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values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/sdaa/fused_adam.py | op_builder/sdaa/fused_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# BSD 3- Clause License Copyright (c) 2023, Tecorigin Co., Ltd. All rights
# reserved.
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
# Redist... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/sdaa/__init__.py | op_builder/sdaa/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# BSD 3- Clause License Copyright (c) 2023, Tecorigin Co., Ltd. All rights
# reserved.
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
# Redis... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/sdaa/no_impl.py | op_builder/sdaa/no_impl.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# BSD 3- Clause License Copyright (c) 2023, Tecorigin Co., Ltd. All rights
# reserved.
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
# Redist... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/sdaa/builder.py | op_builder/sdaa/builder.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# BSD 3- Clause License Copyright (c) 2023, Tecorigin Co., Ltd. All rights
# reserved.
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
# Redist... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/sdaa/cpu_adam.py | op_builder/sdaa/cpu_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# BSD 3- Clause License Copyright (c) 2023, Tecorigin Co., Ltd. All rights
# reserved.
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
# Redist... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/cpu_adagrad.py | op_builder/xpu/cpu_adagrad.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import SYCLOpBuilder
class CPUAdagradBuilder(SYCLOpBuilder):
BUILD_VAR = "DS_BUILD_CPU_ADAGRAD"
NAME = "cpu_adagrad"
def __init__(self):
super().__init__(name=self.NAME)
def absolute... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/async_io.py | op_builder/xpu/async_io.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import shutil
import subprocess
from .builder import OpBuilder
class AsyncIOBuilder(OpBuilder):
BUILD_VAR = "DS_BUILD_AIO"
NAME = "async_io"
def __init__(self):
super().__init__(name=self.NAME)
d... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/inference.py | op_builder/xpu/inference.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import SYCLOpBuilder
class InferenceBuilder(SYCLOpBuilder):
BUILD_VAR = "DS_BUILD_TRANSFORMER_INFERENCE"
NAME = "transformer_inference"
def __init__(self, name=None):
name = self.NAME if n... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/packbits.py | op_builder/xpu/packbits.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import SYCLOpBuilder
class PackbitsBuilder(SYCLOpBuilder):
BUILD_VAR = "DS_BUILD_PACK_BITS"
NAME = "pack_bits"
def __init__(self):
super().__init__(name=self.NAME)
def absolute_name(s... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/fused_adam.py | op_builder/xpu/fused_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import SYCLOpBuilder
class FusedAdamBuilder(SYCLOpBuilder):
BUILD_VAR = "DS_BUILD_FUSED_ADAM"
NAME = "fused_adam"
def __init__(self):
super().__init__(name=self.NAME)
def absolute_nam... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/__init__.py | op_builder/xpu/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .cpu_adam import CPUAdamBuilder
from .cpu_adagrad import CPUAdagradBuilder
from .fused_adam import FusedAdamBuilder
from .async_io import AsyncIOBuilder
from .inference import InferenceBuilder
from .flash_attn import Fl... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/no_impl.py | op_builder/xpu/no_impl.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import SYCLOpBuilder
class NotImplementedBuilder(SYCLOpBuilder):
BUILD_VAR = "DS_BUILD_NOT_IMPLEMENTED"
NAME = "deepspeed_not_implemented"
def __init__(self, name=None):
name = self.NAME ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/builder.py | op_builder/xpu/builder.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import time
import importlib
try:
# is op_builder from deepspeed or a 3p version? this should only succeed if it's deepspeed
# if successful this also means we're doing a local install and not JIT compile ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/flash_attn.py | op_builder/xpu/flash_attn.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import SYCLOpBuilder
class FlashAttentionBuilderObject():
def __init__(self):
pass
# general functions
def flash_attn_func_v2(self, q, k, v, dropout_p, softmax_scale, is_causal):
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/xpu/cpu_adam.py | op_builder/xpu/cpu_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import SYCLOpBuilder
class CPUAdamBuilder(SYCLOpBuilder):
BUILD_VAR = "DS_BUILD_CPU_ADAM"
NAME = "cpu_adam"
def __init__(self):
super().__init__(name=self.NAME)
def absolute_name(sel... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/cpu/async_io.py | op_builder/cpu/async_io.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import shutil
