Search is not available for this dataset
repo stringlengths 2 152 ⌀ | file stringlengths 15 239 | code stringlengths 0 58.4M | file_length int64 0 58.4M | avg_line_length float64 0 1.81M | max_line_length int64 0 12.7M | extension_type stringclasses 364
values |
|---|---|---|---|---|---|---|
nni | nni-master/nni/nas/oneshot/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from nni.common.framework import shortcut_framework
shortcut_framework(__name__)
del shortcut_framework
| 180 | 19.111111 | 51 | py |
nni | nni-master/nni/nas/oneshot/pytorch/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from .differentiable import DartsLightningModule, GumbelDartsLightningModule
from .sampling import EnasLightningModule, RandomSamplingLightningModule
| 224 | 36.5 | 76 | py |
nni | nni-master/nni/nas/oneshot/pytorch/_dataloader.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
from typing import Any, Optional
from pytorch_lightning.utilities.combined_loader import (
CombinedLoader, _CombinationMode, _SUPPORTED_MODES, _Sequential,
_ModeIterator, _tree_flatten
)
_SUPPORTED_MO... | 789 | 28.259259 | 88 | py |
nni | nni-master/nni/nas/oneshot/pytorch/_dataloader_legacy.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
# pylint: skip-file
# type: ignore
from __future__ import annotations
from typing import Any
from pytorch_lightning.trainer.supporters import CombinedLoader, CombinedLoaderIterator
__all__ = ['ConcatLoader']
class ConcatLoader(CombinedLoade... | 2,766 | 32.337349 | 94 | py |
nni | nni-master/nni/nas/oneshot/pytorch/base_lightning.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import warnings
from typing import Any, Iterable, List, cast, TYPE_CHECKING
import torch.optim as optim
import torch.nn as nn
from torch.optim import Optimizer
import nni.nas.nn.pytorch as nas_nn
from nni.nas... | 18,404 | 41.213303 | 136 | py |
nni | nni-master/nni/nas/oneshot/pytorch/differentiable.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""Differentiable one-shot implementation."""
from __future__ import annotations
import logging
import pytorch_lightning as pl
import torch
import torch.nn as nn
import torch.optim as optim
from .base_lightning import BaseOneShotLightningModu... | 8,050 | 38.465686 | 128 | py |
nni | nni-master/nni/nas/oneshot/pytorch/profiler.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""Guide the one-shot strategy to sample architecture within a target latency.
This module converts the profiling results returned by profiler to something
that one-shot strategies can understand. For example, a loss or some penalty to the rewar... | 8,574 | 35.334746 | 132 | py |
nni | nni-master/nni/nas/oneshot/pytorch/sampling.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""Sampling-based one-shot implementation."""
from __future__ import annotations
import warnings
import logging
from typing import Any, Callable, TYPE_CHECKING
import pytorch_lightning as pl
import torch
from nni.mutable import Sample
from nni... | 10,845 | 39.470149 | 145 | py |
nni | nni-master/nni/nas/oneshot/pytorch/strategy.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""Strategy integration of one-shot.
This file is put here simply because it relies on "pytorch".
For consistency, please consider importing strategies from ``nni.nas.strategy``.
For example, ``nni.nas.strategy.DartsStrategy`` (this requires pyt... | 44,947 | 45.578238 | 150 | py |
nni | nni-master/nni/nas/oneshot/pytorch/supermodule/__init__.py | 0 | 0 | 0 | py | |
nni | nni-master/nni/nas/oneshot/pytorch/supermodule/_expression_utils.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""Utilities to process the value choice compositions,
in the way that is most convenient to one-shot algorithms."""
from __future__ import annotations
import operator
from typing import Any, TypeVar, List, cast, Mapping, Sequence, Optional, It... | 9,011 | 37.348936 | 134 | py |
nni | nni-master/nni/nas/oneshot/pytorch/supermodule/_operation_utils.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""Thie file handles "slice" commonly used in mixed-operation.
