Updated deprecated typing imports with equivalents for Python 3.9+ (#38546)

* Replace deprecated typing imports with collections.abc equivalents for Python 3.9+

* Fixed code quality

---------

Co-authored-by: Yih-Dar <2521628+ydshieh@users.noreply.github.com>

examples/3D_parallel.py

@@ -32,8 +32,8 @@ ocalhost:29504 test_train.py
 
 import logging
 import os
+from collections.abc import Iterable
 from contextlib import nullcontext
-from typing import Iterable
 
 import torch
 import torch.distributed as dist

examples/pytorch/3d_parallel_checks.py

@@ -31,8 +31,9 @@ ocalhost:29504 test_train.py
 
 import logging
 import os
+from collections.abc import Iterable
 from contextlib import nullcontext
-from typing import Dict, Iterable, Optional
+from typing import Dict, Optional
 
 import torch
 import torch.distributed as dist

src/transformers/cache_utils.py

@@ -2,8 +2,9 @@ import copy
 import importlib.metadata
 import json
 import os
+from collections.abc import Iterable
 from dataclasses import dataclass
-from typing import Any, Dict, Iterable, List, Optional, Tuple, Union
+from typing import Any, Dict, List, Optional, Tuple, Union
 
 import torch
 from packaging import version

src/transformers/commands/add_new_model_like.py

@@ -21,7 +21,8 @@ from dataclasses import dataclass
 from datetime import date
 from itertools import chain
 from pathlib import Path
-from typing import Any, Callable, Dict, List, Optional, Pattern, Tuple, Union
+from re import Pattern
+from typing import Any, Callable, Dict, List, Optional, Tuple, Union
 
 import yaml
 

src/transformers/generation/logits_process.py

@@ -15,7 +15,8 @@
 
 import inspect
 import math
-from typing import TYPE_CHECKING, Callable, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import TYPE_CHECKING, Callable, List, Optional, Tuple, Union
 
 import numpy as np
 import torch

src/transformers/models/albert/configuration_albert.py

@@ -16,7 +16,7 @@
 """ALBERT model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/aria/image_processing_aria.py

@@ -18,7 +18,8 @@
 # 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.
-from typing import Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/aria/modular_aria.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.
-from typing import Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import Dict, List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/bart/configuration_bart.py

@@ -16,7 +16,8 @@
 
 import warnings
 from collections import OrderedDict
-from typing import Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, Optional
 
 from ... import PreTrainedTokenizer
 from ...configuration_utils import PretrainedConfig

src/transformers/models/beit/configuration_beit.py

@@ -16,7 +16,7 @@
 
 import warnings
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/bert/configuration_bert.py

@@ -16,7 +16,7 @@
 """BERT model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/big_bird/configuration_big_bird.py

@@ -15,7 +15,7 @@
 """BigBird model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/bigbird_pegasus/configuration_bigbird_pegasus.py

@@ -15,7 +15,8 @@
 """BigBirdPegasus model configuration"""
 
 from collections import OrderedDict
-from typing import Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, Optional
 
 from ... import PreTrainedTokenizer
 from ...configuration_utils import PretrainedConfig

src/transformers/models/blenderbot/configuration_blenderbot.py

@@ -15,7 +15,8 @@
 """Blenderbot model configuration"""
 
 from collections import OrderedDict
-from typing import Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, Optional
 
 from ... import PreTrainedTokenizer
 from ...configuration_utils import PretrainedConfig

src/transformers/models/blenderbot_small/configuration_blenderbot_small.py

@@ -15,7 +15,8 @@
 """BlenderbotSmall model configuration"""
 
 from collections import OrderedDict
-from typing import Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, Optional
 
 from ... import PreTrainedTokenizer
 from ...configuration_utils import PretrainedConfig

src/transformers/models/bloom/configuration_bloom.py

@@ -15,7 +15,8 @@
 """Bloom configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, List, Mapping, Optional
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, List, Optional
 
 from packaging import version
 

src/transformers/models/bridgetower/image_processing_bridgetower.py

@@ -14,7 +14,8 @@
 # limitations under the License.
 """Image processor class for BridgeTower."""
 
-from typing import Any, Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import Any, Dict, List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/bridgetower/image_processing_bridgetower_fast.py

@@ -14,7 +14,8 @@
 # limitations under the License.
 """Fast Image processor class for BridgeTower."""
 
