repo stringlengths 7 90 | file_url stringlengths 81 315 | file_path stringlengths 4 228 | content stringlengths 0 32.8k | language stringclasses 1
value | license stringclasses 7
values | commit_sha stringlengths 40 40 | retrieved_at stringdate 2026-01-04 14:38:15 2026-01-05 02:33:18 | truncated bool 2
classes |
|---|---|---|---|---|---|---|---|---|
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/disagg/protocol.py | vllm/entrypoints/serve/disagg/protocol.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import Any
from pydantic import BaseModel, Field
from vllm.entrypoints.openai.protocol import (
ChatCompletionLogProbs,
Logprob,
SamplingParams,
StreamOptions,
)
from vllm.utils impor... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/cache/__init__.py | vllm/entrypoints/serve/cache/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/cache/api_router.py | vllm/entrypoints/serve/cache/api_router.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from fastapi import APIRouter, FastAPI, Query, Request
from fastapi.responses import Response
import vllm.envs as envs
from vllm.engine.protocol import EngineClient
from vllm.logger import init_logger
logger =... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/rpc/__init__.py | vllm/entrypoints/serve/rpc/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/rpc/api_router.py | vllm/entrypoints/serve/rpc/api_router.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import json
from http import HTTPStatus
from typing import Any
from fastapi import APIRouter, FastAPI, HTTPException, Request
from fastapi.responses import JSONResponse, Response
import vllm.envs as envs
from v... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/profile/__init__.py | vllm/entrypoints/serve/profile/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/profile/api_router.py | vllm/entrypoints/serve/profile/api_router.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from fastapi import APIRouter, FastAPI, Request
from fastapi.responses import Response
from vllm.config import ProfilerConfig
from vllm.engine.protocol import EngineClient
from vllm.logger import init_logger
l... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/rlhf/__init__.py | vllm/entrypoints/serve/rlhf/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/rlhf/api_router.py | vllm/entrypoints/serve/rlhf/api_router.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from http import HTTPStatus
from fastapi import APIRouter, FastAPI, Query, Request
from fastapi.responses import JSONResponse
from vllm.engine.protocol import EngineClient
from vllm.logger import init_logger
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/lora/__init__.py | vllm/entrypoints/serve/lora/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/lora/api_router.py | vllm/entrypoints/serve/lora/api_router.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import model_hosting_container_standards.sagemaker as sagemaker_standards
from fastapi import APIRouter, Depends, FastAPI, Request
from fastapi.responses import JSONResponse, Response
from vllm import envs
from... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/tokenize/serving.py | vllm/entrypoints/serve/tokenize/serving.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import Any, Final
import jinja2
from fastapi import Request
from vllm.engine.protocol import EngineClient
from vllm.entrypoints.chat_utils import ChatTemplateContent... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/tokenize/__init__.py | vllm/entrypoints/serve/tokenize/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/entrypoints/serve/tokenize/api_router.py | vllm/entrypoints/serve/tokenize/api_router.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from http import HTTPStatus
from fastapi import APIRouter, Depends, FastAPI, HTTPException, Request
from fastapi.exceptions import RequestValidationError
from fastapi.responses import JSONResponse
from typing_e... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/serial_utils.py | vllm/v1/serial_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import dataclasses
import importlib
import pickle
from collections.abc import Callable, Sequence
from functools import partial
from inspect import isclass
from types import FunctionType
from typing import Any, Ty... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/kv_cache_interface.py | vllm/v1/kv_cache_interface.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import copy
from dataclasses import dataclass, fields, replace
from math import prod
import torch
from typing_extensions import Self
from vllm.config import VllmConfig
from vllm.logger import init_logger
from v... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/request.py | vllm/v1/request.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import enum
import time
from collections.abc import Callable, Mapping
from functools import partial
from typing import TYPE_CHECKING, Any, Optional
import torch
from vllm.multimodal.inputs import MultiModalFeat... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/utils.py | vllm/v1/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import argparse
import contextlib
import multiprocessing
import time
import weakref
from collections.abc import Callable, Sequence
from contextlib import AbstractContextManager
from multiprocessing import connecti... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/cudagraph_dispatcher.py | vllm/v1/cudagraph_dispatcher.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from itertools import product
from vllm.config import CUDAGraphMode, VllmConfig
from vllm.forward_context import BatchDescriptor
from vllm.logger import init_logger
logger = init_logger(__name__)
class Cudagra... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/__init__.py | vllm/v1/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/outputs.py | vllm/v1/outputs.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
from dataclasses import dataclass, field
from typing import TYPE_CHECKING, NamedTuple
import numpy as np
import torch
from vllm.compilation.cuda_graph import CUDAGraphStat
fr... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/__init__.py | vllm/v1/attention/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/rocm_attn.py | vllm/v1/attention/backends/rocm_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention layer with PagedAttention and Triton prefix prefill."""
