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Code in  federatedscope/cv/trainer/__init__.py adapted from
https://github.com/pyg-team/pytorch_geometric (MIT License)

Copyright (c) 2021 Matthias Fey, Jiaxuan You <matthias.fey@tu-dortmund.de, jiaxuan@cs.stanford.edu>

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Code in  federatedscope/gfl/trainer/__init__.py adapted from
https://github.com/pyg-team/pytorch_geometric (MIT License)

Copyright (c) 2021 Matthias Fey, Jiaxuan You <matthias.fey@tu-dortmund.de, jiaxuan@cs.stanford.edu>

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Code in  federatedscope/gfl/dataset/kg.py adapted from
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Copyright (c) 2021 Matthias Fey, Jiaxuan You <matthias.fey@tu-dortmund.de, jiaxuan@cs.stanford.edu>

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Code in federatedscope/core/configs/yacs_config.py, the basic code of yacs
adopts Apache 2.0 License

Copyright (c) 2018-present, Facebook, Inc.

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Code in  federatedscope/core/gpu_manager.py is adapted from
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Copyright (c) 2017

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Code in federatedscope/attack/models/vision.py adapted from
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Copyright (c) 2019 MIT HAN Lab

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Code in  federatedscope/autotune/fedex/server.py is adapted from
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Copyright (c) 2021 Mikhail Khodak

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Code in  federatedscope/contrib/model/resnet.py is adapted from
https://github.com/kuangliu/pytorch-cifar (MIT License)

Copyright (c) 2017 liukuang

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Code in federatedscope/attack/auxiliary/create_edgeset.py and poisoning_data.py
is adapted from https://github.com/ksreenivasan/OOD_Federated_Learning
(MIT License)

Copyright (c) 2017 liukuang

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The function partition_by_category and subgraphing in
federatedscope/gfl/dataset/recsys.py
are borrowed from https://github.com/FedML-AI/FedGraphNN

Copyright [FedML] [Chaoyang He, Salman Avestimehr]

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
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See the License for the specific language governing permissions and
limitations under the License.

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The function calculate_time_cost in federatedscope/core/auxiliaries/utils.py
is adopted from https://github.com/SymbioticLab/FedScale

Copyright 2022 The FedScale Authors.

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
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See the License for the specific language governing permissions and
limitations under the License.

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The registration mechanism for federatedscope/contrib/ and the code structure
of federatedscope/core/configs/ are adapted from GraphGym:
https://github.com/snap-stanford/GraphGym (MIT License)

Copyright (c) 2021 Jiaxuan You
Copyright (c) 2021 Jiaxuan You, Matthias Fey
Copyright (c) 2020 Jiaxuan You, Rex Ying, Jonathan Gomes Selman
Copyright (c) Facebook, Inc. and its affiliates.
Additional copyrights are specified in relevant subdirectories.

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of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
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The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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Code in federatedscope/nlp/metric/bleu/bleu.py, federatedscope/nlp/metric/bleu/bleu_scorer.py,
federatedscope/nlp/metric/meteor/meteor.py, and federatedscope/nlp/metric/eval.py
is adapted from https://github.com/tylin/coco-caption

Copyright (c) 2015 Xinlei Chen, Hao Fang, Tsung-Yi Lin, and Ramakrishna Vedantam

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in
all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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THE SOFTWARE.

--------------------------------------------------------------------------------

Code in federatedscope/nlp/metric/eval.py is adapted from
https://github.com/hugochan/RL-based-Graph2Seq-for-NQG

Copyright 2020 Yu (Hugo) Chen

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.

--------------------------------------------------------------------------------

Code in federatedscope/nlp/metric/rouge/pyrouge.py and federatedscope/nlp/metric/rouge/utils.py
is adapted from https://github.com/nlpyang/PreSumm (MIT License)

Copyright (c) 2019 Yang Liu

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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SOFTWARE.

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The implementation of ROUGE-155 in federatedscope/nlp/metric/rouge/pyrouge.py
is adapted from https://github.com/bheinzerling/pyrouge (MIT License)

Copyright (c) 2014 Benjamin Heinzerling

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of this software and associated documentation files (the "Software"), to deal
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---------------------------------------------------------------------------------
The implementations of median aggregator in federatedscope/core/aggregators/median_aggregator.py
and trimmedmean aggregator in federatedscope/core/aggregators/trimmedmean_aggregator.py
are adapted from https://github.com/bladesteam/blades (Apache License)

Copyright (c) 2022 lishenghui

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.

---------------------------------------------------------------------------------
The implementations of LLM dataset in federatedscope/llm/dataset/llm_dataset.py
adapted from https://github.com/tatsu-lab/stanford_alpaca (Apache License)

Copyright 2023 Rohan Taori, Ishaan Gulrajani, Tianyi Zhang, Yann Dubois, Xuechen Li

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.

---------------------------------------------------------------------------------
The implementations of evaluation for MMLU in federatedscope/llm/eval_for_mmlu/eval.py
and federatedscope/llm/eval_for_mmlu/categories.py are adapted from https://github.com/hendrycks/test (MIT License)

Copyright (c) 2020 Dan Hendrycks

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