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classes |
|---|---|---|---|---|---|---|---|---|
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/modules/test_cutlass_moe.py | tests/unit/inference/v2/modules/test_cutlass_moe.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Tuple
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import ActivationType, DtypeEnum
from deepspeed.inference.v2.modules import ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/modules/test_custom_module.py | tests/unit/inference/v2/modules/test_custom_module.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.modules import ConfigBundle
from deepspeed.inference.v2.modules.interfaces import DSPostNormRegistry
from deepspeed.in... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/modules/test_pre_rms_module.py | tests/unit/inference/v2/modules/test_pre_rms_module.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Optional, Tuple
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.modules import ConfigBundle
from deepspeed.inference.v2.modules.configs import DSN... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/modules/__init__.py | tests/unit/inference/v2/modules/__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/tests/unit/inference/v2/modules/test_blas_linear_module.py | tests/unit/inference/v2/modules/test_blas_linear_module.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Optional
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import ActivationType, DtypeEnum, is_gated
from deepspeed.inference.v2.mo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/modules/test_quantized_linear_module.py | tests/unit/inference/v2/modules/test_quantized_linear_module.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Optional
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import ActivationType, DtypeEnum, is_gated
from deepspeed.inference.v2.mo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/modules/test_blocked_attn.py | tests/unit/inference/v2/modules/test_blocked_attn.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import itertools
from typing import List, Tuple
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.modules import ConfigBundle
from deepspeed.inference.v2.modules.conf... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/__init__.py | tests/unit/inference/v2/model_implementations/__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/tests/unit/inference/v2/model_implementations/sharding/test_attn_out_sharding.py | tests/unit/inference/v2/model_implementations/sharding/test_attn_out_sharding.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.model_implementations.sharding import *
# None of the logic should be dependent on head size.
HEAD_SIZE = 64
def fi... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/sharding/test_qkv_sharding.py | tests/unit/inference/v2/model_implementations/sharding/test_qkv_sharding.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Optional
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.model_implementations.sharding import *
def fill_with_head_ids(head_size: int, n_heads_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/sharding/test_mlp_sharding.py | tests/unit/inference/v2/model_implementations/sharding/test_mlp_sharding.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.model_implementations.sharding import *
def round_up_to_256(x: int) -> int:
"""
Round up to the nearest mult... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/sharding/__init__.py | tests/unit/inference/v2/model_implementations/sharding/__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/tests/unit/inference/v2/model_implementations/parameters/test_contiguify.py | tests/unit/inference/v2/model_implementations/parameters/test_contiguify.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import List
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.model_implementations.flat_model_helpers import (
flatten_inference_model,
restore_in... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/parameters/test_parameter_list.py | tests/unit/inference/v2/model_implementations/parameters/test_parameter_list.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.inference.v2.allocator import on_device
from deepspeed.inference.v2.inference_parameter import InferenceParameter
from deepspeed.inference.v2.model_implementations.parameter_base im... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/parameters/test_mapping.py | tests/unit/inference/v2/model_implementations/parameters/test_mapping.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.inference.v2.allocator import on_device
from deepspeed.inference.v2.inference_parameter import InferenceParameter
from deepspeed.inference.v2.model_implementations.parameter_base im... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/parameters/utils.py | tests/unit/inference/v2/model_implementations/parameters/utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.allocator import on_device
from deepspeed.inference.v2.inference_parameter import InferenceParameter
from deepspeed.inference.v2.mod... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/parameters/test_multi_parameter_layer.py | tests/unit/inference/v2/model_implementations/parameters/test_multi_parameter_layer.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.inference.v2.inference_parameter import InferenceParameter
from deepspeed.inference.v2.model_implementations.layer_container_base import LayerContainer