from dataclasses import dataclass
from typing import ClassVar
import torch
from vllm.attention.backends.abstract import (
AttentionBacken... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/flash_attn_diffkv.py | vllm/v1/attention/backends/flash_attn_diffkv.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention layer with FlashAttention."""
import torch
from vllm.attention.backends.abstract import AttentionType
from vllm.attention.ops.triton_reshape_and_cache_flash import (
triton_reshape_and_cache_fla... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/cpu_attn.py | vllm/v1/attention/backends/cpu_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import ClassVar
import torch
from vllm import _custom_ops as ops
from vllm.attention.backends.abstract import (
AttentionBackend,
AttentionImpl,
Attentio... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/short_conv_attn.py | vllm/v1/attention/backends/short_conv_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from vllm.attention.backends.abstract import AttentionBackend
from vllm.v1.attention.backends.mamba_attn import (
BaseMambaAttentionMetadata,
BaseMambaAttentionMetadataBu... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/rocm_aiter_unified_attn.py | vllm/v1/attention/backends/rocm_aiter_unified_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention layer with PagedAttention and Triton prefix prefill."""
import torch
from vllm import _custom_ops as ops
from vllm.attention.backends.abstract import AttentionType
from vllm.logger import init_logge... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/gdn_attn.py | vllm/v1/attention/backends/gdn_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Backend for GatedDeltaNet attention."""
from dataclasses import dataclass
import torch
from vllm.attention.backends.abstract import AttentionBackend
from vllm.attention.backends.utils import PAD_SLOT_ID
from... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mamba2_attn.py | vllm/v1/attention/backends/mamba2_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
from dataclasses import dataclass, replace
import torch
from vllm.attention.backends.abstract import AttentionBackend
from vllm.config import VllmConfig
from vllm.utils.math_utils import cdiv
fr... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/triton_attn.py | vllm/v1/attention/backends/triton_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""High-Performance Triton-only Attention layer."""
from dataclasses import dataclass
from typing import ClassVar
import torch
from vllm.attention.backends.abstract import (
AttentionBackend,
AttentionI... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/pallas.py | vllm/v1/attention/backends/pallas.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
import torch
from vllm.attention.backends.abstract import (
AttentionBackend,
AttentionImpl,
AttentionLayer,
AttentionType,
)
from vllm.config import VllmConfig... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/flex_attention.py | vllm/v1/attention/backends/flex_attention.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention layer with FlexAttention."""
import math
from dataclasses import dataclass
from functools import cached_property
from typing import ClassVar
import torch
import torch._dynamo.decorators
import torch... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/utils.py | vllm/v1/attention/backends/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import abc
import enum
import functools
from abc import abstractmethod
from collections.abc import Callable
from dataclasses import dataclass, field, fields, make_dataclass
from typing import (
TYPE_CHECKING,
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/linear_attn.py | vllm/v1/attention/backends/linear_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
import torch
from vllm.attention.backends.abstract import AttentionBackend
from vllm.config import VllmConfig
from vllm.v1.attention.backends.utils import (
AttentionCGSuppo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/flashinfer.py | vllm/v1/attention/backends/flashinfer.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention layer with FlashInfer."""
from dataclasses import dataclass
from typing import ClassVar
import numpy as np
import torch
from flashinfer import (
BatchDecodeWithPagedKVCacheWrapper,
BatchPref... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/__init__.py | vllm/v1/attention/backends/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mamba1_attn.py | vllm/v1/attention/backends/mamba1_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from vllm.attention.backends.abstract import AttentionBackend
from vllm.v1.attention.backends.mamba_attn import (
BaseMambaAttentionMetadata,
BaseMambaAttentionMetadataB... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/rocm_aiter_fa.py | vllm/v1/attention/backends/rocm_aiter_fa.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention layer with AiterFlashAttention."""
