Expand type checking to mypy strict files (#165697)

Expands Pyrefly type checking to check the files outlined in the mypy-strict.ini configuration file:

Pull Request resolved: https://github.com/pytorch/pytorch/pull/165697
Approved by: https://github.com/ezyang

pyrefly.toml

@@ -5,6 +5,7 @@ python-version = "3.12"
 project-includes = [
     "torch",
     "caffe2",
+    "tools",
     "test/test_bundled_images.py",
     "test/test_bundled_inputs.py",
     "test/test_complex.py",
@@ -24,8 +25,11 @@ project-excludes = [
   # ==== to test Pyrefly on a specific directory, simply comment it out ====
   "torch/_inductor/runtime",
   "torch/_inductor/codegen/triton.py",
+  "tools/linter/adapters/test_device_bias_linter.py",
+  "tools/code_analyzer/gen_operators_yaml.py",
   # formatting issues, will turn on after adjusting where suppressions can be
   # in import statements
+  "tools/flight_recorder/components/types.py",
   "torch/linalg/__init__.py",
   "torch/package/importer.py",
   "torch/package/_package_pickler.py",
@@ -40,17 +44,6 @@ project-excludes = [
   "torch/distributed/elastic/metrics/__init__.py",
   "torch/_inductor/fx_passes/bucketing.py",
   # ====
-  "benchmarks/instruction_counts/main.py",
-  "benchmarks/instruction_counts/definitions/setup.py",
-  "benchmarks/instruction_counts/applications/ci.py",
-  "benchmarks/instruction_counts/core/api.py",
-  "benchmarks/instruction_counts/core/expand.py",
-  "benchmarks/instruction_counts/core/types.py",
-  "benchmarks/instruction_counts/core/utils.py",
-  "benchmarks/instruction_counts/definitions/standard.py",
-  "benchmarks/instruction_counts/definitions/setup.py",
-  "benchmarks/instruction_counts/execution/runner.py",
-  "benchmarks/instruction_counts/execution/work.py",
   "torch/include/**",
   "torch/csrc/**",
   "torch/distributed/elastic/agent/server/api.py",
@@ -137,3 +130,4 @@ errors.bad-param-name-override = false
 errors.implicit-import = false
 permissive-ignores = true
 replace-imports-with-any = ["!sympy.printing.*", "sympy.*", "onnxscript.onnx_opset.*"]
+search-path = ["tools/experimental"]

tools/autograd/gen_autograd_functions.py

@@ -863,6 +863,7 @@ static PyObject* THP${op}_${name}_getter(THPCppFunction *self, void *_unused) {
             saved_variables.append(f"{type.cpp_type()} {name};")
 
             if type in MISC_GETTER_DEFS:
+                # pyrefly: ignore  # index-error
                 getter_def, body = MISC_GETTER_DEFS[type]
                 getter_definitions.append(
                     getter_def.substitute(op=info.op, name=name, body=body)
@@ -1033,6 +1034,7 @@ static PyObject* THP${op}_${name}_getter(THPCppFunction *self, void *_unused) {
     unpack_ivalues = []
     for typ, name in zip(apply_functional_args_ref_types, apply_functional_args):
         typ = typ.removesuffix("&")
+        # pyrefly: ignore  # bad-argument-type
         unpack_ivalues.append(f"auto {name} = packed_args.unpack<{typ}>();")
 
     schema_args = [f"std::array<bool, {len(input_name_to_idx)}>"]

tools/autograd/gen_trace_type.py

@@ -182,6 +182,7 @@ def format_trace_inputs(f: NativeFunction) -> str:
             ADD_TRACE_INPUT.substitute(
                 name=f.func.arguments.out[i].name, input=f.func.arguments.out[i].name
             )
+            # pyrefly: ignore  # unbound-name
             for i in range(num_out_args)
         ]
 