import subprocess
from .builder import CPUOpBuilder
class AsyncIOBuilder(CPUOpBuilder):
BUILD_VAR = "DS_BUILD_AIO"
NAME = "async_io"
def __init__(self):
super().__init__(name=self.NAME)
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/cpu/fused_adam.py | op_builder/cpu/fused_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import CPUOpBuilder
class FusedAdamBuilder(CPUOpBuilder):
BUILD_VAR = "DS_BUILD_FUSED_ADAM"
NAME = "fused_adam"
def __init__(self):
super().__init__(name=self.NAME)
def absolute_name... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/cpu/comm.py | op_builder/cpu/comm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
from .builder import CPUOpBuilder
class CCLCommBuilder(CPUOpBuilder):
BUILD_VAR = "DS_BUILD_CCL_COMM"
NAME = "deepspeed_ccl_comm"
def __init__(self, name=None):
name = self.NAME if name is No... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/cpu/__init__.py | op_builder/cpu/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
'''Copyright The Microsoft DeepSpeed Team'''
from .comm import CCLCommBuilder, ShareMemCommBuilder
from .fused_adam import FusedAdamBuilder
from .cpu_adam import CPUAdamBuilder
from .no_impl import NotImplementedBuilder
from... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/cpu/no_impl.py | op_builder/cpu/no_impl.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import CPUOpBuilder
class NotImplementedBuilder(CPUOpBuilder):
BUILD_VAR = "DS_BUILD_NOT_IMPLEMENTED"
NAME = "deepspeed_not_implemented"
def __init__(self, name=None):
name = self.NAME if... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/cpu/builder.py | op_builder/cpu/builder.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
try:
# is op_builder from deepspeed or a 3p version? this should only succeed if it's deepspeed
# if successful this also means we're doing a local install and not JIT compile path
from op_builder impo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/cpu/cpu_adam.py | op_builder/cpu/cpu_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import CPUOpBuilder
class CPUAdamBuilder(CPUOpBuilder):
BUILD_VAR = "DS_BUILD_CPU_ADAM"
NAME = "cpu_adam"
def __init__(self):
super().__init__(name=self.NAME)
def absolute_name(self)... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/hpu/transformer_inference.py | op_builder/hpu/transformer_inference.py | # Copyright (c) 2023 Habana Labs, Ltd. an Intel Company
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
import importlib
# DeepSpeed Team
try:
# is op_builder from deepspeed or a 3p version? this should only succeed if it's deepspeed
# if successful this also means we're doing a l... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/hpu/fused_adam.py | op_builder/hpu/fused_adam.py | # Copyright (c) 2023 Habana Labs, Ltd. an Intel Company
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
try:
# is op_builder from deepspeed or a 3p version? this should only succeed if it's deepspeed
# if successful this also means we're doing a local install and ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/hpu/fp_quantizer.py | op_builder/hpu/fp_quantizer.py | # Copyright (c) 2024 Habana Labs, Ltd. an Intel Company
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
try:
# is op_builder from deepspeed or a 3p version? this should only succeed if it's deepspeed
# if successful this also means we're doing a local... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/hpu/__init__.py | op_builder/hpu/__init__.py | # Copyright (c) 2023 Habana Labs, Ltd. an Intel Company
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
'''Copyright The Microsoft DeepSpeed Team'''
from .cpu_adam import CPUAdamBuilder
from .fused_adam import FusedAdamBuilder
from .transformer_inference import InferenceB... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/hpu/no_impl.py | op_builder/hpu/no_impl.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import CPUOpBuilder
class NotImplementedBuilder(CPUOpBuilder):
BUILD_VAR = "DS_BUILD_NOT_IMPLEMENTED"
NAME = "deepspeed_not_implemented"
def __init__(self, name=None):
name = self.NAME if... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/hpu/builder.py | op_builder/hpu/builder.py | # Copyright (c) 2023 Habana Labs, Ltd. an Intel Company
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
try:
# is op_builder from deepspeed or a 3p version? this should only succeed if it's deepspeed
# if successful this also means we're doing a local i... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/hpu/cpu_adam.py | op_builder/hpu/cpu_adam.py | # Copyright (c) 2023 Habana Labs, Ltd. an Intel Company
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import CPUOpBuilder
class CPUAdamBuilder(CPUOpBuilder):
BUILD_VAR = "DS_BUILD_CPU_ADAM"
NAME = "cpu_adam"
def __init__(self):
super... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/mlu/cpu_adagrad.py | op_builder/mlu/cpu_adagrad.py | # Copyright (c) Microsoft Corporation.