from dataclasses import dataclass
from typing import ClassVar
import torch
from vllm.attention.backends.abstract import (
AttentionBackend,
AttentionImpl,... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/tree_attn.py | vllm/v1/attention/backends/tree_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention layer with TreeAttention."""
import ast
from dataclasses import dataclass
from typing import ClassVar, Optional
import torch
from vllm import _custom_ops as ops
from vllm.attention.backends.abstrac... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/flash_attn.py | vllm/v1/attention/backends/flash_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention layer with FlashAttention."""
import copy
from dataclasses import dataclass
from typing import ClassVar
import numpy as np
import torch
from vllm.attention.backends.abstract import (
AttentionB... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mamba_attn.py | vllm/v1/attention/backends/mamba_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import abc
import copy
from dataclasses import dataclass
from typing import ClassVar, TypeVar
import torch
from vllm.config import VllmConfig
from vllm.utils.math_utils import cdiv
from vllm.v1.attention.backen... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/indexer.py | vllm/v1/attention/backends/mla/indexer.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import ClassVar
import torch
from vllm.attention.backends.abstract import (
AttentionBackend,
MultipleOf,
)
from vllm.config import VllmConfig
from vllm.logg... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/flashmla_sparse.py | vllm/v1/attention/backends/mla/flashmla_sparse.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import TYPE_CHECKING, ClassVar, Optional
import numpy as np
import torch
from vllm import _custom_ops as ops
from vllm.attention.backends.abstract import (
Atten... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/aiter_triton_mla.py | vllm/v1/attention/backends/mla/aiter_triton_mla.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.v1.attention.backends.mla.common import MLACommonBackend
from vllm.v1.attention.backends.mla.rocm_aiter_mla import (
AiterMLAImpl,
AiterMLAMetadataBuilder,
)
class AiterTritonMLABackend(MLAComm... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/flashmla.py | vllm/v1/attention/backends/mla/flashmla.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import ClassVar
import torch
from vllm.attention.backends.abstract import AttentionLayer, AttentionType, MultipleOf
from vllm.attention.ops.flashmla import (
fl... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/common.py | vllm/v1/attention/backends/mla/common.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
# MLA Common Components
This file implements common components for MLA implementations.
First we define:
Sq as Q sequence length
Skv as KV sequence length
MLA has two possible ways of computing, a... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/rocm_aiter_mla_sparse.py | vllm/v1/attention/backends/mla/rocm_aiter_mla_sparse.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import TYPE_CHECKING, ClassVar, Optional
import numpy as np
import torch
from vllm import _custom_ops as ops
from vllm._aiter_ops import rocm_aiter_ops
from vllm.at... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/rocm_aiter_mla.py | vllm/v1/attention/backends/mla/rocm_aiter_mla.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import ClassVar
import torch
from vllm._aiter_ops import rocm_aiter_ops
from vllm.attention.backends.abstract import AttentionLayer, MultipleOf
from vllm.config imp... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/flashattn_mla.py | vllm/v1/attention/backends/mla/flashattn_mla.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import ClassVar
import torch
from vllm.attention.backends.abstract import (
AttentionLayer,
AttentionType,
MultipleOf,
is_quantized_kv_cache,
)
from... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/flashinfer_mla.py | vllm/v1/attention/backends/mla/flashinfer_mla.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import ClassVar
import torch
from flashinfer.decode import trtllm_batch_decode_with_kv_cache_mla
from vllm.attention.backends.abstract import (
AttentionLayer,
AttentionType,
MultipleOf,... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/__init__.py | vllm/v1/attention/backends/mla/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/triton_mla.py | vllm/v1/attention/backends/mla/triton_mla.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import ClassVar
import torch
from vllm.attention.backends.abstract import (
AttentionLayer,
AttentionType,
is_quantized_kv_cache,
)
from vllm.attention.ops.triton_decode_attention import... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/attention/backends/mla/cutlass_mla.py | vllm/v1/attention/backends/mla/cutlass_mla.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
from typing import ClassVar
import torch
import vllm._custom_ops as ops
from vllm.attention.backends.abstract import (
AttentionLayer,
AttentionType,
MultipleOf,
is_quantized_kv_cache,... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu_model_runner.py | vllm/v1/worker/gpu_model_runner.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
import gc
import itertools
import time
from collections import defaultdict
from collections.abc import Iterator, Sequence
from contextlib import contextmanager
from copy import copy, deepcopy
fro... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/tpu_worker.py | vllm/v1/worker/tpu_worker.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""A TPU worker class."""
