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/examples/others/lmcache/disagg_prefill_lmcache_v0.py | examples/others/lmcache/disagg_prefill_lmcache_v0.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
This file demonstrates the example usage of disaggregated prefilling
with LMCache.
We will launch 2 vllm instances (GPU 0 for prefill and GPU 1 for decode),
and launch an additional LMCache server.
KV cache is... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/examples/others/lmcache/disagg_prefill_lmcache_v1/disagg_proxy_server.py | examples/others/lmcache/disagg_prefill_lmcache_v1/disagg_proxy_server.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import argparse
import os
import time
from contextlib import asynccontextmanager
import httpx
import numpy as np
from fastapi import FastAPI, Request
from fastapi.responses import StreamingResponse
@asyncconte... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/cmake/hipify.py | cmake/hipify.py | #!/usr/bin/env python3
# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
#
# A command line tool for running pytorch's hipify preprocessor on CUDA
# source files.
#
# See https://github.com/ROCm/hipify_torch
# and <torch install dir>/utils/hipify/hipify_python.p... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/connections.py | vllm/connections.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Mapping, MutableMapping
from pathlib import Path
from urllib.parse import urlparse
import aiohttp
import requests
from vllm.version import __version__ as VLLM_VERSION
class HTTPCon... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/logits_process.py | vllm/logits_process.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Callable, Sequence
from typing import TypeAlias
import torch
from vllm.tokenizers import TokenizerLike
LogitsProcessor: TypeAlias = (
Callable[[list[int], torch.Tensor], torch.Te... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/pooling_params.py | vllm/pooling_params.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from copy import deepcopy
from typing import Annotated, Any, Optional
import msgspec
from vllm.config import ModelConfig, PoolerConfig
from vllm.config.pooler import get_use_activation
from vllm.sampling_params... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/tasks.py | vllm/tasks.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import Literal, get_args
GenerationTask = Literal["generate", "transcription"]
GENERATION_TASKS = get_args(GenerationTask)
PoolingTask = Literal[
"embed", "classify", "score", "token_embed", "tok... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/sequence.py | vllm/sequence.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Sequence and its related classes."""
from dataclasses import dataclass
from typing import TYPE_CHECKING, Any
import torch
if TYPE_CHECKING:
from vllm.v1.worker.kv_connector_model_runner_mixin import KVCo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/_ipex_ops.py | vllm/_ipex_ops.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.logger import init_logger
from vllm.platforms import current_platform
logger = init_logger(__name__)
try:
import intel_extension_for_pytorch as ipex
except ImportError as e:
log... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/forward_context.py | vllm/forward_context.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import time
from collections import defaultdict
from contextlib import contextmanager
from dataclasses import dataclass
from typing import Any, NamedTuple
import torch
import vllm.envs as envs
from vllm.attenti... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/scripts.py | vllm/scripts.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.entrypoints.cli.main import main as vllm_main
from vllm.logger import init_logger
logger = init_logger(__name__)
# Backwards compatibility for the move from vllm.scripts to
# vllm.entrypoints.cli.mai... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/_bc_linter.py | vllm/_bc_linter.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# vllm/_bc_linter.py
from collections.abc import Callable
from typing import Any, TypeVar, overload
T = TypeVar("T")
@overload
def bc_linter_skip(obj: T) -> T: ...
@overload
def bc_linter_skip(*, reason: 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/tracing.py | vllm/tracing.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
from collections.abc import Mapping
from vllm.logger import init_logger
from vllm.utils.func_utils import run_once
TRACE_HEADERS = ["traceparent", "tracestate"]
logger = init_logger(__name__)
_is_ot... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/version.py | vllm/version.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
try:
from ._version import __version__, __version_tuple__
except Exception as e:
import warnings
warnings.warn(f"Failed to read commit hash:\n{e}", RuntimeWarning, stacklevel=2)
__version__ = "d... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/logger.py | vllm/logger.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Logging configuration for vLLM."""
