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
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DeepSpeed | DeepSpeed-master/tests/unit/modeling.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from __future__ import absolute_import, division, print_function, unicode_literals
# Copyright The Microsoft DeepSpeed Team
# DeepSpeed note, code taken from commit 3d59216cec89a363649b4fe3d15295ba936ced0f
# https://github.c... | 70,129 | 44.986885 | 141 | py |
DeepSpeed | DeepSpeed-master/tests/unit/alexnet_model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import os
import torch
import torch.nn as nn
import torch.nn.functional as F
import deepspeed
import deepspeed.comm as dist
import deepspeed.runtime.utils as ds_utils
from deepspeed.accelerator import get_accel... | 5,441 | 34.337662 | 96 | py |
DeepSpeed | DeepSpeed-master/tests/unit/simple_model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import json
import argparse
import torch
from deepspeed.pipe import PipelineModule, LayerSpec
from deepspeed.moe.layer import MoE
from deepspeed.accelerator import get_accelerator
import deepspeed.comm as dist
... | 11,029 | 35.523179 | 118 | py |
DeepSpeed | DeepSpeed-master/tests/unit/common.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import re
import time
import inspect
import socket
import subprocess
from abc import ABC, abstractmethod
from pathlib import Path
import torch
import torch.multiprocessing as mp
import deepspeed
from deepspeed.acc... | 14,004 | 36.851351 | 138 | py |
DeepSpeed | DeepSpeed-master/tests/unit/util.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.git_version_info import torch_info
def skip_on_arch(min_arch=7):
if deepspeed.accelerator.get_accelerator().device_name() == 'cuda':
if torch.cuda.get_... | 2,840 | 31.284091 | 97 | py |
DeepSpeed | DeepSpeed-master/tests/unit/modelingpreln.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from __future__ import absolute_import, division, print_function, unicode_literals
# Copyright The Microsoft DeepSpeed Team
# DeepSpeed note, code taken from commit 3d59216cec89a363649b4fe3d15295ba936ced0f
# https://github.c... | 74,569 | 45.030864 | 141 | py |
DeepSpeed | DeepSpeed-master/tests/unit/megatron_model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import os
import sys
import math
from .common import get_test_path
from deepspeed.pipe import PipelineModule, LayerSpec
from deepspeed.accelerator import get_accelerator
def get_megatron_version():
p = os... | 3,816 | 35.701923 | 117 | py |
DeepSpeed | DeepSpeed-master/tests/unit/multi_output_model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
class MultiOutputModel(torch.nn.Module):
def __init__(self, hidden_dim, weight_value):
super(MultiOutputModel, self).__init__()
self.linear = torch.nn.Linear(hidden_dim, hidden_dim, bias=F... | 1,352 | 32.825 | 119 | py |
DeepSpeed | DeepSpeed-master/tests/unit/checkpoint/test_zero_optimizer.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
from deepspeed.ops.op_builder import CPUAdamBuilder
from deepspeed.checkpoint.utils import clone_tensors_for_torch_save
from deepspeed.accelerator import get_accelerator
from unit.common import DistributedT... | 19,385 | 37.161417 | 116 | py |
DeepSpeed | DeepSpeed-master/tests/unit/checkpoint/test_pipeline.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.runtime.checkpoint_engine.torch_checkpoint_engine import TorchCheckpointEngine
from unit.common import DistributedTest
from unit.simple_model import *
from unit.checkpoint.common import checkpoint_correctness_... | 4,207 | 35.591304 | 99 | py |
DeepSpeed | DeepSpeed-master/tests/unit/checkpoint/test_sparse.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
from unit.common import DistributedTest
from unit.simple_model import *
import pytest
class TestSparseCheckpoint(DistributedTest):
world_size = 2
@pytest.mark.parametrize(["to_save_model_has_emb... | 3,721 | 40.820225 | 109 | py |
DeepSpeed | DeepSpeed-master/tests/unit/checkpoint/common.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import torch
import numbers
import deepspeed
from deepspeed.runtime.zero.stage_1_and_2 import DeepSpeedZeroOptimizer
from deepspeed.runtime.fp16.fused_optimizer import FP16_Optimizer
from deepspeed.runtime.fp16.un... | 10,525 | 45.166667 | 118 | py |
DeepSpeed | DeepSpeed-master/tests/unit/checkpoint/test_moe_checkpoint.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.moe.utils import split_params_into_different_moe_groups_for_optimizer
from unit.common import DistributedTest
from unit.simple_model import *
from unit.util import required_torch_version
