repo stringlengths 1 99 | file stringlengths 13 215 | code stringlengths 12 59.2M | file_length int64 12 59.2M | avg_line_length float64 3.82 1.48M | max_line_length int64 12 2.51M | extension_type stringclasses 1
value |
|---|---|---|---|---|---|---|
pytorch | pytorch-main/torch/_dynamo/debug_utils.py | import copy
import functools
import getpass
import itertools
import logging
import os
import subprocess
import tempfile
import textwrap
from collections import Counter
from importlib import import_module
from typing import Callable, Optional, Sequence, TypeVar
import torch
import torch._prims_common as utils
import to... | 23,502 | 33.062319 | 115 | py |
pytorch | pytorch-main/torch/_dynamo/output_graph.py | import collections
import contextlib
import copy
import functools
import itertools
import logging
import operator
import re
import sys
import traceback
import weakref
from dataclasses import dataclass
from typing import Any, Dict, List, NamedTuple, Optional, OrderedDict, Set, Union
import sympy
import torch._guards
... | 52,207 | 38.313253 | 120 | py |
pytorch | pytorch-main/torch/_dynamo/side_effects.py | import collections
import inspect
from typing import Any, Dict, List, Optional
import torch.nn
from . import utils, variables
from .bytecode_transformation import (
create_call_function,
create_call_method,
create_instruction,
)
from .codegen import PyCodegen
from .exc import unimplemented
from .source im... | 17,094 | 36.654185 | 97 | py |
pytorch | pytorch-main/torch/_dynamo/decorators.py | from typing import TYPE_CHECKING
import torch
from . import allowed_functions
from .eval_frame import DisableContext, innermost_fn, RunOnlyContext
from .exc import IncorrectUsage
if TYPE_CHECKING:
from torch._C._dynamo.eval_frame import ( # noqa: F401
reset_code,
set_eval_frame,
set_guard... | 8,559 | 30.470588 | 110 | py |
pytorch | pytorch-main/torch/_dynamo/test_case.py | import contextlib
import importlib
import sys
import torch
import torch.testing
from torch.testing._internal.common_utils import (
IS_WINDOWS,
TEST_WITH_CROSSREF,
TEST_WITH_TORCHDYNAMO,
TestCase as TorchTestCase,
)
from . import config, reset, utils
def run_tests(needs=()):
from torch.testing._i... | 1,503 | 21.787879 | 81 | py |
pytorch | pytorch-main/torch/_dynamo/backends/torchxla.py | import logging
from ..backends.common import aot_autograd
from ..backends.registry import register_experimental_backend as register_backend
log = logging.getLogger(__name__)
@register_backend
def torchxla_trivial(gm, fake_tensor_inputs):
return gm
@register_backend
def torchxla_trace_once(model, fake_tensor_i... | 1,008 | 24.225 | 85 | py |
pytorch | pytorch-main/torch/_dynamo/backends/onnxrt.py | import importlib
import logging
import os
import tempfile
import torch
from .common import device_from_inputs, fake_tensor_unsupported
from .registry import register_backend
try:
import numpy as np
_np_dtype = {
torch.float16: np.float16,
torch.float32: np.float32,
torch.float64: np.f... | 3,768 | 27.55303 | 88 | py |
pytorch | pytorch-main/torch/_dynamo/backends/cudagraphs.py | import logging
import operator
from collections import defaultdict
from typing import Set
import torch
from torch.fx import GraphModule
from torch.fx.passes.backends.cudagraphs import partition_cudagraphs
from torch.multiprocessing.reductions import StorageWeakRef
from torch.nn import Module
from torch.utils._pytree ... | 6,136 | 32.172973 | 83 | py |
pytorch | pytorch-main/torch/_dynamo/backends/tensorrt.py | # import torch # type: ignore[import]
# from .common import device_from_inputs, fake_tensor_unsupported # type: ignore[import]
# from .registry import register_backend # type: ignore[import]
"""
Placeholder for TensorRT backend for dynamo via torch-tensorrt
"""
# @register_backend
# def tensorrt(gm, example_inputs... | 383 | 28.538462 | 89 | py |
pytorch | pytorch-main/torch/_dynamo/backends/tvm.py | import functools
import importlib
import logging
import os
import tempfile
import torch
from .common import device_from_inputs, fake_tensor_unsupported
from .registry import register_backend
log = logging.getLogger(__name__)
@register_backend
@fake_tensor_unsupported
def tvm(gm, example_inputs, *, scheduler=None, ... | 6,360 | 36.19883 | 99 | py |
pytorch | pytorch-main/torch/_dynamo/backends/debugging.py | import dataclasses
import functools
from importlib import import_module
from typing import Any, List, Optional
from functorch.compile import min_cut_rematerialization_partition
import torch
from torch import _guards
from torch._functorch.compilers import ts_compile
from .common import aot_autograd
from .registry impo... | 9,376 | 31.559028 | 97 | py |
pytorch | pytorch-main/torch/_dynamo/backends/registry.py | import functools
import sys
from typing import Callable, Dict, List, Optional, Protocol, Sequence, Tuple
import torch
from torch import fx
class CompiledFn(Protocol):
def __call__(self, *args: torch.Tensor) -> Tuple[torch.Tensor, ...]:
...
