repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
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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/deepspeed/nvme/parse_nvme_stats.py | deepspeed/nvme/parse_nvme_stats.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Functionality of swapping optimizer tensors to/from (NVMe) storage devices.
"""
import os
import argparse
READ_SPEED = 'read_speed'
WRITE_SPEED = 'write_speed'
PERF_METRICS = [READ_SPEED, WRITE_SPEED]
METRIC_SEARCH = ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/nvme/torch_fastio_engine.py | deepspeed/nvme/torch_fastio_engine.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import os
import time
from deepspeed.ops.aio import AsyncIOBuilder
from .test_ds_aio_utils import task_log, create_filename, create_file, create_page_locked_tensor
from .ds_aio_constants import *
from deepspeed.... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/nvme/torch_io.py | deepspeed/nvme/torch_io.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import os
import time
from .test_ds_aio_utils import task_log, create_filename, create_file, create_page_locked_tensor
from .ds_aio_constants import *
class TorchIO_Engine(object):
def __init__(self, args... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/nvme/test_ds_aio.py | deepspeed/nvme/test_ds_aio.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Functionality of swapping optimizer tensors to/from (NVMe) storage devices.
"""
import multiprocessing as mp
from .ds_aio_args import get_validated_args
from .io_engine import io_engine_multiprocessing
def ds_io_main()... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/nvme/__init__.py | deepspeed/nvme/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .perf_run_sweep import sweep_main, parse_sweep_arguments
from .perf_generate_param import generate_main
from .test_ds_aio import ds_io_main
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/nvme/ds_aio_basic.py | deepspeed/nvme/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 os
import time
from deepspeed.ops.aio import AsyncIOBuilder
from .test_ds_aio_utils import task_log, create_filename, create_file, cr... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/nvme/perf_generate_param.py | deepspeed/nvme/perf_generate_param.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Functionality of swapping optimizer tensors to/from (NVMe) storage devices.
"""
import os
import argparse
import json
from .parse_nvme_stats import READ_SPEED, WRITE_SPEED, get_sorted_results
from .perf_sweep_utils import... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/nvme/ds_aio_handle.py | deepspeed/nvme/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 deepspeed.ops.aio import AsyncIOBuilder
from deepspeed.ops.op_builder import GDSBuilder
from deepspe... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/nvme/ds_aio_job.py | deepspeed/nvme/ds_aio_job.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Functionality of swapping tensors to/from (NVMe) storage devices.
"""
import subprocess
import shlex
class Job(object):
def __init__(self, cmd_line, output_file=None, work_dir=None):
self.cmd_line = cmd_lin... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/load_checkpoint.py | deepspeed/module_inject/load_checkpoint.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from torch import nn
from deepspeed.model_implementations.transformers.ds_bloom import DeepSpeedBloomInference
from deepspeed.model_implementations.transformers.ds_gpt import DeepSpeedGPTInference
from deepspeed.model_implem... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/replace_policy.py | deepspeed/module_inject/replace_policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .containers import HFGPT2LayerPolicy
from .containers import HFBertLayerPolicy
from .containers import BLOOMLayerPolicy
from .containers import HFGPTJLayerPolicy
from .containers import HFGPTNEOLayerPolicy
from .contain... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/module_quantize.py | deepspeed/module_inject/module_quantize.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
def quantize_transformer_layer(orig_layer_impl, model, megatron=False, preln=False):
""" Quantize bert-style transformer layers with DeepSpeed's transformer layer
Arguments:
orig_layer_impl (to... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/auto_tp_model_utils.py | deepspeed/module_inject/auto_tp_model_utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed import comm as dist
import torch
from typing import Optional