from unit.checkpoint... | 3,817 | 44.452381 | 118 | py |
DeepSpeed | DeepSpeed-master/tests/unit/hybrid_engine/test_he_all.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import torch
import pytest
import deepspeed
from deepspeed.ops.op_builder import OpBuilder
from unit.common import DistributedTest
from transformers import (AutoConfig, AutoTokenizer, AutoModelForCausalLM)
rocm_v... | 3,557 | 36.452632 | 106 | py |
DeepSpeed | DeepSpeed-master/tests/unit/hybrid_engine/test_he_lora.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import math
import torch
import torch.nn.functional as F
import pytest
import deepspeed
from deepspeed.runtime.zero import GatheredParameters
from deepspeed.ops.op_builder import OpBuilder
from deepspeed.utils impo... | 8,503 | 36.298246 | 117 | py |
DeepSpeed | DeepSpeed-master/tests/unit/hybrid_engine/test_he_llama.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import torch
import pytest
import deepspeed
from deepspeed.ops.op_builder import OpBuilder
from unit.common import DistributedTest
from transformers import (AutoConfig, AutoTokenizer, AutoModelForCausalLM)
rocm_v... | 3,745 | 37.22449 | 106 | py |
DeepSpeed | DeepSpeed-master/tests/unit/profiling/flops_profiler/test_flops_profiler.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import pytest
import deepspeed
from deepspeed.profiling.flops_profiler import get_model_profile
from unit.simple_model import SimpleModel, random_dataloader
from unit.common import DistributedTest
from unit.util... | 3,815 | 31.338983 | 115 | py |
DeepSpeed | DeepSpeed-master/tests/unit/compression/test_compression.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import pytest
import random
import numpy as np
from unit.megatron_model import get_gpt2_model
from deepspeed.compression.compress import init_compression
from unit.modeling import BertConfig
from unit.modelingpr... | 10,129 | 38.111969 | 125 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/test_data.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.utils import RepeatingLoader
import torch
import pytest
import deepspeed
from deepspeed.accelerator import get_accelerator
from unit.common import DistributedTest
from unit.simple_model import SimpleModel, ran... | 2,092 | 39.25 | 117 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/test_runtime_utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from torch._utils import _flatten_dense_tensors
import deepspeed.comm as dist
import pytest
import deepspeed.runtime.utils as ds_utils
import deepspeed.utils.groups as groups
from deepspeed.accelerator import g... | 2,685 | 32.575 | 103 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/test_autocast.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.runtime.zero.linear import LinearModuleForZeroStage3
from deepspeed.accelerator import get_accelerator
from unit.common import DistributedTest
@pytest.mark.parametrize('half_op', [... | 2,472 | 37.640625 | 116 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/test_data_efficiency.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import os
import deepspeed
from deepspeed.accelerator import get_accelerator
from unit.common import DistributedTest
from unit.simple_model import Curriculum_SimpleModel, SimpleModel, random_dataloader, random_d... | 7,880 | 35.486111 | 115 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/test_lr_schedulers.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
import pytest
from unit.common import DistributedTest
from unit.simple_model import SimpleModel, random_dataloader
from deepspeed.runtime.lr_schedules import LR_RANGE_TEST, LR_RANGE_TEST_MIN_LR,... | 17,663 | 38.783784 | 153 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/test_multi_output_model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
from pytest import approx
from unit.common import DistributedTest
from unit.multi_output_model import MultiOutputModel, multi_output_dataloader
class TestTwoOutputModel(DistributedTest):
w... | 4,821 | 37.269841 | 115 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/test_ds_initialize.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
from typing import Callable
import torch
from torch.optim import Optimizer, Adam, AdamW
from torch.optim.lr_scheduler import _LRScheduler, LambdaLR
from unit.simple_model import SimpleModel, random_dataloader
... | 10,634 | 37.813869 | 136 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/activation_checkpointing/test_activation_checkpointing.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# TODO: add tests with model parallelism for activation partitioning and other features.