import datetime
import json
import logging
import os
import sys
from collections.abc import Generator, Hashable
from contextlib import contextmanager
from functools import lr... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/_aiter_ops.py | vllm/_aiter_ops.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
from collections.abc import Callable
import torch
from torch._ops import OpOverload
import vllm.envs as envs
from vllm.platforms import current_platform
from vllm.utils.torch_utils import direct... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/_custom_ops.py | vllm/_custom_ops.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import TYPE_CHECKING, Literal
import torch
import vllm.envs as envs
from vllm.logger import init_logger
from vllm.platforms import current_platform
from vllm.scalar_type import ScalarType
logger = ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/logprobs.py | vllm/logprobs.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
from collections.abc import Iterable, Iterator, MutableSequence
from dataclasses import dataclass, field
from typing import overload
# We use dataclass for now because it is used for
# openai se... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/collect_env.py | vllm/collect_env.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# ruff: noqa
# code borrowed from https://github.com/pytorch/pytorch/blob/main/torch/utils/collect_env.py
import datetime
import locale
import os
import subprocess
import sys
# Unlike the rest of the PyTorch th... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/scalar_type.py | vllm/scalar_type.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
import struct
from dataclasses import dataclass
from enum import Enum
_SCALAR_TYPES_ID_MAP = {}
# Mirrors enum in `core/scalar_type.hpp`
class NanRepr(Enum):
NONE = 0 # nans are not suppo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/__init__.py | vllm/__init__.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""vLLM: a high-throughput and memory-efficient inference engine for LLMs"""
# The version.py should be independent library, and we always import the
# version library first. Such assumption is critical for some... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/outputs.py | vllm/outputs.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import MutableSequence
from collections.abc import Sequence as GenericSequence
from dataclasses import dataclass
from typing import Any, Generic
import torch
from typing_extensions import 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/envs.py | vllm/envs.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
import json
import logging
import os
import sys
import tempfile
from collections.abc import Callable
from typing import TYPE_CHECKING, Any, Literal
if TYPE_CHECKING:
VLLM_HOST_IP: str = ""
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/env_override.py | vllm/env_override.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
import torch
from vllm.logger import init_logger
from vllm.utils.torch_utils import is_torch_equal
logger = init_logger(__name__)
# set some common config/environment variables that should be set
# f... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/beam_search.py | vllm/beam_search.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import TYPE_CHECKING, Any, Optional
from vllm.logprobs import Logprob
from vllm.lora.request import LoRARequest
if TYPE_CHECKING:
from vllm.multimodal import Mu... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/sampling_params.py | vllm/sampling_params.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Sampling parameters for text generation."""
import copy
from dataclasses import field
from enum import Enum, IntEnum
from functools import cached_property
from typing import Annotated, Any
import msgspec
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/third_party/__init__.py | vllm/third_party/__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/third_party/pynvml.py | vllm/third_party/pynvml.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# copied from https://pypi.org/project/nvidia-ml-py
# version 12.570.86
#####
# Copyright (c) 2011-2023, NVIDIA Corporation. All rights reserved.
#
# Redistribution and use in source and binary forms, with or wi... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/layer.py | vllm/attention/layer.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention layer."""