from deepspeed.module_inject.tp_shard import get_shard_size, get_shard_size_list
def build_bloom_alibi_tensor(attention_mask: torch.Tensor, num_he... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/auto_tp.py | deepspeed/module_inject/auto_tp.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# Automatic Tensor Parallelism
import re
from torch import nn
from .replace_policy import replace_policies
from typing import Optional
import torch
from deepspeed import comm as dist
from .layers import *
from deepspeed.acc... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/policy.py | deepspeed/module_inject/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from abc import ABC, abstractmethod
from deepspeed.utils.types import ActivationFuncType, NormType
import torch
from deepspeed.accelerator import get_accelerator
transformer_param_names = (
'attn_qkvw', \
'a... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/tp_shard.py | deepspeed/module_inject/tp_shard.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed import comm as dist
global num_kv_heads
def set_num_kv_heads(num):
global num_kv_heads
num_kv_heads = num
def set_num_attention_heads(num):
global num_attention_heads
num_attention_heads = ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/utils.py | deepspeed/module_inject/utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.utils import log_dist
# helper function to map between DS policies and DS containers
def policy_to_ds_container(**kwargs):
from .containers import HFGPT2LayerPolicy, DS_GPT2Container
from .containers... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/replace_module.py | deepspeed/module_inject/replace_module.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import torch
import tqdm
import deepspeed
import deepspeed.ops.transformer as transformer_inference
from deepspeed.ops.transformer.inference.diffusers_attention import DeepSpeedDiffusersAttention
from deepspeed.ops... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | true |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/__init__.py | deepspeed/module_inject/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .replace_module import replace_transformer_layer, revert_transformer_layer, ReplaceWithTensorSlicing, GroupQuantizer, generic_injection
from .module_quantize import quantize_transformer_layer
from .replace_policy import... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/fusedqkv_utils.py | deepspeed/module_inject/fusedqkv_utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.utils.logging import warning_once
from deepspeed.module_inject.tp_shard import get_shard_size, get_shard_size_list, get_num_kv_heads, get_n_embd, get_num_attention_heads
def split_by_qkvlist_and_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/inject.py | deepspeed/module_inject/inject.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import copy
import torch
from deepspeed.ops.transformer import DeepSpeedTransformerLayer, DeepSpeedTransformerConfig
def module_inject(layer_obj, model, config, micro_batch_size, max_seq_length, seed, preln, fp16=True):
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/layers.py | deepspeed/module_inject/layers.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed import comm as dist
from torch import nn
from torch.nn import functional as F
from torch.nn.parameter import Parameter
from deepspeed.accelerator import get_accelerator
from deepspeed.module_injec... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/opt.py | deepspeed/module_inject/containers/opt.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from .features import MetaTensorContainer, HybridSplitQKVContainer
from deepspeed.model_implementations.transformers.ds_opt import DeepSpeedOPTInference
import torch
from torch.nn.parameter import Paramet... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/megatron_gpt.py | deepspeed/module_inject/containers/megatron_gpt.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from .features.megatron import MegatronContainer
from deepspeed.model_implementations.transformers.ds_megatron_gpt import DeepSpeedMegatronGPTInference
import torch
from ..policy import TransformerPolicy
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/unet.py | deepspeed/module_inject/containers/unet.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from torch.nn.parameter import Parameter
from ..policy import DSPolicy
from ...model_implementations.diffusers.unet import DSUNet
class UNetPolicy(DSPolicy):