from .utils import validate_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/parameters/test_layer_inheritance.py | tests/unit/inference/v2/model_implementations/parameters/test_layer_inheritance.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.inference.v2.inference_parameter import InferenceParameter
from deepspeed.inference.v2.model_implementations.layer_container_base import LayerContainer
from .utils import SimplePar... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/model_implementations/parameters/__init__.py | tests/unit/inference/v2/model_implementations/parameters/__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/tests/unit/inference/v2/kernels/__init__.py | tests/unit/inference/v2/kernels/__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/tests/unit/inference/v2/kernels/ragged_ops/ragged_testing_utils.py | tests/unit/inference/v2/kernels/ragged_ops/ragged_testing_utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import random
from typing import List, Optional, Tuple
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.ragged import (
AllocationMode,
DSSequenceDescriptor,
DSStateMan... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/ragged_ops/test_moe_gather.py | tests/unit/inference/v2/kernels/ragged_ops/test_moe_gather.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import DtypeEnum
from deepspeed.inference.v2.kernels.ragged_ops import (
MoEGather,
MoEScatter... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/ragged_ops/test_moe_scatter.py | tests/unit/inference/v2/kernels/ragged_ops/test_moe_scatter.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import DtypeEnum
from deepspeed.inference.v2.kernels.ragged_ops import MoEScatter, RaggedTopKGating
fr... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/ragged_ops/test_blocked_kv_copy.py | tests/unit/inference/v2/kernels/ragged_ops/test_blocked_kv_copy.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.kernels.ragged_ops import LinearBlockedKVCopy
from .ragged_testing_utils import build_batch_and_manager, validate_kv_c... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/ragged_ops/test_logits_gather.py | tests/unit/inference/v2/kernels/ragged_ops/test_logits_gather.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import List
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.kernels.ragged_ops import RaggedLogitsGather
from ....v2.inference_test_utils import allclose... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/ragged_ops/test_top_k_gating.py | tests/unit/inference/v2/kernels/ragged_ops/test_top_k_gating.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import torch.nn.functional as F
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import DtypeEnum
from deepspeed.inference.v2.kernels.ragged_ops import... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/ragged_ops/test_blocked_flash.py | tests/unit/inference/v2/kernels/ragged_ops/test_blocked_flash.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import itertools
from typing import List, Tuple
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import DtypeEnum
from deepspeed.inference.v2.kernels... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/ragged_ops/test_atom_builder.py | tests/unit/inference/v2/kernels/ragged_ops/test_atom_builder.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.inference.v2.kernels.ragged_ops import AtomBuilder
from .ragged_testing_utils import build_complex_batch
Q_BLOCK_SIZE = 128
KV_BLOCK_SIZE = 128
@pytest.mark.inference_v2_ops
@pyt... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/ragged_ops/__init__.py | tests/unit/inference/v2/kernels/ragged_ops/__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/tests/unit/inference/v2/kernels/ragged_ops/test_blocked_rotary_emb.py | tests/unit/inference/v2/kernels/ragged_ops/test_blocked_rotary_emb.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import List, Tuple
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.kernels.ragged_ops import BlockedRotaryEmbeddings, BlockedTrainedRotaryEmbeddings
from... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/ragged_ops/test_ragged_embed.py | tests/unit/inference/v2/kernels/ragged_ops/test_ragged_embed.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import List, Optional, Tuple
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.kernels.ragged_ops import RaggedEmbeddingKernel
from ....v2.inference_test_u... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/cutlass_ops/__init__.py | tests/unit/inference/v2/kernels/cutlass_ops/__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/tests/unit/inference/v2/kernels/cutlass_ops/test_moe_gemm.py | tests/unit/inference/v2/kernels/cutlass_ops/test_moe_gemm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import ActivationType, DtypeEnum
from deepspeed.inference.v2.kernels.cutlass_ops import MoEGEMM
from .... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/core_ops/test_pre_ln.py | tests/unit/inference/v2/kernels/core_ops/test_pre_ln.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.kernels.core_ops import CUDAFPPreLN
from ....v2.inference_test_utils import get_dtypes, allclose
def reference_imple... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/core_ops/test_post_ln.py | tests/unit/inference/v2/kernels/core_ops/test_post_ln.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.kernels.core_ops import CUDAFPPostLN
from ....v2.inference_test_utils import get_dtypes, allclose
def reference_impl... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/core_ops/test_bias_activation.py | tests/unit/inference/v2/kernels/core_ops/test_bias_activation.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Optional