CompilerFn = Callable[[fx.GraphModule, List[torch.Tensor]], Com... | 3,429 | 29.087719 | 87 | py |
pytorch | pytorch-main/torch/_dynamo/backends/inductor.py | from torch._dynamo import register_backend
@register_backend
def inductor(*args, **kwargs):
# do import here to avoid loading inductor into memory when it is not used
from torch._inductor.compile_fx import compile_fx
return compile_fx(*args, **kwargs)
| 267 | 25.8 | 78 | py |
pytorch | pytorch-main/torch/_dynamo/backends/nvfuser.py | import logging
from functools import partial
import torch
from ..backends.common import aot_autograd, mem_efficient_fusion_kwargs
from .registry import register_backend, register_debug_backend
log = logging.getLogger(__name__)
def prims_executor(gm, inputs, *, executor):
from functorch.compile import make_boxed... | 3,933 | 39.979167 | 88 | py |
pytorch | pytorch-main/torch/_dynamo/backends/common.py | import contextlib
import functools
import logging
from unittest.mock import patch
import torch
from torch._dynamo import disable
from torch._dynamo.utils import counters, defake
from torch._functorch.aot_autograd import aot_module_simplified
from torch.utils._python_dispatch import _disable_current_modes
log = loggin... | 3,342 | 29.390909 | 85 | py |
pytorch | pytorch-main/torch/_dynamo/backends/distributed.py | import logging
import traceback
from dataclasses import dataclass, field
from typing import Any, List, Optional
import torch
from torch import fx
from torch._dynamo.output_graph import GraphCompileReason
from torch._dynamo.utils import deepcopy_to_fake_tensor, detect_fake_mode
from torch.fx.node import Node
log = log... | 21,281 | 47.040632 | 120 | py |
pytorch | pytorch-main/torch/_dynamo/variables/builtin.py | import functools
import inspect
import itertools
import logging
import math
import operator
import types
from typing import Dict, List
import torch
from torch import sym_float, sym_int
from .. import config, variables
from ..allowed_functions import is_allowed
from ..exc import (
AttributeMutationError,
unimp... | 51,603 | 35.992115 | 98 | py |
pytorch | pytorch-main/torch/_dynamo/variables/torch.py | import collections
import inspect
import logging
import math
import re
import types
from typing import Dict, List
import torch._C
import torch.fx
import torch.nn
import torch.onnx.operators
from torch._dynamo.variables import UserFunctionVariable
from torch._dynamo.variables.user_defined import ProcessGroupVariable
... | 30,719 | 37.836915 | 117 | py |
pytorch | pytorch-main/torch/_dynamo/variables/constant.py | import operator
from typing import Dict, List
import torch
from .. import variables
from ..exc import unimplemented
from ..utils import HAS_NUMPY, istype, np
from .base import typestr, VariableTracker
class ConstantVariable(VariableTracker):
def __init__(self, value, **kwargs):
super().__init__(**kwargs... | 5,617 | 33.048485 | 88 | py |
pytorch | pytorch-main/torch/_dynamo/variables/higher_order_ops.py | import contextlib
import logging
from typing import Dict, List, Optional
import torch._C
import torch.fx
import torch.nn
import torch.onnx.operators
from torch._dynamo.utils import deepcopy_to_fake_tensor, get_fake_value, get_real_value
from torch._dynamo.variables.base import VariableTracker
from torch._dynamo.varia... | 32,709 | 34.748634 | 108 | py |
pytorch | pytorch-main/torch/_dynamo/variables/functions.py | import abc
import dataclasses
import enum
import functools
import inspect
import itertools
import types
from typing import Dict, List
import torch
from .. import variables
from ..allowed_functions import is_allowed, is_builtin_callable
from ..bytecode_transformation import create_call_function, create_rot_n
from ..ex... | 22,284 | 35.713344 | 106 | py |
pytorch | pytorch-main/torch/_dynamo/variables/misc.py | import collections
import functools
import inspect
import itertools
import sys
import types
from typing import Dict, List
import torch._C
from .. import config, variables
from ..bytecode_transformation import create_call_function, create_instruction
from ..exc import unimplemented
from ..source import AttrSource, ODic... | 33,918 | 36.856027 | 119 | py |
pytorch | pytorch-main/torch/_dynamo/variables/lists.py | import collections
import dataclasses
import functools
import inspect
import operator
from typing import Any, Dict, List, Optional, Tuple
import torch
import torch.fx
from torch.utils import _pytree as pytree