The ``slice_type`` we support here, is "slice" or "list of slice".
The reason is that sometimes (e.g., in multi-head attention),
the tensor slice could be from multiple parts. This t... | 10,875 | 35.993197 | 105 | py |
nni | nni-master/nni/nas/oneshot/pytorch/supermodule/_singlepathnas.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
# pylint: skip-file
# type: ignore
"""This file is an incomplete implementation of `Single-path NAS <https://arxiv.org/abs/1904.02877>`__.
These are merely some components of the algorithm. The complete support is an undergoing work item.
Keep ... | 11,832 | 43.992395 | 131 | py |
nni | nni-master/nni/nas/oneshot/pytorch/supermodule/base.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
from typing import Any
import torch.nn as nn
from nni.nas.nn.pytorch import MutableModule
__all__ = ['BaseSuperNetModule']
class BaseSuperNetModule(MutableModule):
"""
Mutated module in super-net.
... | 3,551 | 36 | 137 | py |
nni | nni-master/nni/nas/oneshot/pytorch/supermodule/differentiable.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import functools
import logging
import warnings
from typing import Any, Dict, Sequence, List, Tuple, cast
import torch
import torch.nn as nn
import torch.nn.functional as F
from nni.mutable import MutableExp... | 21,787 | 42.059289 | 135 | py |
nni | nni-master/nni/nas/oneshot/pytorch/supermodule/operation.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Operations that support weight sharing at a fine-grained level,
which is commonly known as super-kernel (as in channel search), or weight entanglement.
"""
from __future__ import annotations
import inspect
import warnings
from typing import... | 33,748 | 41.081047 | 132 | py |
nni | nni-master/nni/nas/oneshot/pytorch/supermodule/proxyless.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""Implementation of ProxylessNAS: a hyrbid approach between differentiable and sampling.
The support remains limited. Known limitations include:
- No support for multiple arguments in forward.
- No support for mixed-operation (value choice).
- ... | 18,405 | 41.804651 | 122 | py |
nni | nni-master/nni/nas/oneshot/pytorch/supermodule/sampling.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
# type: ignore
from __future__ import annotations
import copy
import functools
import random
from typing import Any, List, Dict, Sequence, cast
import torch
import torch.nn as nn
from nni.mutable import MutableExpression, label_scope, Mutable... | 16,958 | 41.081886 | 125 | py |
nni | nni-master/nni/nas/profiler/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from .profiler import Profiler, ExpressionProfiler
| 125 | 24.2 | 50 | py |
nni | nni-master/nni/nas/profiler/profiler.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
from nni.mutable import Sample
from nni.mutable.symbol import SymbolicExpression
from nni.nas.space import BaseModelSpace
class Profiler:
"""Profiler is a class that profiles the performance of a model wi... | 1,664 | 36 | 103 | py |
nni | nni-master/nni/nas/profiler/tensorflow.py | 0 | 0 | 0 | py | |
nni | nni-master/nni/nas/profiler/pytorch/flops.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = [
'FlopsParamsCounterConfig', 'FlopsParamsProfiler', 'FlopsProfiler', 'NumParamsProfiler',
'count_flops_params', 'register_flops_formula'
]
import logging
from dataclasses import dataclass, f... | 17,826 | 37.754348 | 139 | py |
nni | nni-master/nni/nas/profiler/pytorch/nn_meter.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import functools
import logging
import tempfile
from typing import Any, Iterable
import torch
from torch import nn
from nn_meter import load_latency_predictor, nnMeterPredictor
from nni.mutable import Mutable,... | 11,534 | 44.77381 | 127 | py |
nni | nni-master/nni/nas/profiler/pytorch/utils/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from .misc import *
from .shape import *
from .shape_formula import *
| 144 | 19.714286 | 38 | py |
nni | nni-master/nni/nas/profiler/pytorch/utils/_attrs.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
from typing import Any, Type, TypeVar, Tuple