# Copyright (c) 2024 Cambricon Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import MLUOpBuilder
class CPUAdagradBuilder(MLUOpBuilder):
BUILD_VAR = "DS_BUILD_CPU_ADAGRAD"
NAME = "cpu_adagrad"
def __init__(self):
super().... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/mlu/fused_adam.py | op_builder/mlu/fused_adam.py | # Copyright (c) Microsoft Corporation.
# Copyright (c) 2024 Cambricon Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import MLUOpBuilder
try:
import torch
except ImportError as e:
pass
class MLUFusedAdam:
@staticmethod
def multi_tensor_adam(chunk_size, noop_flag_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/mlu/__init__.py | op_builder/mlu/__init__.py | # Copyright (c) Microsoft Corporation.
# Copyright (c) 2024 Cambricon Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
'''Copyright The Microsoft DeepSpeed Team'''
# MLU related operators will be added in the future.
from .no_impl import NotImplementedBuilder
from .cpu_adagrad import CPUAdagradBuil... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/mlu/no_impl.py | op_builder/mlu/no_impl.py | # Copyright (c) Microsoft Corporation.
# Copyright (c) 2024 Cambricon Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import MLUOpBuilder
class NotImplementedBuilder(MLUOpBuilder):
BUILD_VAR = "DS_BUILD_NOT_IMPLEMENTED"
NAME = "deepspeed_not_implemented"
def __init__(s... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/mlu/builder.py | op_builder/mlu/builder.py | # Copyright (c) Microsoft Corporation.
# Copyright (c) 2024 Cambricon Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
try:
# is op_builder from deepspeed or a 3p version? this should only succeed if it's deepspeed
# if successful this also means we're doing a local install and not JIT comp... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/mlu/cpu_adam.py | op_builder/mlu/cpu_adam.py | # Copyright (c) Microsoft Corporation.