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from copy import deepcopy
from unit.comm... | 7,460 | 27.918605 | 118 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/comm/test_coalesced_collectives.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
unit tests for coalesced collectives
"""
import torch
import deepspeed.comm as dist
from deepspeed.runtime.comm.coalesced_collectives import reduce_scatter_coalesced
from deepspeed.accelerator import get_accelerator
fro... | 2,235 | 35.064516 | 116 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/sparse_tensor/test_averaging_sparse_gradients.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
from unit.common import DistributedTest
from unit.util import skip_on_arch
class Model(torch.nn.Module):
def __init__(self):
super().__init__()
self.emb = torch.nn.Embeddi... | 2,543 | 29.285714 | 100 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/sparse_tensor/test_csr.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import random
from deepspeed.runtime.sparse_tensor import SparseTensor
def test_csr_addition_self():
row_count = 10
random.seed(1234)
x = torch.ones(1, 5)
for i in range(row_count - 1):
... | 1,326 | 22.696429 | 56 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/sparse_tensor/test_sparse_grads.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
from unit.common import DistributedTest
import deepspeed.utils.groups as groups
class Model(torch.nn.Module):
def __init__(self):
super().__init__()
self.emb = torch.nn.E... | 1,988 | 31.606557 | 114 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/half_precision/test_bf16.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
import pytest
from deepspeed.ops.adam import FusedAdam
from unit.common import DistributedTest
from deepspeed.ops.op_builder import CPUAdamBuilder
from unit.simple_model import SimpleModel, Simp... | 12,355 | 35.023324 | 141 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/half_precision/test_fp8.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
import pytest
from unit.common import DistributedTest
from unit.util import skip_on_arch
try:
import transformer_engine.pytorch as transformer_engine
from transformer_engine.common impo... | 3,349 | 35.413043 | 110 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/half_precision/test_dynamic_loss_scale.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
import numpy as np
from unit.common import DistributedTest
from unit.simple_model import SimpleModel
def run_model_step(model, gradient_list):
for value in gradient_list:
for p in ... | 9,932 | 35.653137 | 119 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/half_precision/test_fp16.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed.comm as dist
import deepspeed
import pytest
from deepspeed.ops.adam import FusedAdam
from unit.common import DistributedTest
from unit.simple_model import SimpleModel, SimpleOptimizer, random_da... | 25,459 | 35.371429 | 119 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/half_precision/onebit/test_onebit.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import torch.nn as nn
import deepspeed.comm as dist
import deepspeed
import pytest
import os
import numpy as np
from deepspeed.runtime.pipe.topology import PipeDataParallelTopology
from deepspeed.ops.op_builder... | 44,111 | 35.913808 | 119 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/zero/test_zero_tensor_fragment.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import deepspeed.comm as dist
import torch
from unit.common import DistributedTest
from unit.simple_model import random_dataloader
from unit.util import bf16_required_version_check
import deepspeed
from deeps... | 5,412 | 34.379085 | 137 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/zero/test_zero_context_ancestry.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
from deepspeed.runtime.zero.partition_parameters import ZeroParamStatus
from deepspeed.accelerator import get_accelerator
from utils import setup_serial_env
from unit.common import DistributedT... | 3,616 | 30.72807 | 113 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/zero/test_zeropp.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import deepspeed.comm as dist
from torch.nn import Module