from torch import nn
from nni.mutable import Mutable, MutableExpression
from nni.nas.nn.pytorch import ParametrizedModule
T = TypeVar('T')
tuple_1_t = Tuple[T]
tup... | 2,332 | 27.802469 | 92 | py |
nni | nni-master/nni/nas/profiler/pytorch/utils/_expression.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import logging
import traceback
from typing import Any
from nni.mutable import MutableExpression, Categorical, Numerical
_logger = logging.getLogger(__name__)
def conclude_assumptions(values: list[int | flo... | 6,669 | 38.467456 | 124 | py |
nni | nni-master/nni/nas/profiler/pytorch/utils/misc.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = ['concat_name', 'standardize_arguments', 'is_leaf_module', 'profiler_leaf_module', 'argument_in_spec']
from typing import Any, Callable, TypeVar, Type
from torch import nn
from nni.nas.nn.pytorch im... | 3,028 | 29.908163 | 112 | py |
nni | nni-master/nni/nas/profiler/pytorch/utils/shape.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = [
'shape_inference', 'ShapeTensor', 'MutableShape', 'submodule_input_output_shapes', 'extract_shape_info'
]
import functools
import logging
import traceback
from typing import Union, Tuple, Calla... | 26,281 | 39.371736 | 136 | py |
nni | nni-master/nni/nas/profiler/pytorch/utils/shape_formula.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = ['register_shape_inference_formula', 'find_shape_inference_formula']
import logging
import warnings
from typing import Callable, Type, Tuple, Any, cast
import torch
from torch import nn
import nni.... | 17,312 | 42.067164 | 142 | py |
nni | nni-master/nni/nas/space/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from .frozen import *
from .graph import *
from .metrics import *
from .mutator import *
from .metrics import *
from .space import *
| 207 | 19.8 | 38 | py |
nni | nni-master/nni/nas/space/frozen.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
__all__ = ['current_model', 'model_context']
import copy
from typing import Optional
from nni.mutable import frozen_context, Sample
def current_model() -> Optional[Sample]:
"""Get the current model sample in :func:`model_context`.
The... | 1,438 | 33.261905 | 104 | py |
nni | nni-master/nni/nas/space/graph.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
# pylint: skip-file
# type: ignore
"""
GraphModelSpace representation for engines based on graph.
"""
from __future__ import annotations
__all__ = [
'GraphModelSpace', 'Graph', 'Node', 'Edge', 'IllegalGraphError',
]
import json
from typin... | 30,640 | 37.737042 | 140 | py |
nni | nni-master/nni/nas/space/graph_op.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Operations used in graph-based engine.
"""
from typing import (Any, Dict, List, Optional, cast)
from nni.common.framework import get_default_framework
__all__ = ['Operation', 'Cell', 'PyTorchOperation', 'TensorFlowOperation']
def _conve... | 9,031 | 34.699605 | 130 | py |
nni | nni-master/nni/nas/space/metrics.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = ['Metrics']
from typing import Any, Sequence, cast
from nni.typehint import TrialMetric
class Metrics:
"""
Data structure that manages the metric data (e.g., loss, accuracy, etc.).
NO... | 2,654 | 30.607143 | 121 | py |
nni | nni-master/nni/nas/space/mutator.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
from contextlib import contextmanager
from typing import Any, Callable, Iterable, List, Optional, TYPE_CHECKING, Iterator
from numpy.random import RandomState
from nni.mutable import (
LabeledMutable, Mut... | 15,388 | 38.560411 | 126 | py |
nni | nni-master/nni/nas/space/space.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
"""Space definitions that are friendly to NAS executions.
All model spaces should inherit :class:`BaseModelSpace`, which then divides into two categories.
1. :class:`ExecutableModelSpace`, which will be the (... | 20,505 | 43.969298 | 132 | py |
nni | nni-master/nni/nas/space/pytorch/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Space definitions related to PyTorch.
Mostly graph-related stuff.
