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/v1/pool/metadata.py | vllm/v1/pool/metadata.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
import numpy as np
import torch
from vllm.pooling_params import PoolingParams
from vllm.tasks import PoolingTask
from vllm.utils.platform_utils import is_pin_memory_available
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/v1/pool/__init__.py | vllm/v1/pool/__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/structured_output/backend_guidance.py | vllm/v1/structured_output/backend_guidance.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import copy
import json
import os
from dataclasses import dataclass
from typing import TYPE_CHECKING, Any
import torch
from vllm.logger import init_logger
from vllm.sampling_params import SamplingParams
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/structured_output/request.py | vllm/v1/structured_output/request.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import dataclasses
import functools
import json
from concurrent.futures import Future
from concurrent.futures._base import TimeoutError
from typing import cast
from vllm.sampling_params import SamplingParams, 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/structured_output/backend_types.py | vllm/v1/structured_output/backend_types.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import enum
from abc import ABC, abstractmethod
from dataclasses import dataclass
from typing import TYPE_CHECKING
if TYPE_CHECKING:
import torch
from vllm.config import VllmConfig
from vllm.tokeniz... | 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/structured_output/backend_lm_format_enforcer.py | vllm/v1/structured_output/backend_lm_format_enforcer.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import ast
import json
from dataclasses import dataclass, field
from functools import lru_cache
from typing import TYPE_CHECKING
import torch
from transformers import PreTrainedTokenizerBase
from vllm.sampling_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/v1/structured_output/utils.py | vllm/v1/structured_output/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from __future__ import annotations
import hashlib
import importlib.metadata
import os
from typing import TYPE_CHECKING
import numpy as np
import regex as re
import torch
from cachetools import LRUCache
from disk... | 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/structured_output/backend_outlines.py | vllm/v1/structured_output/backend_outlines.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright 2025-present the Outlines developers
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from __future__ import annotations
import ast
import importlib
import json
import sys
from dataclasses import dataclass, field
from typing ... | 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/structured_output/__init__.py | vllm/v1/structured_output/__init__.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
import multiprocessing
from collections.abc import Iterable
from concurrent.futures import Future, ThreadPoolExecutor
from typing import TYPE_CHECKING
from vllm.config import VllmConfig
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/structured_output/backend_xgrammar.py | vllm/v1/structured_output/backend_xgrammar.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import json
from dataclasses import dataclass, field
from typing import TYPE_CHECKING, Any
import torch
import vllm.envs
from vllm.logger import init_logger
from vllm.sampling_params import SamplingParams
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/metrics/prometheus.py | vllm/v1/metrics/prometheus.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
import tempfile
from prometheus_client import REGISTRY, CollectorRegistry, multiprocess
from vllm.logger import init_logger
logger = init_logger(__name__)
# Global temporary directory for prometheus... | 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/metrics/perf.py | vllm/v1/metrics/perf.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
Analytic flops/memory estimation module for transformer components,
to help derive MFU (Model Flops Utilization) stats for a running model.