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/deepspeed/module_inject/containers/gptneox.py | deepspeed/module_inject/containers/gptneox.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from .features.meta_tensor import MetaTensorContainer
from .features.hybrid_megatron import HybridMegatronContainer
from deepspeed.model_implementations.transformers.ds_gpt import DeepSpeedGPTInference
im... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/vae.py | deepspeed/module_inject/containers/vae.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from ..policy import DSPolicy
from ...model_implementations.diffusers.vae import DSVAE
class VAEPolicy(DSPolicy):
def __init__(self):
super().__init__()
try:
import diffusers
if... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/bert.py | deepspeed/module_inject/containers/bert.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from deepspeed.model_implementations.transformers.ds_bert import DeepSpeedBERTInference
import torch
from torch.nn.parameter import Parameter
from ..policy import TransformerPolicy
class DS_BERTContaine... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/internlm.py | deepspeed/module_inject/containers/internlm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import importlib
import torch
from torch.nn.parameter import Parameter
from deepspeed.model_implementations.transformers.ds_gpt import DeepSpeedGPTInference
from deepspeed.utils.types import ActivationFuncType, NormType
f... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/llama.py | deepspeed/module_inject/containers/llama.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from .features import HybridSplitQKVContainer, HybridGatedMLPContainer, MetaTensorContainer
from deepspeed.utils.types import ActivationFuncType, NormType
from deepspeed.model_implementations.transformers... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/gptj.py | deepspeed/module_inject/containers/gptj.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from .features.meta_tensor import MetaTensorContainer
from .features.split_qkv import HybridSplitQKVContainer
from deepspeed.model_implementations.transformers.ds_gpt import DeepSpeedGPTInference
import t... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/bloom.py | deepspeed/module_inject/containers/bloom.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from .features.meta_tensor import MetaTensorContainer
from .features.hybrid_engine import HybridEngineContainer
from deepspeed.model_implementations.transformers.ds_bloom import DeepSpeedBloomInference
fr... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/distil_bert.py | deepspeed/module_inject/containers/distil_bert.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from deepspeed.model_implementations.transformers.ds_bert import DeepSpeedBERTInference
import torch
from torch.nn.parameter import Parameter
from ..policy import TransformerPolicy
class DS_DistilBERTCo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/gpt2.py | deepspeed/module_inject/containers/gpt2.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from deepspeed.model_implementations.transformers.ds_gpt import DeepSpeedGPTInference
from ..policy import TransformerPolicy
class DS_GPT2Container(BaseTransformerContainer):
def __init__(self, **k... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/gptneo.py | deepspeed/module_inject/containers/gptneo.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from .features.meta_tensor import MetaTensorContainer
from .features.split_qkv import HybridSplitQKVContainer
from deepspeed.model_implementations.transformers.ds_gpt import DeepSpeedGPTInference
import t... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/base_moe.py | deepspeed/module_inject/containers/base_moe.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# Create a container object to save model-specific tensors using the policy file above.
from .base import *
from deepspeed import comm as dist
import deepspeed.ops.transformer as transformer_inference
from deepspeed.accelera... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/__init__.py | deepspeed/module_inject/containers/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .bert import DS_BERTContainer, HFBertLayerPolicy
from .bloom import DS_BloomContainer, BLOOMLayerPolicy, supported_models
from .distil_bert import DS_DistilBERTContainer, HFDistilBertLayerPolicy
from .gpt2 import DS_GPT... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/base.py | deepspeed/module_inject/containers/base.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# Create a container object to save model-specific tensors using the policy file above.