"""
from .graph import PytorchGraphModelSpace
| 192 | 16.545455 | 41 | py |
nni | nni-master/nni/nas/space/pytorch/codegen.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
__all__ = ['model_to_pytorch_script']
import logging
import re
from typing import Dict, List, Tuple, Any, cast
from nni.common.device import Device, GPUDevice
from nni.nas.space.graph import IllegalGraphError, Edge, Graph, Node, GraphModelSpace... | 9,003 | 37.314894 | 140 | py |
nni | nni-master/nni/nas/space/pytorch/graph.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = ['PytorchGraphModelSpace']
import logging
from typing import Any, TYPE_CHECKING
import torch
from nni.nas.evaluator import Evaluator
from nni.nas.space import GraphModelSpace, Mutator
from nni.nas.... | 5,324 | 38.444444 | 134 | py |
nni | nni-master/nni/nas/space/pytorch/mutator.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""Convert MutableModules into mutators on graph model space."""
from __future__ import annotations
from typing import Any, List, Tuple, Dict, Iterable, cast
from nni.mutable import MutableExpression, Categorical, frozen_context, label_scope
f... | 12,494 | 43.308511 | 131 | py |
nni | nni-master/nni/nas/space/pytorch/op_def.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
from typing import (Any, Dict, List)
import torch
import torch.nn.functional as nn_functional
from nni.nas.space.graph_op import PyTorchOperation
mem_format = [
'torch.contiguous_format', # 0
'... | 22,234 | 39.500911 | 135 | py |
nni | nni-master/nni/nas/space/pytorch/converter/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from .graph_gen import GraphConverter, GraphConverterWithShape
| 137 | 26.6 | 62 | py |
nni | nni-master/nni/nas/space/pytorch/converter/graph_gen.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import re
import torch
from nni.nas.space.graph import Graph, GraphModelSpace, Node, Cell, Operation
from nni.nas.nn.pytorch import InputChoice, MutationAnchor, LayerChoice, MutableModule, Repeat
from nni.nas.utils import get_init_parameters_or... | 42,487 | 50.688564 | 140 | py |
nni | nni-master/nni/nas/space/pytorch/converter/op_types.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from enum import Enum
# except the special case which can not treat as a basic module from pytorch
MODULE_EXCEPT_LIST = ['Sequential']
class OpTypeName(str, Enum):
"""
op type to its type name str
"""
Attr = 'Attr'
Constant... | 540 | 22.521739 | 76 | py |
nni | nni-master/nni/nas/space/pytorch/converter/utils.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from typing import Optional
from typing_extensions import TypeGuard
from nni.nas.space.graph import Cell, GraphModelSpace, Graph, Node, Edge
def build_full_name(prefix, name, seq=None):
if isinstance(name, list):
name = '__'.join(... | 9,519 | 35.899225 | 133 | py |
nni | nni-master/nni/nas/space/pytorch/converter/visualize.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import graphviz
def convert_to_visualize(graph_ir, vgraph):
for name, graph in graph_ir.items():
if name == '_evaluator':
continue
with vgraph.subgraph(name='cluster'+name) as subgraph:
subgraph.attr(... | 1,896 | 41.155556 | 124 | py |
nni | nni-master/nni/nas/space/tensorflow/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Space definitions related to Tensorflow.
Mostly graph-related stuff.