import os
from collections.abc import Callable
from typing import Any, TypeVar
import torch
import torch.nn as nn
import vllm.envs as envs
from vllm.config import VllmConfig, set_curre... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/lora_model_runner_mixin.py | vllm/v1/worker/lora_model_runner_mixin.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
Define LoRA functionality mixin for model runners.
"""
from contextlib import contextmanager
from typing import TypeAlias
import numpy as np
import torch
import torch.nn as nn
from vllm.config import VllmCo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu_ubatch_wrapper.py | vllm/v1/worker/gpu_ubatch_wrapper.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import threading
from collections.abc import Callable
from dataclasses import dataclass
from typing import Any
import torch
import vllm.envs as envs
from vllm.compilation.cuda_graph import CUDAGraphWrapper
from... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/cpu_worker.py | vllm/v1/worker/cpu_worker.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
import platform
from collections.abc import Callable
from typing import Any
import torch
from vllm import envs
from vllm.config import VllmConfig
from vllm.logger import init_logger
from vllm.model_exe... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/cpu_model_runner.py | vllm/v1/worker/cpu_model_runner.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from contextlib import contextmanager
from typing import Any
import torch
import torch.nn as nn
from vllm.config import VllmConfig
from vllm.logger import init_logger
from vllm.model_executor.model_loader import... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/xpu_worker.py | vllm/v1/worker/xpu_worker.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
from typing import Any
import torch
import torch.distributed
from vllm.config import VllmConfig
from vllm.distributed import get_world_group
from vllm.logger import init_logger
from vllm.model_executor... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/tpu_input_batch.py | vllm/v1/worker/tpu_input_batch.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# Datastructures defining a TPU input batch
from typing import cast
import numpy as np
import torch
from vllm.lora.request import LoRARequest
from vllm.sampling_params import SamplingType
from vllm.utils import... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/kv_connector_model_runner_mixin.py | vllm/v1/worker/kv_connector_model_runner_mixin.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
Define KV connector functionality mixin for model runners.
"""
import copy
from collections.abc import Generator
from contextlib import AbstractContextManager, contextmanager, nullcontext
from typing import T... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/ec_connector_model_runner_mixin.py | vllm/v1/worker/ec_connector_model_runner_mixin.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
Define EC connector functionality mixin for model runners.
"""
from collections.abc import Generator
from contextlib import AbstractContextManager, contextmanager, nullcontext
from typing import TYPE_CHECKING... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/block_table.py | vllm/v1/worker/block_table.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import numpy as np
import torch
from vllm.distributed import get_dcp_group, get_pcp_group
from vllm.logger import init_logger
from vllm.utils.math_utils import cdiv
from vllm.v1.utils import CpuGpuBuffer
logger... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/tpu_model_runner.py | vllm/v1/worker/tpu_model_runner.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import bisect
import gc
import time
from typing import TYPE_CHECKING, Any, cast
from unittest.mock import patch
import numpy as np
import torch
import torch.nn as nn
# TPU XLA related
import torch_xla
import tor... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/ubatch_utils.py | vllm/v1/worker/ubatch_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import TypeAlias
import numpy as np
from vllm.config import ParallelConfig
@dataclass
class UBatchSlice:
request_slice: slice
token_slice: slice
def i... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu_input_batch.py | vllm/v1/worker/gpu_input_batch.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# Datastructures defining a GPU input batch
from dataclasses import dataclass
from typing import cast
import numpy as np
import torch
from vllm.lora.request import LoRARequest
from vllm.multimodal.inputs import... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/ubatching.py | vllm/v1/worker/ubatching.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import threading
from typing import Optional
import torch
from vllm import forward_context
from vllm.forward_context import ForwardContext
from vllm.logger import init_logger
from vllm.utils.torch_utils import c... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/utils.py | vllm/v1/worker/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections import defaultdict
from dataclasses import dataclass, field
import torch
from typing_extensions import deprecated
from vllm.attention.backends.abstract import AttentionBackend
from vllm.attentio... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/xpu_model_runner.py | vllm/v1/worker/xpu_model_runner.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from contextlib import contextmanager
from typing import TYPE_CHECKING
import torch
from vllm.config import VllmConfig
from vllm.logger import init_logger
from vllm.v1.worker.gpu_model_runner import GPUModelRunn... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/workspace.py | vllm/v1/worker/workspace.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import inspect
import os
from itertools import accumulate
from math import prod
from typing import Optional
import torch
import vllm.envs as envs
from vllm.logger import init_logger
from vllm.utils.math_utils i... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu_worker.py | vllm/v1/worker/gpu_worker.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""A GPU worker class."""