from typing import cast
import torch
import torch.nn as nn
import vllm.envs as envs
from vllm.attention.backends.abstract import (
AttentionBackend,
AttentionType,
MLAAttentio... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/__init__.py | vllm/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/attention/selector.py | vllm/attention/selector.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from functools import cache
from typing import NamedTuple, cast, get_args
import torch
from vllm.attention.backends.abstract import AttentionBackend, AttentionType
from vllm.attention.backends.registry 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/attention/utils/kv_sharing_utils.py | vllm/attention/utils/kv_sharing_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
def validate_kv_sharing_target(
current_layer_name, target_layer_name, static_forward_context
):
error_msg = (
f"Specified KV sharing target layer for {current_layer_name} "
f"is not valid:... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/utils/__init__.py | vllm/attention/utils/__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/attention/utils/kv_transfer_utils.py | vllm/attention/utils/kv_transfer_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import inspect
from collections.abc import Callable
from functools import wraps
from vllm.distributed.kv_transfer import (
get_kv_transfer_group,
has_kv_transfer_group,
is_v1_kv_transfer_group,
)
de... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/utils/fa_utils.py | vllm/attention/utils/fa_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.logger import init_logger
from vllm.platforms import current_platform
logger = init_logger(__name__)
if current_platform.is_cuda():
from vllm import _custom_ops as ops
reshape_and_cache_flash... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/layers/static_sink_attention.py | vllm/attention/layers/static_sink_attention.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
import torch
from vllm.attention.backends.abstract import (
AttentionBackend,
AttentionMetadata,
AttentionType,
)
from vllm.attention.layer import Attention
from vllm.attention.ops.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/attention/layers/chunked_local_attention.py | vllm/attention/layers/chunked_local_attention.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
import torch
from vllm.attention.backends.abstract import AttentionBackend
from vllm.attention.layer import Attention
from vllm.attention.selector import get_attn_backend
from vllm.config 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/attention/layers/__init__.py | vllm/attention/layers/__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/attention/layers/cross_attention.py | vllm/attention/layers/cross_attention.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
from copy import copy
import numpy as np
import torch
from vllm.attention.backends.abstract import (
AttentionBackend,
AttentionMetadata,
AttentionType,
)
from vllm.attention.layer 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/attention/layers/encoder_only_attention.py | vllm/attention/layers/encoder_only_attention.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
from copy import copy
import torch
from vllm.attention.backends.abstract import (
AttentionBackend,
AttentionMetadata,
AttentionType,
)
from vllm.attention.layer import Attention
fro... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/layers/mm_encoder_attention.py | vllm/attention/layers/mm_encoder_attention.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.attention.backends.registry import AttentionBackendEnum
from vllm.attention.ops.vit_attn_wrappers import (
vit_flash_attn_wrapper,
vit_torch_sdpa_wrapper,
)
from vllm.attention.ut... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/backends/registry.py | vllm/attention/backends/registry.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention backend registry"""
from collections.abc import Callable
from enum import Enum, EnumMeta
from typing import TYPE_CHECKING, cast
from vllm.logger import init_logger
from vllm.utils.import_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/attention/backends/abstract.py | vllm/attention/backends/abstract.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, ClassVar, Generic, Protocol, TypeVar, get_args
import torch
if TYPE_CHECKING:
from vllm.config.cache import CacheDType
from vllm.mod... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/backends/utils.py | vllm/attention/backends/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Attention backend utils"""
from dataclasses import dataclass
from vllm.config import ModelConfig
from vllm.logger import init_logger
logger = init_logger(__name__)
PAD_SLOT_ID = -1
@dataclass
class MLADim... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/backends/__init__.py | vllm/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/attention/ops/vit_attn_wrappers.py | vllm/attention/ops/vit_attn_wrappers.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
This file contains ops for ViT attention to be compatible with torch.compile
as there are operations here not supported by torch.compile (for instance,
`.item()` in flash attention)
Using these ops and wrappi... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/ops/triton_merge_attn_states.py | vllm/attention/ops/triton_merge_attn_states.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.triton_utils import tl, triton
# Implements section 2.2 of https://www.arxiv.org/pdf/2501.01005
# can be used to combine partial attention results (in the split-KV case)
def merge_attn_s... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/ops/flashmla.py | vllm/attention/ops/flashmla.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# adapted from: https://github.com/deepseek-ai/FlashMLA/blob/main/flash_mla/flash_mla_interface.py
import torch
from vllm.logger import init_logger
from vllm.platforms import current_platform
logger = init_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/attention/ops/common.py | vllm/attention/ops/common.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.distributed.parallel_state import GroupCoordinator