-from typing import Dict, Iterable, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import Dict, Optional, Tuple, Union
 
 from ...image_processing_utils_fast import (
     BaseImageProcessorFast,

src/transformers/models/camembert/configuration_camembert.py

@@ -16,7 +16,7 @@
 """CamemBERT configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/chinese_clip/configuration_chinese_clip.py

@@ -15,7 +15,8 @@
 """Chinese-CLIP model configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, Optional
 
 
 if TYPE_CHECKING:

src/transformers/models/clip/configuration_clip.py

@@ -15,7 +15,8 @@
 """CLIP model configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, Optional
 
 
 if TYPE_CHECKING:

src/transformers/models/codegen/configuration_codegen.py

@@ -15,7 +15,8 @@
 """CodeGen model configuration"""
 
 from collections import OrderedDict
-from typing import Any, List, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, List, Optional
 
 from ... import PreTrainedTokenizer, TensorType, is_torch_available
 from ...configuration_utils import PretrainedConfig

src/transformers/models/conditional_detr/configuration_conditional_detr.py

@@ -15,7 +15,7 @@
 """Conditional DETR model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/conditional_detr/image_processing_conditional_detr.py

@@ -17,7 +17,8 @@
 import io
 import pathlib
 from collections import defaultdict
-from typing import Any, Callable, Dict, Iterable, List, Optional, Set, Tuple, Union
+from collections.abc import Iterable
+from typing import Any, Callable, Dict, List, Optional, Set, Tuple, Union
 
 import numpy as np
 

src/transformers/models/convbert/configuration_convbert.py

@@ -15,7 +15,7 @@
 """ConvBERT model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/convnext/configuration_convnext.py

@@ -15,7 +15,7 @@
 """ConvNeXT model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/data2vec/configuration_data2vec_text.py

@@ -15,7 +15,7 @@
 """Data2VecText configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/data2vec/configuration_data2vec_vision.py

@@ -15,7 +15,7 @@
 """Data2VecVision model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/deberta/configuration_deberta.py

@@ -15,7 +15,8 @@
 """DeBERTa model configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, Mapping, Optional, Union
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, Optional, Union
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/deberta/modeling_tf_deberta.py

@@ -17,7 +17,8 @@
 from __future__ import annotations
 
 import math
-from typing import Dict, Optional, Sequence, Tuple, Union
+from collections.abc import Sequence
+from typing import Dict, Optional, Tuple, Union
 
 import numpy as np
 import tensorflow as tf

src/transformers/models/deberta_v2/configuration_deberta_v2.py

@@ -15,7 +15,8 @@
 """DeBERTa-v2 model configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, Mapping, Optional, Union
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, Optional, Union
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/deformable_detr/image_processing_deformable_detr.py

@@ -17,7 +17,8 @@
 import io
 import pathlib
 from collections import defaultdict
-from typing import Any, Callable, Dict, Iterable, List, Optional, Set, Tuple, Union
+from collections.abc import Iterable
+from typing import Any, Callable, Dict, List, Optional, Set, Tuple, Union
 
 import numpy as np
 

src/transformers/models/deit/configuration_deit.py

@@ -15,7 +15,7 @@
 """DeiT model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/deprecated/deta/image_processing_deta.py

@@ -15,7 +15,8 @@
 """Image processor class for Deformable DETR."""
 
 import pathlib
-from typing import Any, Callable, Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import Any, Callable, Dict, List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/deprecated/graphormer/collating_graphormer.py

@@ -1,7 +1,8 @@
 # Copyright (c) Microsoft Corporation and HuggingFace
 # Licensed under the MIT License.
 
-from typing import Any, Dict, List, Mapping
+from collections.abc import Mapping
+from typing import Any, Dict, List
 
 import numpy as np
 import torch

src/transformers/models/deprecated/graphormer/modeling_graphormer.py

@@ -15,7 +15,8 @@
 """PyTorch Graphormer model."""
 
 import math
-from typing import Iterable, Iterator, List, Optional, Tuple, Union
+from collections.abc import Iterable, Iterator
+from typing import List, Optional, Tuple, Union
 
 import torch
 import torch.nn as nn

src/transformers/models/deprecated/mega/configuration_mega.py

@@ -15,7 +15,7 @@
 """MEGA configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ....configuration_utils import PretrainedConfig
 from ....onnx import OnnxConfig

src/transformers/models/detr/configuration_detr.py

@@ -15,7 +15,7 @@
 """DETR model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/detr/image_processing_detr.py