from abc import ABC
import torch
import deepspeed
from deepspeed.ops.transformer.inference.config import DeepSpeedInferenceConfig
from... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/llama2.py | deepspeed/module_inject/containers/llama2.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from .features import HybridSplitQKVContainer, HybridGatedMLPContainer, MetaTensorContainer
from deepspeed.utils.types import ActivationFuncType, NormType
from deepspeed.model_implementations.transformers... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/clip.py | deepspeed/module_inject/containers/clip.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from deepspeed.model_implementations.transformers.ds_gpt import DeepSpeedGPTInference
import torch
from torch.nn.parameter import Parameter
from ..policy import TransformerPolicy
class DS_CLIPContainer(... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/megatron_gpt_moe.py | deepspeed/module_inject/containers/megatron_gpt_moe.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base import *
from .base_moe import *
from .features.megatron import MegatronContainer
from deepspeed.model_implementations.transformers.ds_megatron_gpt import DeepSpeedMegatronGPTInference
import torch
from .megatron_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/features/meta_tensor.py | deepspeed/module_inject/containers/features/meta_tensor.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from abc import ABC, abstractmethod
from packaging import version as pkg_version
import torch
class MetaTensorContainer(ABC):
"""
NOTE: If you are using this feature with a container that
also inherits from `Hy... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/features/megatron.py | deepspeed/module_inject/containers/features/megatron.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from abc import ABC
class MegatronContainer(ABC):
def __init__(self, **kwargs):
super().__init__(**kwargs)
self.megatron_v2 = self.policy.is_megatron_v2
def _align_qkv_transposed(self... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/features/split_qkv.py | deepspeed/module_inject/containers/features/split_qkv.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from abc import abstractmethod
import torch
from .hybrid_engine import HybridEngineContainer
class HybridSplitQKVContainer(HybridEngineContainer):
def set_attention(self, qkvw, qkvb, dense_w, dense_b):
super(... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/features/hybrid_engine.py | deepspeed/module_inject/containers/features/hybrid_engine.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from abc import ABC, abstractmethod
from typing import List, Tuple
import torch
class HybridEngineContainer(ABC):
"""
This container identifies which methods need to be overridden in addition to
the base conta... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/features/gated_mlp.py | deepspeed/module_inject/containers/features/gated_mlp.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from abc import abstractmethod
from .hybrid_engine import HybridEngineContainer
class HybridGatedMLPContainer(HybridEngineContainer):
"""
The HybridGatedMLPContainer supports models for which the first MLP layer
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/features/__init__.py | deepspeed/module_inject/containers/features/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .gated_mlp import HybridGatedMLPContainer
from .megatron import MegatronContainer
from .meta_tensor import MetaTensorContainer
from .split_qkv import HybridSplitQKVContainer
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/module_inject/containers/features/hybrid_megatron.py | deepspeed/module_inject/containers/features/hybrid_megatron.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from .hybrid_engine import HybridEngineContainer
from .megatron import MegatronContainer
class HybridMegatronContainer(MegatronContainer, HybridEngineContainer):
def _align_qkv(self, x: torch.Tensor):
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/numa.py | deepspeed/utils/numa.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# return a list of list for cores to numa mapping
# [
# [ cores for numa 0 ]
# [ cores belong to numa 1 ]
# ...
# ]
import os
import psutil
import shutil
import subprocess
# return a list of list for cores to n... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/bwc.py | deepspeed/utils/bwc.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
def bwc_tensor_model_parallel_rank(mpu=None):
"""Backwards-compatible way of querying the tensor model parallel rank from
an ``mpu`` object.
*Tensor* model parallelism means that tensors are physically split ac... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/nvtx.py | deepspeed/utils/nvtx.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.accelerator import get_accelerator
from deepspeed.runtime.compiler import is_compiling
enable_nvtx = True
def instrument_w_nvtx(func):
"""Decorator that records an NVTX range for the duration of the fun... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/tensor_fragment.py | deepspeed/utils/tensor_fragment.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from dataclasses import dataclass
from deepspeed import comm as dist
from typing import Dict, List, Callable
@dataclass
class fragment_address:
numel: int
start: int
@dataclass
class tensor_fragment:... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/debug.py | deepspeed/utils/debug.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed.comm as dist
# For lazy import with printflock()
fcntl = None