# Copyright (c) 2024 Cambricon Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import MLUOpBuilder
class CPUAdamBuilder(MLUOpBuilder):
BUILD_VAR = "DS_BUILD_CPU_ADAM"
NAME = "cpu_adam"
def __init__(self):
super().__init__(... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/npu/cpu_lion.py | op_builder/npu/cpu_lion.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import NPUOpBuilder
class CPULionBuilder(NPUOpBuilder):
BUILD_VAR = "DS_BUILD_CPU_LION"
NAME = "cpu_lion"
def __init__(self):
super().__init__(name=self.NAME)
def absolute_name(self)... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/npu/cpu_adagrad.py | op_builder/npu/cpu_adagrad.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import NPUOpBuilder
class CPUAdagradBuilder(NPUOpBuilder):
BUILD_VAR = "DS_BUILD_CPU_ADAGRAD"
NAME = "cpu_adagrad"
def __init__(self):
super().__init__(name=self.NAME)
def absolute_n... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/npu/async_io.py | op_builder/npu/async_io.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import shutil
import subprocess
from .builder import NPUOpBuilder
class AsyncIOBuilder(NPUOpBuilder):
BUILD_VAR = "DS_BUILD_AIO"
NAME = "async_io"
def __init__(self):
super().__init__(name=self.NAME)
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/npu/inference.py | op_builder/npu/inference.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from enum import IntEnum
from .builder import NPUOpBuilder
try:
import torch
import torch_npu
except ImportError as e:
pass
class ActivationFuncType(IntEnum):
UNKNOWN = 0
GELU = 1
ReLU = 2
GATE... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/npu/fused_adam.py | op_builder/npu/fused_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import NPUOpBuilder
try:
import torch_npu
except ImportError as e:
pass
class NPUFusedAdam:
@staticmethod
def multi_tensor_adam(chunk_size, noop_flag_buffer, tensor_lists, lr, beta1, beta2, ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/npu/__init__.py | op_builder/npu/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
'''Copyright The Microsoft DeepSpeed Team'''
from .fused_adam import FusedAdamBuilder
from .async_io import AsyncIOBuilder
from .no_impl import NotImplementedBuilder
from .cpu_adam import CPUAdamBuilder
from .cpu_adagrad imp... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/npu/no_impl.py | op_builder/npu/no_impl.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import NPUOpBuilder
class NotImplementedBuilder(NPUOpBuilder):
BUILD_VAR = "DS_BUILD_NOT_IMPLEMENTED"
NAME = "deepspeed_not_implemented"
def __init__(self, name=None):
name = self.NAME if... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/npu/builder.py | op_builder/npu/builder.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import re
import os
try:
import torch_npu
except ImportError as e:
pass
try:
# is op_builder from deepspeed or a 3p version? this should only succeed if it's deepspeed
# if successful this also means we're d... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/op_builder/npu/cpu_adam.py | op_builder/npu/cpu_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .builder import NPUOpBuilder
class CPUAdamBuilder(NPUOpBuilder):
BUILD_VAR = "DS_BUILD_CPU_ADAM"
NAME = "cpu_adam"
def __init__(self):
super().__init__(name=self.NAME)
def absolute_name(self)... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/ci/torch_latest.py | ci/torch_latest.py | # Copyright (c) Snowflake.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from pathlib import Path
import modal
ROOT_PATH = Path(__file__).parents[1]
# yapf: disable
image = (modal.Image
.from_registry("pytorch/pytorch:2.6.0-cuda12.4-cudnn9-devel", add_python="3.10")
.run_commands("apt up... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/ci/accelerate.py | ci/accelerate.py | # Copyright (c) Snowflake.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from pathlib import Path
import modal
ROOT_PATH = Path(__file__).parents[1]
# yapf: disable
image = (modal.Image
.from_registry("pytorch/pytorch:2.6.0-cuda12.4-cudnn9-devel", add_python="3.10")
.apt_install("git")
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/ci/__init__.py | ci/__init__.py | # Copyright (c) DeepSpeed Team.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/conftest.py | tests/conftest.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# tests directory-specific settings - this file is run automatically by pytest before any tests are run
import sys
import pytest
import os
from os.path import abspath, dirname
import torch
import warnings
# Set this enviro... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/benchmarks/flatten_bench.py | tests/benchmarks/flatten_bench.py | # 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/benchmarks/DS4Sci_EvoformerAttention_bench.py | tests/benchmarks/DS4Sci_EvoformerAttention_bench.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
This script is to test the performance of the DS4Sci_EvoformerAttention op.