import gc
import os
from contextlib import AbstractContextManager, nullcontext
from types import NoneType
from typing import TYPE_CHECKING, Any, cast
import numpy as np
import torch
imp... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/__init__.py | vllm/v1/worker/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/worker_base.py | vllm/v1/worker/worker_base.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
from collections.abc import Callable
from typing import TYPE_CHECKING, Any, TypeVar
import torch
import torch.nn as nn
from vllm.config import VllmConfig, set_current_vllm_config
from vllm.logger impo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/dp_utils.py | vllm/v1/worker/dp_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import numpy as np
import torch
import torch.distributed as dist
from vllm.config import ParallelConfig
from vllm.distributed.parallel_state import get_dp_group
from vllm.logger import init_logger
from vllm.v1.... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/cp_utils.py | vllm/v1/worker/cp_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import TYPE_CHECKING, Any, cast
from vllm.config import VllmConfig, get_layers_from_vllm_config
if TYPE_CHECKING:
from vllm.model_executor.layers.attention_layer_base import AttentionLayerBase
el... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/input_batch.py | vllm/v1/worker/gpu/input_batch.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import Any
import numpy as np
import torch
from vllm.triton_utils import tl, triton
from vllm.utils import random_uuid
from vllm.utils.math_utils import cdiv
from vl... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/async_utils.py | vllm/v1/worker/gpu/async_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from contextlib import contextmanager
import numpy as np
import torch
from vllm.v1.outputs import (
AsyncModelRunnerOutput,
LogprobsTensors,
ModelRunnerOutput,
)
from vllm.v1.worker.gpu.sample.output... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/model_runner.py | vllm/v1/worker/gpu/model_runner.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import gc
import time
from copy import deepcopy
from typing import Any
import numpy as np
import torch
import torch.nn as nn
from vllm.config import VllmConfig
from vllm.config.compilation import CUDAGraphMode
f... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/states.py | vllm/v1/worker/gpu/states.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass, field
import numpy as np
import torch
from vllm.lora.request import LoRARequest
from vllm.sampling_params import SamplingParams
from vllm.utils.math_utils import cdiv
from vllm... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/attn_utils.py | vllm/v1/worker/gpu/attn_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Sequence
from typing import Any, cast
import numpy as np
import torch
from vllm.attention.backends.abstract import AttentionBackend
from vllm.config import VllmConfig, get_layers_from... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/cudagraph_utils.py | vllm/v1/worker/gpu/cudagraph_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Callable, Iterable
from typing import Any
import numpy as np
import torch
import torch.nn as nn
from tqdm import tqdm
from vllm.config import VllmConfig
from vllm.config.compilation i... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/block_table.py | vllm/v1/worker/gpu/block_table.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Iterable
import torch
from vllm.attention.backends.utils import PAD_SLOT_ID
from vllm.triton_utils import tl, triton
from vllm.utils.math_utils import cdiv
from vllm.v1.utils import C... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/structured_outputs.py | vllm/v1/worker/gpu/structured_outputs.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import numpy as np
import torch
from vllm.triton_utils import tl, triton
from vllm.v1.worker.gpu.input_batch import InputBuffers
def apply_grammar_bitmask(
logits: torch.Tensor,
req_ids: list[str],
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/__init__.py | vllm/v1/worker/gpu/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/dp_utils.py | vllm/v1/worker/gpu/dp_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
import torch.distributed as dist
from vllm.distributed.parallel_state import get_dp_group
def get_batch_metadata_across_dp(
num_tokens: int,
cudagraph_size: int,
dp_size: int,