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import ActivationType, DtypeEnum
from deepspeed.inference.v2.kernels.core... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/core_ops/__init__.py | tests/unit/inference/v2/kernels/core_ops/__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/tests/unit/inference/v2/kernels/core_ops/test_blas_linear.py | tests/unit/inference/v2/kernels/core_ops/test_blas_linear.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Tuple
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.kernels.core_ops import BlasLibLinear
from ....v2.inference_test_utils import allclose
# No... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/core_ops/test_rms_norm.py | tests/unit/inference/v2/kernels/core_ops/test_rms_norm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.inference_utils import DtypeEnum
from deepspeed.inference.v2.kernels.core_ops import CUDARMSNorm, CUDARMSPreNorm
from ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/inference/v2/kernels/core_ops/test_gated_activation.py | tests/unit/inference/v2/kernels/core_ops/test_gated_activation.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Iterable, Optional
import pytest
import torch
from deepspeed.accelerator import get_accelerator
from deepspeed.inference.v2.kernels.core_ops import CUDAGatedActivation
from deepspeed.inference.v2.inferen... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/pipe/test_pipe_module.py | tests/unit/pipe/test_pipe_module.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import copy
import torch
import torch.nn as nn
import deepspeed.comm as dist
import pytest
import deepspeed
from deepspeed.pipe import PipelineModule
from deepspeed.utils import RepeatingLoader
from deepspeed.accelerator ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/aio/test_aio.py | tests/unit/ops/aio/test_aio.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import os
import filecmp
import torch
import deepspeed
import deepspeed.comm as dist
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import AsyncIOBuilder
from unit.common import... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/aio/test_gds.py | tests/unit/ops/aio/test_gds.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import os
import filecmp
import torch
import deepspeed
import deepspeed.comm as dist
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import GDSBuilder
from unit.common import Dis... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/lion/test_lion.py | tests/unit/ops/lion/test_lion.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
import torch
import pytest
from deepspeed.ops.lion import FusedLion
from deepspeed.ops.lion import DeepSpeedCPULion
from unit.common import DistributedTest
from unit.simple_model import SimpleModel
from dee... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/lion/test_cpu_lion.py | tests/unit/ops/lion/test_cpu_lion.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import numpy as np
import pytest
from cpuinfo import get_cpu_info
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.lion import FusedLion
from deepspeed.ops.op_builder import... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/sparse_attention/test_sparse_attention.py | tests/unit/ops/sparse_attention/test_sparse_attention.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# DeepSpeed note, some parts of code taken & adapted from commit c368a9fd1b2c9dee4cc94de9a6bb0be3d447be41
# https://github.com/ptillet/torch-blocksparse/blob/master/tests/test_softmax.py
# https://github.com/ptillet/torch-bl... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/deepspeed4science/test_DS4Sci_EvoformerAttention.py | tests/unit/ops/deepspeed4science/test_DS4Sci_EvoformerAttention.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import List
import pytest
import torch
from torch.nn import functional as F
import deepspeed
from deepspeed.ops.op_builder import EvoformerAttnBuilder
from deepspeed.ops.deepspeed4science import DS4Sci_Evoformer... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/adam/test_adamw.py | tests/unit/ops/adam/test_adamw.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
import torch
import pytest
from deepspeed.ops.adam import FusedAdam
from deepspeed.ops.adam import DeepSpeedCPUAdam
from unit.common import DistributedTest
from unit.simple_model import SimpleModel
from dee... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/adam/test_hybrid_adam.py | tests/unit/ops/adam/test_hybrid_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import numpy as np
import pytest
from cpuinfo import get_cpu_info
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.adam import FusedAdam, DeepSpeedCPUAdam
from deepspeed.op... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/adam/test_cpu_adam.py | tests/unit/ops/adam/test_cpu_adam.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import numpy as np
import pytest
from cpuinfo import get_cpu_info
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.adam import FusedAdam
from deepspeed.ops.op_builder import... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/adam/test_zf_torch_adam.py | tests/unit/ops/adam/test_zf_torch_adam.py | # Copyright (c) DeepSpeed Team.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import numpy as np
from torch.nn import Parameter
from deepspeed.ops.adam import ZenFlowSelectiveAdamW, ZenFlowSelectiveAdamW_stage3
def make_param(Opt, shape, selected_indices=None):