"""
from .graph import TensorflowGraphModelSpace
| 198 | 17.090909 | 44 | py |
nni | nni-master/nni/nas/space/tensorflow/graph.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = ['TensorflowGraphModelSpace']
import logging
from typing import ClassVar
from nni.nas.space import GraphModelSpace
_logger = logging.getLogger(__name__)
class TensorflowGraphModelSpace(GraphModel... | 648 | 26.041667 | 124 | py |
nni | nni-master/nni/nas/space/tensorflow/op_def.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from nni.nas.space.graph_op import TensorFlowOperation
class Conv2D(TensorFlowOperation):
def __init__(self, type_name, parameters, _internal, attributes=None):
if 'padding' not in parameters:
parameters['padding'] = 'sa... | 383 | 31 | 74 | py |
nni | nni-master/nni/nas/strategy/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from .base import Strategy
from .bruteforce import Random, GridSearch
from .evolution import RegularizedEvolution
from .hpo import TPEStrategy, TPE
from .rl import PolicyBasedRL
from .oneshot import DARTS, Proxyless, GumbelDARTS, ENAS, RandomOneS... | 324 | 31.5 | 71 | py |
nni | nni-master/nni/nas/strategy/_rl_impl.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
# This file might cause import error for those who didn't install RL-related dependencies
"""The RL implementation for whoever wants to use RL to search for configurations in a space.
The implementation should be agnostic to space types (HPO / ... | 17,590 | 37.158351 | 131 | py |
nni | nni-master/nni/nas/strategy/base.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import logging
import time
from enum import Enum
from typing import Iterator, cast
from nni.nas.execution import ExecutionEngine
from nni.nas.space import ExecutableModelSpace, ModelStatus
from nni.typehint im... | 10,607 | 38.143911 | 135 | py |
nni | nni-master/nni/nas/strategy/bruteforce.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = ['GridSearch', 'Random']
import logging
import warnings
from typing import Iterator, Any
from numpy.random import RandomState
from nni.mutable import Sample
from nni.nas.space import ExecutableMode... | 9,220 | 38.072034 | 138 | py |
nni | nni-master/nni/nas/strategy/evolution.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import collections
import dataclasses
import logging
import warnings
import copy
from typing import Deque
from numpy.random import RandomState
from nni.mutable import Sample, MutableAnnotation
from nni.nas.ex... | 10,996 | 43.164659 | 127 | py |
nni | nni-master/nni/nas/strategy/hpo.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""Wrappers of HPO tuners as NAS strategy."""
from __future__ import annotations
__all__ = ['HPOTunerStrategy', 'TPE']
import logging
import time
import threading
from typing import cast
import nni
from nni.nas.execution import ExecutionEngin... | 5,085 | 35.855072 | 136 | py |
nni | nni-master/nni/nas/strategy/middleware.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = ['Chain', 'StrategyMiddleware', 'Filter', 'Deduplication', 'FailureHandler', 'MultipleEvaluation', 'MedianStop']
import copy
import logging
import warnings
from collections import defaultdict, deque
... | 40,088 | 45.615116 | 135 | py |
nni | nni-master/nni/nas/strategy/oneshot.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from .base import Strategy
try:
from nni.nas.oneshot.pytorch.strategy import ( # pylint: disable=unused-import
DARTS, GumbelDARTS, Proxyless, ENAS, RandomOneShot
)
except ImportError as import_err:
_import_err = import_err
... | 745 | 31.434783 | 83 | py |
nni | nni-master/nni/nas/strategy/rl.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import logging
import warnings
from typing import Optional, TYPE_CHECKING
from nni.mutable import SampleValidationError
from nni.nas.execution import ExecutionEngine
from nni.nas.space import ExecutableModelSp... | 10,716 | 44.799145 | 140 | py |
nni | nni-master/nni/nas/strategy/utils.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
__all__ = ['DeduplicationHelper', 'DuplicationError', 'RetrySamplingHelper']
import logging
from typing import Any, Type, TypeVar, Callable
from nni.mutable import SampleValidationError
_logger = logging.get... | 3,636 | 30.626087 | 128 | py |
nni | nni-master/nni/nas/utils/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from .misc import *
from .serializer import *
from ._legacy import *
| 144 | 17.125 | 38 | py |
nni | nni-master/nni/nas/utils/_legacy.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import inspect
import os
import warnings
from typing import Any, TypeVar, Type
from nni.common.serializer import is_traceable, is_wrapped_with_trace, trace
__all__ = ['get_init_parameters_or_fail', 'serialize', 'serialize_cls', 'basic_unit',
... | 4,910 | 35.649254 | 123 | py |
nni | nni-master/nni/nas/utils/misc.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import inspect
import itertools
import warnings
from collections import defaultdict
from contextlib import contextmanager
from typing import Any, List, cast
from pathlib import Path
__all__ = [
'original_state_dict_hooks', 'get_module_name',... | 6,861 | 38.436782 | 133 | py |
nni | nni-master/nni/nas/utils/serializer.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""This module does what
`CheckpointIO <https://pytorch-lightning.readthedocs.io/en/stable/api/pytorch_lightning.plugins.io.CheckpointIO.html>`__
does in PyTorch-Lightning, but with a simpler implementation and a wider range of backend supports.