from .. import variables
from ..bytecode_transformation import create_call_function, create_instruction
from ... | 30,268 | 33.553653 | 105 | py |
pytorch | pytorch-main/torch/_dynamo/variables/nn_module.py | import functools
import inspect
import itertools
import types
from contextlib import contextmanager
from typing import Dict, List
import torch.nn
from .. import skipfiles, variables
from ..allowed_functions import is_allowed
from ..exc import RestartAnalysis, unimplemented, Unsupported
from ..guards import GuardBuild... | 31,835 | 38.498759 | 123 | py |
pytorch | pytorch-main/torch/_dynamo/variables/dicts.py | import collections
import dataclasses
import functools
import inspect
from typing import Any, Dict, List, Tuple
import torch
from torch.utils import _pytree as pytree
from .. import variables
from ..bytecode_transformation import create_call_function, create_instruction
from ..eval_frame import skip_code
from ..exc ... | 17,767 | 34.822581 | 111 | py |
pytorch | pytorch-main/torch/_dynamo/variables/__init__.py | from .base import VariableTracker
from .builtin import BuiltinVariable
from .constant import ConstantVariable, EnumVariable
from .ctx_manager import (
ContextWrappingVariable,
CUDAStreamContextVariable,
CUDAStreamVariable,
DeterministicAlgorithmsVariable,
GradModeVariable,
WithExitFunctionVariab... | 2,569 | 24.7 | 77 | py |
pytorch | pytorch-main/torch/_dynamo/variables/user_defined.py | import collections
import contextlib
import functools
import importlib
import inspect
import itertools
import random
import threading
import types
from typing import Dict, List
import torch.nn
from .. import variables
from ..allowed_functions import is_allowed
from ..exc import unimplemented
from ..guards import Guar... | 23,822 | 37.486268 | 97 | py |
pytorch | pytorch-main/torch/_dynamo/variables/ctx_manager.py | import inspect
from typing import Dict, List
import torch._C
from torch._guards import Guard, GuardSource
from .. import variables
from ..bytecode_transformation import create_call_function, create_instruction
from ..exc import unimplemented
from ..guards import GuardBuilder
from ..source import AttrSource
from .base... | 14,090 | 32.155294 | 96 | py |
pytorch | pytorch-main/torch/_dynamo/variables/builder.py | import collections
import contextlib
import dataclasses
import enum
import functools
import inspect
import logging
import operator
import re
import types
from typing import List, NamedTuple, Optional, Union
import torch
from torch import SymInt
from torch._guards import GuardSource, TracingContext
from torch._ops imp... | 60,752 | 39.074538 | 130 | py |
pytorch | pytorch-main/torch/_dynamo/variables/tensor.py | import inspect
import operator
import types
from typing import Dict, List
import sympy
import torch.fx
import torch.random
from torch.fx.experimental.symbolic_shapes import free_symbols, guard_scalar, SymTypes
from .. import config, variables
from ..exc import unimplemented
from ..guards import GuardBuilder
from .... | 37,073 | 36.600406 | 119 | py |
pytorch | pytorch-main/torch/_dynamo/variables/optimizer.py | from typing import Dict, List
import torch
from ..guards import GuardBuilder
from ..source import AttrSource, GetItemSource, GlobalWeakRefSource
from ..utils import global_key_name
from .base import MutableLocal, VariableTracker
from .constant import ConstantVariable
from .dicts import ConstDictVariable
from .lists ... | 6,066 | 36.450617 | 99 | py |
pytorch | pytorch-main/torch/_dynamo/repro/after_dynamo.py | import argparse
import copy
import functools
import logging
import os
import shutil
import sys
import textwrap
from importlib import import_module
from typing import Union
import torch
import torch.fx as fx
from torch._dynamo.debug_utils import (
AccuracyError,
backend_accuracy_fails,
BUCK_CMD_PREFIX,
... | 18,933 | 32.393298 | 118 | py |
pytorch | pytorch-main/torch/_dynamo/repro/after_aot.py | import argparse
import copy
import functools
import io
import logging
import os
import shutil
import subprocess
import sys
import textwrap
import uuid
from importlib import import_module
from tempfile import TemporaryFile
from typing import Any, Callable, Dict, Union
import torch
import torch.fx as fx
import torch.nn ... | 31,864 | 33.337284 | 105 | py |
pytorch | pytorch-main/torch/distributed/collective_utils.py | #!/usr/bin/env python3
"""
A set of primitive functions for performing collective ops.
