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# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
#!/usr/bin/env python
# run the benchmark under timeit (-t), cProfile (-c), line_profiler (-l)
#
# usage:
# ./flatten_bench.py -t
# ./flatten_bench.py -c
# kernprof -l flatten_bench.py -l; python -m line_profiler flatten_be... |
# 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 sys
import unittest
sys.path.append('../DeepSpeedExamples/Megatron_GPT2')
sys.path.append('../DeepSpeedExamples/BingBertSqua... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import unittest
import subprocess
import os
import time
class BaseTestCase(unittest.TestCase):
def __init__(self, methodName="DeepSpeed performance test"):
super(BaseTestCase, self).__init__(methodName)
... |
# 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.
"""
from .run_func_test import GPT2FuncTestCase
from .run_checkpoint_test import GPT2CheckpointTestCase, checkpoint_suite
from .run_func... |
# 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 re
from test_common import BaseTestCase
class GPT2PerfTestCase(BaseTestCase):
def __init__(self, metho... |
# 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 re
from test_common import BaseTestCase
class GPT2PerfBaselineTestCase(BaseTestCase):
def __init__(sel... |
# 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 subprocess
import os
import re
from .test_common import BaseTestCase
LAYERS = 2
HIDDEN_SIZE = 128
ATTN_HEADS... |
# 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
... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import unittest
import subprocess
import os
import time
class BaseTestCase(unittest.TestCase):
def __init__(self, methodName="DeepSpeed performance test"):
super(BaseTestCase, self).__init__(methodName)
... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .BingBertSquad_run_func_test import BingBertSquadFuncTestCase
from .BingBertSquad_run_func_test import suite
|
# 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 .BingBertSquad_test_common import BaseTestCase
def grep_loss_from_file(file_name):
lo... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import subprocess as sp
import os
from math import isclose
import sys
import pytest
import json
sys.path.append("../../../DeepSpeedExamples/BingBertSquad")
import evaluate as eval
squad_dir = "/data/BingBertSquad"
base_dir... |
# 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... |
# 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._... |
# 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
import os
import json
import argparse
import torch
import deepspeed
from torch.utils.data.distributed import Distrib... |
# 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... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from transformers import AutoModelForCausalLM
import deepspeed
import argparse
from deepspeed.accelerator import get_accelerator
deepspeed.runtime.utils.see_memory_usage('pre test', force=True)
model = AutoMo... |
# 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... |
# 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):
... |
# 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 ... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from packaging import version as pkg_version
with open('../version.txt') as fd:
version = pkg_version.parse(fd.read())
with open('../version.txt', 'w') as fd:
fd.write(f'{version.major}.{version.minor}.{version.mic... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# Configuration file for the Sphinx documentation builder.
#
# This file only contains a selection of the most common options. For a full
# list see the documentation:
# https://www.sphinx-doc.org/en/master/usage/configurati... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import pkgutil
import importlib
from .abstract_accelerator import DeepSpeedAccelerator
# During setup stage torch may not be installed, pass on no torch will
# allow op builder related API to be executed.
try:
... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import abc
from abc import ABC
class DeepSpeedAccelerator(ABC):
def __init__(self):
self._name = None
self._communication_backend_name = None
@abc.abstractmethod
def is_synchronized_device(sel... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .abstract_accelerator import DeepSpeedAccelerator
from .real_accelerator import get_accelerator, set_accelerator
|
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
try:
from accelerator.abstract_accelerator import DeepSpeedAccelerator as dsa1
except ImportError as e:
dsa1 = None
try:
from deepspeed.accelerator.abstract_accelerator import DeepSpeedAccelerator as ds... |
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.accelerator.abstract_accelerator import DeepSpeedAccelerator
import oneccl_bindings_for_pytorch # noqa: F401
import psutil
import os
# accelerator for Intel CPU
class CPU_Accelerator(DeepSpeedA... |
#!/usr/bin/env python3
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from __future__ import annotations
'''Copyright The Microsoft DeepSpeed Team'''
"""
Modified from https://github.com/jlebar/pre-commit-hooks/blob/master/check_do_not_submit.py
"""
import subprocess
im... |
#!/usr/bin/env python3
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from __future__ import annotations
'''Copyright The Microsoft DeepSpeed Team'''
"""
Checks each file in sys.argv for the string "torch.cuda".
Modified from https://github.com/jlebar/pre-commit-hooks/bl... |
#!/usr/bin/env python3
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
USAGE:
$ python3 script/replace_copyright.py --repo_dir ./
"""
import os
import argparse
NEW_COPYRIGHT = ("Copyright (c) Microsoft Corporation.", "SPDX-License-Identifier: Apache-2.0", "", "DeepSp... |
#!/usr/bin/env python3
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from __future__ import annotations
'''Copyright The Microsoft DeepSpeed Team'''
"""
Checks each file in sys.argv for the string "torch.distributed".
Modified from https://github.com/jlebar/pre-commit-h... |
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