tools/autograd/gen_variable_type.py

@@ -1495,6 +1495,7 @@ def emit_body(
                 else:
                     expr = f"SavedVariable({var}, {str(is_output).lower()})"
                     if foreacharg is not None and "original_selfs" not in expr:
+                        # pyrefly: ignore  # unbound-name
                         expr = expr.replace(src_name, name_in_expr)
             elif (
                 type == BaseCType(tensorListT)
@@ -1844,12 +1845,14 @@ def emit_body(
                                 )
                             )
                         cur_derivative_conditions.append(
+                            # pyrefly: ignore  # bad-argument-type
                             FW_DERIVATIVE_CHECK_TEMPLATE.substitute(
                                 req_inp=inp_name + "[i]"
                             )
                         )
                     else:
                         cur_derivative_conditions.append(
+                            # pyrefly: ignore  # bad-argument-type
                             FW_DERIVATIVE_CHECK_TEMPLATE.substitute(req_inp=inp_name)
                         )
 
@@ -1920,6 +1923,7 @@ def emit_body(
                 unpacked_arguments += FW_DERIVATIVE_DEFINED_GRAD_TEMPLATE.substitute(
                     inp_name="original_self",
                     inp="original_self" + input_suffix,
+                    # pyrefly: ignore  # unbound-name
                     zeros_fn=zeros_fn,
                 )
                 unpacked_arguments += FW_DERIVATIVE_DEFINED_PRIMAL_TEMPLATE.substitute(

tools/autograd/load_derivatives.py

@@ -95,8 +95,11 @@ def add_view_copy_derivatives(
             else:
                 break
         # prefer manually-defined derivatives if any
+        # pyrefly: ignore  # unbound-name
         if len(view_copy_differentiability_infos) > 0 and fn_schema not in infos:
+            # pyrefly: ignore  # unbound-name
             assert fn_schema is not None
+            # pyrefly: ignore  # unbound-name
             view_infos[fn_schema] = view_copy_differentiability_infos
 
     infos.update(view_infos)
@@ -398,6 +401,7 @@ def postprocess_forward_derivatives(
             for arg_name in all_arg_names:
                 if arg_name in diff_arg_names:
                     arg_name = arg_name + "_t"
+                # pyrefly: ignore  # bad-argument-type
                 new_args.append(arg_name)
 
             # TODO we are trolling
@@ -938,6 +942,7 @@ def saved_variables(
             + f".sym_strides(), which returned a c10::SymIntArrayRef. formula={formula}"
         )
     for nctype in nctypes:
+        # pyrefly: ignore  # bad-assignment
         name = (
             nctype.name.name if isinstance(nctype.name, SpecialArgName) else nctype.name
         )
@@ -947,6 +952,7 @@ def saved_variables(
 
             def repl(m: re.Match[str]) -> str:
                 suffix: str = (
+                    # pyrefly: ignore  # bad-assignment
                     info["suffix"](m) if callable(info["suffix"]) else info["suffix"]
                 )
                 expr: str = info["expr"](name) if "expr" in info else m.group(0)

tools/code_coverage/package/tool/summarize_jsons.py

@@ -67,6 +67,7 @@ def is_intrested_file(
 
     # ignore files that are not belong to pytorch
     if platform == TestPlatform.OSS:
+        # pyrefly: ignore  # import-error
         from package.oss.utils import get_pytorch_folder
 
         if not file_path.startswith(get_pytorch_folder()):

tools/download_mnist.py

@@ -24,6 +24,7 @@ def report_download_progress(
     file_size: int,
 ) -> None:
     if file_size != -1:
+        # pyrefly: ignore  # no-matching-overload
         percent = min(1, (chunk_number * chunk_size) / file_size)
         bar = "#" * int(64 * percent)
         sys.stdout.write(f"\r0% |{bar:<64}| {int(percent * 100)}%")

tools/dynamo/gb_id_mapping.py

@@ -105,8 +105,10 @@ def extract_info_from_keyword(source: str, kw: ast.keyword) -> Any:
         evaluated_context = []
         for value in kw.value.values:
             if isinstance(value, ast.FormattedValue):
+                # pyrefly: ignore  # bad-argument-type
                 evaluated_context.append(f"{{{ast.unparse(value.value)}}}")
             elif isinstance(value, ast.Constant):
+                # pyrefly: ignore  # bad-argument-type
                 evaluated_context.append(value.value)
         return "".join(evaluated_context)
     else:
@@ -152,6 +154,7 @@ def find_unimplemented_v2_calls(
 