Each should also handle single rank scenario.
"""
from __future__ import annotations
from dataclasses import dataclass
from typing import Any, Callable, cast, Generic, List, Optional, Tuple, TypeVar, Union
import torch.distribu... | 7,250 | 33.20283 | 93 | py |
pytorch | pytorch-main/torch/distributed/constants.py | from torch._C._distributed_c10d import _DEFAULT_PG_TIMEOUT
# Default process group wide timeout, if applicable.
# This only applies to the gloo and nccl backends
# (only if NCCL_BLOCKING_WAIT or NCCL_ASYNC_ERROR_HANDLING is set to 1).
# To make an attempt at backwards compatibility with THD, we use an
# extraordinarily... | 422 | 51.875 | 77 | py |
pytorch | pytorch-main/torch/distributed/_functional_collectives.py | import warnings
import sys
import torch
import torch.distributed as dist
import torch.distributed.distributed_c10d as c10d
from typing import Tuple, Union, List, cast, TYPE_CHECKING
from torch.utils._pytree import tree_map_only
from . import _functional_collectives_impl as fun_col_impl
from ._functional_collectives_imp... | 23,264 | 41.531993 | 149 | py |
pytorch | pytorch-main/torch/distributed/utils.py | import dataclasses
import traceback
from typing import Any, Callable, Container, Dict, List, Optional, OrderedDict, Tuple, TypeVar, overload
import torch
import torch.distributed as dist
from torch import nn
from torch.nn.parallel._functions import _get_stream
from torch.nn.parallel.scatter_gather import _is_namedtupl... | 12,036 | 35.147147 | 118 | py |
pytorch | pytorch-main/torch/distributed/run.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
"""
``torchrun`` provides a superset of the functionality as ``torch.distributed.launch``... | 29,646 | 35.966334 | 119 | py |
pytorch | pytorch-main/torch/distributed/rendezvous.py | try:
from urllib.parse import urlparse, urlunparse
except ImportError as e:
raise ImportError(
"urllib cannot be found, urlparse from python2 is no longer supported."
) from e
import numbers
import os
import sys
from datetime import timedelta
from typing import Dict, Optional
from torch.distribute... | 9,105 | 34.570313 | 102 | py |
pytorch | pytorch-main/torch/distributed/launch.py | r"""
``torch.distributed.launch`` is a module that spawns up multiple distributed
training processes on each of the training nodes.
.. warning::
This module is going to be deprecated in favor of :ref:`torchrun <launcher-api>`.