@@ -17,7 +17,8 @@
 import io
 import pathlib
 from collections import defaultdict
-from typing import Any, Callable, Dict, Iterable, List, Optional, Set, Tuple, Union
+from collections.abc import Iterable
+from typing import Any, Callable, Dict, List, Optional, Set, Tuple, Union
 
 import numpy as np
 

src/transformers/models/dinov2/configuration_dinov2.py

@@ -15,7 +15,7 @@
 """DINOv2 model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/distilbert/configuration_distilbert.py

@@ -15,7 +15,7 @@
 """DistilBERT model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/dpt/image_processing_dpt.py

@@ -15,7 +15,8 @@
 """Image processor class for DPT."""
 
 import math
-from typing import TYPE_CHECKING, Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import TYPE_CHECKING, Dict, List, Optional, Tuple, Union
 
 from ...utils.import_utils import requires
 

src/transformers/models/efficientnet/configuration_efficientnet.py

@@ -15,7 +15,8 @@
 """EfficientNet model configuration"""
 
 from collections import OrderedDict
-from typing import List, Mapping
+from collections.abc import Mapping
+from typing import List
 
 from packaging import version
 

src/transformers/models/electra/configuration_electra.py

@@ -16,7 +16,7 @@
 """ELECTRA model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/emu3/image_processing_emu3.py

@@ -15,7 +15,8 @@
 # limitations under the License.
 
 import math
-from typing import Dict, Iterable, List, Optional, Union
+from collections.abc import Iterable
+from typing import Dict, List, Optional, Union
 
 import numpy as np
 

src/transformers/models/ernie/configuration_ernie.py

@@ -16,7 +16,7 @@
 """ERNIE model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/esm/modeling_esmfold.py

@@ -14,9 +14,10 @@
 # limitations under the License.
 import math
 import sys
+from collections.abc import Sequence
 from dataclasses import dataclass
 from functools import partial
-from typing import Callable, Dict, List, Optional, Sequence, Tuple, Union
+from typing import Callable, Dict, List, Optional, Tuple, Union
 
 import numpy as np
 import torch

src/transformers/models/esm/openfold_utils/chunk_utils.py

@@ -13,8 +13,9 @@
 # limitations under the License.
 import logging
 import math
+from collections.abc import Iterable, Sequence
 from functools import partial
-from typing import Any, Callable, Dict, Iterable, List, Optional, Sequence, Tuple, Union
+from typing import Any, Callable, Dict, List, Optional, Tuple, Union
 
 import torch
 

src/transformers/models/esm/openfold_utils/protein.py

@@ -18,7 +18,8 @@
 import dataclasses
 import re
 import string
-from typing import Any, Dict, Iterator, List, Mapping, Optional, Sequence, Tuple
+from collections.abc import Iterator, Mapping, Sequence
+from typing import Any, Dict, List, Optional, Tuple
 
 import numpy as np
 

src/transformers/models/esm/openfold_utils/residue_constants.py

@@ -18,8 +18,9 @@
 import collections
 import copy
 import functools
+from collections.abc import Mapping, Sequence
 from importlib import resources
-from typing import Dict, List, Mapping, Sequence, Tuple
+from typing import Dict, List, Tuple
 
 import numpy as np
 

src/transformers/models/esm/openfold_utils/rigid_utils.py

@@ -15,8 +15,9 @@
 
 from __future__ import annotations
 
+from collections.abc import Sequence
 from functools import lru_cache
-from typing import Any, Callable, Dict, List, Optional, Sequence, Tuple
+from typing import Any, Callable, Dict, List, Optional, Tuple
 
 import numpy as np
 import torch

src/transformers/models/flaubert/configuration_flaubert.py

@@ -15,7 +15,7 @@
 """Flaubert configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/flava/image_processing_flava.py

@@ -16,8 +16,9 @@
 
 import math
 import random
+from collections.abc import Iterable
 from functools import lru_cache
-from typing import Any, Dict, Iterable, List, Optional, Tuple, Union
+from typing import Any, Dict, List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/flava/image_processing_flava_fast.py