from unit.common import DistributedTest
from unit.simple_model import random_dataloader
import deepspeed
from deepspeed.runtime.zero.config import Dee... | 3,091 | 31.547368 | 115 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/zero/test_zero_dynamic_class.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from unit.common import DistributedTest
import deepspeed
class TestNewClassDeclaredNestingInit(DistributedTest):
world_size = 1
def test_new_class_declared_nesting_init(self):
ds_config = di... | 1,594 | 28.537037 | 89 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/zero/test_zero.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import math
from collections import namedtuple
from typing import Dict, List, NamedTuple, Set, Tuple
import pytest
import deepspeed.comm as dist
import torch
from torch import Tensor
from torch.nn import Linear, Module
from ... | 54,564 | 36.119048 | 125 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/zero/test_zero_context_return.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from types import SimpleNamespace
import torch
import pytest
import deepspeed
from deepspeed.runtime.zero.partition_parameters import ZeroParamStatus
from utils import setup_serial_env
from unit.common import DistributedTes... | 5,373 | 27.892473 | 118 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/zero/test_zero_tiled.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import copy
import torch
from deepspeed.runtime.zero.tiling import TiledLinear, TiledLinearReturnBias
import pytest
@pytest.mark.parametrize('in_splits,out_splits', [(1, 1), (2, 2), (5, 5), (32, 32)])
def test_tiled_init... | 6,364 | 34.758427 | 113 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/zero/test_zero_context.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from types import SimpleNamespace
import torch
import deepspeed
from deepspeed.runtime.zero.partition_parameters import ZeroParamStatus, partitioned_param_data_shape
import deepspeed.comm as dist
from unit.common import Di... | 9,928 | 35.237226 | 115 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/zero/test_zero_nesting_init.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from unit.common import DistributedTest
import deepspeed
class TestNestingInit(DistributedTest):
world_size = 1
def test_nesting_init(self):
ds_config = dict(train_batch_size=1, zero_optimiz... | 1,545 | 31.893617 | 95 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/utils/test_partition.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed.comm as dist
from deepspeed.runtime.utils import partition_uniform
from deepspeed.runtime.utils import partition_balanced
from deepspeed.runtime.utils import prefix_sum_inc
from ... | 4,766 | 25.932203 | 117 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/pipe/test_topology.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed.comm as dist
from deepspeed.runtime.pipe.topology import PipelineParallelGrid as Grid
from deepspeed.runtime.pipe.topology import ProcessTopology as Topo
from deepspeed.runtime.p... | 8,248 | 35.339207 | 101 | py |
DeepSpeed | DeepSpeed-master/tests/unit/runtime/pipe/test_pipe.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import copy
import torch.nn as nn
import pytest
import deepspeed.comm as dist
from deepspeed.runtime.pipe.topology import PipeDataParallelTopology
from deepspeed.runtime.pipe.module import PipelineModule
from unit.alexnet_m... | 3,446 | 31.518868 | 129 | py |
DeepSpeed | DeepSpeed-master/tests/unit/moe/test_moe_tp.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
import pytest
from unit.common import DistributedTest
from unit.util import required_torch_version
from deepspeed.moe.layer import MoE
class MPU():
def __init__(self, tp_world_size):
... | 3,434 | 35.935484 | 108 | py |
DeepSpeed | DeepSpeed-master/tests/unit/moe/test_moe.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
import pytest
from unit.common import DistributedTest
from unit.simple_model import SimplePRMoEModel, SimpleMoEModel, sequence_dataloader
from deepspeed.moe.utils import split_params_into_differ... | 5,900 | 43.368421 | 116 | py |
DeepSpeed | DeepSpeed-master/tests/unit/model_parallelism/test_configurable_parallel_pp.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import torch