... | 5,908 | 33.758824 | 129 | py |
nni | nni-master/nni/runtime/__init__.py | 0 | 0 | 0 | py | |
nni | nni-master/nni/runtime/common.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
_multi_phase = False
def enable_multi_phase():
global _multi_phase
_multi_phase = True
def multi_phase_enabled():
return _multi_phase
| 222 | 17.583333 | 38 | py |
nni | nni-master/nni/runtime/config.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import os
from pathlib import Path
import shutil
import sys
import nni
def get_config_directory() -> Path:
"""
Get NNI config directory.
Create it if not exist.
"""
if os.getenv('NNI_CONFIG_DIR') is not None:
config_... | 1,251 | 28.116279 | 82 | py |
nni | nni-master/nni/runtime/env_vars.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import os
from collections import namedtuple
_trial_env_var_names = [
'NNI_PLATFORM',
'NNI_EXP_ID',
'NNI_TRIAL_JOB_ID',
'NNI_SYS_DIR',
'NNI_OUTPUT_DIR',
'NNI_TRIAL_COMMAND_CHANNEL',
'NNI_TRIAL_SEQ_ID',
'MULTI_PHA... | 884 | 22.918919 | 98 | py |
nni | nni-master/nni/runtime/log.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
NNI's logging system.
For end users you only need to care about :func:`silence_stdout` and :func:`enable_global_logging`.
Following stuffs are for NNI contributors.
The logging system is initialized on importing ``nni``.
By design it should... | 10,856 | 30.932353 | 116 | py |
nni | nni-master/nni/runtime/msg_dispatcher.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import logging
from collections import defaultdict
from nni import NoMoreTrialError
from nni.assessor import AssessResult
from .common import multi_phase_enabled
from .env_vars import dispatcher_env_vars
from .msg_dispatcher_base import MsgDisp... | 10,060 | 38.14786 | 124 | py |
nni | nni-master/nni/runtime/msg_dispatcher_base.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import threading
import logging
from queue import Queue, Empty
from .env_vars import dispatcher_env_vars
from ..common import load
from ..recoverable import Recoverable
from .tuner_command_channel import CommandType, TunerCommandChannel
_logge... | 9,997 | 38.517787 | 131 | py |
nni | nni-master/nni/runtime/command_channel/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
| 73 | 23.666667 | 38 | py |
nni | nni-master/nni/runtime/command_channel/base.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
from typing import Any
Command = Any # TODO
class CommandChannel:
def send(self, command: Command) -> None:
raise NotImplementedError()
def receive(self) -> Command | None:
raise Not... | 339 | 20.25 | 45 | py |
nni | nni-master/nni/runtime/command_channel/http.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import logging
import requests
from .base import Command, CommandChannel
_logger = logging.getLogger(__name__)
class HttpChannel(CommandChannel):
"""
A simple command channel based on HTTP.
Che... | 1,030 | 26.131579 | 98 | py |
nni | nni-master/nni/runtime/command_channel/websocket/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from .channel import WsChannelClient
| 111 | 21.4 | 38 | py |
nni | nni-master/nni/runtime/command_channel/websocket/channel.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import logging
import time
from ..base import Command, CommandChannel
from .connection import WsConnection
_logger = logging.getLogger(__name__)
class WsChannelClient(CommandChannel):
def __init__(self, ... | 3,602 | 31.754545 | 78 | py |
nni | nni-master/nni/runtime/command_channel/websocket/connection.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Synchronized and object-oriented WebSocket class.