@@ -16,8 +16,9 @@
 
 import math
 import random
+from collections.abc import Iterable
 from functools import lru_cache
-from typing import Any, Dict, Iterable, Optional, Tuple, Union
+from typing import Any, Dict, Optional, Tuple, Union
 
 from ...image_processing_utils_fast import (
     BaseImageProcessorFast,

src/transformers/models/gpt2/configuration_gpt2.py

@@ -16,7 +16,8 @@
 """OpenAI GPT-2 configuration"""
 
 from collections import OrderedDict
-from typing import Any, List, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, List, Optional
 
 from ... import PreTrainedTokenizer, TensorType, is_torch_available
 from ...configuration_utils import PretrainedConfig

src/transformers/models/gpt_neo/configuration_gpt_neo.py

@@ -15,7 +15,8 @@
 """GPT Neo model configuration"""
 
 from collections import OrderedDict
-from typing import Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, Optional
 
 from ... import PreTrainedTokenizer, TensorType, is_torch_available
 from ...configuration_utils import PretrainedConfig

src/transformers/models/gptj/configuration_gptj.py

@@ -15,7 +15,8 @@
 """GPT-J model configuration"""
 
 from collections import OrderedDict
-from typing import Any, List, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, List, Optional
 
 from ... import PreTrainedTokenizer, TensorType, is_torch_available
 from ...configuration_utils import PretrainedConfig

src/transformers/models/grounding_dino/image_processing_grounding_dino.py

@@ -17,7 +17,8 @@
 import io
 import pathlib
 from collections import defaultdict
-from typing import TYPE_CHECKING, Any, Callable, Dict, Iterable, List, Optional, Set, Tuple, Union
+from collections.abc import Iterable
+from typing import TYPE_CHECKING, Any, Callable, Dict, List, Optional, Set, Tuple, Union
 
 import numpy as np
 

src/transformers/models/groupvit/configuration_groupvit.py

@@ -15,7 +15,8 @@
 """GroupViT model configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, Optional
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/ibert/configuration_ibert.py

@@ -17,7 +17,7 @@
 """I-BERT configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/idefics2/image_processing_idefics2.py

@@ -14,7 +14,8 @@
 # limitations under the License.
 
 
-from typing import Any, Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import Any, Dict, List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/idefics3/image_processing_idefics3.py

@@ -14,7 +14,8 @@
 # limitations under the License.
 
 import math
-from typing import Any, Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import Any, Dict, List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/imagegpt/configuration_imagegpt.py

@@ -15,7 +15,8 @@
 """OpenAI ImageGPT configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, Optional
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/janus/image_processing_janus.py

@@ -19,7 +19,8 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import Dict, List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/janus/modular_janus.py

@@ -14,8 +14,9 @@
 # limitations under the License.
 
 import copy
+from collections.abc import Iterable
 from dataclasses import dataclass
-from typing import Callable, Dict, Iterable, List, Optional, Tuple, Union
+from typing import Callable, Dict, List, Optional, Tuple, Union
 
 import numpy as np
 import torch

src/transformers/models/layoutlm/configuration_layoutlm.py

@@ -15,7 +15,8 @@
 """LayoutLM model configuration"""
 
 from collections import OrderedDict
-from typing import Any, List, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, List, Optional
 
 from ... import PretrainedConfig, PreTrainedTokenizer
 from ...onnx import OnnxConfig, PatchingSpec

src/transformers/models/layoutlmv3/configuration_layoutlmv3.py

@@ -15,7 +15,8 @@
 """LayoutLMv3 model configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, Optional
 
 from packaging import version
 

src/transformers/models/layoutlmv3/image_processing_layoutlmv3.py

@@ -14,7 +14,8 @@
 # limitations under the License.
 """Image processor class for LayoutLMv3."""
 
-from typing import Dict, Iterable, Optional, Union
+from collections.abc import Iterable
+from typing import Dict, Optional, Union
 
 import numpy as np
 

src/transformers/models/levit/configuration_levit.py

@@ -15,7 +15,7 @@
 """LeViT model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/levit/image_processing_levit.py

@@ -14,7 +14,8 @@
 # limitations under the License.
 """Image processor class for LeViT."""
 
-from typing import Dict, Iterable, Optional, Union
+from collections.abc import Iterable
+from typing import Dict, Optional, Union
 
 import numpy as np
 

src/transformers/models/llava_next/image_processing_llava_next.py

@@ -14,7 +14,8 @@
 # limitations under the License.
 """Image processor class for LLaVa-NeXT."""
 
-from typing import Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import Dict, List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/llava_onevision/image_processing_llava_onevision.py

@@ -14,7 +14,8 @@
 # limitations under the License.
 """Image processor class for LLaVa-Onevision."""
 