import deepspeed
import pytest
import random
import numpy as np
import deepspeed.comm as dist
from unit.common import DistributedTest, DistributedFixture
from unit.megatron_model import get_megatron_ve... | 11,505 | 41.614815 | 115 | py |
DeepSpeed | DeepSpeed-master/tests/unit/model_parallelism/test_configurable_parallel_mp.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import torch
import deepspeed
import pytest
import random
import numpy as np
import deepspeed.comm as dist
from deepspeed.accelerator import get_accelerator
from unit.common import DistributedTest, DistributedFixtu... | 6,844 | 37.027778 | 117 | py |
DeepSpeed | DeepSpeed-master/tests/unit/comm/test_dist.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import torch
import deepspeed.comm as dist
import deepspeed
from unit.common import DistributedTest, DistributedFixture, get_master_port
from unit.simple_model import SimpleModel
from deepspeed.accelerator import ... | 6,882 | 35.611702 | 107 | py |
DeepSpeed | DeepSpeed-master/tests/unit/utils/test_init_on_device.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import pytest
from unit.simple_model import SimpleModel
from deepspeed import OnDevice
from packaging import version as pkg_version
from deepspeed.accelerator import get_accelerator
from unit.common import Distr... | 904 | 30.206897 | 97 | py |
DeepSpeed | DeepSpeed-master/tests/unit/inference/test_inference_config.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from unit.common import DistributedTest
from unit.simple_model import create_config_from_dict
@pytest.mark.inference
class TestInferenceConfig(DistributedTest):
world_size = ... | 1,525 | 32.911111 | 89 | py |
DeepSpeed | DeepSpeed-master/tests/unit/inference/test_model_profiling.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import time
import pytest
import torch
import deepspeed
from transformers import pipeline
from unit.common import DistributedTest
from deepspeed.accelerator import get_accelerator
@pytest.mark.inference
@pytest.m... | 1,813 | 31.981818 | 102 | py |
DeepSpeed | DeepSpeed-master/tests/unit/inference/test_inference.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import time
import torch
import pytest
import itertools
import deepspeed
from deepspeed.git_version_info import torch_info
from unit.common import DistributedTest
from packaging import version as pkg_version
from d... | 20,794 | 34.668954 | 154 | py |
DeepSpeed | DeepSpeed-master/tests/unit/inference/test_checkpoint_sharding.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import pytest
import torch
import deepspeed
from deepspeed.model_implementations import DeepSpeedTransformerInference
from unit.common import DistributedTest, DistributedFixture
from transformers import AutoConfig,... | 5,200 | 37.525926 | 117 | py |
DeepSpeed | DeepSpeed-master/tests/unit/pipe/test_pipe_module.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import copy
import torch
import torch.nn as nn
import deepspeed.comm as dist
import pytest
import deepspeed
from deepspeed.pipe import PipelineModule
from deepspeed.utils import RepeatingLoader
from deepspeed.accelerator ... | 3,377 | 30.277778 | 105 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/sparse_attention/test_sparse_attention.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# DeepSpeed note, some parts of code taken & adapted from commit c368a9fd1b2c9dee4cc94de9a6bb0be3d447be41
# https://github.com/ptillet/torch-blocksparse/blob/master/tests/test_softmax.py
# https://github.com/ptillet/torch-bl... | 9,912 | 38.337302 | 119 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/aio/test_aio.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import os
import filecmp
import torch
import deepspeed
import deepspeed.comm as dist
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import AsyncIOBuilder
from unit.common import... | 11,978 | 36.551724 | 115 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/adam/test_cpu_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import numpy as np
import pytest
from cpuinfo import get_cpu_info
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.adam import FusedAdam
from deepspeed.ops.op_builder import... | 4,900 | 37.289063 | 108 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/adam/test_adamw.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