                         for kw in node.keywords:
                             if kw.arg in info:
+                                # pyrefly: ignore  # unsupported-operation
                                 info[kw.arg] = extract_info_from_keyword(source, kw)
 
                         if info["gb_type"] is None:

tools/experimental/torchfuzz/multi_process_fuzzer.py

@@ -296,6 +296,7 @@ def run_multi_process_fuzzer(
                 )
 
                 def write_func(msg):
+                    # pyrefly: ignore  # missing-attribute
                     pbar.write(msg)
             else:
                 persist_print("Progress: (install tqdm for better progress bar)")

tools/experimental/torchfuzz/operators/constant.py

@@ -111,6 +111,7 @@ class ConstantOperator(Operator):
                 ]:
                     # Clamp integer values to [0, 3] to avoid index overflow in multiplication
                     # Even with multiplication, indices should stay in reasonable range
+                    # pyrefly: ignore  # bad-argument-type
                     fill_value = max(0, min(3, abs(fill_value)))
 
                 tensor_creation = (

tools/flight_recorder/components/config_manager.py

@@ -78,15 +78,22 @@ class JobConfig:
     def parse_args(
         self: "JobConfig", args: Optional[Sequence[str]]
     ) -> argparse.Namespace:
+        # pyrefly: ignore  # bad-assignment
         args = self.parser.parse_args(args)
+        # pyrefly: ignore  # missing-attribute
         if args.selected_ranks is not None:
+            # pyrefly: ignore  # missing-attribute
             assert args.just_print_entries, (
                 "Not support selecting ranks without printing entries"
             )
+        # pyrefly: ignore  # missing-attribute
         if args.pg_filters is not None:
+            # pyrefly: ignore  # missing-attribute
             assert args.just_print_entries, (
                 "Not support selecting pg filters without printing entries"
             )
+        # pyrefly: ignore  # missing-attribute
         if args.verbose:
             logger.set_log_level(logging.DEBUG)
+        # pyrefly: ignore  # bad-return
         return args

tools/flight_recorder/components/utils.py

@@ -41,6 +41,7 @@ def format_frame(frame: dict[str, str]) -> str:
 def format_frames(frames: list[dict[str, str]]) -> str:
     formatted_frames = []
     for frame in frames:
+        # pyrefly: ignore  # bad-argument-type
         formatted_frames.append(format_frame(frame))
     return "\n".join(formatted_frames)
 
@@ -695,6 +696,7 @@ def check_version(version_by_ranks: dict[str, str], version: str) -> None:
 
 
 def get_version_detail(version: str) -> tuple[int, int]:
+    # pyrefly: ignore  # bad-assignment
     version = version.split(".")
     assert len(version) == 2, f"Invalid version {version}"
     major, minor = map(int, version)

tools/flight_recorder/fr_trace.py

@@ -40,11 +40,17 @@ from tools.flight_recorder.components.types import types
 
 def main(args: Optional[Sequence[str]] = None) -> None:
     config = JobConfig()
+    # pyrefly: ignore  # bad-assignment
     args = config.parse_args(args)
+    # pyrefly: ignore  # missing-attribute
     assert args.trace_dir, "Trace directory trace_dir is required"
+    # pyrefly: ignore  # bad-argument-type
     details, version = read_dir(args)
+    # pyrefly: ignore  # bad-argument-type
     db = build_db(details, args, version)
+    # pyrefly: ignore  # missing-attribute
     if args.output:
+        # pyrefly: ignore  # no-matching-overload
         with open(args.output, "wb") as f:
             pickle.dump((types, db), f)
 

tools/gdb/pytorch-gdb.py

@@ -34,6 +34,7 @@ class TensorRepr(gdb.Command):  # type: ignore[misc, no-any-unimported]
     on it.
     """
 