WebSocket guarantees that messages will not be divided at API level.
"""
from __future__ import annotations
__all__ = ['WsConnection']
import asyncio
import logging
from threading import L... | 4,714 | 31.743056 | 100 | py |
nni | nni-master/nni/runtime/default_config/builtin_algorithms.yml | assessors:
- builtinName: Medianstop
classArgsValidator: nni.algorithms.hpo.medianstop_assessor.MedianstopClassArgsValidator
className: nni.algorithms.hpo.medianstop_assessor.MedianstopAssessor
source: nni
- builtinName: Curvefitting
classArgsValidator: nni.algorithms.hpo.curvefitting_assessor.CurvefittingClass... | 3,467 | 37.533333 | 96 | yml |
nni | nni-master/nni/runtime/default_config/registered_algorithms.yml | {}
| 3 | 1 | 2 | yml |
nni | nni-master/nni/runtime/trial_command_channel/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
__all__ = [
'ParameterRecord', 'TrialCommandChannel',
'get_default_trial_command_channel',
'set_default_trial_command_channel',
]
from typing import Optional
from .base import ParameterRecord, TrialCommandChannel
_channel: Optional... | 2,694 | 32.271605 | 112 | py |
nni | nni-master/nni/runtime/trial_command_channel/base.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
from typing_extensions import Literal
from nni.typehint import ParameterRecord, TrialMetric
class TrialCommandChannel:
"""
Command channel used by trials to communicate with training service.
One... | 2,017 | 32.633333 | 97 | py |
nni | nni-master/nni/runtime/trial_command_channel/local_legacy.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import os
import sys
import time
import subprocess
from typing import cast
from typing_extensions import Literal
from nni.common import dump, load
from nni.typehint import TrialMetric
from .base import TrialCo... | 3,741 | 36.79798 | 126 | py |
nni | nni-master/nni/runtime/trial_command_channel/standalone.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import logging
import warnings
import colorama
from typing_extensions import Literal
from nni.typehint import TrialMetric
from .base import TrialCommandChannel, ParameterRecord
_logger = logging.getLogger('n... | 1,587 | 32.083333 | 126 | py |
nni | nni-master/nni/runtime/trial_command_channel/v3.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from __future__ import annotations
import logging
from typing_extensions import Literal
import nni
from nni.runtime.command_channel.http import HttpChannel
from nni.typehint import ParameterRecord, TrialMetric
from .base import TrialCommandCha... | 1,619 | 30.153846 | 86 | py |
nni | nni-master/nni/runtime/tuner_command_channel/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Low level APIs for algorithms to communicate with NNI manager.
"""
from .command_type import CommandType, TunerIncomingCommand
from .channel import TunerCommandChannel
| 247 | 23.8 | 62 | py |
nni | nni-master/nni/runtime/tuner_command_channel/channel.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Low level APIs for algorithms to communicate with NNI manager.