-from typing import Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import Dict, List, Optional, Tuple, Union
 
 import numpy as np
 

src/transformers/models/llava_onevision/processing_llava_onevision.py

@@ -17,7 +17,8 @@ Processor class for LLaVa-Onevision.
 """
 
 import math
-from typing import Iterable, List, Union
+from collections.abc import Iterable
+from typing import List, Union
 
 import numpy as np
 

src/transformers/models/longformer/configuration_longformer.py

@@ -15,7 +15,8 @@
 """Longformer configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, List, Mapping, Optional, Union
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, List, Optional, Union
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/longt5/configuration_longt5.py

@@ -14,7 +14,7 @@
 # limitations under the License.
 """LongT5 model configuration"""
 
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxSeq2SeqConfigWithPast

src/transformers/models/m2m_100/configuration_m2m_100.py

@@ -15,7 +15,8 @@
 """M2M100 model configuration"""
 
 from collections import OrderedDict
-from typing import Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, Optional
 
 from ... import PreTrainedTokenizer
 from ...configuration_utils import PretrainedConfig

src/transformers/models/marian/configuration_marian.py

@@ -15,7 +15,8 @@
 """Marian model configuration"""
 
 from collections import OrderedDict
-from typing import Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, Optional
 
 from ... import PreTrainedTokenizer
 from ...configuration_utils import PretrainedConfig

src/transformers/models/mask2former/convert_mask2former_original_pytorch_checkpoint_to_pytorch.py

@@ -15,10 +15,11 @@
 import json
 import sys
 from argparse import ArgumentParser
+from collections.abc import Iterator
 from dataclasses import dataclass
 from pathlib import Path
 from pprint import pformat
-from typing import Any, Dict, Iterator, List, Set, Tuple
+from typing import Any, Dict, List, Set, Tuple
 
 import requests
 import torch

src/transformers/models/mask2former/image_processing_mask2former.py

@@ -15,7 +15,8 @@
 """Image processor class for Mask2Former."""
 
 import math
-from typing import Any, Dict, Iterable, List, Optional, Set, Tuple, Union
+from collections.abc import Iterable
+from typing import Any, Dict, List, Optional, Set, Tuple, Union
 
 import numpy as np
 

src/transformers/models/maskformer/convert_maskformer_original_pytorch_checkpoint_to_pytorch.py

@@ -14,10 +14,11 @@
 # limitations under the License.
 import sys
 from argparse import ArgumentParser
+from collections.abc import Iterator
 from dataclasses import dataclass
 from pathlib import Path
 from pprint import pformat
-from typing import Any, Dict, Iterator, List, Set, Tuple
+from typing import Any, Dict, List, Set, Tuple
 
 import requests
 import torch

src/transformers/models/maskformer/image_processing_maskformer.py

@@ -16,7 +16,8 @@
 
 import math
 import warnings
-from typing import TYPE_CHECKING, Any, Dict, Iterable, List, Optional, Set, Tuple, Union
+from collections.abc import Iterable
+from typing import TYPE_CHECKING, Any, Dict, List, Optional, Set, Tuple, Union
 
 import numpy as np
 

src/transformers/models/mbart/configuration_mbart.py

@@ -15,7 +15,8 @@
 """MBART model configuration"""
 
 from collections import OrderedDict
-from typing import Any, Mapping, Optional
+from collections.abc import Mapping
+from typing import Any, Optional
 
 from ... import PreTrainedTokenizer
 from ...configuration_utils import PretrainedConfig

src/transformers/models/mobilebert/configuration_mobilebert.py

@@ -15,7 +15,7 @@
 """MobileBERT model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfig

src/transformers/models/mobilenet_v1/configuration_mobilenet_v1.py

@@ -15,7 +15,7 @@
 """MobileNetV1 model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/mobilenet_v2/configuration_mobilenet_v2.py

@@ -15,7 +15,7 @@
 """MobileNetV2 model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/mobilevit/configuration_mobilevit.py

@@ -15,7 +15,7 @@
 """MobileViT model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/mobilevitv2/configuration_mobilevitv2.py

@@ -15,7 +15,7 @@
 """MobileViTV2 model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/mt5/configuration_mt5.py

@@ -14,7 +14,7 @@
 # limitations under the License.
 """mT5 model configuration"""
 
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxSeq2SeqConfigWithPast

src/transformers/models/musicgen/convert_musicgen_transformers.py

@@ -15,8 +15,9 @@
 """Convert MusicGen checkpoints from the original repository."""
 