+    # pyrefly: ignore  # bad-argument-type
     __doc__ = textwrap.dedent(__doc__).strip()
 
     def __init__(self) -> None:

tools/gen_vulkan_spv.py

@@ -118,6 +118,7 @@ def extract_filename(path: str, keep_ext: bool = True) -> Any:
 
 
 # https://gist.github.com/pypt/94d747fe5180851196eb
+# pyrefly: ignore  # invalid-inheritance
 class UniqueKeyLoader(Loader):
     def construct_mapping(self, node, deep=False):  # type: ignore[no-untyped-def]
         if not isinstance(node, MappingNode):
@@ -233,6 +234,7 @@ def preprocess(
         last_indent = input_indent
 
     while blank_lines != 0:
+        # pyrefly: ignore  # unbound-name
         python_lines.append(python_indent + "print(file=OUT_STREAM)")
         blank_lines -= 1
 
@@ -667,6 +669,7 @@ def generateShaderDispatchStr(shader_info: ShaderInfo, name: str) -> str:
             "    ",
         )
 
+    # pyrefly: ignore  # unbound-name
     return shader_dispatch_str
 
 
@@ -681,15 +684,18 @@ def genCppFiles(
         name = getName(spvPath).replace("_spv", "")
 
         sizeBytes, spv_bin_str = generateSpvBinStr(spvPath, name)
+        # pyrefly: ignore  # bad-argument-type
         spv_bin_strs.append(spv_bin_str)
 
         shader_info = getShaderInfo(srcPath)
 
         register_shader_info_strs.append(
+            # pyrefly: ignore  # bad-argument-type
             generateShaderInfoStr(shader_info, name, sizeBytes)
         )
 
         if shader_info.register_for is not None:
+            # pyrefly: ignore  # bad-argument-type
             shader_registry_strs.append(generateShaderDispatchStr(shader_info, name))
 
     spv_bin_arrays = "\n".join(spv_bin_strs)

tools/jit/gen_unboxing.py

@@ -131,12 +131,14 @@ class ComputeCodegenUnboxedKernels:
                 else:
                     arg_cpp = f"c10::IValue({arg_default})"
             args_code.append(
+                # pyrefly: ignore  # bad-argument-type
                 f"""c10::Argument("{arg.name}", nullptr, ::std::nullopt, {arg_cpp})"""
             )
 
         returns = f.func.returns
         returns_code = []
         for ret in returns:
+            # pyrefly: ignore  # bad-argument-type
             returns_code.append(f"""c10::Argument("{ret.name if ret.name else ""}")""")
         return f"""
 // aten::{schema}

tools/linter/adapters/_linter/file_linter.py

@@ -112,6 +112,7 @@ class FileLinter:
         first_results = None
         original = replacement = pf.contents
 
+        # pyrefly: ignore  # bad-assignment
         while True:
             try:
                 results = sorted(self._lint(pf), key=LintResult.sort_key)

tools/linter/adapters/_linter/sets.py

@@ -41,6 +41,7 @@ class LineWithSets:
         t = self.tokens[i]
         after = i < len(self.tokens) - 1 and self.tokens[i + 1]
         if t.string == "Set" and t.type == token.NAME:
+            # pyrefly: ignore  # bad-return
             return after and after.string == "[" and after.type == token.OP
         return (
             (t.string == "set" and t.type == token.NAME)

tools/linter/adapters/clangtidy_linter.py

@@ -19,11 +19,13 @@ from typing import NamedTuple
 # PyTorch directory root
 def scm_root() -> str:
     path = os.path.abspath(os.getcwd())
+    # pyrefly: ignore  # bad-assignment
     while True:
         if os.path.exists(os.path.join(path, ".git")):
             return path
         if os.path.isdir(os.path.join(path, ".hg")):
             return path
+        # pyrefly: ignore  # bad-argument-type
         n = len(path)
         path = os.path.dirname(path)
         if len(path) == n:

tools/linter/adapters/codespell_linter.py

@@ -101,6 +101,7 @@ def check_dictionary(filename: str) -> list[LintMessage]:
         words_set = set(words)
         if len(words) != len(words_set):
             raise ValueError("The dictionary file contains duplicate entries.")
+        # pyrefly: ignore  # no-matching-overload
         uncased_words = list(map(str.lower, words))
         if uncased_words != sorted(uncased_words):
             raise ValueError(

tools/linter/adapters/pyfmt_linter.py

@@ -12,6 +12,7 @@ from enum import Enum
 from pathlib import Path
 from typing import NamedTuple
 