from vllm.triton_utils import tl, triton
@triton.jit
def _correct_attn_cp_out_kernel(
outputs_ptr,
new_output_ptr,
lses_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/attention/ops/triton_unified_attention.py | vllm/attention/ops/triton_unified_attention.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# Authors:
# - Burkhard Ringlein <[email protected]>
# - Jan van Lunteren <[email protected]>
# - Chih-Chieh Yang <[email protected]>
# - Thomas Parnell <[email protected]>
import torch
from vllm.l... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/ops/triton_decode_attention.py | vllm/attention/ops/triton_decode_attention.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# Adapted from
# https://github.com/sgl-project/sglang/blob/9f635ea50de920aa507f486daafba26a5b837574/python/sglang/srt/layers/attention/triton_ops/decode_attention.py
# which was originally adapted from
# https:/... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/ops/paged_attn.py | vllm/attention/ops/paged_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.platforms import current_platform
if current_platform.is_cuda_alike():
from vllm import _custom_ops as ops
elif current_platform.is_xpu():
from vllm._ipex_ops import ipex_ops as ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/ops/prefix_prefill.py | vllm/attention/ops/prefix_prefill.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# The kernels in this file are adapted from LightLLM's context_attention_fwd:
# https://github.com/ModelTC/lightllm/blob/main/lightllm/models/llama/triton_kernel/context_flashattention_nopad.py
import torch
fro... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/ops/rocm_aiter_mla_sparse.py | vllm/attention/ops/rocm_aiter_mla_sparse.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import importlib
from functools import lru_cache
import torch
from vllm._aiter_ops import rocm_aiter_ops
from vllm.logger import init_logger
from vllm.platforms import current_platform
logger = init_logger(__na... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/ops/merge_attn_states.py | vllm/attention/ops/merge_attn_states.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.platforms import current_platform
def merge_attn_states(
output: torch.Tensor,
prefix_output: torch.Tensor,
prefix_lse: torch.Tensor,
suffix_output: torch.Tensor,
suf... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/ops/triton_reshape_and_cache_flash.py | vllm/attention/ops/triton_reshape_and_cache_flash.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.platforms import current_platform
from vllm.triton_utils import tl, triton
@triton.jit
def reshape_and_cache_kernel_flash(
key_ptr, # [num_tokens, num_heads, head_size]
value_pt... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/attention/ops/__init__.py | vllm/attention/ops/__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/attention/ops/chunked_prefill_paged_decode.py | vllm/attention/ops/chunked_prefill_paged_decode.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# Authors:
# - Burkhard Ringlein <[email protected]>
# - Jan van Lunteren <[email protected]>
# - Chih-Chieh Yang <[email protected]>
# - Thomas Parnell <[email protected]>
import torch
from vllm 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/attention/ops/pallas_kv_cache_update.py | vllm/attention/ops/pallas_kv_cache_update.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
import jax
from jax.experimental import pallas as pl
from jax.experimental.pallas import tpu as pltpu
from vllm.utils.math_utils import cdiv
def _kv_cache_update_kernel(
# Prefetch
sl... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/profiler/utils.py | vllm/profiler/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import dataclasses
from collections.abc import Callable
from torch._C._profiler import _EventType, _ProfilerEvent, _TensorMetadata
#
# String / Print Manipulation
#
def trim_string_front(string, width):
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/profiler/wrapper.py | vllm/profiler/wrapper.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
from contextlib import nullcontext
from typing import Literal
import torch
from typing_extensions import override
from vllm.config import ProfilerConfig
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/profiler/__init__.py | vllm/profiler/__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/profiler/layerwise_profile.py | vllm/profiler/layerwise_profile.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import copy
from collections import defaultdict
from collections.abc import Callable
from dataclasses import asdict, dataclass, field
from typing import Any, Optional, TypeAlias
from torch._C._autograd import De... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/mm_processor.py | vllm/benchmarks/mm_processor.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
r"""Benchmark multimodal processor latency.
This benchmark measures the latency of the mm processor module
using multimodal prompts from datasets.
MM processor stats are automatically enabled.
Run:
vllm benc... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/latency.py | vllm/benchmarks/latency.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Benchmark the latency of processing a single batch of requests."""
import argparse
import dataclasses
import json
import os
import time
from typing import Any
import numpy as np
from tqdm import tqdm
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/benchmarks/datasets.py | vllm/benchmarks/datasets.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
This module defines a framework for sampling benchmark requests from various
datasets. Each dataset subclass of BenchmarkDataset must implement sample
generation. Supported dataset types include:
- ShareGPT
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/startup.py | vllm/benchmarks/startup.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Benchmark the cold and warm startup time of vLLM models.
