update ruff version (#30932)

* update ruff version

* fix research projects

* Empty

* Fix errors

---------

Co-authored-by: Lysandre <lysandre@huggingface.co>

examples/research_projects/adversarial/run_hans.py

@@ -13,7 +13,7 @@
 # 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.
-""" Finetuning the library models for sequence classification on HANS."""
+"""Finetuning the library models for sequence classification on HANS."""
 
 import logging
 import os

examples/research_projects/bert-loses-patience/pabee/modeling_pabee_albert.py

@@ -12,7 +12,7 @@
 # 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.
-"""PyTorch ALBERT model with Patience-based Early Exit. """
+"""PyTorch ALBERT model with Patience-based Early Exit."""
 
 import logging
 

examples/research_projects/bert-loses-patience/pabee/modeling_pabee_bert.py

@@ -13,8 +13,7 @@
 # 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.
-"""PyTorch BERT model with Patience-based Early Exit. """
-
+"""PyTorch BERT model with Patience-based Early Exit."""
 
 import logging
 

examples/research_projects/bert-loses-patience/run_glue_with_pabee.py

@@ -13,8 +13,7 @@
 # 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.
-""" Training and inference using the library models for sequence classification on GLUE (Bert, Albert) with PABEE."""
-
+"""Training and inference using the library models for sequence classification on GLUE (Bert, Albert) with PABEE."""
 
 import argparse
 import glob

examples/research_projects/bertabs/configuration_bertabs.py

@@ -13,7 +13,8 @@
 # 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.
-""" BertAbs configuration """
+"""BertAbs configuration"""
+
 import logging
 
 from transformers import PretrainedConfig

examples/research_projects/bertabs/convert_bertabs_original_pytorch_checkpoint.py

@@ -12,7 +12,7 @@
 # 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.
-""" Convert BertExtAbs's checkpoints.
+"""Convert BertExtAbs's checkpoints.
 
 The script looks like it is doing something trivial but it is not. The "weights"
 proposed by the authors are actually the entire model pickled. We need to load

examples/research_projects/bertology/run_bertology.py

@@ -12,13 +12,14 @@
 # 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.
-""" Bertology: this script shows how you can explore the internals of the models in the library to:
-    - compute the entropy of the head attentions
-    - compute the importance of each head
-    - prune (remove) the low importance head.
-    Some parts of this script are adapted from the code of Michel et al. (http://arxiv.org/abs/1905.10650)
-    which is available at https://github.com/pmichel31415/are-16-heads-really-better-than-1
+"""Bertology: this script shows how you can explore the internals of the models in the library to:
+- compute the entropy of the head attentions
+- compute the importance of each head
+- prune (remove) the low importance head.
+Some parts of this script are adapted from the code of Michel et al. (http://arxiv.org/abs/1905.10650)
+which is available at https://github.com/pmichel31415/are-16-heads-really-better-than-1
 """
+
 import argparse
 import logging
 import os

examples/research_projects/bertology/run_prune_gpt.py

@@ -1,5 +1,5 @@
 #!/usr/bin/env python3
-""" This script is adapted from the Bertology pruning code (https://github.com/huggingface/transformers/blob/783d7d2629e97c5f0c5f9ef01b8c66410275c204/examples/research_projects/bertology/run_bertology.py)
+"""This script is adapted from the Bertology pruning code (https://github.com/huggingface/transformers/blob/783d7d2629e97c5f0c5f9ef01b8c66410275c204/examples/research_projects/bertology/run_bertology.py)
 to prune GPT-like models. The author is @altsoph.
 """
 

examples/research_projects/distillation/distiller.py

@@ -12,9 +12,10 @@
 # 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 distiller to distil the student.
-    Adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
+"""The distiller to distil the student.
+Adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
 """
+
 import math
 import os
 import time

examples/research_projects/distillation/grouped_batch_sampler.py

@@ -12,8 +12,8 @@
 # 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.
-""" Adapted from PyTorch Vision (https://github.com/pytorch/vision/blob/master/references/detection/group_by_aspect_ratio.py)
-"""
+"""Adapted from PyTorch Vision (https://github.com/pytorch/vision/blob/master/references/detection/group_by_aspect_ratio.py)"""
+
 import bisect
 import copy
 from collections import defaultdict

examples/research_projects/distillation/lm_seqs_dataset.py

@@ -12,9 +12,10 @@
 # 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.
-""" Dataset to distilled models
-    adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
+"""Dataset to distilled models
+adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
 """
+
 import numpy as np
 import torch
 from torch.utils.data import Dataset

examples/research_projects/distillation/run_squad_w_distillation.py

@@ -13,7 +13,7 @@
 # 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.
-""" This is the exact same script as `examples/question-answering/run_squad.py` (as of 2020, January 8th) with an additional and optional step of distillation."""
+"""This is the exact same script as `examples/question-answering/run_squad.py` (as of 2020, January 8th) with an additional and optional step of distillation."""
 
