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classes |
|---|---|---|---|---|---|---|---|---|
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/opt/policy.py | deepspeed/inference/v2/model_implementations/opt/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Any
from ...config_v2 import RaggedInferenceEngineConfig
from ..inference_policy_base import ContainerMap, InferenceV2Policy
from .container import OPTNonTransformerContainer, OPTTransformerContainer
from... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/opt/container.py | deepspeed/inference/v2/model_implementations/opt/container.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 ..common_parameters import *
from ..layer_container_base import LayerContainer
'''
# HF OPT model looks like this:
OPTForCausalL... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/opt/__init__.py | deepspeed/inference/v2/model_implementations/opt/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .policy import OPTPolicy
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/falcon/model.py | deepspeed/inference/v2/model_implementations/falcon/model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Optional, Tuple
import torch
import deepspeed.comm as dist
from ...allocator import empty_from
from ...inference_utils import ActivationType, DtypeEnum
from .. import *
from ...modules.configs... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/falcon/policy.py | deepspeed/inference/v2/model_implementations/falcon/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Any
from ...config_v2 import RaggedInferenceEngineConfig
from ..inference_policy_base import ContainerMap, InferenceV2Policy
from .container import FalconNonTransformerContainer, FalconTransformerContaine... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/falcon/container.py | deepspeed/inference/v2/model_implementations/falcon/container.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 ..common_parameters import *
from ..layer_container_base import LayerContainer
'''
# HF Falcon 7b model looks like this:
FalconF... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/falcon/__init__.py | deepspeed/inference/v2/model_implementations/falcon/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .policy import FalconPolicy
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen/model.py | deepspeed/inference/v2/model_implementations/qwen/model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Optional, Tuple
import torch
import deepspeed.comm as dist
from ...allocator import empty_from
from ...inference_utils import ActivationType, DtypeEnum
from .. import *
from ...modules.configs... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen/policy.py | deepspeed/inference/v2/model_implementations/qwen/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Any
from ...config_v2 import RaggedInferenceEngineConfig
from ..inference_policy_base import ContainerMap, InferenceV2Policy
from .container import QwenNonTransformerContainer, QwenTransformerContainer
fr... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen/container.py | deepspeed/inference/v2/model_implementations/qwen/container.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 ..common_parameters import *
from ..layer_container_base import LayerContainer
'''
# HF Qwen model looks like this:
QWenLMHeadMo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen/__init__.py | deepspeed/inference/v2/model_implementations/qwen/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .policy import QwenPolicy
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/phi3/model.py | deepspeed/inference/v2/model_implementations/phi3/model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Optional, Tuple
import torch
import deepspeed.comm as dist
from ...allocator import empty_from
from ...inference_utils import ActivationType, DtypeEnum
from .. import *
from ...modules.configs... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/phi3/policy.py | deepspeed/inference/v2/model_implementations/phi3/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Any
from ...config_v2 import RaggedInferenceEngineConfig
from ..inference_policy_base import ContainerMap, InferenceV2Policy
from .containers import Phi3NonTransformerContainer, Phi3TransformerContainer
f... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/phi3/containers.py | deepspeed/inference/v2/model_implementations/phi3/containers.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 ..common_parameters import *
from ..layer_container_base import LayerContainer
'''
# HF Phi-3 model looks like this:
Phi3ForCaus... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/phi3/__init__.py | deepspeed/inference/v2/model_implementations/phi3/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .policy import Phi3Policy
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/mixtral/model.py | deepspeed/inference/v2/model_implementations/mixtral/model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Optional, Tuple
import torch
import deepspeed.comm as dist
from ...allocator import empty_from
from ...config_v2 import RaggedInferenceEngineConfig
from ...inference_utils import ActivationTyp... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/mixtral/policy.py | deepspeed/inference/v2/model_implementations/mixtral/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Any
from ...config_v2 import RaggedInferenceEngineConfig
from ..inference_policy_base import ContainerMap, InferenceV2Policy
from .container import MixtralTransformerContainer, MixtralNonTransformerContai... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/mixtral/container.py | deepspeed/inference/v2/model_implementations/mixtral/container.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 deepspeed.inference.v2.model_implementations.common_parameters import *
from deepspeed.inference.v2.model_implementations.layer_co... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/mixtral/__init__.py | deepspeed/inference/v2/model_implementations/mixtral/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .policy import MixtralPolicy