param = Parame... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/accelerators/test_accelerator_forward.py | tests/unit/ops/accelerators/test_accelerator_forward.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import numpy as np
import torch
import pytest
import random
import copy
import deepspeed
from torch import nn
from unit.modelingpreln import BertEncoder as BertEncoderPreln
from unit.modeling import BertLayerNorm, BertConfig... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/accelerators/test_accelerator_backward.py | tests/unit/ops/accelerators/test_accelerator_backward.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import numpy as np
import torch
import pytest
import random
import copy
import os
import deepspeed
from torch import nn
from deepspeed import DeepSpeedTransformerLayer, DeepSpeedTransformerConfig
from deepspeed.accelerator i... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/muon/test_muon.py | tests/unit/ops/muon/test_muon.py | # Copyright (c) 2025 Peng Du and Zhipeng Wang
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
import torch
import pytest
from unit.common import DistributedTest
from unit.simple_model import SimpleModel
from deepspeed.accelerator import get_accelerator
if torch.half not in get_accelerator().s... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/quantizer/test_fake_quantization.py | tests/unit/ops/quantizer/test_fake_quantization.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import pytest
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import QuantizerBuilder
if not deepspeed.ops.__compatible_ops__[QuantizerBuilder.NAME]:
pytest.... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/quantizer/test_quantize.py | tests/unit/ops/quantizer/test_quantize.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import QuantizerBuilder
from deepspeed.accelerator import get_accelerator
if not deepspeed.ops.__compatible_ops__[QuantizerBuilder.NAME]:
pytest.... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/fp_quantizer/test_fp_quant.py | tests/unit/ops/fp_quantizer/test_fp_quant.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
from deepspeed.linear import QuantizationConfig
import deepspeed
from deepspeed.ops.fp_quantizer import FP_Quantize
from deepspeed.ops.op_builder import FPQuantizerBuilder
from deepspeed.accelera... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/fp_quantizer/test_fp8_gemm.py | tests/unit/ops/fp_quantizer/test_fp8_gemm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import FPQuantizerBuilder
if not deepspeed.ops.__compatible_ops__[FPQuantizerBuilder.NAME]:
pytest.skip("FPQuantizer op is not available on this... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_bias_add.py | tests/unit/ops/transformer/inference/test_bias_add.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.ops.transformer import DeepSpeedInferenceConfig
from deepspee... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_rope.py | tests/unit/ops/transformer/inference/test_rope.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.accelerator import get_accelerator
if not deepspeed.ops.__compatible_ops__[InferenceBuilder.NAME]:
pytest.... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_matmul.py | tests/unit/ops/transformer/inference/test_matmul.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import InferenceBuilder
if not deepspeed.ops.__compatible_ops__[InferenceBuilder.NAME]:
pytest.skip("Inference ops are not available on this syst... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_bias_geglu.py | tests/unit/ops/transformer/inference/test_bias_geglu.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.transformer.inference.op_binding.gated_activation import ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_bias_gelu.py | tests/unit/ops/transformer/inference/test_bias_gelu.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.ops.transformer import DeepSpeedInferenceConfig
from deepspee... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_bias_relu.py | tests/unit/ops/transformer/inference/test_bias_relu.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.ops.transformer import DeepSpeedInferenceConfig
from deepspee... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_softmax.py | tests/unit/ops/transformer/inference/test_softmax.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import InferenceBuilder
if not deepspeed.ops.__compatible_ops__[InferenceBuilder.NAME]:
pytest.skip("Inference ops are not available on this syst... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_residual_add.py | tests/unit/ops/transformer/inference/test_residual_add.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.ops.transformer import DeepSpeedInferenceConfig
from deepspee... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_attention.py | tests/unit/ops/transformer/inference/test_attention.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from .inference_test_utils import allclose
# reference timplementation
def ref_torch_attention(q, k, v, mask, sm_scale):
p =... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/__init__.py | tests/unit/ops/transformer/inference/__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/tests/unit/ops/transformer/inference/test_rms_norm.py | tests/unit/ops/transformer/inference/test_rms_norm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
import torch
import pytest
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder # type: ignore