 import argparse
 import glob

examples/research_projects/distillation/scripts/binarized_data.py

@@ -15,6 +15,7 @@
 """
 Preprocessing script before distillation.
 """
+
 import argparse
 import logging
 import pickle

examples/research_projects/distillation/scripts/extract.py

@@ -16,6 +16,7 @@
 Preprocessing script before training the distilled model.
 Specific to RoBERTa -> DistilRoBERTa and GPT2 -> DistilGPT2.
 """
+
 import argparse
 
 import torch

examples/research_projects/distillation/scripts/extract_distilbert.py

@@ -16,6 +16,7 @@
 Preprocessing script before training DistilBERT.
 Specific to BERT -> DistilBERT.
 """
+
 import argparse
 
 import torch

examples/research_projects/distillation/scripts/token_counts.py

@@ -15,6 +15,7 @@
 """
 Preprocessing script before training the distilled model.
 """
+
 import argparse
 import logging
 import pickle

examples/research_projects/distillation/train.py

@@ -16,6 +16,7 @@
 Training the distilled model.
 Supported architectures include: BERT -> DistilBERT, RoBERTa -> DistilRoBERTa, GPT2 -> DistilGPT2.
 """
+
 import argparse
 import json
 import os

examples/research_projects/distillation/utils.py

@@ -12,9 +12,10 @@
 # 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.
-""" Utils to train DistilBERT
-    adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
+"""Utils to train DistilBERT
+adapted in part from Facebook, Inc XLM model (https://github.com/facebookresearch/XLM)
 """
+
 import json
 import logging
 import os

examples/research_projects/jax-projects/dataset-streaming/run_mlm_flax_stream.py

@@ -20,6 +20,7 @@ text file or a dataset.
 Here is the full list of checkpoints on the hub that can be fine-tuned by this script:
 https://huggingface.co/models?filter=fill-mask
 """
+
 import logging
 import os
 import sys

examples/research_projects/lxmert/modeling_frcnn.py

@@ -1,20 +1,21 @@
 """
- coding=utf-8
- Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
- Adapted From Facebook Inc, Detectron2 && Huggingface Co.
+coding=utf-8
+Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
+Adapted From Facebook Inc, Detectron2 && Huggingface Co.
 
- 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
+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
+    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.import copy
+"""
 
- 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.import copy
- """
 import itertools
 import math
 import os

examples/research_projects/lxmert/processing_image.py

@@ -1,20 +1,21 @@
 """
- coding=utf-8
- Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
- Adapted From Facebook Inc, Detectron2
+coding=utf-8
+Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
+Adapted From Facebook Inc, Detectron2
 
- 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
+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
+    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.import copy
+"""
 
- 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.import copy
- """
 import sys
 from typing import Tuple
 

examples/research_projects/lxmert/utils.py

@@ -1,20 +1,20 @@
 """
- coding=utf-8
- Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal, Huggingface team :)
- Adapted From Facebook Inc, Detectron2
+coding=utf-8
+Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal, Huggingface team :)
+Adapted From Facebook Inc, Detectron2
 
- 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
+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
+    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.import copy
- """
+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.import copy
+"""
 
 import copy
 import fnmatch

examples/research_projects/lxmert/visualizing_image.py

@@ -1,20 +1,21 @@
 """
- coding=utf-8
- Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
- Adapted From Facebook Inc, Detectron2
+coding=utf-8
+Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
+Adapted From Facebook Inc, Detectron2
 
- 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
+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
+    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.import copy
+"""
 
- 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.import copy
- """
 import colorsys
 import io
 

examples/research_projects/mm-imdb/run_mmimdb.py

@@ -13,8 +13,7 @@
 # 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.
-""" Finetuning the library models for multimodal multiclass prediction on MM-IMDB dataset."""
-
+"""Finetuning the library models for multimodal multiclass prediction on MM-IMDB dataset."""
 
 import argparse
 import glob

examples/research_projects/movement-pruning/counts_parameters.py

@@ -15,6 +15,7 @@
 Count remaining (non-zero) weights in the encoder (i.e. the transformer layers).
 Sparsity and remaining weights levels are equivalent: sparsity % = 100 - remaining weights %.
 """
+
 import argparse
 import os
 

examples/research_projects/movement-pruning/emmental/configuration_bert_masked.py

@@ -13,10 +13,9 @@
 # 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.
-""" Masked BERT model configuration. It replicates the class `~transformers.BertConfig`
+"""Masked BERT model configuration. It replicates the class `~transformers.BertConfig`
 and adapts it to the specificities of MaskedBert (`pruning_method`, `mask_init` and `mask_scale`."""
 