This script measures total startup time (including model loading, compilation,
and cache operations) for both cold and warm scenarios:
- Cold startup: F... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/__init__.py | vllm/benchmarks/__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/benchmarks/serve.py | vllm/benchmarks/serve.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
r"""Benchmark online serving throughput.
On the server side, run one of the following commands
to launch the vLLM OpenAI API server:
vllm serve <your_model> <engine arguments>
On the client side, run:
vl... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/throughput.py | vllm/benchmarks/throughput.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Benchmark offline inference throughput."""
import argparse
import dataclasses
import json
import os
import random
import time
import warnings
from typing import Any
import torch
import uvloop
from tqdm 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/benchmarks/sweep/cli.py | vllm/benchmarks/sweep/cli.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import argparse
from vllm.entrypoints.utils import VLLM_SUBCMD_PARSER_EPILOG
from .plot import SweepPlotArgs
from .plot import main as plot_main
from .plot_pareto import SweepPlotParetoArgs
from .plot_pareto 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/benchmarks/sweep/plot.py | vllm/benchmarks/sweep/plot.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import argparse
import json
from abc import ABC, abstractmethod
from concurrent.futures import ProcessPoolExecutor
from dataclasses import dataclass
from functools import partial
from pathlib import Path
from type... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/sweep/plot_pareto.py | vllm/benchmarks/sweep/plot_pareto.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import argparse
import math
from concurrent.futures import ProcessPoolExecutor
from dataclasses import dataclass
from functools import partial
from pathlib import Path
from typing import ClassVar
from vllm.utils.... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/sweep/utils.py | vllm/benchmarks/sweep/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
def sanitize_filename(filename: str) -> str:
return filename.replace("/", "_").replace("..", "__").strip("'").strip('"')
| python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/sweep/param_sweep.py | vllm/benchmarks/sweep/param_sweep.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import json
import os
from typing import Any
class ParameterSweep(list["ParameterSweepItem"]):
@classmethod
def read_json(cls, filepath: os.PathLike):
with open(filepath, "rb") as f:
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/sweep/sla_sweep.py | vllm/benchmarks/sweep/sla_sweep.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import json
import os
from abc import ABC, abstractmethod
from dataclasses import dataclass
from typing_extensions import override
@dataclass
class SLACriterionBase(ABC):
target: float
@abstractmethod
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/sweep/__init__.py | vllm/benchmarks/sweep/__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/benchmarks/sweep/serve.py | vllm/benchmarks/sweep/serve.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import argparse
import contextlib
import json
import shlex
from dataclasses import dataclass
from datetime import datetime
from pathlib import Path
from typing import ClassVar
from vllm.utils.import_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/benchmarks/sweep/serve_sla.py | vllm/benchmarks/sweep/serve_sla.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import argparse
import contextlib
import json
import math
from dataclasses import asdict, dataclass
from datetime import datetime
from pathlib import Path
from typing import ClassVar, Literal, get_args
from typin... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/sweep/server.py | vllm/benchmarks/sweep/server.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import contextlib
import os
import signal
import subprocess
from types import TracebackType
import requests
from typing_extensions import Self
class ServerProcess:
def __init__(
self,
server... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/lib/ready_checker.py | vllm/benchmarks/lib/ready_checker.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Utilities for checking endpoint readiness."""
import asyncio
import time
import aiohttp
from tqdm.asyncio import tqdm
from .endpoint_request_func import RequestFunc, RequestFuncInput, RequestFuncOutput
asy... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/lib/utils.py | vllm/benchmarks/lib/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import argparse
import json
import math
import os
from typing import Any
def convert_to_pytorch_benchmark_format(
args: argparse.Namespace, metrics: dict[str, list], extra_info: dict[str, Any]
) -> list:
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/lib/__init__.py | vllm/benchmarks/lib/__init__.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Benchmark library utilities."""
| python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/benchmarks/lib/endpoint_request_func.py | vllm/benchmarks/lib/endpoint_request_func.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""The request function for API endpoints."""