+# pyrefly: ignore  # import-error
 import isort
 import usort
 

tools/linter/adapters/s3_init.py

@@ -55,6 +55,7 @@ def report_download_progress(
     Pretty printer for file download progress.
     """
     if file_size != -1:
+        # pyrefly: ignore  # no-matching-overload
         percent = min(1, (chunk_number * chunk_size) / file_size)
         bar = "#" * int(64 * percent)
         sys.stdout.write(f"\r0% |{bar:<64}| {int(percent * 100)}%")

tools/linter/adapters/test_has_main_linter.py

@@ -15,7 +15,10 @@ import multiprocessing as mp
 from enum import Enum
 from typing import NamedTuple
 
+# pyrefly: ignore  # import-error
 import libcst as cst
+
+# pyrefly: ignore  # import-error
 import libcst.matchers as m
 
 

tools/linter/adapters/workflow_consistency_linter.py

@@ -69,6 +69,7 @@ def print_lint_message(path: Path, job: dict[str, Any], sync_tag: str) -> None:
 
     lint_message = LintMessage(
         path=str(path),
+        # pyrefly: ignore  # unbound-name
         line=line_number,
         char=None,
         code="WORKFLOWSYNC",

tools/lite_interpreter/gen_selected_mobile_ops_header.py

@@ -73,6 +73,7 @@ def get_selected_kernel_dtypes_code(
         for kernel_tag, dtypes in selective_builder.kernel_metadata.items():
             conditions = ["scalar_type == at::ScalarType::" + x for x in dtypes]
             body_parts.append(
+                # pyrefly: ignore  # bad-argument-type
                 if_condition_template.substitute(
                     kernel_tag_name=kernel_tag,
                     dtype_checks=" || ".join(conditions),

tools/nightly.py

@@ -311,6 +311,7 @@ class Venv:
             python=python,
             capture_output=True,
         ).stdout
+        # pyrefly: ignore  # no-matching-overload
         candidates = list(map(Path, filter(None, map(str.strip, output.splitlines()))))
         candidates = [p for p in candidates if p.is_dir() and p.name == "site-packages"]
         if not candidates:
@@ -480,6 +481,7 @@ class Venv:
         cmd = [str(python), *args]
         env = popen_kwargs.pop("env", None) or {}
         check = popen_kwargs.pop("check", True)
+        # pyrefly: ignore  # no-matching-overload
         return subprocess.run(
             cmd,
             check=check,
@@ -531,6 +533,7 @@ class Venv:
         cmd = [str(self.bindir / "uv"), *args]
         env = popen_kwargs.pop("env", None) or {}
         check = popen_kwargs.pop("check", True)
+        # pyrefly: ignore  # no-matching-overload
         return subprocess.run(
             cmd,
             check=check,
@@ -938,6 +941,7 @@ def _move_single(
 
 def _copy_files(listing: list[Path], source_dir: Path, target_dir: Path) -> None:
     for src in listing:
+        # pyrefly: ignore  # bad-argument-type
         _move_single(src, source_dir, target_dir, shutil.copy2, "Copying")
 
 

tools/nightly_hotpatch.py

@@ -118,6 +118,7 @@ def download_patch(pr_number: int, repo_url: str, download_dir: str) -> str:
             urllib.request.urlopen(patch_url) as response,
             open(patch_file, "wb") as out_file,
         ):
+            # pyrefly: ignore  # bad-specialization
             shutil.copyfileobj(response, out_file)
         if not os.path.isfile(patch_file):
             print(f"Failed to download patch for PR #{pr_number}")

tools/pyi/gen_pyi.py

@@ -994,6 +994,7 @@ def add_docstr_to_hint(docstr: str, hint: str) -> str:
         hint = hint.removesuffix("...").rstrip()  # remove "..."
         content = hint + "\n" + textwrap.indent(f'r"""\n{docstr}\n"""', prefix="    ")
         # Remove trailing whitespace on each line
+        # pyrefly: ignore  # no-matching-overload
         return "\n".join(map(str.rstrip, content.splitlines())).rstrip()
 