"""
import json
import time
from abc import ABC, abstractmethod
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/metrics/ray_wrappers.py | vllm/v1/metrics/ray_wrappers.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import time
from vllm.distributed.kv_transfer.kv_connector.v1.metrics import KVConnectorPrometheus
from vllm.v1.metrics.loggers import PrometheusStatLogger
from vllm.v1.spec_decode.metrics import SpecDecodingProm... | 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/metrics/loggers.py | vllm/v1/metrics/loggers.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import logging
import time
from abc import ABC, abstractmethod
from collections.abc import Callable
from typing import TypeAlias
from prometheus_client import Counter, Gauge, Histogram
import vllm.envs as envs
... | 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/metrics/reader.py | vllm/v1/metrics/reader.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from prometheus_client import REGISTRY
from prometheus_client import Metric as PromMetric
from prometheus_client.samples import Sample
@dataclass
class Metric:
"""A base 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/metrics/__init__.py | vllm/v1/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/metrics/stats.py | vllm/v1/metrics/stats.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import time
from collections import defaultdict, deque
from dataclasses import dataclass, field
from typing import TYPE_CHECKING, Any
import vllm.envs as envs
from vllm.compilation.cuda_graph import CUDAGraphSta... | 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/spec_decode/metrics.py | vllm/v1/spec_decode/metrics.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import time
from dataclasses import dataclass, field
import numpy as np
import prometheus_client
from vllm.config import SpeculativeConfig
from vllm.logger import init_logger
logger = init_logger(__name__)
@... | 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/spec_decode/suffix_decoding.py | vllm/v1/spec_decode/suffix_decoding.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.config import VllmConfig
from vllm.v1.worker.gpu_input_batch import InputBatch
class SuffixDecodingProposer:
"""
Speculative decoding proposer for Suffix Decoding (https://arxiv.org/pdf/2411.04... | 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/spec_decode/ngram_proposer.py | vllm/v1/spec_decode/ngram_proposer.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
import numpy as np
from numba import get_num_threads, jit, njit, prange, set_num_threads
from vllm.config import VllmConfig
class NgramProposer:
def __init__(self, vllm_config: 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/spec_decode/eagle.py | vllm/v1/spec_decode/eagle.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import ast
from dataclasses import replace
from importlib.util import find_spec
import numpy as np
import torch
import torch.nn as nn
from vllm.attention.backends.registry import AttentionBackendEnum
from vllm.c... | 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/spec_decode/metadata.py | vllm/v1/spec_decode/metadata.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
import numpy as np
import torch
@dataclass
class SpecDecodeMetadata:
# [num_tokens]
draft_token_ids: torch.Tensor
# [batch_size]
num_draft_tokens: list[int]
... | 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/spec_decode/utils.py | vllm/v1/spec_decode/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.sampling_params import SamplingParams
from vllm.triton_utils import tl, triton
_SAMPLING_EPS = 1e-5
def is_spec_decode_unsupported(sampling_params: SamplingParams) -> bool:
"""True if request is 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/spec_decode/__init__.py | vllm/v1/spec_decode/__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/spec_decode/medusa.py | vllm/v1/spec_decode/medusa.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
import torch.nn as nn
from vllm.config import VllmConfig
from vllm.forward_context import set_forward_context
from vllm.logger import init_logger
from vllm.model_executor.model_loader import get_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/v1/executor/ray_distributed_executor.py | vllm/v1/executor/ray_distributed_executor.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.v1.executor.ray_executor import (
RayDistributedExecutor as _RayDistributedExecutor,
)
# For backwards compatibility.
RayDistributedExecutor = _RayDistributedExecutor
| 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/executor/ray_utils.py | vllm/v1/executor/ray_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
import time
from collections import defaultdict
from concurrent.futures import Future
from typing import TYPE_CHECKING, Union
import vllm.platforms
from vllm.config import ParallelConfig
from vllm.dist... | 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/executor/abstract.py | vllm/v1/executor/abstract.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import time
from abc import ABC, abstractmethod
from collections.abc import Callable
from concurrent.futures import Future
from functools import cached_property
from typing import TYPE_CHECKING, Literal, TypeVar, ... | 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/executor/multiproc_executor.py | vllm/v1/executor/multiproc_executor.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import multiprocessing
import os
import pickle
import queue
import signal
import threading
import time
import traceback
import weakref
from collections import deque
from collections.abc import Callable, Sequence
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/executor/ray_executor.py | vllm/v1/executor/ray_executor.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
from collections import defaultdict
from collections.abc import Callable
from concurrent.futures import Future
from dataclasses import dataclass
from typing import TYPE_CHECKING, Any
import cloudpickle... | 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/executor/__init__.py | vllm/v1/executor/__init__.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from .abstract import Executor
from .uniproc_executor import UniProcExecutor
__all__ = ["Executor", "UniProcExecutor"]
| 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/executor/uniproc_executor.py | vllm/v1/executor/uniproc_executor.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
from collections.abc import Callable
from concurrent.futures import Future, ThreadPoolExecutor
from functools import cached_property
from multiprocessing import Lock
from typing import Any
import torch
... | 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_offload/mediums.py | vllm/v1/kv_offload/mediums.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC
import numpy as np
from vllm.v1.kv_offload.abstract import LoadStoreSpec
class BlockIDsLoadStoreSpec(LoadStoreSpec, ABC):
"""
Spec for loading/storing KV blocks from given block num... | 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_offload/lru_manager.py | vllm/v1/kv_offload/lru_manager.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections import OrderedDict
from collections.abc import Iterable
from vllm.v1.core.kv_cache_utils import BlockHash
from vllm.v1.kv_offload.abstract import (
LoadStoreSpec,
OffloadingEvent,
Off... | 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_offload/spec.py | vllm/v1/kv_offload/spec.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
from collections.abc import Iterator
from typing import TYPE_CHECKING
import torch
from vllm.attention.backends.abstract import AttentionBackend
from vllm.logger import init_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/v1/kv_offload/abstract.py | vllm/v1/kv_offload/abstract.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
OffloadingManager class for managing KV data offloading in vLLM v1
This class runs in the scheduler, tracks which blocks are offloaded
and their address.
