diff --git a/benchmarks/dynamo/cachebench.py b/benchmarks/dynamo/cachebench.py
index 9244612b5aeb..c4d79a1b12ce 100644
--- a/benchmarks/dynamo/cachebench.py
+++ b/benchmarks/dynamo/cachebench.py
@@ -6,7 +6,7 @@ import os
 import subprocess
 import sys
 import tempfile
-from typing import Callable
+from collections.abc import Callable
 
 from torch._inductor.utils import fresh_cache
 
diff --git a/benchmarks/dynamo/genai_layers/utils.py b/benchmarks/dynamo/genai_layers/utils.py
index 749b9cea2032..2db2d7300df5 100644
--- a/benchmarks/dynamo/genai_layers/utils.py
+++ b/benchmarks/dynamo/genai_layers/utils.py
@@ -1,7 +1,8 @@
 import os
 from collections import defaultdict
+from collections.abc import Callable
 from dataclasses import dataclass
-from typing import Any, Callable, Optional
+from typing import Any, Optional
 
 import matplotlib.pyplot as plt
 
diff --git a/benchmarks/dynamo/torchao_backend.py b/benchmarks/dynamo/torchao_backend.py
index 96e1c4569274..6b4204db7b36 100644
--- a/benchmarks/dynamo/torchao_backend.py
+++ b/benchmarks/dynamo/torchao_backend.py
@@ -1,4 +1,5 @@
-from typing import Any, Callable
+from collections.abc import Callable
+from typing import Any
 
 import torch
 
diff --git a/benchmarks/functional_autograd_benchmark/functional_autograd_benchmark.py b/benchmarks/functional_autograd_benchmark/functional_autograd_benchmark.py
index a974eb8ae5ca..9d5772c4f124 100644
--- a/benchmarks/functional_autograd_benchmark/functional_autograd_benchmark.py
+++ b/benchmarks/functional_autograd_benchmark/functional_autograd_benchmark.py
@@ -1,7 +1,8 @@
 import time
 from argparse import ArgumentParser
 from collections import defaultdict
-from typing import Any, Callable, NamedTuple
+from collections.abc import Callable
+from typing import Any, NamedTuple
 
 import torch
 from torch.autograd import functional
diff --git a/benchmarks/functional_autograd_benchmark/utils.py b/benchmarks/functional_autograd_benchmark/utils.py
index 46f0061cd3fe..8efc0bdcddd1 100644
--- a/benchmarks/functional_autograd_benchmark/utils.py
+++ b/benchmarks/functional_autograd_benchmark/utils.py
@@ -1,5 +1,6 @@
 from collections import defaultdict
-from typing import Callable, Optional, Union
+from collections.abc import Callable
+from typing import Optional, Union
 
 import torch
 from torch import nn, Tensor
diff --git a/benchmarks/gpt_fast/common.py b/benchmarks/gpt_fast/common.py
index 5d9fc7c4aa6b..4cbd0bd0f2dc 100644
--- a/benchmarks/gpt_fast/common.py
+++ b/benchmarks/gpt_fast/common.py
@@ -1,5 +1,6 @@
 import dataclasses
-from typing import Callable, Optional
+from collections.abc import Callable
+from typing import Optional
 
 
 all_experiments: dict[str, Callable] = {}
diff --git a/benchmarks/inductor_backends/cutlass.py b/benchmarks/inductor_backends/cutlass.py
index 7141872ec3c4..b2ed506302ae 100644
--- a/benchmarks/inductor_backends/cutlass.py
+++ b/benchmarks/inductor_backends/cutlass.py
@@ -9,8 +9,9 @@ import logging
 import time
 from abc import abstractmethod
 from collections import defaultdict
+from collections.abc import Callable
 from dataclasses import asdict, dataclass, field
-from typing import Any, Callable, Optional
+from typing import Any, Optional
 
 from tabulate import tabulate
 from tqdm import tqdm
diff --git a/benchmarks/transformer/attention_bias_benchmarks.py b/benchmarks/transformer/attention_bias_benchmarks.py
index 2154e11237e9..f6bf45063309 100644
--- a/benchmarks/transformer/attention_bias_benchmarks.py
+++ b/benchmarks/transformer/attention_bias_benchmarks.py
@@ -1,7 +1,8 @@
 import itertools
+from collections.abc import Callable
 from dataclasses import asdict, dataclass
 from functools import partial
-from typing import Callable, Union
+from typing import Union
 