import torch
import pytest
from deepspeed.ops.adam import FusedAdam
from deepspeed.ops.adam import DeepSpeedCPUAdam
from unit.common import DistributedTest
from unit.simple_model import SimpleModel
# yapf:... | 3,044 | 38.545455 | 82 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/quantizer/test_fake_quantization.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import pytest
from deepspeed.accelerator import get_accelerator
from deepspeed.ops import op_builder
quantizer_cuda_module = None
def allclose(x, y):
assert x.dtype == y.dtype
rtol, atol = {torch.floa... | 2,549 | 37.059701 | 102 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/quantizer/test_quantize.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.ops import op_builder
from deepspeed.accelerator import get_accelerator
inference_module = None
def run_quantize_ds(activations, num_groups, q_bits, is_symmetric_quant):
globa... | 5,713 | 36.84106 | 119 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/adagrad/test_cpu_adagrad.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import numpy as np
import pytest
import deepspeed
from deepspeed.ops.adagrad import DeepSpeedCPUAdagrad
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import CPUAdagradBuilder
f... | 4,156 | 37.137615 | 116 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/spatial/test_nhwc_bias_add.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.ops.transformer.inference.bias_add import nhwc_bias_add
from deepspeed.accelerator import get_accelerator
def allclose(x, y):
assert x.dtype == y.dtype
rtol, atol = {torch.... | 3,671 | 41.697674 | 107 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/accelerators/test_accelerator_backward.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import numpy as np
import torch
import pytest
import random
import copy
import os
from torch import nn
from deepspeed import DeepSpeedTransformerLayer, DeepSpeedTransformerConfig
from deepspeed.accelerator import get_acceler... | 10,934 | 37.914591 | 237 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/accelerators/test_accelerator_forward.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import numpy as np
import torch
import pytest
import random
import copy
from torch import nn
from unit.modelingpreln import BertEncoder as BertEncoderPreln
from unit.modeling import BertLayerNorm, BertConfig, BertEncoder as ... | 12,953 | 40.652733 | 118 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_moe_res_matmult.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from .inference_test_utils import allclose, get_dtypes
if not deepspeed.ops... | 1,885 | 37.489796 | 115 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_bias_geglu.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.accelerator import get_accelerator
from deepspeed.utils.types import ActivationFuncType
from .inference_test_ut... | 3,078 | 38.987013 | 114 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_layer_norm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
import torch
import pytest
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from .inference_test_utils import allclose, get_dtypes
try:
import trito... | 8,934 | 43.232673 | 116 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/inference_test_utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.accelerator import get_accelerator
TOLERANCES = None
def get_tolerances():
global TOLERANCES
if TOLERANCES is None:
TOLERANCES = {torch.float32: (5e-4, 5e-5), torch.float16: (3e... | 1,062 | 24.309524 | 101 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_residual_add.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from .inference_test_utils import get_dtypes
if not deepspeed.ops.__compati... | 5,157 | 41.983333 | 115 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_matmul.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import InferenceBuilder
if not deepspeed.ops.__compatible_ops__[InferenceBuilder.NAME]:
pytest.skip("Inference ops are not available on this syst... | 1,911 | 30.866667 | 90 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_bias_add.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from .inference_test_utils import allclose, get_dtypes