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen_v2/model.py | deepspeed/inference/v2/model_implementations/qwen_v2/model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Optional, Tuple
import torch
import deepspeed.comm as dist
from ...allocator import empty_from
from ...inference_utils import ActivationType, DtypeEnum
from .. import *
from ...modules.configs... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen_v2/policy.py | deepspeed/inference/v2/model_implementations/qwen_v2/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Any
from ...config_v2 import RaggedInferenceEngineConfig
from ..inference_policy_base import ContainerMap, InferenceV2Policy
from .container import Qwen2NonTransformerContainer, Qwen2TransformerContainer
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen_v2/container.py | deepspeed/inference/v2/model_implementations/qwen_v2/container.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 ..common_parameters import *
from ..layer_container_base import LayerContainer
'''
# HF Qwen2 model looks like this:
Qwen2ForCau... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen_v2/__init__.py | deepspeed/inference/v2/model_implementations/qwen_v2/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .policy import Qwen2Policy
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/mistral/model.py | deepspeed/inference/v2/model_implementations/mistral/model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Optional, Tuple
import torch
import deepspeed.comm as dist
from ...allocator import empty_from
from ...inference_utils import ActivationType, DtypeEnum
from ...model_implementations import *
f... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/mistral/policy.py | deepspeed/inference/v2/model_implementations/mistral/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Any
from ...config_v2 import RaggedInferenceEngineConfig
from ..inference_policy_base import ContainerMap, InferenceV2Policy
from .container import MistralNonTransformerContainer, MistralTransformerContai... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/mistral/container.py | deepspeed/inference/v2/model_implementations/mistral/container.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 deepspeed.inference.v2.model_implementations.common_parameters import *
from deepspeed.inference.v2.model_implementations.layer_co... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/mistral/__init__.py | deepspeed/inference/v2/model_implementations/mistral/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .policy import MistralPolicy
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/llama_v2/model.py | deepspeed/inference/v2/model_implementations/llama_v2/model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Optional, Tuple
import torch
import deepspeed.comm as dist
from ...allocator import empty_from
from ...inference_utils import ActivationType, DtypeEnum
from .. import *
from ...modules.configs... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/llama_v2/policy.py | deepspeed/inference/v2/model_implementations/llama_v2/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Any
from ...config_v2 import RaggedInferenceEngineConfig
from ..inference_policy_base import ContainerMap, InferenceV2Policy
from .container import Llama2NonTransformerContainer, Llama2TransformerContaine... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/llama_v2/container.py | deepspeed/inference/v2/model_implementations/llama_v2/container.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 ..common_parameters import *
from ..layer_container_base import LayerContainer
'''
# HF Llama model looks like this:
LlamaForCau... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/llama_v2/__init__.py | deepspeed/inference/v2/model_implementations/llama_v2/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .policy import Llama2Policy
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/common_parameters/mlp_parameters.py | deepspeed/inference/v2/model_implementations/common_parameters/mlp_parameters.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ...model_implementations.parameter_base import ParameterBase
"""
MLP Parameter Containers
"""
class MLP1Parameter(ParameterBase):
"""
First MLP projection weight container. This performs a straig... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/common_parameters/norm_parameters.py | deepspeed/inference/v2/model_implementations/common_parameters/norm_parameters.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ...model_implementations.parameter_base import ParameterBase
"""
Common Attention Output Parameter Patterns
"""
class NormParameter(ParameterBase):
"""
Simple normalization container.
"""
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/common_parameters/invfreq_parameters.py | deepspeed/inference/v2/model_implementations/common_parameters/invfreq_parameters.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ...model_implementations.parameter_base import ParameterBase
"""
Common InvFreq Parameter Patterns
"""
class InvFreqParameter(ParameterBase):
params: torch.Tensor
def finalize(self) -> torch.Te... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/common_parameters/embedding_parameters.py | deepspeed/inference/v2/model_implementations/common_parameters/embedding_parameters.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ...model_implementations.parameter_base import ParameterBase
"""
Embedding containers.
"""
class EmbeddingParameter(ParameterBase):
"""
Embedding container. This should be safe to use for all typ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/common_parameters/unembed_parameters.py | deepspeed/inference/v2/model_implementations/common_parameters/unembed_parameters.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ...model_implementations.parameter_base import ParameterBase
"""
Unembedding containers.