from deepspeed.ops.transformer.inference.op_binding.pre_rms_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/inference_test_utils.py | tests/unit/ops/transformer/inference/inference_test_utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from typing import Tuple
import torch
from deepspeed.accelerator import get_accelerator
TOLERANCES = None
def get_tolerances():
global TOLERANCES
if TOLERANCES is None:
TOLERANCES = {torch.float32: (5e-4,... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_gelu.py | tests/unit/ops/transformer/inference/test_gelu.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.ops.transformer import DeepSpeedInferenceConfig
from deepspeed.ops.transformer.inference.op_binding.bias_gelu i... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_moe_res_matmult.py | tests/unit/ops/transformer/inference/test_moe_res_matmult.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.ops.transformer.inference.op_binding.moe_res_matmul import Mo... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/transformer/inference/test_layer_norm.py | tests/unit/ops/transformer/inference/test_layer_norm.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import deepspeed
import torch
import pytest
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import InferenceBuilder
from deepspeed.ops.transformer.inference.op_binding.layer_norm import LayerN... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/adagrad/test_cpu_adagrad.py | tests/unit/ops/adagrad/test_cpu_adagrad.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import numpy as np
import pytest
import deepspeed
from deepspeed.ops.adagrad import DeepSpeedCPUAdagrad
from deepspeed.accelerator import get_accelerator
from deepspeed.ops.op_builder import CPUAdagradBuilder
f... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/ops/spatial/test_nhwc_bias_add.py | tests/unit/ops/spatial/test_nhwc_bias_add.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import pytest
import torch
import deepspeed
from deepspeed.ops.op_builder import SpatialInferenceBuilder
from deepspeed.ops.transformer.inference.bias_add import nhwc_bias_add
from deepspeed.accelerator import get_accelerato... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/autotuning/test_autotuning.py | tests/unit/autotuning/test_autotuning.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
import pytest
from unit.simple_model import create_config_from_dict
from deepspeed.launcher import runner as dsrun
from deepspeed.autotuning.autotuner import Autotuner
from deepspeed.autotuning.scheduler import Res... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/moe/test_moe.py | tests/unit/moe/test_moe.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
import pytest
import gc
import random
from unit.common import DistributedTest
from unit.simple_model import SimplePRMoEModel, SimpleMoEModel, sequence_dataloader
import deepspeed.comm as dist
fr... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/tests/unit/moe/test_moe_tp.py | tests/unit/moe/test_moe_tp.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
import deepspeed
import pytest
from unit.common import DistributedTest
from deepspeed.utils.torch import required_torch_version
from deepspeed.moe.layer import MoE
class MPU():
def __init__(self, tp_world... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/docs/code-docs/source/conf.py | docs/code-docs/source/conf.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
# Configuration file for the Sphinx documentation builder.
#
# This file only contains a selection of the most common options. For a full
# list see the documentation:
# https://www.sphinx-doc.org/en/master/usage/configurati... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/npu_accelerator.py | accelerator/npu_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import importlib
import inspect
from .abstract_accelerator import DeepSpeedAccelerator
# During setup stage torch may not be installed, pass on no torch will
# allow op builder related API to be executed.
try:
import tor... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/xpu_accelerator.py | accelerator/xpu_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from deepspeed.accelerator.abstract_accelerator import DeepSpeedAccelerator
import functools
import importlib
import inspect
try:
import oneccl_bindings_for_pytorch # noqa: F401 # type: ignore
oneccl_i... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/mlu_accelerator.py | accelerator/mlu_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import importlib
import inspect
import functools
from .abstract_accelerator import DeepSpeedAccelerator
import torch
# During setup stage torch may not be installed, pass on no torch will
# allow op builder related API to be... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/sdaa_accelerator.py | accelerator/sdaa_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# BSD 3- Clause License Copyright (c) 2023, Tecorigin Co., Ltd. All rights
# reserved.
# Redistribution and use in source and binary forms, with or without
# modification, are permitted provided that the following conditions are met:
# Redist... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/abstract_accelerator.py | accelerator/abstract_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import abc
from abc import ABC
class DeepSpeedAccelerator(ABC):
def __init__(self):
self._name = None
self._communication_backend_name = None
self._compile_backend = None
@abc.abstractmeth... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/cpu_accelerator.py | accelerator/cpu_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .abstract_accelerator import DeepSpeedAccelerator