To run the script,
1. Clone the CUTLASS repo. E.g. git clone https://github.com/NVIDIA/cutlass.git
2. Specify the CUTLASS_PATH environment variab... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/benchmarks/unflatten_bench.py | tests/benchmarks/unflatten_bench.py | # 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:
# ./unflatten_bench.py -t
# ./unflatten_bench.py -c
# kernprof -l unflatten_bench.py -l; python -m line_profiler unf... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/hybrid_engine/hybrid_engine_test.py | tests/hybrid_engine/hybrid_engine_test.py | # 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/torch_compile/test_compile.py | tests/torch_compile/test_compile.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import argparse
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed import comm
import torch
import intel_extension_for_pytorch # noqa: F401 # type: ignore
from torch.utils.data import Dataset... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/small_model_debugging/test_mics_config.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/small_model_debugging/test_model.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/small_model_debugging/stage3_test.py | 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('Begin VerboseLinear.__... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/small_model_debugging/test.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/small_model_debugging/partial_offload_test.py | tests/small_model_debugging/partial_offload_test.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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/run_sanity_check.py | tests/model/run_sanity_check.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 sys
import unittest
sys.path.append('../DeepSpeedExamples/Megatron_GPT2')
sys.path.append('../DeepSpeedExamples/BingBertSqua... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/BingBertSquad/BingBertSquad_run_func_test.py | tests/model/BingBertSquad/BingBertSquad_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 .BingBertSquad_test_common import BaseTestCase
def grep_loss_from_file(file_name):
lo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/BingBertSquad/test_e2e_squad.py | tests/model/BingBertSquad/test_e2e_squad.py | # 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/training/BingBertSquad")
import evaluate as eval
squad_dir = "/data/BingBertSquad"... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/BingBertSquad/BingBertSquad_test_common.py | tests/model/BingBertSquad/BingBertSquad_test_common.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import unittest
import subprocess
import os
import time
import shlex
class BaseTestCase(unittest.TestCase):
def __init__(self, methodName="DeepSpeed performance test"):
super(BaseTestCase, self).__init__(metho... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/BingBertSquad/__init__.py | tests/model/BingBertSquad/__init__.py | # 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
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/Megatron_GPT2/test_common.py | tests/model/Megatron_GPT2/test_common.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import unittest
import subprocess
import os
import time
import shlex
class BaseTestCase(unittest.TestCase):
def __init__(self, methodName="DeepSpeed performance test"):
super(BaseTestCase, self).__init__(metho... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/Megatron_GPT2/run_func_test.py | 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
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/Megatron_GPT2/__init__.py | tests/model/Megatron_GPT2/__init__.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.
"""
from .run_func_test import GPT2FuncTestCase
from .run_checkpoint_test import GPT2CheckpointTestCase, checkpoint_suite
from .run_func... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/Megatron_GPT2/run_perf_test.py | tests/model/Megatron_GPT2/run_perf_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 re
from test_common import BaseTestCase
class GPT2PerfTestCase(BaseTestCase):
def __init__(self, metho... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/Megatron_GPT2/run_perf_baseline.py | tests/model/Megatron_GPT2/run_perf_baseline.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 re
from test_common import BaseTestCase
class GPT2PerfBaselineTestCase(BaseTestCase):
def __init__(sel... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/model/Megatron_GPT2/run_checkpoint_test.py | tests/model/Megatron_GPT2/run_checkpoint_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 subprocess
import os
import re
import shlex
from .test_common import BaseTestCase
LAYERS = 2
HIDDEN_SIZE = 1... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/lightning/test_simple.py | 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_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/perf/adam_test.py | 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 ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/perf/adam_test1.py | 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
device = 'cpu'
model_size = 1 * 1024**3
param = torch.nn.Parameter(torch.ones(model_size, device=device))
optimizer = DeepSpeedCPUAdam([param])
#torc... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/perf/adagrad_test.py | 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):
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/accelerator/test_ds_init.py | tests/accelerator/test_ds_init.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
class OneLayerNet(torch.nn.Module):
def __init__(self, D_in, D_out):
"""
In the constructor we instantiate two ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/onebit/test_nccl_backend.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/onebit/test_compressed_backend.py | tests/onebit/test_compressed_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.compressed import CompressedBackend