dp_ra... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/metrics/logits.py | vllm/v1/worker/gpu/metrics/logits.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from torch._inductor.runtime.triton_helpers import libdevice
from vllm.triton_utils import tl, triton
@triton.jit
def _num_nans_kernel(
logits_ptr,
logits_stride,
num_nans_ptr,
voca... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/metrics/__init__.py | vllm/v1/worker/gpu/metrics/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/spec_decode/eagle_cudagraph.py | vllm/v1/worker/gpu/spec_decode/eagle_cudagraph.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Callable
import torch
from vllm.config import VllmConfig
from vllm.config.compilation import CUDAGraphMode
from vllm.v1.attention.backends.utils import AttentionMetadataBuilder
from v... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/spec_decode/eagle.py | vllm/v1/worker/gpu/spec_decode/eagle.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import Any
import numpy as np
import torch
import torch.nn as nn
from vllm.config import VllmConfig
from vllm.config.compilation import CUDAGraphMode
from vllm.forward_context import set_forward_cont... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/spec_decode/__init__.py | vllm/v1/worker/gpu/spec_decode/__init__.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.config import VllmConfig
def init_speculator(
vllm_config: VllmConfig,
device: torch.device,
):
speculative_config = vllm_config.speculative_config
assert speculative_conf... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/spec_decode/rejection_sample.py | vllm/v1/worker/gpu/spec_decode/rejection_sample.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.triton_utils import tl, triton
@triton.jit
def _rejection_sample_kernel(
sampled_ptr, # [num_reqs, num_speculative_steps + 1]
sampled_stride,
num_sampled_ptr, # [num_reqs]
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/sample/sampler.py | vllm/v1/worker/gpu/sample/sampler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
import vllm.envs as envs
from vllm.config.model import LogprobsMode
from vllm.v1.sample.ops.topk_topp_sampler import apply_top_k_top_p
from vllm.v1.worker.gpu.metrics.logits import get_num_nans
from... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/sample/output.py | vllm/v1/worker/gpu/sample/output.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
import torch
from vllm.v1.outputs import LogprobsTensors
@dataclass
class SamplerOutput:
sampled_token_ids: torch.Tensor
logprobs_tensors: LogprobsTensors | None
n... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/sample/gumbel.py | vllm/v1/worker/gpu/sample/gumbel.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.triton_utils import tl, triton
@triton.jit
def _gumbel_sample_kernel(
local_argmax_ptr,
local_argmax_stride,
local_max_ptr,
local_max_stride,
logits_ptr,
logits_st... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/sample/penalties.py | vllm/v1/worker/gpu/sample/penalties.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.triton_utils import tl, triton
from vllm.v1.worker.gpu.sample.metadata import SamplingMetadata
@triton.jit
def _penalties_and_temperature_kernel(
logits_ptr,
logits_stride,
re... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/sample/metadata.py | vllm/v1/worker/gpu/sample/metadata.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
import torch
from vllm.triton_utils import tl, triton
@dataclass
class SamplingMetadata:
temperature: torch.Tensor
top_p: torch.Tensor | None
top_k: torch.Tensor ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/sample/__init__.py | vllm/v1/worker/gpu/sample/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false | |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/sample/logprob.py | vllm/v1/worker/gpu/sample/logprob.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Callable
import torch
from vllm.triton_utils import tl, triton
from vllm.v1.outputs import LogprobsTensors
@triton.jit
def _topk_log_softmax_kernel(
output_ptr,
logits_ptr,
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/v1/worker/gpu/sample/min_p.py | vllm/v1/worker/gpu/sample/min_p.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.triton_utils import tl, triton
@triton.jit
def _min_p_kernel(
logits_ptr,
logits_stride,
min_p_ptr,
vocab_size,
BLOCK_SIZE: tl.constexpr,
):
req_idx = tl.program_i... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
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