"""
class UnembedParameter(ParameterBase):
"""
Unembedding parameter. This will likely be mapped to the sa... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/common_parameters/qkv_parameters.py | deepspeed/inference/v2/model_implementations/common_parameters/qkv_parameters.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ...model_implementations.parameter_base import ParameterBase
"""
Common QKV Parameter Patterns
"""
class FusedQKVParameter(ParameterBase):
"""
Traditional fused QKV parameters for QKV projection.... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/common_parameters/__init__.py | deepspeed/inference/v2/model_implementations/common_parameters/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .attn_output_parameters import *
from .embedding_parameters import *
from .mlp_parameters import *
from .moe_parameters import *
from .norm_parameters import *
from .qkv_parameters import *
from .unembed_parameters impo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/common_parameters/attn_output_parameters.py | deepspeed/inference/v2/model_implementations/common_parameters/attn_output_parameters.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ...model_implementations.parameter_base import ParameterBase
"""
Common Attention Output Parameter Patterns
"""
class AttentionOutputParameter(ParameterBase):
"""
Attention output parameter conta... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/common_parameters/moe_parameters.py | deepspeed/inference/v2/model_implementations/common_parameters/moe_parameters.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ...model_implementations.parameter_base import ParameterBase, ParamList
"""
Moe Parameters
These parameters are compatible with any model inheriting from ``DSMoETransformerModelBase``.
"""
class MoEGati... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen_v2_moe/model.py | deepspeed/inference/v2/model_implementations/qwen_v2_moe/model.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Optional, Tuple
import torch
import deepspeed.comm as dist
from ...allocator import empty_from
from ...config_v2 import RaggedInferenceEngineConfig
from ...inference_utils import ActivationTyp... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen_v2_moe/policy.py | deepspeed/inference/v2/model_implementations/qwen_v2_moe/policy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Any
from ...config_v2 import RaggedInferenceEngineConfig
from ..inference_policy_base import ContainerMap, InferenceV2Policy
from .container import Qwen2MoeNonTransformerContainer, Qwen2MoeTransformerCont... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen_v2_moe/container.py | deepspeed/inference/v2/model_implementations/qwen_v2_moe/container.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 ..common_parameters import *
from ..layer_container_base import LayerContainer
'''
# HF Qwen2-57B-A14B model looks like this:
Qw... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/model_implementations/qwen_v2_moe/__init__.py | deepspeed/inference/v2/model_implementations/qwen_v2_moe/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .policy import Qwen2MoePolicy
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/checkpoint/__init__.py | deepspeed/inference/v2/checkpoint/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .base_engine import CheckpointEngineBase
from .in_memory_engine import InMemoryModelEngine
from .huggingface_engine import HuggingFaceCheckpointEngine
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/checkpoint/huggingface_engine.py | deepspeed/inference/v2/checkpoint/huggingface_engine.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import json
import torch
from .base_engine import CheckpointEngineBase
from typing import Iterable, Tuple
from functools import partial
from ..logging import inference_logger
class HuggingFaceCheckpointEngine(Ch... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/checkpoint/in_memory_engine.py | deepspeed/inference/v2/checkpoint/in_memory_engine.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Tuple
import torch
from .base_engine import CheckpointEngineBase
class InMemoryModelEngine(CheckpointEngineBase):
"""
This "checkpoint" engine uses the existing interface to enable loa... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/checkpoint/base_engine.py | deepspeed/inference/v2/checkpoint/base_engine.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from abc import ABC, abstractmethod
from typing import Iterable, Tuple
import torch
#from .huggingface_engine import HuggingFaceCheckpointEngine
MEGATRON = 'megatron'
HUGGINGFACE = 'huggingface'
class CheckpointEngineBa... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ds_kernel.py | deepspeed/inference/v2/kernels/ds_kernel.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from abc import ABC, abstractmethod
class DSKernelBase(ABC):
@abstractmethod
def __init__(self, *args, **kwargs):
"""
If necessary trigger compilation and warmup
Autotuning of the kernel wo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/__init__.py | deepspeed/inference/v2/kernels/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .ds_kernel import DSKernelBase
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/__init__.py | deepspeed/inference/v2/kernels/ragged_ops/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .atom_builder import *
from .blocked_flash import *
from .embed import *
from .linear_blocked_kv_rotary import *
from .logits_gather import *
from .moe_gather import *
from .moe_scatter import *
from .top_k_gating impor... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/top_k_gating/top_k_gating.py | deepspeed/inference/v2/kernels/ragged_ops/top_k_gating/top_k_gating.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from typing import Tuple