The utility can be used for single-node distributed training, in which one or
more pro... | 6,871 | 33.883249 | 88 | py |
pytorch | pytorch-main/torch/distributed/_functional_collectives_impl.py | import warnings
import weakref
import torch
import torch.distributed as dist
import torch.distributed.distributed_c10d as c10d
from typing import List, cast
"""
Moved eager kernel implementations to a separate file partly for readability and partly as it is currently
easier in dynamo to set tracing policy on a file-by... | 8,899 | 34.6 | 115 | py |
pytorch | pytorch-main/torch/distributed/c10d_logger.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import functools
import logging
import time
from typing import List, Tuple
from torch.di... | 3,145 | 31.102041 | 107 | py |
pytorch | pytorch-main/torch/distributed/__init__.py | import os
import sys
from enum import Enum
import torch
def is_available() -> bool:
"""
Returns ``True`` if the distributed package is available. Otherwise,
``torch.distributed`` does not expose any other APIs. Currently,
``torch.distributed`` is available on Linux, MacOS and Windows. Set
``USE_DI... | 2,685 | 27.574468 | 99 | py |
pytorch | pytorch-main/torch/distributed/_composable_state.py | from typing import cast, Dict, Optional
import torch.nn as nn
class _State:
pass
_module_state_mapping: Dict[nn.Module, _State] = {}
def _insert_module_state(module: nn.Module, state: _State) -> None:
global _module_state_mapping
assert module not in _module_state_mapping, f"Inserting {module} more t... | 949 | 27.787879 | 85 | py |
pytorch | pytorch-main/torch/distributed/distributed_c10d.py | import itertools
import collections.abc
import contextlib
import hashlib
import io
import logging
import os
import pickle
import time
import warnings
from collections import namedtuple
from datetime import timedelta
from typing import Any, Callable, Dict, Optional, Tuple, Union, List
import torch
from torch._C._distri... | 169,730 | 38.842958 | 131 | py |
pytorch | pytorch-main/torch/distributed/remote_device.py | from typing import Optional, Union
import torch
class _remote_device:
"""
Represents a device on a remote worker.
Args:
remote_device (str or torch.device): Represents a device on a remote worker.
The string format should be one of the following:
1. "<workername>/<de... | 4,734 | 34.335821 | 102 | py |
pytorch | pytorch-main/torch/distributed/nn/functional.py | import torch
import torch.distributed as dist
from torch.autograd import Function
# The two imports below are not always available depending on the
# USE_DISTRIBUTED compile flag. Make sure they raise import error
# if we're trying to use them.
from torch.distributed import group, ReduceOp
def broadcast(tensor, src, g... | 15,044 | 32.961625 | 110 | py |
pytorch | pytorch-main/torch/distributed/nn/__init__.py | import torch
if torch.distributed.rpc.is_available():
from .api.remote_module import RemoteModule
from .functional import * # noqa: F403
| 142 | 27.6 | 47 | py |
pytorch | pytorch-main/torch/distributed/nn/api/remote_module.py | #!/usr/bin/python3
import collections
import io
import sys
import types
from typing import (
Any,
Callable,
Dict,
Iterator,
List,
Mapping,
Optional,
Set,
Tuple,
Type,
TypeVar,
Union,
)
import torch
import torch.distributed.rpc as rpc
from torch import Tensor, device, dty... | 31,435 | 39.458172 | 132 | py |
pytorch | pytorch-main/torch/distributed/nn/jit/instantiator.py | #!/usr/bin/python3
import importlib
import logging
import os
import sys
import tempfile
from typing import Optional
import torch
from torch.distributed.nn.jit.templates.remote_module_template import (
get_remote_module_template,
)
logger = logging.getLogger(__name__)
_FILE_PREFIX = "_remote_module_"
_TEMP_DIR ... | 5,546 | 34.107595 | 94 | py |
pytorch | pytorch-main/torch/distributed/nn/jit/templates/remote_module_template.py | #!/usr/bin/python3
def get_remote_module_template(enable_moving_cpu_tensors_to_cuda: bool):
return _TEMPLATE_PREFIX + (
_REMOTE_FORWARD_TEMPLATE_ENABLE_MOVING_CPU_TENSORS_TO_CUDA
if enable_moving_cpu_tensors_to_cuda
else _REMOTE_FORWARD_TEMPLATE
)
_TEMPLATE_PREFIX = """from typing im... | 3,436 | 30.824074 | 119 | py |
pytorch | pytorch-main/torch/distributed/elastic/__init__.py | #!/usr/bin/env/python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
"""
Torchelastic agent and user worker failover contract:
**TL;DR;**:
* TE(torchelasti... | 3,654 | 45.858974 | 99 | py |
pytorch | pytorch-main/torch/distributed/elastic/events/api.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import json
from dataclasses import asdict, dataclass, field
from enum import Enum
from t... | 3,172 | 26.353448 | 79 | py |
pytorch | pytorch-main/torch/distributed/elastic/events/__init__.py | #!/usr/bin/env/python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
"""
Module contains events processing mechanisms that are integrated with the standard py... | 3,933 | 28.358209 | 98 | py |
pytorch | pytorch-main/torch/distributed/elastic/multiprocessing/api.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import abc
import logging
import os
import re
import signal
import subprocess
import sys
... | 25,859 | 34.619835 | 113 | py |
pytorch | pytorch-main/torch/distributed/elastic/multiprocessing/__init__.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
"""
Library that launches and manages ``n`` copies of worker subprocesses
either specifie... | 9,470 | 32.704626 | 97 | py |
pytorch | pytorch-main/torch/distributed/elastic/multiprocessing/errors/__init__.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
"""
Each host in a distributed PyTorch job runs with a single TorchElastic agent,
and mul... | 13,741 | 36.342391 | 109 | py |
pytorch | pytorch-main/torch/distributed/elastic/multiprocessing/errors/handlers.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
# Multiprocessing error-reporting module
from torch.distributed.elastic.multiprocessing.... | 446 | 25.294118 | 87 | py |