     # attribute or property

tools/setup_helpers/cmake.py

@@ -100,6 +100,7 @@ class CMake:
             if ver is not None:
                 eprint(f"Found {cmd} ({command}) version: {ver}", end="")
                 cmake_versions.append(f"{cmd}=={ver}")
+                # pyrefly: ignore  # unsupported-operation
                 if ver >= CMAKE_MINIMUM_VERSION:
                     eprint(f" (>={CMAKE_MINIMUM_VERSION})")
                     valid_cmake_versions[cmd] = ver

tools/setup_helpers/generate_linker_script.py

@@ -31,7 +31,9 @@ def gen_linker_script(
     text_line_start = text_line_start[0]
 
     # ensure that parent directory exists before writing
+    # pyrefly: ignore  # bad-assignment
     fout = Path(fout)
+    # pyrefly: ignore  # missing-attribute
     fout.parent.mkdir(parents=True, exist_ok=True)
 
     with open(fout, "w") as f:

tools/stats/upload_utilization_stats/upload_utilization_stats.py

@@ -60,6 +60,7 @@ class SegmentGenerator:
         df[time_col_name] = pd.to_datetime(df[time_col_name], unit="s", utc=True)
 
         # get unique cmd names
+        # pyrefly: ignore  # bad-argument-type
         unique_cmds_df = pd.DataFrame(df[cmd_col_name].unique(), columns=[cmd_col_name])
 
         # get all detected python cmds

tools/test/gen_operators_yaml_test.py

@@ -7,6 +7,7 @@ import unittest
 from collections import defaultdict
 from unittest.mock import Mock, patch
 
+# pyrefly: ignore  # import-error
 from gen_operators_yaml import (
     fill_output,
     get_parser_options,
@@ -241,5 +242,6 @@ class GenOperatorsYAMLTest(unittest.TestCase):
 
         fill_output(output, options)
 
+        # pyrefly: ignore  # missing-attribute
         for op_val in output["operators"].values():
             self.assertFalse(op_val["include_all_overloads"])

tools/test/test_selective_build.py

@@ -88,6 +88,7 @@ operators:
         self.assertTrue(selector2.is_operator_selected("aten::sub.int"))
 
         selector_legacy_v1 = SelectiveBuilder.from_legacy_op_registration_allow_list(
+            # pyrefly: ignore  # bad-argument-type
             ["aten::add", "aten::add.int", "aten::mul.int"],
             False,
             False,
@@ -103,6 +104,7 @@ operators:
         )
 
         selector_legacy_v1 = SelectiveBuilder.from_legacy_op_registration_allow_list(
+            # pyrefly: ignore  # bad-argument-type
             ["aten::add", "aten::add.int", "aten::mul.int"],
             True,
             False,
@@ -118,6 +120,7 @@ operators:
         )
 
         selector_legacy_v1 = SelectiveBuilder.from_legacy_op_registration_allow_list(
+            # pyrefly: ignore  # bad-argument-type
             ["aten::add", "aten::add.int", "aten::mul.int"],
             False,
             True,

tools/testing/target_determination/heuristics/historical_class_failure_correlation.py