from ... import DSKernelBase
from ....inference_utils import DtypeEnum
from ....ragged import RaggedBatchWrapper
from deepspeed.ops.op_builder import RaggedOpsBuilder
class RaggedTop... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/top_k_gating/__init__.py | deepspeed/inference/v2/kernels/ragged_ops/top_k_gating/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .top_k_gating import RaggedTopKGating
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/moe_gather/moe_gather.py | deepspeed/inference/v2/kernels/ragged_ops/moe_gather/moe_gather.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ... import DSKernelBase
from ....inference_utils import DtypeEnum
from deepspeed.ops.op_builder import RaggedOpsBuilder
class MoEGather(DSKernelBase):
"""
CUDA implementation of MoE gather. This ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/moe_gather/__init__.py | deepspeed/inference/v2/kernels/ragged_ops/moe_gather/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .moe_gather import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/blocked_flash/blocked_flash.py | deepspeed/inference/v2/kernels/ragged_ops/blocked_flash/blocked_flash.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.accelerator import get_accelerator
from ....inference_utils import DtypeEnum
from deepspeed.ops.op_builder import RaggedOpsBuilder
from ... import DSKernelBase
def get_q_block_size(head_size: ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/blocked_flash/__init__.py | deepspeed/inference/v2/kernels/ragged_ops/blocked_flash/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .blocked_flash import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/embed/embed.py | deepspeed/inference/v2/kernels/ragged_ops/embed/embed.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Optional
import torch
from ... import DSKernelBase
from deepspeed.ops.op_builder import RaggedOpsBuilder
from ....inference_utils import elem_size
from ....ragged import RaggedBatchWrapper
class Ragged... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/embed/__init__.py | deepspeed/inference/v2/kernels/ragged_ops/embed/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .embed import RaggedEmbeddingKernel
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/atom_builder/atom_builder.py | deepspeed/inference/v2/kernels/ragged_ops/atom_builder/atom_builder.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Tuple
import torch
from ... import DSKernelBase
from deepspeed.ops.op_builder import RaggedOpsBuilder
from ....ragged import RaggedBatchWrapper
class AtomBuilder(DSKernelBase):
"""
C++ implemen... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/atom_builder/__init__.py | deepspeed/inference/v2/kernels/ragged_ops/atom_builder/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .atom_builder import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/moe_scatter/moe_scatter.py | deepspeed/inference/v2/kernels/ragged_ops/moe_scatter/moe_scatter.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from typing import Tuple
from ... import DSKernelBase
from ....inference_utils import DtypeEnum
from deepspeed.ops.op_builder import RaggedOpsBuilder
class MoEScatter(DSKernelBase):
"""
CUDA implemen... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/moe_scatter/__init__.py | deepspeed/inference/v2/kernels/ragged_ops/moe_scatter/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .moe_scatter import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/linear_blocked_kv_rotary/blocked_kv_rotary.py | deepspeed/inference/v2/kernels/ragged_ops/linear_blocked_kv_rotary/blocked_kv_rotary.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ....inference_utils import DtypeEnum
from deepspeed.ops.op_builder import RaggedOpsBuilder
from ....ragged import RaggedBatchWrapper
from ... import DSKernelBase
class BlockedRotaryEmbeddings(DSKernelBas... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/linear_blocked_kv_rotary/linear_blocked_kv_copy.py | deepspeed/inference/v2/kernels/ragged_ops/linear_blocked_kv_rotary/linear_blocked_kv_copy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ....inference_utils import DtypeEnum
from ....ragged import RaggedBatchWrapper
from deepspeed.ops.op_builder ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/linear_blocked_kv_rotary/__init__.py | deepspeed/inference/v2/kernels/ragged_ops/linear_blocked_kv_rotary/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .blocked_kv_rotary import *
from .blocked_trained_kv_rotary import *
from .linear_blocked_kv_copy import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/linear_blocked_kv_rotary/blocked_trained_kv_rotary.py | deepspeed/inference/v2/kernels/ragged_ops/linear_blocked_kv_rotary/blocked_trained_kv_rotary.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ....inference_utils import DtypeEnum
from deepspeed.ops.op_builder import RaggedOpsBuilder
from ....ragged im... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/logits_gather/logits_gather.py | deepspeed/inference/v2/kernels/ragged_ops/logits_gather/logits_gather.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ... import DSKernelBase
from deepspeed.ops.op_builder import RaggedOpsBuilder
from ....inference_utils import elem_size
from ....ragged import RaggedBatchWrapper
class RaggedLogitsGather(DSKernelBase):
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/ragged_ops/logits_gather/__init__.py | deepspeed/inference/v2/kernels/ragged_ops/logits_gather/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .logits_gather import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/cutlass_ops/__init__.py | deepspeed/inference/v2/kernels/cutlass_ops/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .mixed_gemm import *