 import numpy as np
 from tabulate import tabulate
diff --git a/benchmarks/transformer/score_mod.py b/benchmarks/transformer/score_mod.py
index 4be4a1e7c46c..f812ede7f635 100644
--- a/benchmarks/transformer/score_mod.py
+++ b/benchmarks/transformer/score_mod.py
@@ -3,10 +3,11 @@ import csv
 import itertools
 import random
 from collections import defaultdict
+from collections.abc import Callable
 from contextlib import nullcontext
 from dataclasses import asdict, dataclass
 from functools import partial
-from typing import Callable, Optional, Union
+from typing import Optional, Union
 
 import numpy as np
 from tabulate import tabulate
diff --git a/benchmarks/transformer/sdpa.py b/benchmarks/transformer/sdpa.py
index 2eca4bf06b44..b4bc77bafdd6 100644
--- a/benchmarks/transformer/sdpa.py
+++ b/benchmarks/transformer/sdpa.py
@@ -1,8 +1,8 @@
 import itertools
 from collections import defaultdict
+from collections.abc import Callable
 from contextlib import nullcontext
 from dataclasses import asdict, dataclass
-from typing import Callable
 
 from tabulate import tabulate
 from tqdm import tqdm
diff --git a/functorch/dim/__init__.py b/functorch/dim/__init__.py
index 1d7a4307c310..df9ca766e28f 100644
--- a/functorch/dim/__init__.py
+++ b/functorch/dim/__init__.py
@@ -3,11 +3,11 @@ from __future__ import annotations
 import dis
 import inspect
 import sys
-from typing import Any, Callable, Optional, TYPE_CHECKING, Union
+from typing import Any, Optional, TYPE_CHECKING, Union
 
 
 if TYPE_CHECKING:
-    from collections.abc import Sequence
+    from collections.abc import Callable, Sequence
 
 import torch
 from torch.utils._pytree import tree_flatten, tree_map, tree_unflatten
diff --git a/functorch/dim/_wrap.py b/functorch/dim/_wrap.py
index 4b359f6a1d58..3c3a12b54ceb 100644
--- a/functorch/dim/_wrap.py
+++ b/functorch/dim/_wrap.py
@@ -5,7 +5,7 @@ Python implementation of function wrapping functionality for functorch.dim.
 from __future__ import annotations
 
 import functools
-from typing import Any, Callable, Optional
+from typing import Any, Optional, TYPE_CHECKING
 
 import torch
 from torch.utils._pytree import tree_map
@@ -15,6 +15,10 @@ from ._enable_all_layers import EnableAllLayers
 from ._tensor_info import TensorInfo
 
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+
 def handle_from_tensor(tensor: torch.Tensor) -> torch.Tensor:
     """Handle tensor conversion for torch function integration."""
     return tensor
diff --git a/functorch/dim/wrap_type.py b/functorch/dim/wrap_type.py
index cf4a195f3c74..5020e756ce6c 100644
--- a/functorch/dim/wrap_type.py
+++ b/functorch/dim/wrap_type.py
@@ -5,6 +5,7 @@
 # LICENSE file in the root directory of this source tree.
 
 import functools
+from collections.abc import Callable
 from types import (
     BuiltinMethodType,
     FunctionType,
@@ -12,7 +13,7 @@ from types import (
     MethodDescriptorType,
     WrapperDescriptorType,
 )
-from typing import Any, Callable
+from typing import Any
 
 
 FUNC_TYPES = (
diff --git a/functorch/einops/rearrange.py b/functorch/einops/rearrange.py
index 473a43816668..21e3bfaad4d8 100644
--- a/functorch/einops/rearrange.py
+++ b/functorch/einops/rearrange.py
@@ -1,7 +1,7 @@
 from __future__ import annotations
 
 import functools
-from typing import Callable, TYPE_CHECKING, Union
+from typing import TYPE_CHECKING, Union
 
 import torch
 from functorch.dim import dims  # noqa: F401
@@ -16,7 +16,7 @@ from ._parsing import (
 
 
 if TYPE_CHECKING:
-    from collections.abc import Sequence
+    from collections.abc import Callable, Sequence
 