# for debug purposes map module and param objects to their fully qualified names
module_names = {}
param_names = {}
def debug_clear_module_an... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/timer.py | deepspeed/utils/timer.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import time
from numpy import mean
from deepspeed.utils.logging import print_dist
from deepspeed.accelerator import get_accelerator
FORWARD_MICRO_TIMER = 'fwd_microstep'
FORWARD_GLOBAL_TIMER = 'fwd'
BACKWARD_MICRO_TIMER = '... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/mixed_precision_linkage.py | deepspeed/utils/mixed_precision_linkage.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import types
from deepspeed.utils import get_full_hp_param, get_full_hp_grad, get_hp_fragment_mapping
from deepspeed.utils import set_full_hp_param, set_full_hp_grad
def link_hp_params(lp_param_list, flat_hp_partition, gra... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/groups.py | deepspeed/utils/groups.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# The file has been adapted from https://github.com/NVIDIA/Megatron-LM and retains the following license from the original file
# Copyright (c) 2019, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache L... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/exceptions.py | deepspeed/utils/exceptions.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
class DeprecatedException(Exception):
pass
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/init_on_device.py | deepspeed/utils/init_on_device.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from typing import Callable
from torch import Tensor
from packaging import version as pkg_version
class OnDevice(object):
"""
Create modules/tensors w. specific devices and dtypes. Examples:
Creat... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/z3_leaf_module.py | deepspeed/utils/z3_leaf_module.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from typing import List, Tuple, Type, Union, Optional, TYPE_CHECKING
from .logging import logger
if TYPE_CHECKING:
from deepspeed.runtime.zero.leaf_module_config import DeepSpeedZeroLeafModuleConfig
def ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/logging.py | deepspeed/utils/logging.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import functools
import logging
import sys
import os
import torch
from deepspeed.utils.torch import required_torch_version
log_levels = {
"debug": logging.DEBUG,
"info": logging.INFO,
"warning": logging.WARNING,... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/config.py | deepspeed/utils/config.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.runtime.config_utils import DeepSpeedConfigModel
#########################################
# Timers
#########################################
# Timers. By default, timers are enabled.
# Users can configure in... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/__init__.py | deepspeed/utils/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .logging import logger, log_dist, log_dist_once, set_log_level_from_string
from .comms_logging import get_caller_func
#from .distributed import init_distributed
from .init_on_device import OnDevice
from .groups import *... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/types.py | deepspeed/utils/types.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from enum import IntEnum
class ActivationFuncType(IntEnum):
UNKNOWN = 0
GELU = 1
ReLU = 2
GATED_GELU = 3
GATED_SILU = 4
GATED_ACTIVATION_TYPES = [
ActivationFuncType.GATED_GELU,
ActivationFunc... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/zero_to_fp32.py | deepspeed/utils/zero_to_fp32.py | #!/usr/bin/env python
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# This script extracts fp32 consolidated weights from a zero 1, 2 and 3 DeepSpeed checkpoints. It gets
# copied into the top level checkpoint dir, so the user can easily do the conversion at any point ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | true |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/comms_logging.py | deepspeed/utils/comms_logging.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import math
from deepspeed.utils import log_dist
def get_caller_func(frame=3):
import sys
return sys._getframe(frame).f_code.co_name
def print_rank_0(message):
import deepspeed.comm as dist
if dist.get_ra... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/utils/torch.py | deepspeed/utils/torch.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from packaging import version as pkg_version
import torch
def required_torch_version(min_version=None, max_version=None):
assert min_version or max_version, "Must provide a min_version or max_version argument"
to... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/monitor/tensorboard.py | deepspeed/monitor/tensorboard.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .utils import check_tb_availability
from .monitor import Monitor
import os
import deepspeed.comm as dist
class TensorBoardMonitor(Monitor):
def __init__(self, tensorboard_config):
super().__init__(tensor... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/monitor/utils.py | deepspeed/monitor/utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from packaging import version as pkg_version
def check_tb_availability():
try:
# torch.utils.tensorboard will fail if `tensorboard` is not available,
# see their docs for more details: https://pytorch.o... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/monitor/comet.py | deepspeed/monitor/comet.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import TYPE_CHECKING, Any, Tuple, List, Dict, Optional
from .utils import check_comet_availability
