update ruff version (#30932)

* update ruff version

* fix research projects

* Empty

* Fix errors

---------

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

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