 __all__ = ["rearrange"]
 
diff --git a/tools/autograd/context.py b/tools/autograd/context.py
index 146cf571d304..0ed4b2ee4d01 100644
--- a/tools/autograd/context.py
+++ b/tools/autograd/context.py
@@ -1,5 +1,5 @@
 import functools
-from typing import Callable
+from collections.abc import Callable
 
 from torchgen.api.autograd import NativeFunctionWithDifferentiabilityInfo as NFWDI
 from torchgen.context import native_function_manager
diff --git a/tools/autograd/gen_python_functions.py b/tools/autograd/gen_python_functions.py
index 5a003cadf6b3..af25d55ef38d 100644
--- a/tools/autograd/gen_python_functions.py
+++ b/tools/autograd/gen_python_functions.py
@@ -36,7 +36,7 @@ from __future__ import annotations
 import itertools
 import re
 from collections import defaultdict
-from typing import Callable, TYPE_CHECKING
+from typing import TYPE_CHECKING
 
 import yaml
 
@@ -77,7 +77,7 @@ from .gen_trace_type import should_trace
 
 
 if TYPE_CHECKING:
-    from collections.abc import Iterable, Sequence
+    from collections.abc import Callable, Iterable, Sequence
 
 
 #
diff --git a/tools/autograd/gen_variable_type.py b/tools/autograd/gen_variable_type.py
index ed5a6e6cf398..5ce3b06af145 100644
--- a/tools/autograd/gen_variable_type.py
+++ b/tools/autograd/gen_variable_type.py
@@ -29,7 +29,7 @@
 from __future__ import annotations
 
 import re
-from typing import Callable, TYPE_CHECKING
+from typing import TYPE_CHECKING
 
 from torchgen.api import cpp
 from torchgen.api.autograd import (
@@ -106,7 +106,7 @@ from .gen_trace_type import (
 
 
 if TYPE_CHECKING:
-    from collections.abc import Sequence
+    from collections.abc import Callable, Sequence
 
 
 # We don't set or modify grad_fn on these methods. Generally, they return
diff --git a/tools/flight_recorder/components/fr_logger.py b/tools/flight_recorder/components/fr_logger.py
index 9574df97437b..49d878bf4559 100644
--- a/tools/flight_recorder/components/fr_logger.py
+++ b/tools/flight_recorder/components/fr_logger.py
@@ -5,7 +5,8 @@
 # LICENSE file in the root directory of this source tree.
 
 import logging
-from typing import Any, Callable, Optional
+from collections.abc import Callable
+from typing import Any, Optional
 
 
 class FlightRecorderLogger:
diff --git a/tools/github/github_utils.py b/tools/github/github_utils.py
index 6442a0644282..dc078fe29fad 100644
--- a/tools/github/github_utils.py
+++ b/tools/github/github_utils.py
@@ -4,12 +4,16 @@ from __future__ import annotations
 
 import json
 import os
-from typing import Any, Callable, cast
+from typing import Any, cast, TYPE_CHECKING
 from urllib.error import HTTPError
 from urllib.parse import quote
 from urllib.request import Request, urlopen
 
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+
 def gh_fetch_url_and_headers(
     url: str,
     *,
diff --git a/tools/linter/adapters/docstring_linter.py b/tools/linter/adapters/docstring_linter.py
index 477bfe7d9a80..ce891bedcf99 100644
--- a/tools/linter/adapters/docstring_linter.py
+++ b/tools/linter/adapters/docstring_linter.py
@@ -5,7 +5,7 @@ import json
 import sys
 from functools import cached_property
 from pathlib import Path
-from typing import Any, Callable, TYPE_CHECKING
+from typing import Any, TYPE_CHECKING
 
 
 _FILE = Path(__file__).absolute()
@@ -18,7 +18,7 @@ else:
     import _linter
 
 if TYPE_CHECKING:
-    from collections.abc import Iterator, Sequence
+    from collections.abc import Callable, Iterator, Sequence
 
 
 GRANDFATHER_LIST = _FILE.parent / "docstring_linter-grandfather.json"
diff --git a/tools/linter/adapters/no_workflows_on_fork.py b/tools/linter/adapters/no_workflows_on_fork.py
index 81e11a47f67b..02efd5f6f62a 100644
--- a/tools/linter/adapters/no_workflows_on_fork.py
+++ b/tools/linter/adapters/no_workflows_on_fork.py
@@ -22,11 +22,15 @@ import os
 import re
 from enum import Enum
 from pathlib import Path
-from typing import Any, Callable, NamedTuple, Optional
+from typing import Any, NamedTuple, Optional, TYPE_CHECKING
 