import io
import json
import os
import sys
import time
import traceback
from collections.abc import Awaitable
from dataclasses import dataclass, field
from typing 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/compilation/fusion.py | vllm/compilation/fusion.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import Any, NamedTuple
import torch
import torch._inductor.pattern_matcher as pm
from torch import fx
from torch._higher_order_ops.auto_functionalize import auto_functionalized
from torch._inductor.pa... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/partition_rules.py | vllm/compilation/partition_rules.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import contextlib
import torch
from vllm.logger import init_logger
logger = init_logger(__name__)
def should_split(node: torch.fx.Node, splitting_ops: list[str]) -> bool:
"""
Check if a node should b... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/compiler_interface.py | vllm/compilation/compiler_interface.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import contextlib
import copy
import os
from collections.abc import Callable
from contextlib import ExitStack
from typing import Any, Literal
from unittest.mock import patch
import torch
import torch._inductor.co... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/fusion_attn.py | vllm/compilation/fusion_attn.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
from collections.abc import Callable
import torch
import torch._inductor.pattern_matcher as pm
from torch import fx
from torch._higher_order_ops.auto_functionalize import auto... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/backends.py | vllm/compilation/backends.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import ast
import dataclasses
import hashlib
import json
import operator
import os
import pprint
import time
from collections.abc import Callable, Sequence
from contextlib import contextmanager
from copy import d... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/counter.py | vllm/compilation/counter.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import copy
import dataclasses
from contextlib import contextmanager
@dataclasses.dataclass
class CompilationCounter:
num_models_seen: int = 0
num_graphs_seen: int = 0
# including the splitting ops
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/sequence_parallelism.py | vllm/compilation/sequence_parallelism.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import functools
import torch
import torch._inductor.pattern_matcher as pm
import torch.fx as fx
from torch._inductor.pattern_matcher import PatternMatcherPass
from vllm.config import VllmConfig
from vllm.confi... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/fix_functionalization.py | vllm/compilation/fix_functionalization.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import operator
from collections.abc import Iterable
import torch
from torch._higher_order_ops.auto_functionalize import auto_functionalized
from vllm.logger import init_logger
from vllm.platforms import curren... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/fx_utils.py | vllm/compilation/fx_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import operator
from collections.abc import Iterable, Iterator
from torch import fx
from torch._higher_order_ops.auto_functionalize import auto_functionalized
from torch._ops import OpOverload, OpOverloadPacket
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/cuda_graph.py | vllm/compilation/cuda_graph.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import dataclasses
from collections import Counter
from collections.abc import Callable
from contextlib import ExitStack
from typing import Any
from unittest.mock import patch
import torch
import vllm.envs as 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/compilation/post_cleanup.py | vllm/compilation/post_cleanup.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from torch import fx
from vllm.compilation.vllm_inductor_pass import VllmInductorPass
class PostCleanupPass(VllmInductorPass):
"""
This pass performs cleanup after custom passes.
It topologically so... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/base_static_graph.py | vllm/compilation/base_static_graph.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Callable
from typing import Any, Protocol
from vllm.config import CUDAGraphMode, VllmConfig
class AbstractStaticGraphWrapper(Protocol):
"""
StaticGraphWrapper interface that... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/activation_quant_fusion.py | vllm/compilation/activation_quant_fusion.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
import torch
from torch._higher_order_ops.auto_functionalize import auto_functionalized
from torch._inductor.pattern_matcher import (
PatternMatcherPass,
fwd_only,
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/compilation/rocm_aiter_fusion.py | vllm/compilation/rocm_aiter_fusion.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import Any
import torch
import torch._inductor.pattern_matcher as pm
from torch import fx
from torch._inductor.pattern_matcher import PatternMatcherPass
from torch._ops import OpOverload
import 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/compilation/matcher_utils.py | vllm/compilation/matcher_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
import torch
from torch._higher_order_ops import auto_functionalized
from torch._ops import OpOverload
from vllm._aiter_ops import rocm_aiter_ops
from vllm.config import get_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/compilation/decorators.py | vllm/compilation/decorators.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import contextlib
import hashlib
import inspect
import os
import sys
from collections.abc import Callable
from typing import TypeVar, overload
from unittest.mock import patch
import torch
import torch.nn as nn
f... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
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