update ruff version (#30932)

* update ruff version

* fix research projects

* Empty

* Fix errors

---------

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

examples/pytorch/image-classification/run_image_classification_no_trainer.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 any 🤗 Transformers model for image classification leveraging 🤗 Accelerate."""
+"""Finetuning any 🤗 Transformers model for image classification leveraging 🤗 Accelerate."""
+
 import argparse
 import json
 import logging

examples/pytorch/object-detection/run_object_detection_no_trainer.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.
-""" Finetuning 🤗 Transformers model for object detection with Accelerate."""
+"""Finetuning 🤗 Transformers model for object detection with Accelerate."""
 
 import argparse
 import json

examples/pytorch/question-answering/trainer_qa.py

@@ -15,6 +15,7 @@
 """
 A subclass of `Trainer` specific to Question-Answering tasks
 """
+
 import math
 import time
 

examples/pytorch/question-answering/trainer_seq2seq_qa.py

@@ -15,6 +15,7 @@
 """
 A subclass of `Trainer` specific to Question-Answering tasks
 """
+
 import math
 import time
 from typing import Dict, List, Optional

examples/pytorch/question-answering/utils_qa.py

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

examples/pytorch/semantic-segmentation/run_semantic_segmentation_no_trainer.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.
-""" Finetuning any 🤗 Transformers model supported by AutoModelForSemanticSegmentation for semantic segmentation."""
+"""Finetuning any 🤗 Transformers model supported by AutoModelForSemanticSegmentation for semantic segmentation."""
 
 import argparse
 import json

examples/pytorch/speech-pretraining/run_wav2vec2_pretraining_no_trainer.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
 
-""" Pre-Training a 🤗 Wav2Vec2 model on unlabeled audio data """
+"""Pre-Training a 🤗 Wav2Vec2 model on unlabeled audio data"""
 
 import argparse
 import math

examples/pytorch/speech-recognition/run_speech_recognition_ctc.py

@@ -14,7 +14,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-""" 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/pytorch/speech-recognition/run_speech_recognition_ctc_adapter.py

@@ -14,7 +14,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-""" Fine-tuning a 🤗 Transformers CTC adapter model for automatic speech recognition"""
+"""Fine-tuning a 🤗 Transformers CTC adapter model for automatic speech recognition"""
 
 import functools
 import json

examples/pytorch/text-classification/run_classification.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 text classification."""
+"""Finetuning the library models for text classification."""
 # You can also adapt this script on your own text classification task. Pointers for this are left as comments.
 
 import logging

examples/pytorch/text-classification/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.
-""" Finetuning the library models for sequence classification on GLUE."""
+"""Finetuning the library models for sequence classification on GLUE."""
 # You can also adapt this script on your own text classification task. Pointers for this are left as comments.
 
 import logging

examples/pytorch/text-classification/run_glue_no_trainer.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 a 🤗 Transformers model for sequence classification on GLUE."""
+"""Finetuning a 🤗 Transformers model for sequence classification on GLUE."""
+
 import argparse
 import json
 import logging

examples/pytorch/text-classification/run_xnli.py

@@ -14,8 +14,8 @@
 # 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 multi-lingual models on XNLI (e.g. Bert, DistilBERT, XLM).
-    Adapted from `examples/text-classification/run_glue.py`"""
+"""Finetuning multi-lingual models on XNLI (e.g. Bert, DistilBERT, XLM).
+Adapted from `examples/text-classification/run_glue.py`"""
 
 import logging
 import os

examples/pytorch/text-generation/run_generation.py

@@ -14,9 +14,7 @@
 # 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.
-""" Conditional text generation with the auto-regressive models of the library (GPT/GPT-2/CTRL/Transformer-XL/XLNet)
-"""
-
+"""Conditional text generation with the auto-regressive models of the library (GPT/GPT-2/CTRL/Transformer-XL/XLNet)"""
 
 import argparse
 import inspect

examples/pytorch/text-generation/run_generation_contrastive_search.py

@@ -13,13 +13,12 @@
 # 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 examples of running contrastive search on the auto-APIs;
+"""The examples of running contrastive search on the auto-APIs;
 
 Running this example:
 python run_generation_contrastive_search.py --model_name_or_path=openai-community/gpt2-large --penalty_alpha=0.6 --k=4 --length=256
 """
 
-
 import argparse
 import logging
 

examples/pytorch/xla_spawn.py

@@ -23,7 +23,6 @@ Inspired by https://github.com/pytorch/pytorch/blob/master/torch/distributed/lau
 
 """
 
-
 import importlib
 import sys
 from argparse import REMAINDER, ArgumentParser