@@ -83,7 +83,9 @@ def _rank_correlated_tests(
 ) -> list[str]:
     # Find the tests failures that are correlated with the edited files.
     # Filter the list to only include tests we want to run.
+    # pyrefly: ignore  # bad-assignment
     tests_to_run = set(tests_to_run)
+    # pyrefly: ignore  # bad-argument-type
     ratings = _get_ratings_for_tests(tests_to_run)
     prioritize = sorted(ratings, key=lambda x: -ratings[x])
     return prioritize

tools/testing/upload_artifacts.py

@@ -36,11 +36,13 @@ def concated_logs() -> str:
     for log_file in glob.glob(
         f"{REPO_ROOT}/test/test-reports/**/*.log", recursive=True
     ):
+        # pyrefly: ignore  # bad-argument-type
         logs.append(f"=== {log_file} ===")
         with open(log_file) as f:
             # For every line, prefix with fake timestamp for log classifier
             for line in f:
                 line = line.rstrip("\n")  # Remove any trailing newline
+                # pyrefly: ignore  # bad-argument-type
                 logs.append(f"2020-01-01T00:00:00.0000000Z {line}")
     return "\n".join(logs)
 

torch/_inductor/codegen/common.py

@@ -1739,6 +1739,7 @@ class KernelArgs:
         for outer, inner in chain(
             # pyrefly: ignore  # bad-argument-type
             self.input_buffers.items(),
+            # pyrefly: ignore  # bad-argument-type
             self.output_buffers.items(),
         ):
             if outer in self.inplace_buffers or isinstance(inner, RemovedArg):

torch/_inductor/codegen/cpp_gemm_template.py

@@ -1480,6 +1480,7 @@ class CppGemmTemplate(CppTemplate):
             gemm_output_buffer = ir.Buffer(
                 # pyrefly: ignore  # missing-attribute
                 name=gemm_output_name,
+                # pyrefly: ignore  # missing-attribute
                 layout=template_buffer.layout,
             )
             current_input_buffer = gemm_output_buffer
@@ -1503,6 +1504,7 @@ class CppGemmTemplate(CppTemplate):
                     current_input_buffer = ir.Buffer(
                         # pyrefly: ignore  # missing-attribute
                         name=buffer_name,
+                        # pyrefly: ignore  # missing-attribute
                         layout=template_buffer.layout,
                     )
 

torch/_inductor/codegen/cpp_wrapper_gpu.py

@@ -824,6 +824,7 @@ class CppWrapperGpu(CppWrapperCpu):
             call_args, arg_types = self.prepare_triton_wrapper_args(
                 # pyrefly: ignore  # bad-argument-type
                 call_args,
+                # pyrefly: ignore  # bad-argument-type
                 arg_types,
             )
             wrapper_name = f"call_{kernel_name}"

torch/_inductor/codegen/mps.py

@@ -683,6 +683,7 @@ class MetalKernel(SIMDKernel):
                     # pyrefly: ignore  # missing-argument
                     t
                     for t in self.range_tree_nodes.values()
+                    # pyrefly: ignore  # missing-argument
                     if t.is_reduction
                 )
                 cmp_op = ">" if reduction_type == "argmax" else "<"
@@ -865,6 +866,7 @@ class MetalKernel(SIMDKernel):
                     # pyrefly: ignore  # missing-argument
                     t.numel
                     for t in self.range_trees
+                    # pyrefly: ignore  # missing-argument
                     if t.is_reduction
                 )
                 # If using dynamic shapes, set the threadgroup size to be the

torch/_inductor/codegen/simd.py

@@ -968,6 +968,7 @@ class SIMDKernel(Kernel[CSEVariableType], Generic[CSEVariableType]):
             # pyrefly: ignore  # missing-argument
             t
             for t in self.range_trees
+            # pyrefly: ignore  # missing-argument
             if not t.is_reduction or self.inside_reduction
         ]
 

torch/_inductor/codegen/wrapper_fxir.py

@@ -1004,6 +1004,7 @@ class FxConverter:
                 # pyrefly: ignore  # missing-attribute
                 call_kwargs[key]
                 for key in signature
+                # pyrefly: ignore  # missing-attribute
                 if key not in cfg.kwargs
             ]
 

torch/fx/experimental/proxy_tensor.py

@@ -421,6 +421,7 @@ def get_proxy_slot(
             else:
                 # Attempt to build it from first principles.
                 _build_proxy_for_sym_expr(tracer, obj.node.expr, obj)
+                # pyrefly: ignore  # no-matching-overload
                 value = tracker.get(obj)
 
     if value is None: