 119 | py |
rlgraph | rlgraph-master/rlgraph/components/neural_networks/sac/sac_networks.py | # Copyright 2018/2019 The RLgraph 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 appli... | 3,864 | 42.920455 | 100 | py |
rlgraph | rlgraph-master/rlgraph/components/distributions/normal.py | # Copyright 2018/2019 The RLgraph 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 appli... | 2,673 | 39.515152 | 106 | py |
rlgraph | rlgraph-master/rlgraph/components/distributions/squashed_normal.py | # Copyright 2018/2019 The RLgraph 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 appli... | 7,295 | 39.533333 | 118 | py |
rlgraph | rlgraph-master/rlgraph/components/distributions/gumbel_softmax.py | # Copyright 2018/2019 The RLgraph 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 appli... | 4,234 | 39.333333 | 113 | py |
rlgraph | rlgraph-master/rlgraph/components/distributions/joint_cumulative_distribution.py | # Copyright 2018/2019 The RLgraph 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 appli... | 8,335 | 46.908046 | 131 | py |
rlgraph | rlgraph-master/rlgraph/components/distributions/beta.py | # Copyright 2018/2019 The RLgraph 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 appli... | 3,718 | 38.56383 | 106 | py |
rlgraph | rlgraph-master/rlgraph/components/distributions/distribution.py | # Copyright 2018/2019 The RLgraph 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 appli... | 9,476 | 39.5 | 188 | py |
rlgraph | rlgraph-master/rlgraph/components/distributions/multivariate_normal.py | # Copyright 2018/2019 The RLgraph 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 appli... | 3,744 | 45.234568 | 117 | py |
rlgraph | rlgraph-master/rlgraph/components/distributions/categorical.py | # Copyright 2018/2019 The RLgraph 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 appli... | 2,100 | 38.641509 | 109 | py |
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