if not deepspeed.ops... | 1,863 | 34.169811 | 114 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_bias_gelu.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from .inference_test_utils import allclose, get_dtypes
from packaging import... | 2,213 | 37.842105 | 114 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_rms_norm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
import torch
import pytest
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder # type: ignore
from .inference_test_utils import allclose, get_dtypes
if n... | 3,190 | 34.455556 | 90 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_attention.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
# reference timplementation
def ref_torch_attention(q, k, v, mask, sm_scale):
p = torch.matmul(q, k.transpose(2, 3)) * sm_scale
p = torch.softmax(p.float() + mask, dim=-1... | 3,055 | 40.297297 | 113 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_bias_relu.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from .inference_test_utils import allclose, get_dtypes
if not deepspeed.ops... | 1,932 | 36.173077 | 114 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_gelu.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import InferenceBuilder
if not deepspeed.ops.__compatible_ops__[InferenceBuilder.NAME]:
pytest.skip("Inference ops are not available on this syst... | 2,546 | 34.873239 | 97 | py |
DeepSpeed | DeepSpeed-master/tests/unit/ops/transformer/inference/test_softmax.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import InferenceBuilder
if not deepspeed.ops.__compatible_ops__[InferenceBuilder.NAME]:
pytest.skip("Inference ops are not available on this syst... | 1,716 | 32.019231 | 90 | py |
DeepSpeed | DeepSpeed-master/tests/perf/adam_test1.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.ops.adam import DeepSpeedCPUAdam
import time
from deepspeed.accelerator import get_accelerator
device = 'cpu'
model_size = 1 * 1024**3
param = torch.nn.Parameter(torch.ones(model_size, device=dev... | 808 | 28.962963 | 114 | py |
DeepSpeed | DeepSpeed-master/tests/perf/adam_test.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.ops.adam import DeepSpeedCPUAdam
import time
NUM_ITERS = 100
def _test_perf(param, optimizer_func):
optimizer = optimizer_func(param)
avg = 0
for i in range(NUM_ITERS):
for ... | 881 | 22.210526 | 88 | py |
DeepSpeed | DeepSpeed-master/tests/perf/adagrad_test.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.ops.adagrad import DeepSpeedCPUAdagrad
import time
NUM_ITERS = 100
def _test_perf(param, optimizer_func):
optimizer = optimizer_func(param)
avg = 0
for i in range(NUM_ITERS):
... | 893 | 22.526316 | 88 | py |
DeepSpeed | DeepSpeed-master/tests/small_model_debugging/test.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.pt.deepspeed_linear import LinearModuleForZeroStage3
from deepspeed.pt.log_utils import logger
from deepspeed.accelerator import get_accelerator
def see_memory_usage(message):
# Print messa... | 1,557 | 28.396226 | 106 | py |
DeepSpeed | DeepSpeed-master/tests/small_model_debugging/test_mics_config.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.
# SPDX-License-Identifier: Apache-2.0
"""
Testing on a 8 GPUs node
NDEV_PER_NODE=2 torchrun --nnodes 1 --nproc-per-node 8 test_mics_config.py
"""
import o... | 4,292 | 31.037313 | 110 | py |
DeepSpeed | DeepSpeed-master/tests/small_model_debugging/test_model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import json
import argparse
import torch
import deepspeed
from torch.utils.data.distributed import DistributedSampler
import deepspeed.comm as dist
class SimpleModel(torch.nn.Module):
def __init__(self, hidd... | 4,036 | 31.039683 | 118 | py |
DeepSpeed | DeepSpeed-master/tests/small_model_debugging/stage3_test.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
###################################
# Setup
###################################
class VerboseLinear(torch.nn.Linear):
def __init__(self, **kwargs):
print(f'Begin VerboseLinear._... | 2,394 | 25.318681 | 102 | py |
DeepSpeed | DeepSpeed-master/tests/onebit/test_nccl_backend.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed.comm as dist
import numpy as np
import argparse
import deepspeed
import os