pytorch | pytorch-main/torch/distributed/elastic/metrics/api.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import abc
import time
import warnings
from collections import namedtuple
from functools ... | 5,618 | 25.630332 | 110 | py |
pytorch | pytorch-main/torch/distributed/elastic/metrics/__init__.py | #!/usr/bin/env/python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
"""Metrics API
**Overview**:
The metrics API in torchelastic is used to publish telemet... | 4,852 | 28.591463 | 105 | py |
pytorch | pytorch-main/torch/distributed/elastic/timer/file_based_local_timer.py | # Copyright (c) Meta Platforms, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import io
import json
import logging
import os
import select
import signal
import sys
import threading
impo... | 13,482 | 39.368263 | 116 | py |
pytorch | pytorch-main/torch/distributed/elastic/timer/api.py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import abc
import logging
import threading
import time
from contextlib import contextmanager
from inspect import g... | 9,628 | 33.14539 | 96 | py |
pytorch | pytorch-main/torch/distributed/elastic/timer/__init__.py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
"""
Expiration timers are set up on the same process as the agent and
used from your script to deal with stuck wo... | 1,708 | 36.977778 | 100 | py |
pytorch | pytorch-main/torch/distributed/elastic/utils/log_level.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
def get_log_level() -> str:
"""
Return default log level for pytorch.
"""
... | 339 | 21.666667 | 71 | py |
pytorch | pytorch-main/torch/distributed/elastic/utils/logging.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import inspect
import logging
import os
import warnings
from typing import Optional
from... | 2,226 | 30.814286 | 99 | py |
pytorch | pytorch-main/torch/distributed/elastic/utils/api.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import os
import socket
from string import Template
from typing import List, Any
def ge... | 1,716 | 26.253968 | 85 | py |
pytorch | pytorch-main/torch/distributed/elastic/utils/distributed.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import datetime
import socket
from contextlib import closing
import torch.distributed as ... | 4,639 | 31 | 120 | py |
pytorch | pytorch-main/torch/distributed/elastic/utils/store.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
from datetime import timedelta
from typing import List
def get_all(store, rank: int, pr... | 2,511 | 30.797468 | 90 | py |
pytorch | pytorch-main/torch/distributed/elastic/utils/data/elastic_distributed_sampler.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import math
import torch
from torch.utils.data.distributed import DistributedSampler
c... | 2,504 | 33.315068 | 112 | py |
pytorch | pytorch-main/torch/distributed/elastic/agent/server/local_elastic_agent.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import json
import os
import shutil
import signal
import socket
import tempfile
import u... | 13,446 | 39.625378 | 116 | py |
pytorch | pytorch-main/torch/distributed/elastic/agent/server/api.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import abc
import functools
import json
import os
import signal
import socket
import time... | 36,467 | 37.226415 | 115 | py |
pytorch | pytorch-main/torch/distributed/elastic/agent/server/__init__.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
"""
The elastic agent is the control plane of torchelastic. It is a process
that launches... | 1,400 | 33.170732 | 88 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/c10d_rendezvous_backend.py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import binascii
import logging
import os
import tempfile
from base64 import b64decode, b64encode
from datetime im... | 10,657 | 39.218868 | 99 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/static_tcp_rendezvous.py | #!/usr/bin/env python3
# -*- coding: utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import datetime
import logging
from typing import Tuple, cast, Op... | 3,310 | 29.376147 | 88 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/etcd_rendezvous_backend.py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import binascii
from base64 import b64decode, b64encode
from typing import Optional, Tuple, cast
import urllib3.... | 7,412 | 33.47907 | 98 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/registry.py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
from .api import RendezvousHandler, RendezvousParameters
from .api import rendezvous_handler_registry as handler_... | 2,255 | 33.181818 | 92 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/api.py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
from abc import ABC, abstractmethod
from typing import Any, Callable, Dict, Optional, Tuple
from torch.distribut... | 9,181 | 32.6337 | 100 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/etcd_store.py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import datetime
import random
import time
from base64 import b64decode, b64encode
from typing import Optional
im... | 6,943 | 33.039216 | 110 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/dynamic_rendezvous.py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import inspect
import logging
import os
import pickle
import socket
import threading
import time
import weakref
f... | 41,089 | 31.767145 | 120 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/etcd_rendezvous.py | #!/usr/bin/env python3
# -*- coding: utf-8 -*-
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import json
import logging
import sys
import threading
import tim... | 42,854 | 39.014006 | 108 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/__init__.py | # Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
"""
In the context of Torch Distributed Elastic we use the term *rendezvous* to
refer to a particular functionali... | 5,816 | 37.78 | 80 | py |
pytorch | pytorch-main/torch/distributed/elastic/rendezvous/etcd_server.py | #!/usr/bin/env python3