from .monitor import Monitor
import deepspeed.comm as dist
if TYPE_CHECKING:
import comet_ml
from .con... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/monitor/config.py | deepspeed/monitor/config.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Optional
from pydantic import model_validator
from deepspeed.runtime.config_utils import DeepSpeedConfigModel
def get_monitor_config(param_dict):
monitor_dict = {key: param_dict.get(key, {}) for key... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/monitor/__init__.py | deepspeed/monitor/__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/deepspeed/monitor/csv_monitor.py | deepspeed/monitor/csv_monitor.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .monitor import Monitor
import os
import deepspeed.comm as dist
class csvMonitor(Monitor):
def __init__(self, csv_config):
super().__init__(csv_config)
self.filenames = []
self.enabled = ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/monitor/wandb.py | deepspeed/monitor/wandb.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .utils import check_wandb_availability
from .monitor import Monitor
import deepspeed.comm as dist
class WandbMonitor(Monitor):
def __init__(self, wandb_config):
super().__init__(wandb_config)
che... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/monitor/monitor.py | deepspeed/monitor/monitor.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Support different forms of monitoring such as wandb and tensorboard
"""
from abc import ABC, abstractmethod
import deepspeed.comm as dist
class Monitor(ABC):
@abstractmethod
def __init__(self, monitor_config):... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/profiling/constants.py | deepspeed/profiling/constants.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
#########################################
# flops profiler
#########################################
# Flops profiler. By default, this feature is not enabled.
# Users can configure in ds_config.json as below example:
FLOPS_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/profiling/config.py | deepspeed/profiling/config.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.runtime.config_utils import get_scalar_param, DeepSpeedConfigObject
from deepspeed.profiling.constants import *
class DeepSpeedFlopsProfilerConfig(DeepSpeedConfigObject):
def __init__(self, param_dict):... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/profiling/__init__.py | deepspeed/profiling/__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/deepspeed/profiling/flops_profiler/profiler.py | deepspeed/profiling/flops_profiler/profiler.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import time
import torch
import torch.nn as nn
import torch.nn.functional as F
from functools import partial
from typing import List, Optional
from collections import OrderedDict
import numpy as np
from deepspeed.accelerator... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | true |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/profiling/flops_profiler/__init__.py | deepspeed/profiling/flops_profiler/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .profiler import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/__init__.py | deepspeed/model_implementations/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .transformers.ds_transformer import DeepSpeedTransformerInference
from .transformers.clip_encoder import DSClipEncoder
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/diffusers/unet.py | deepspeed/model_implementations/diffusers/unet.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.accelerator import get_accelerator
from ..features.cuda_graph import CUDAGraph
class DSUNet(CUDAGraph, torch.nn.Module):
def __init__(self, unet, enable_cuda_graph=True):
super().__... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/diffusers/vae.py | deepspeed/model_implementations/diffusers/vae.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.accelerator import get_accelerator
from ..features.cuda_graph import CUDAGraph
class DSVAE(CUDAGraph, torch.nn.Module):
def __init__(self, vae, enable_cuda_graph=True):
super().__in... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/diffusers/__init__.py | deepspeed/model_implementations/diffusers/__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/deepspeed/model_implementations/features/cuda_graph.py | deepspeed/model_implementations/features/cuda_graph.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from abc import ABC, abstractmethod
class CUDAGraph(ABC):
def __init__(self, enable_cuda_graph=False):
super().__init__()
self.enable_cuda_graph = enable_cuda_graph
@abstractmethod
def _create... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/features/__init__.py | deepspeed/model_implementations/features/__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/deepspeed/model_implementations/transformers/clip_encoder.py | deepspeed/model_implementations/transformers/clip_encoder.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.accelerator import get_accelerator
from ..features.cuda_graph import CUDAGraph
class DSClipEncoder(CUDAGraph, torch.nn.Module):
def __init__(self, enc, enable_cuda_graph=False):
sup... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/transformers/ds_bloom.py | deepspeed/model_implementations/transformers/ds_bloom.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.model_implementations.transformers.ds_transformer import DeepSpeedTransformerInference
class DeepSpeedBloomInference(DeepSpeedTransformerInference):
"""Initialize the DeepSpeed Bloom Transformer Layer.