"""
from __future__ import annotations
__all__ = ['TunerCommandChannel']
import logging
import os
from collections import defaultdict
from threading import Event
from typing im... | 12,826 | 41.614618 | 130 | py |
nni | nni-master/nni/runtime/tuner_command_channel/command_type.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from enum import Enum
from dataclasses import dataclass
from typing import List, Optional, ClassVar
from nni.typehint import TrialMetric, SearchSpace
from nni.utils import MetricType
class CommandType(Enum):
# in
Initialize = 'IN'
R... | 2,288 | 30.791667 | 98 | py |
nni | nni-master/nni/runtime/tuner_command_channel/legacy.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
__all__ = [
'CommandType',
'LegacyCommandChannel',
'send',
'receive',
'_set_in_file',
'_set_out_file',
'_get_out_file',
]
import logging
import os
import threading
from .command_type import CommandType
_logger = log... | 2,002 | 21.761364 | 70 | py |
nni | nni-master/nni/tools/__init__.py | 0 | 0 | 0 | py | |
nni | nni-master/nni/tools/gpu_tool/__init__.py | 0 | 0 | 0 | py | |
nni | nni-master/nni/tools/gpu_tool/gpu_metrics_collector.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import json
import os
import subprocess
import sys
import time
import traceback
from xml.dom import minidom
def main(argv):
metrics_output_dir = os.environ['METRIC_OUTPUT_DIR']
cmd = 'nvidia-smi -q -x'.split()
retry = 0
while ... | 3,155 | 34.863636 | 110 | py |
nni | nni-master/nni/tools/jupyter_extension/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
from . import proxy
load_jupyter_server_extension = proxy.setup
_load_jupyter_server_extension = proxy.setup
| 184 | 22.125 | 44 | py |
nni | nni-master/nni/tools/jupyter_extension/management.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import json
from pathlib import Path
import shutil
import os
from jupyter_core.paths import jupyter_config_dir, jupyter_data_dir
def _get_jupyter_lab_version():
try:
import jupyterlab
return jupyterlab.__version__
except... | 2,270 | 30.541667 | 93 | py |
nni | nni-master/nni/tools/jupyter_extension/proxy.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import json
from pathlib import Path
import requests
from tornado.web import RequestHandler
def setup(server):
base_url = server.web_app.settings['base_url']
url_pattern = base_url.rstrip('/') + '/nni/(.*)'
server.web_app.add_handle... | 1,525 | 31.468085 | 101 | py |
nni | nni-master/nni/tools/nni_manager_scripts/__init__.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Collection of scripts used by NNI manager to do jobs that are hard for node.js.
"""
| 162 | 22.285714 | 79 | py |
nni | nni-master/nni/tools/nni_manager_scripts/check_trial_keeper_alive.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import json
from pathlib import Path
import sys
from typing import Any, NoReturn
import psutil
def main() -> None:
pid_file = Path(sys.argv[1], 'trial_keeper.pid')
try:
pid = int(pid_file.read_text())
except Exception:
... | 879 | 24.142857 | 89 | py |
nni | nni-master/nni/tools/nni_manager_scripts/collect_gpu_info.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Collect GPU utilization metrics, and debug info if ``--detail`` is specified.
Results are printed to stdout in JSON format.
See `ts/nni_manager/common/gpu_scheduler/collect_info` for details.
"""
# pylint: disable=wildcard-import
# pylint: ... | 4,923 | 27.137143 | 103 | py |
nni | nni-master/nni/tools/nni_manager_scripts/collect_version_info.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
import json
import sys
import nni
def main():
data = {}
data['nniVersion'] = nni.__version__
data['nniPath'] = nni.__path__[0] # type: ignore
data['pythonVersion'] = '{}.{}.{}-{}-{}'.format(*sys.version_info)
data['pythonPa... | 409 | 20.578947 | 70 | py |
nni | nni-master/nni/tools/nni_manager_scripts/create_trial_keeper_dir.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Create the working directory for trial keeper and print its absolute path.
By default the directory is "~/nni-experiments/EXP_ID/environments/ENV_ID/trial_keeper".
If the directory already exists (e.g. resume), try "trial_keeper_1", then "tr... | 983 | 26.333333 | 96 | py |
nni | nni-master/nni/tools/nni_manager_scripts/launch_trial_keeper.py | # Copyright (c) Microsoft Corporation.
# Licensed under the MIT license.
"""
Launch trial keeper daemon and print some info in JSON format.
Before running this script, you should:
1. Create the working directory with "create_trial_keeper_dir.py".
2. Create "launcher_config.json" in that directory.
Example of "l... | 3,202 | 30.097087 | 117 | py |
nni | nni-master/nni/tools/nnictl/__init__.py | 0 | 0 | 0 | py |