# During setup stage torch may not be installed, pass on no torch will
# allow op builder related API to be executed.
try:
import torch
except ImportError as e:
... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/cuda_accelerator.py | accelerator/cuda_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import functools
import os
import pkgutil
import importlib
import sys
from .abstract_accelerator import DeepSpeedAccelerator
# During setup stage torch may not be installed, pass on no torch will
# allow op builder related ... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/__init__.py | accelerator/__init__.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
from .abstract_accelerator import DeepSpeedAccelerator
from .real_accelerator import get_accelerator, set_accelerator, is_current_accelerator_supported
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/hpu_accelerator.py | accelerator/hpu_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import functools
import os
import pkgutil
import importlib
import torch
from .abstract_accelerator import DeepSpeedAccelerator
class HPU_Accelerator(DeepSpeedAccelerator):
def __init__(self):
self._name = 'hp... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/mps_accelerator.py | accelerator/mps_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import torch
from .abstract_accelerator import DeepSpeedAccelerator
# During setup stage torch may not be installed, pass on no torch will
# allow op builder related API to be executed.
try:
import torch.mps
except Imp... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/accelerator/real_accelerator.py | accelerator/real_accelerator.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import os
try:
# Importing logger currently requires that torch is installed, hence the try...except
# TODO: Remove logger dependency on torch.
from deepspeed.utils import logger as accel_logger
except ImportErro... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/csrc/aio/py_test/io_engine.py | csrc/aio/py_test/io_engine.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
import time
from multiprocessing import Pool, Barrier
from ds_aio_constants import AIO_BASIC, TORCH_FAST_IO, TORCH_IO
from test_ds_aio_utils import report_results, task_log, task_barrier
from ds_aio_handle import AIOHandle_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/csrc/aio/py_test/parse_aio_stats.py | csrc/aio/py_test/parse_aio_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/csrc/aio/py_test/ds_aio_constants.py | csrc/aio/py_test/ds_aio_constants.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
AIO_HANDLE = 'aio_handle'
AIO_BASIC = 'aio_basic'
TORCH_IO = 'torch_io'
TORCH_FAST_IO = 'torch_fastio'
VALID_ENGINES = [AIO_HANDLE, AIO_BASIC, TORCH_IO, TORCH_FAST_IO]
BUFFER = 'buffer'
BOUNCE_BUFFER = 'bounce_buffer'
NUM_B... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/csrc/aio/py_test/aio_bench_perf_sweep.py | csrc/aio/py_test/aio_bench_perf_sweep.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 sys
import argparse
import json
import itertools
import shutil
from ds_aio_job import Job, run_job
from perf_sweep_utils im... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/csrc/aio/py_test/ds_aio_args.py | csrc/aio/py_test/ds_aio_args.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Functionality of swapping optimizer tensors to/from (NVMe) storage devices.
"""
import argparse
import os
from test_ds_aio_utils import refine_integer_value
from ds_aio_constants import AIO_HANDLE, AIO_BASIC, TORCH_FAST_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/csrc/aio/py_test/test_ds_aio_utils.py | csrc/aio/py_test/test_ds_aio_utils.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
from ds_aio_job import Job, run_job
import torch
from deepspeed.accelerator import get_accelerator
BYTES_PER_GB = 1024**3
BYTES_P... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/csrc/aio/py_test/perf_sweep_utils.py | csrc/aio/py_test/perf_sweep_utils.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
SCRIPT_PREFIX = '_aio_bench'
WRITE_OP_DESC = 'write'
READ_OP_DESC = 'read'
READ_IO_DIR = f'{SCRIPT_PREFIX}_{READ_OP_DESC}_io'
WRITE_IO_DIR = f'{SCRIPT_PREFIX}_{WRITE_OP_DESC}_io'
BENCH_LOG_DIR = f'{SCRIPT_PREFIX}_logs'
READ_... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/csrc/aio/py_test/validate_async_io.py | csrc/aio/py_test/validate_async_io.py | # Copyright (c) Microsoft Corporation.
# SPDX-License-Identifier: Apache-2.0
# DeepSpeed Team
"""
Functionality of swapping optimizer tensors to/from (NVMe) storage devices.
"""
from deepspeed.ops.op_builder import AsyncIOBuilder
assert AsyncIOBuilder().is_compatible()
assert AsyncIOBuilder().load()
| python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/csrc/aio/py_test/torch_fastio_engine.py | csrc/aio/py_test/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.io... | python | Apache-2.0 | 2390bc5c4128b4c347be522a2b2d0f109c7879f3 | 2026-01-04T14:40:27.668296Z | false |
deepspeedai/DeepSpeed | https://github.com/deepspeedai/DeepSpeed/blob/2390bc5c4128b4c347be522a2b2d0f109c7879f3/csrc/aio/py_test/torch_io.py | csrc/aio/py_test/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 |
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