-
 import logging
 
 from transformers.configuration_utils import PretrainedConfig

examples/research_projects/movement-pruning/emmental/modeling_bert_masked.py

@@ -18,7 +18,6 @@
 compute the adaptive mask.
 Built on top of `transformers.models.bert.modeling_bert`"""
 
-
 import logging
 import math
 

examples/research_projects/movement-pruning/masked_run_glue.py

@@ -13,7 +13,7 @@
 # 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.
-""" Fine-pruning Masked BERT on sequence classification on GLUE."""
+"""Fine-pruning Masked BERT on sequence classification on GLUE."""
 
 import argparse
 import glob

examples/research_projects/movement-pruning/masked_run_squad.py

@@ -13,8 +13,7 @@
 # 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.
-""" Fine-pruning Masked BERT for question-answering on SQuAD."""
-
+"""Fine-pruning Masked BERT for question-answering on SQuAD."""
 
 import argparse
 import glob

examples/research_projects/onnx/summarization/run_onnx_exporter.py

@@ -13,9 +13,8 @@
 # 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.
-"""
+""" """
 
-"""
 import argparse
 import logging
 import os

examples/research_projects/performer/run_mlm_performer.py

@@ -19,6 +19,7 @@ text file or a dataset.
 Here is the full list of checkpoints on the hub that can be fine-tuned by this script:
 https://huggingface.co/models?filter=fill-mask
 """
+
 import logging
 import os
 import sys

examples/research_projects/quantization-qdqbert/evaluate-hf-trt-qa.py

@@ -12,7 +12,8 @@
 # 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.
-""" Finetuning the library models for question-answering on SQuAD (DistilBERT, Bert, XLM, XLNet)."""
+"""Finetuning the library models for question-answering on SQuAD (DistilBERT, Bert, XLM, XLNet)."""
+
 import argparse
 import logging
 import os

examples/research_projects/quantization-qdqbert/quant_trainer.py

@@ -13,6 +13,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 """Helper functions for training models with pytorch-quantization"""
+
 import logging
 import re
 

examples/research_projects/quantization-qdqbert/utils_qa.py

@@ -15,6 +15,7 @@
 """
 Post-processing utilities for question answering.
 """
+
 import collections
 import json
 import logging

examples/research_projects/rag-end2end-retriever/eval_rag.py

@@ -1,4 +1,4 @@
-""" Evaluation script for RAG models."""
+"""Evaluation script for RAG models."""
 
 import argparse
 import ast

examples/research_projects/rag/eval_rag.py

@@ -1,4 +1,4 @@
-""" Evaluation script for RAG models."""
+"""Evaluation script for RAG models."""
 
 import argparse
 import ast

examples/research_projects/robust-speech-event/run_speech_recognition_ctc_bnb.py

@@ -13,7 +13,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
-""" Fine-tuning a 🤗 Transformers CTC model for automatic speech recognition"""
+"""Fine-tuning a 🤗 Transformers CTC model for automatic speech recognition"""
 
 import functools
 import json

examples/research_projects/robust-speech-event/run_speech_recognition_ctc_streaming.py

@@ -13,7 +13,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
-""" Fine-tuning a 🤗 Transformers CTC model for automatic speech recognition in streaming mode"""
+"""Fine-tuning a 🤗 Transformers CTC model for automatic speech recognition in streaming mode"""
 
 import logging
 import os

examples/research_projects/visual_bert/modeling_frcnn.py

@@ -1,20 +1,21 @@
 """
- coding=utf-8
- Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
- Adapted From Facebook Inc, Detectron2 && Huggingface Co.
+coding=utf-8
+Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
+Adapted From Facebook Inc, Detectron2 && Huggingface Co.
 
- 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
+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
+    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.import copy
+"""
 
- 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.import copy
- """
 import itertools
 import math
 import os

examples/research_projects/visual_bert/processing_image.py

@@ -1,20 +1,21 @@
 """
- coding=utf-8
- Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
- Adapted From Facebook Inc, Detectron2
+coding=utf-8
+Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
+Adapted From Facebook Inc, Detectron2
 
- 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
+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
+    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.import copy
+"""
 
- 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.import copy
- """
 import sys
 from typing import Tuple
 

examples/research_projects/visual_bert/utils.py

@@ -1,20 +1,20 @@
 """
- coding=utf-8
- Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal, Huggingface team :)
- Adapted From Facebook Inc, Detectron2
+coding=utf-8
+Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal, Huggingface team :)
+Adapted From Facebook Inc, Detectron2
 
- 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
+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
+    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.import copy
- """
+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.import copy
+"""
 
 import copy
 import fnmatch

examples/research_projects/visual_bert/visualizing_image.py

@@ -1,20 +1,21 @@
 """
- coding=utf-8
- Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
- Adapted From Facebook Inc, Detectron2
+coding=utf-8
+Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
+Adapted From Facebook Inc, Detectron2
 
- 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
+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
+    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.import copy
+"""
 
- 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.import copy
- """
 import colorsys
 import io
 

examples/research_projects/xtreme-s/run_xtreme_s.py

@@ -13,7 +13,7 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 
-""" Fine-tuning a 🤗 Transformers pretrained speech model on the XTREME-S benchmark tasks"""
+"""Fine-tuning a 🤗 Transformers pretrained speech model on the XTREME-S benchmark tasks"""
 
 import json
 import logging