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/transformers/ds_gpt.py | deepspeed/model_implementations/transformers/ds_gpt.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.model_implementations.transformers.ds_transformer import DeepSpeedTransformerInference
class DeepSpeedGPTInference(DeepSpeedTransformerInference):
"""Initialize the DeepSpeed GPT Transformer Layer.
"... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/transformers/ds_megatron_gpt.py | deepspeed/model_implementations/transformers/ds_megatron_gpt.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.model_implementations.transformers.ds_transformer import DeepSpeedTransformerInference
class DeepSpeedMegatronGPTInference(DeepSpeedTransformerInference):
"""Initialize the DeepSpeed Megatron GPT Transfo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/transformers/ds_llama2.py | deepspeed/model_implementations/transformers/ds_llama2.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.model_implementations.transformers.ds_transformer import DeepSpeedTransformerInference
class DeepSpeedLlama2Inference(DeepSpeedTransformerInference):
"""Initialize the DeepSpeed OPT Transfor... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/transformers/ds_bert.py | deepspeed/model_implementations/transformers/ds_bert.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.model_implementations.transformers.ds_transformer import DeepSpeedTransformerInference
class DeepSpeedBERTInference(DeepSpeedTransformerInference):
"""Initialize the DeepSpeed BERT Transformer Layer.
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/transformers/ds_opt.py | deepspeed/model_implementations/transformers/ds_opt.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from deepspeed.model_implementations.transformers.ds_transformer import DeepSpeedTransformerInference
class DeepSpeedOPTInference(DeepSpeedTransformerInference):
"""Initialize the DeepSpeed OPT Transformer Layer.
"... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/transformers/ds_base.py | deepspeed/model_implementations/transformers/ds_base.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch.nn as nn
class DeepSpeedTransformerBase(nn.module):
def __init__(self):
pass
# this would be the new clean base class that will replace DeepSpeedTransformerInference.
# we currently don't... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/model_implementations/transformers/__init__.py | deepspeed/model_implementations/transformers/__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/deepspeed/model_implementations/transformers/ds_transformer.py | deepspeed/model_implementations/transformers/ds_transformer.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import torch.nn as nn
from deepspeed import comm as dist
from deepspeed.ops.transformer.inference.op_binding.layer_norm import LayerNormOp
from deepspeed.utils.logging import log_dist
from deepspeed.ops.transfo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/sequence/layer.py | deepspeed/sequence/layer.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from typing import Any, Tuple
from torch import Tensor
from torch.nn import Module
from einops import rearrange
import deepspeed.comm as dist
from deepspeed.accelerator import get_accelerator
from deepspeed.mo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/sequence/fpdt_layer.py | deepspeed/sequence/fpdt_layer.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from typing import Optional, Any, Tuple
from torch import Tensor
from packaging import version
import deepspeed.comm as dist
from deepspeed.accelerator import get_accelerator
try:
import flash_attn
fro... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | true |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/sequence/cross_entropy.py | deepspeed/sequence/cross_entropy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed.comm as dist
class _VocabSequenceParallelCrossEntropy(torch.autograd.Function):
@staticmethod
def forward(ctx, vocab_seq_parallel_logits, target, sp_group):
# vocab_seq_paral... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/sequence/__init__.py | deepspeed/sequence/__init__.py | # Copyright (c) Microsoft Corporation.
# 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/deepspeed/checkpoint/reshape_3d_utils.py | deepspeed/checkpoint/reshape_3d_utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .reshape_utils import (get_files, get_files_with_prefix, partition_data, get_zero_files)
from .constants import (MODEL_FILE_PREFIX, LAYER_FILE_PREFIX)
from .reshape_meg_2d import (reshape_meg_2d_parallel, meg_2d_paral... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
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