from deepspeed.runtime.comm.nccl import NcclBackend
from deepspeed.accelerator import get_accelerator
parser = argpar... | 3,515 | 36.404255 | 109 | py |
DeepSpeed | DeepSpeed-master/tests/onebit/test_mpi_backend.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from mpi4py import MPI
import torch
import deepspeed.comm as dist
import numpy as np
import deepspeed
from deepspeed.runtime.comm.mpi import MpiBackend
from deepspeed.accelerator import get_accelerator
comm = MPI.COMM_WORL... | 3,412 | 37.348315 | 109 | py |
DeepSpeed | DeepSpeed-master/tests/onebit/test_nccl_perf.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed.comm as dist
import numpy as np
import argparse
import deepspeed
import os
from deepspeed.runtime.comm.nccl import NcclBackend
from deepspeed.utils.timer import SynchronizedWallClockTimer
from ... | 3,065 | 30.285714 | 104 | py |
DeepSpeed | DeepSpeed-master/tests/onebit/test_mpi_perf.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from mpi4py import MPI
import torch
import deepspeed
from deepspeed.runtime.comm.mpi import MpiBackend
# Configure wall clock timer
from deepspeed.utils.timer import SynchronizedWallClockTimer
from deepspeed.accelerator im... | 2,281 | 28.636364 | 87 | py |
DeepSpeed | DeepSpeed-master/tests/lightning/test_simple.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from pytorch_lightning import LightningModule, Trainer
from pytorch_lightning.strategies import DeepSpeedStrategy
from torch.utils.data import DataLoader, Dataset
class RandomDataset(Dataset):
def __init_... | 1,673 | 25.571429 | 109 | py |
DeepSpeed | DeepSpeed-master/tests/model/Megatron_GPT2/run_func_test.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Note: please copy webtext data to "Megatron-LM" folder, before running this script.
"""
import unittest
import os
import re
from .test_common import BaseTestCase
LAYERS = 2
HIDDEN_SIZE = 128
ATTN_HEADS = 8
SEQ_LEN = 64
... | 19,096 | 30.61755 | 113 | py |
DeepSpeed | DeepSpeed-master/csrc/aio/py_test/ds_aio_handle.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Functionality of swapping optimizer tensors to/from (NVMe) storage devices.
"""
import torch
import os
import time
from multiprocessing import Pool, Barrier
from test_ds_aio_utils import report_results, task_log, task_ba... | 5,191 | 28.168539 | 109 | py |
DeepSpeed | DeepSpeed-master/csrc/aio/py_test/ds_aio_basic.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Functionality of swapping optimizer tensors to/from (NVMe) storage devices.
"""
import torch
import os
import time
from multiprocessing import Pool, Barrier
from test_ds_aio_utils import report_results, task_log, task_ba... | 3,957 | 28.537313 | 109 | py |
mBNN | mBNN-main/evaluate.py | import torch
import torch.nn as nn
import torch.nn.functional as F
import numpy as np
import calibration as cal
from scipy.stats import norm
from thop import profile
def ll_mixture_normal(output, target, sigma):
exponent = -((target - output)**2).T/(2 * sigma**2)
log_coeff = -0.5*torch.log(2*torch.ten... | 7,111 | 38.731844 | 121 | py |
mBNN | mBNN-main/utils.py | import os
import pandas as pd
import numpy as np
import torch
import torchvision
import torchvision.transforms as transforms
from sklearn.preprocessing import MinMaxScaler
from sklearn.model_selection import train_test_split
from torch.utils.data import TensorDataset, DataLoader
def mkdir_p(path):
'''make dir if ... | 12,447 | 56.364055 | 199 | py |
mBNN | mBNN-main/MBNN/BSTS.py | import pandas as pd
import numpy as np
import argparse
import csv
from datetime import datetime
from torch import optim
from sklearn.linear_model import LinearRegression
from sklearn.preprocessing import MinMaxScaler, Normalizer
from Kalman_Filter import *
from MCMC import *
from Mask_Update import *
from models impor... | 6,742 | 37.752874 | 186 | py |
mBNN | mBNN-main/MBNN/image.py | import argparse
from datetime import date
import os
import numpy as np
import copy
from datetime import datetime
from progress.bar import ChargingBar as Bar
import pickle
import sys
sys.path.append('..')
from utils import *
from evaluate import *
from MBNN.models import *
from MBNN.MCMC import *
from MBNN.Mask_Updat... | 10,377 | 45.124444 | 393 | py |
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