 from yaml import load
 
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+
 # Safely load fast C Yaml loader/dumper if they are available
 try:
     from yaml import CSafeLoader as Loader
diff --git a/tools/nightly.py b/tools/nightly.py
index 6361d7da67ce..ab60c71ae9b7 100755
--- a/tools/nightly.py
+++ b/tools/nightly.py
@@ -65,10 +65,11 @@ import textwrap
 import time
 import uuid
 from ast import literal_eval
+from collections.abc import Callable
 from datetime import datetime
 from pathlib import Path
 from platform import system as platform_system
-from typing import Any, Callable, cast, NamedTuple, TYPE_CHECKING, TypeVar
+from typing import Any, cast, NamedTuple, TYPE_CHECKING, TypeVar
 
 
 if TYPE_CHECKING:
diff --git a/tools/stats/import_test_stats.py b/tools/stats/import_test_stats.py
index 8fb6be57e97d..a7c661340d13 100644
--- a/tools/stats/import_test_stats.py
+++ b/tools/stats/import_test_stats.py
@@ -7,10 +7,14 @@ import json
 import os
 import shutil
 from pathlib import Path
-from typing import Any, Callable, cast
+from typing import Any, cast, TYPE_CHECKING
 from urllib.request import urlopen
 
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+
 REPO_ROOT = Path(__file__).resolve().parents[2]
 
 
diff --git a/tools/stats/upload_external_contrib_stats.py b/tools/stats/upload_external_contrib_stats.py
index 6de0e4952143..ab31cf645cd5 100644
--- a/tools/stats/upload_external_contrib_stats.py
+++ b/tools/stats/upload_external_contrib_stats.py
@@ -6,13 +6,17 @@ import json
 import os
 import time
 import urllib.parse
-from typing import Any, Callable, cast
+from typing import Any, cast, TYPE_CHECKING
 from urllib.error import HTTPError
 from urllib.request import Request, urlopen
 
 from tools.stats.upload_stats_lib import upload_to_s3
 
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+
 FILTER_OUT_USERS = {
     "pytorchmergebot",
     "facebook-github-bot",
diff --git a/tools/stats/upload_stats_lib.py b/tools/stats/upload_stats_lib.py
index 3ef60171acf6..34548b80d76b 100644
--- a/tools/stats/upload_stats_lib.py
+++ b/tools/stats/upload_stats_lib.py
@@ -9,12 +9,16 @@ import time
 import zipfile
 from functools import lru_cache
 from pathlib import Path
-from typing import Any, Callable, cast, Optional
+from typing import Any, cast, Optional, TYPE_CHECKING
 
 import boto3  # type: ignore[import]
 import requests
 
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+
 PYTORCH_REPO = "https://api.github.com/repos/pytorch/pytorch"
 
 
diff --git a/tools/testing/target_determination/heuristics/filepath.py b/tools/testing/target_determination/heuristics/filepath.py
index e9bdd920b4ce..9cd4ccd862a4 100644
--- a/tools/testing/target_determination/heuristics/filepath.py
+++ b/tools/testing/target_determination/heuristics/filepath.py
@@ -3,7 +3,7 @@ from __future__ import annotations
 from collections import defaultdict
 from functools import lru_cache
 from pathlib import Path
-from typing import Any, Callable
+from typing import Any, TYPE_CHECKING
 from warnings import warn
 
 from tools.testing.target_determination.heuristics.interface import (
@@ -17,6 +17,10 @@ from tools.testing.target_determination.heuristics.utils import (
 from tools.testing.test_run import TestRun
 
 
+if TYPE_CHECKING:
+    from collections.abc import Callable
+
+
 REPO_ROOT = Path(__file__).parents[3]
 
 keyword_synonyms: dict[str, list[str]] = {
diff --git a/tools/testing/test_selections.py b/tools/testing/test_selections.py
index 9493e35f97d7..4a5fbb6a836b 100644
--- a/tools/testing/test_selections.py
+++ b/tools/testing/test_selections.py
@@ -4,7 +4,7 @@ import math
 import os
 import subprocess
 from pathlib import Path
-from typing import Callable, TYPE_CHECKING
+from typing import TYPE_CHECKING
 
 from tools.stats.import_test_stats import get_disabled_tests
 from tools.testing.test_run import ShardedTest, TestRun
@@ -19,7 +19,7 @@ except ImportError:
 
 
 if TYPE_CHECKING:
-    from collections.abc import Sequence
+    from collections.abc import Callable, Sequence
 
 
 REPO_ROOT = Path(__file__).resolve().parents[2]