from deepspeed.accelerator import get_accelerator
par... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/onebit/test_mpi_backend.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/onebit/test_compressed_perf.py | tests/onebit/test_compressed_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.compressed import CompressedBackend
from deepspeed.utils.timer import SynchronizedWallCloc... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/onebit/test_nccl_perf.py | 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 ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/onebit/test_mpi_perf.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/modeling.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/alexnet_model.py | 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.utils.torch import required_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/multi_output_model.py | tests/unit/multi_output_model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from .common import preferred_dtype
class MultiOutputModel(torch.nn.Module):
def __init__(self, hidden_dim, weight_value):
super(MultiOutputModel, self).__init__()
self.linear = torch.nn.L... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/common.py | 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 random
import numpy as np
from typing import Callable, Any
import torch
impo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/util.py | tests/unit/util.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.accelerator import get_accelerator, is_current_accelerator_supported
from deepspeed.git_version_info import torch_info
from io import StringIO
import deepspeed
import logging
import pytest
import re
import sy... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/megatron_model.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/simple_model.py | 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 collections import OrderedDict
from deepspeed.pipe import PipelineModule, LayerSpec
from deepspeed.moe.layer import MoE
from deepspeed.accelerator import get_accelerat... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/__init__.py | tests/unit/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
'''Copyright The Microsoft DeepSpeed Team'''
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/modelingpreln.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/linear/test_quant_param.py | tests/unit/linear/test_quant_param.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.linear.quantization import QuantizedParameter
from deepspeed.linear.config import QuantizationConfig
from deepspe... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/linear/test_ctx.py | tests/unit/linear/test_ctx.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
import pytest
from unit.common import DistributedTest
import deepspeed.comm as dist
from deepspeed.linear import LoRAConfig, init_lora
from deepspeed.linear.optimized_linear import LoRAOptimize... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/linear/test_linear.py | tests/unit/linear/test_linear.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
import deepspeed.comm as dist
from deepspeed.accelerator import get_accelerator
from deepspeed.linear import OptimizedLinear, LoRAConfig, QuantizationConfig
from unit.common impor... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/launcher/test_ds_arguments.py | tests/unit/launcher/test_ds_arguments.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import argparse
import pytest
import deepspeed
from deepspeed.utils.numa import parse_range_list
def basic_parser():
parser = argparse.ArgumentParser()
parser.add_argument('--num_epochs', type=int)
return parse... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/launcher/test_run.py | tests/unit/launcher/test_run.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
from deepspeed.launcher import runner as dsrun
def test_parser_mutual_exclusive():
'''Ensure dsrun.parse_resource_filter() raises a ValueError when include_str and
exclude_str are both provided.
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/launcher/test_user_args.py | tests/unit/launcher/test_user_args.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import subprocess
from types import SimpleNamespace
from deepspeed.accelerator import get_accelerator
from deepspeed.launcher.multinode_runner import MultiNodeRunner
class DummyRunner(MultiNodeRunner):
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/launcher/test_multinode_runner.py | tests/unit/launcher/test_multinode_runner.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from copy import deepcopy
from deepspeed.launcher import multinode_runner as mnrunner
from deepspeed.launcher.runner import encode_world_info, parse_args
import os
import pytest
@pytest.fixture
def runner_info():
hosts... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/hybrid_engine/test_he_llama.py | 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 deepspeed.accelerator import get_accelerator
from transformers import (AutoCo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/hybrid_engine/test_he_all.py | 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 deepspeed.accelerator import get_accelerator
from transformers import (AutoCo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/hybrid_engine/test_he_lora.py | 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... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ulysses_alst/test_tiled_compute.py | tests/unit/ulysses_alst/test_tiled_compute.py | # Copyright (c) The DeepSpeed Contributors
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Arctic Long Sequence Training (ALST) Tiled compute component tests
"""
from deepspeed.runtime.sequence_parallel.ulysses_sp import TiledMLP, sequence_tiled_compute, TiledFusedLogitsLoss
from deepspeed.utils import saf... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
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