# Copyright (c) Facebook, Inc. and its affiliates.
# All rights reserved.
#
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree.
import atexit
import logging
import os
import shlex
import shutil
import socket
import sub... | 8,520 | 31.276515 | 87 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/copy.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Autograd functions for stream-aware CUDA copy. It is used to overlap copy
and computatio... | 3,741 | 33.648148 | 108 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/checkpoint.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Checkpointing with preceding recomputation.
PyTorch already provides the official check... | 11,573 | 31.15 | 116 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/stream.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Utilities for eliminating boilerplate code to handle abstract streams with
CPU device.
"... | 4,019 | 32.22314 | 95 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/batchnorm.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Tracks the running statistics per mini-batch instead of micro-batch."""
from typing impo... | 5,583 | 33.257669 | 118 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/dependency.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Arbitrary dependency between two autograd lanes."""
from typing import List, Tuple
impo... | 1,724 | 30.363636 | 105 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/pipe.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""The Pipe interface."""
from collections import OrderedDict
from typing import TYPE_CHECK... | 18,105 | 35.875764 | 114 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/utils.py | from torch import nn
from typing import List, Optional
__all__ = ["partition_model"]
def partition_model(
module: nn.Sequential,
balance: List[int],
devices: Optional[List[int]] = None):
"""
Given an :class:`nn.Sequential <torch.nn.Sequential>` module, partitions
the model across m... | 1,198 | 31.405405 | 77 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/microbatch.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Manipulation of micro-batches."""
import typing
from typing import Any, Callable, List, ... | 7,481 | 30.838298 | 124 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/pipeline.py | # -*- coding: utf-8 -*-
# Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""The pipeline parallelism of Pipe."""
from queue import Queue
fro... | 9,210 | 34.563707 | 117 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/worker.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Multithreading in pipeline parallelism."""
from contextlib import contextmanager
from qu... | 4,335 | 31.601504 | 117 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/phony.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Provides phony for arbitrary dependency in a autograd graph."""
from typing import Dict,... | 1,547 | 29.96 | 80 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/_balance/profile.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Per-layer profilers."""
import copy
import time
from typing import Any, Generator, List,... | 3,641 | 30.128205 | 127 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/_balance/__init__.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""A helper to roughly balance a sequential module.
Usage::
import torch
from tor... | 5,316 | 31.224242 | 83 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/skip/tracker.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Tracks skip tensors on a thread."""
from contextlib import contextmanager
import threadi... | 6,164 | 33.060773 | 111 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/skip/namespace.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Provides isolated namespace of skip tensors."""
import abc
from functools import total_o... | 1,462 | 27.686275 | 78 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/skip/portal.py | # -*- coding: utf-8 -*-
# Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Portal keeps a tensor in the pocket plane. The tensor becomes hi... | 7,249 | 30.11588 | 110 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/skip/layout.py | # Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""Static skip connection layout of ``@skippable`` modules."""
from typing import Dict, Ite... | 3,350 | 35.032258 | 112 | py |
pytorch | pytorch-main/torch/distributed/pipeline/sync/skip/skippable.py | # -*- coding: utf-8 -*-
# Copyright 2019 Kakao Brain
#
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved.
#
# This source code is licensed under the BSD license found in the
# LICENSE file in the root directory of this source tree.
"""The user interface to define skip connections."""
from typing im... | 13,833 | 31.172093 | 112 | py |
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