 import argparse
+from collections import OrderedDict
 from pathlib import Path
-from typing import Dict, OrderedDict, Tuple
+from typing import Dict, Tuple
 
 import torch
 from audiocraft.models import MusicGen

src/transformers/models/musicgen_melody/convert_musicgen_melody_transformers.py

@@ -15,8 +15,9 @@
 """Convert Musicgen Melody checkpoints from the original repository."""
 
 import argparse
+from collections import OrderedDict
 from pathlib import Path
-from typing import Dict, OrderedDict, Tuple
+from typing import Dict, Tuple
 
 import torch
 from audiocraft.models import MusicGen

src/transformers/models/oneformer/convert_to_hf_oneformer.py

@@ -18,10 +18,11 @@
 import os
 import sys
 from argparse import ArgumentParser
+from collections.abc import Iterator
 from dataclasses import dataclass
 from pathlib import Path
 from pprint import pformat
-from typing import Any, Dict, Iterator, List, Set, Tuple
+from typing import Any, Dict, List, Set, Tuple
 
 import requests
 import torch

src/transformers/models/oneformer/image_processing_oneformer.py

@@ -16,7 +16,8 @@
 
 import json
 import os
-from typing import Any, Dict, Iterable, List, Optional, Set, Tuple, Union
+from collections.abc import Iterable
+from typing import Any, Dict, List, Optional, Set, Tuple, Union
 
 import numpy as np
 from huggingface_hub import hf_hub_download

src/transformers/models/owlvit/configuration_owlvit.py

@@ -15,7 +15,8 @@
 """OWL-ViT model configuration"""
 
 from collections import OrderedDict
-from typing import TYPE_CHECKING, Any, Dict, Mapping, Optional
+from collections.abc import Mapping
+from typing import TYPE_CHECKING, Any, Dict, Optional
 
 
 if TYPE_CHECKING:

src/transformers/models/perceiver/configuration_perceiver.py

@@ -15,7 +15,8 @@
 """Perceiver model configuration"""
 
 from collections import OrderedDict
-from typing import Any, Mapping, Optional, Union
+from collections.abc import Mapping
+from typing import Any, Optional, Union
 
 from ...configuration_utils import PretrainedConfig
 from ...feature_extraction_utils import FeatureExtractionMixin

src/transformers/models/perceiver/modeling_perceiver.py

@@ -16,10 +16,11 @@
 
 import abc
 import math
+from collections.abc import Mapping
 from dataclasses import dataclass
 from functools import reduce
 from operator import __add__
-from typing import Any, Callable, Dict, List, Mapping, Optional, Tuple, Union
+from typing import Any, Callable, Dict, List, Optional, Tuple, Union
 
 import numpy as np
 import torch

src/transformers/models/plbart/configuration_plbart.py

@@ -15,7 +15,7 @@
 """PLBART model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from ...configuration_utils import PretrainedConfig
 from ...onnx import OnnxConfigWithPast

src/transformers/models/poolformer/configuration_poolformer.py

@@ -15,7 +15,7 @@
 """PoolFormer model configuration"""
 
 from collections import OrderedDict
-from typing import Mapping
+from collections.abc import Mapping
 
 from packaging import version
 

src/transformers/models/prompt_depth_anything/image_processing_prompt_depth_anything.py

@@ -13,7 +13,8 @@
 """Image processor class for PromptDepthAnything."""
 
 import math
-from typing import TYPE_CHECKING, Dict, Iterable, List, Optional, Tuple, Union
+from collections.abc import Iterable
+from typing import TYPE_CHECKING, Dict, List, Optional, Tuple, Union
 
 
 if TYPE_CHECKING:

src/transformers/models/prophetnet/tokenization_prophetnet.py

@@ -16,7 +16,8 @@
 import collections
 import os
 import unicodedata
-from typing import Iterable, List, Optional, Tuple
+from collections.abc import Iterable
+from typing import List, Optional, Tuple
 
 from ...tokenization_utils import PreTrainedTokenizer, _is_control, _is_punctuation, _is_whitespace
 from ...utils import logging

src/transformers/models/pvt/configuration_pvt.py

@@ -17,7 +17,8 @@
 """Pvt model configuration"""
 
 from collections import OrderedDict
-from typing import Callable, List, Mapping
+from collections.abc import Mapping
+from typing import Callable, List
 
 from packaging import version