from .moe_gemm import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/cutlass_ops/mixed_gemm/mixed_gemm.py | deepspeed/inference/v2/kernels/cutlass_ops/mixed_gemm/mixed_gemm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ... import DSKernelBase
from ....inference_utils import ActivationType, DtypeEnum
from deepspeed.ops.op_builder import InferenceCutlassBuilder
from typing import Optional
class MixedGEMM(DSKernelBase):
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/cutlass_ops/mixed_gemm/__init__.py | deepspeed/inference/v2/kernels/cutlass_ops/mixed_gemm/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .mixed_gemm import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/cutlass_ops/moe_gemm/moe_gemm.py | deepspeed/inference/v2/kernels/cutlass_ops/moe_gemm/moe_gemm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ... import DSKernelBase
from ....inference_utils import ActivationType, DtypeEnum
from deepspeed.ops.op_builder import InferenceCutlassBuilder
from typing import Optional
class MoEGEMM(DSKernelBase):
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/cutlass_ops/moe_gemm/__init__.py | deepspeed/inference/v2/kernels/cutlass_ops/moe_gemm/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .mixed_moe_gemm import *
from .moe_gemm import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/cutlass_ops/moe_gemm/mixed_moe_gemm.py | deepspeed/inference/v2/kernels/cutlass_ops/moe_gemm/mixed_moe_gemm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ... import DSKernelBase
from ....inference_utils import ActivationType, DtypeEnum
from deepspeed.ops.op_builder import InferenceCutlassBuilder
from typing import Optional
class MixedMoEGEMM(DSKernelBase... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/__init__.py | deepspeed/inference/v2/kernels/core_ops/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .bias_activations import *
from .blas_kernels import *
from .cuda_layer_norm import *
from .cuda_rms_norm import *
from .gated_activations import *
from .cuda_linear import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/blas_kernels/blas_linear.py | deepspeed/inference/v2/kernels/core_ops/blas_kernels/blas_linear.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ....inference_utils import DtypeEnum
from deepspeed.ops.op_builder import InferenceCoreBuilder
from ... import DSKernelBase
class BlasLibLinear(DSKernelBase):
"""
Wrapper around the BLAS matmul k... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/blas_kernels/__init__.py | deepspeed/inference/v2/kernels/core_ops/blas_kernels/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .blas_linear import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/bias_activations/bias_activation.py | deepspeed/inference/v2/kernels/core_ops/bias_activations/bias_activation.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Optional
import torch
from ....inference_utils import ActivationType, DtypeEnum
from deepspeed.ops.op_builder import InferenceCoreBuilder
from ... import DSKernelBase
class CUDABiasActivation(DSKernelB... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/bias_activations/__init__.py | deepspeed/inference/v2/kernels/core_ops/bias_activations/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .bias_activation import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_linear/cuda_linear.py | deepspeed/inference/v2/kernels/core_ops/cuda_linear/cuda_linear.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ....inference_utils import DtypeEnum
from ....logging import inference_logger
from deepspeed.ops.op_builder import InferenceCoreBuilder
from ... import DSKernelBase
class CUDAWf6Af16Linear(DSKernelBase):... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_linear/__init__.py | deepspeed/inference/v2/kernels/core_ops/cuda_linear/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .cuda_linear import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/gated_activations/gated_activation.py | deepspeed/inference/v2/kernels/core_ops/gated_activations/gated_activation.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Optional
import torch
from ... import DSKernelBase
from ....inference_utils import ActivationType, elem_size
from deepspeed.ops.op_builder import InferenceCoreBuilder
class CUDAGatedActivation(DSKernel... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/gated_activations/__init__.py | deepspeed/inference/v2/kernels/core_ops/gated_activations/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .gated_activation import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_rms_norm/rms_norm_base.py | deepspeed/inference/v2/kernels/core_ops/cuda_rms_norm/rms_norm_base.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ... import DSKernelBase
from ....inference_utils import elem_size
from deepspeed.ops.op_builder import InferenceCoreBuilder
class CUDARMSNormBase(DSKernelBase):
"""
Base class for CUDA LN kernels... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_rms_norm/__init__.py | deepspeed/inference/v2/kernels/core_ops/cuda_rms_norm/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .rms_norm import CUDARMSNorm
from .rms_pre_norm import CUDARMSPreNorm
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_rms_norm/rms_norm.py | deepspeed/inference/v2/kernels/core_ops/cuda_rms_norm/rms_norm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from .rms_norm_base import CUDARMSNormBase
class CUDARMSNorm(CUDARMSNormBase):
"""
Floating point layer norm kernel for CUDA/RoCM.
Performs: z = ln(x)
"""
def __call__(self, output_z: to... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_rms_norm/rms_pre_norm.py | deepspeed/inference/v2/kernels/core_ops/cuda_rms_norm/rms_pre_norm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Tuple
import torch
from .rms_norm_base import CUDARMSNormBase
class CUDARMSPreNorm(CUDARMSNormBase):
"""
Floating point pre-LayerNorm kernel for CUDA/RoCM.
Performs: z_res = x_res + y_hid
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/cuda_pre_ln.py | deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/cuda_pre_ln.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Tuple
import torch
from .cuda_fp_ln_base import CUDAFPLNBase
class CUDAFPPreLN(CUDAFPLNBase):
"""
Floating point pre-LayerNorm kernel for CUDA/RoCM.
Performs: z_res = x_res + y_hid
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/cuda_post_ln.py | deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/cuda_post_ln.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from .cuda_fp_ln_base import CUDAFPLNBase
class CUDAFPPostLN(CUDAFPLNBase):
"""
Floating point post-LayerNorm kernel for CUDA/RoCM.
Performs: z = ln(x + y)
"""
def __call__(self, output_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/__init__.py | deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .cuda_ln import *
from .cuda_post_ln import *
from .cuda_pre_ln import *
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/cuda_fp_ln_base.py | deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/cuda_fp_ln_base.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from ... import DSKernelBase
from ....inference_utils import elem_size
from deepspeed.ops.op_builder import InferenceCoreBuilder
class CUDAFPLNBase(DSKernelBase):
"""
Base class for CUDA LN kernels. T... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/cuda_ln.py | deepspeed/inference/v2/kernels/core_ops/cuda_layer_norm/cuda_ln.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from .cuda_fp_ln_base import CUDAFPLNBase
class CUDAFPLN(CUDAFPLNBase):
"""
Floating point layer norm kernel for CUDA/RoCM.
Performs: z = ln(x)
"""
def __call__(self, output_z: torch.Ten... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/pipe/__init__.py | deepspeed/pipe/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from ..runtime.pipe import PipelineModule, LayerSpec, TiedLayerSpec
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/ops/__init__.py | deepspeed/ops/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from . import adam
from . import adagrad
from . import lamb
from . import lion
from . import sparse_attention
from . import transformer
from . import fp_quantizer
from .transformer import DeepSpeedTransformerLayer, DeepSpeed... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/ops/aio/__init__.py | deepspeed/ops/aio/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from ..op_builder import AsyncIOBuilder
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/ops/lion/cpu_lion.py | deepspeed/ops/lion/cpu_lion.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from cpuinfo import get_cpu_info
from deepspeed.utils import logger
from deepspeed.utils.logging import should_log_le
from deepspeed.ops.op_builder import CPULionBuilder
class DeepSpeedCPULion(torch.optim.Opti... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/ops/lion/fused_lion.py | deepspeed/ops/lion/fused_lion.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
This file is modified from fused_adam.py
"""
import torch
from .multi_tensor_apply import MultiTensorApply
multi_tensor_applier = MultiTensorApply(2048 * 32)
from deepspeed.accelerator import get_accelerator
from deepsp... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/ops/lion/__init__.py | deepspeed/ops/lion/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .cpu_lion import DeepSpeedCPULion
from .fused_lion import FusedLion
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/deepspeed/ops/lion/multi_tensor_apply.py | deepspeed/ops/lion/multi_tensor_apply.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Copyright NVIDIA/apex
This file is adapted from NVIDIA/apex, commit a109f85
"""
class MultiTensorApply(object):
def __init__(self, chunk_size):
self.chunk_size = chunk_size
def __call__(self, op, noop_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
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