The class provides the following primitives:
look... | 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_offload/cpu.py | vllm/v1/kv_offload/cpu.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Iterator
import torch
from vllm.attention.backends.abstract import AttentionBackend
from vllm.config import VllmConfig
from vllm.platforms import current_platform
from vllm.v1.kv_offl... | 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_offload/arc_manager.py | vllm/v1/kv_offload/arc_manager.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections import OrderedDict
from collections.abc import Iterable
from vllm.v1.core.kv_cache_utils import BlockHash
from vllm.v1.kv_offload.abstract import (
LoadStoreSpec,
OffloadingEvent,
Off... | 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_offload/factory.py | vllm/v1/kv_offload/factory.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import importlib
from collections.abc import Callable
from typing import TYPE_CHECKING
from vllm.logger import init_logger
from vllm.v1.kv_offload.spec import OffloadingSpec
if TYPE_CHECKING:
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/v1/kv_offload/__init__.py | vllm/v1/kv_offload/__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/kv_offload/backend.py | vllm/v1/kv_offload/backend.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import ctypes
from abc import ABC, abstractmethod
from collections.abc import Iterable
from vllm.v1.core.kv_cache_utils import BlockHash
from vllm.v1.kv_offload.abstract import LoadStoreSpec
class BlockStatus(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/kv_offload/worker/worker.py | vllm/v1/kv_offload/worker/worker.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
from vllm.logger import init_logger
from vllm.v1.kv_offload.abstract import LoadStoreSpec
# a single transfer spec (src_blocks_spec, dst_blocks_spec)
TransferSpec = tuple[Load... | 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_offload/worker/__init__.py | vllm/v1/kv_offload/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/kv_offload/worker/cpu_gpu.py | vllm/v1/kv_offload/worker/cpu_gpu.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections import deque
import numpy as np
import torch
from vllm import _custom_ops as ops
from vllm.attention.backends.abstract import AttentionBackend
from vllm.logger import init_logger
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/v1/kv_offload/backends/cpu.py | vllm/v1/kv_offload/backends/cpu.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import ctypes
from collections.abc import Iterable
from vllm.v1.core.kv_cache_utils import BlockHash
from vllm.v1.kv_offload.abstract import LoadStoreSpec
from vllm.v1.kv_offload.backend import Backend, BlockStat... | 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_offload/backends/__init__.py | vllm/v1/kv_offload/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/core/block_pool.py | vllm/v1/core/block_pool.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Iterable, Sequence
from typing import Any
from vllm.distributed.kv_events import (
MEDIUM_GPU,
AllBlocksCleared,
BlockRemoved,
BlockStored,
KVCacheEvent,
)
from vll... | 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/core/kv_cache_metrics.py | vllm/v1/core/kv_cache_metrics.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""KV cache metrics tracking."""
import random
import time
from collections import deque
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from vllm.v1.core.kv_cache_utils import KVCacheBlock
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/core/single_type_kv_cache_manager.py | vllm/v1/core/single_type_kv_cache_manager.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
from abc import ABC, abstractmethod
from collections import defaultdict
from collections.abc import Sequence
from vllm.utils.math_utils import cdiv
from vllm.v1.core.block_pool import BlockPool
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/core/encoder_cache_manager.py | vllm/v1/core/encoder_cache_manager.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections import OrderedDict
from collections.abc import Mapping
from typing import TYPE_CHECKING
from vllm.logger import init_logger
from vllm.multimodal import MultiModalRegistry
from vllm.v1.request im... | 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/core/kv_cache_coordinator.py | vllm/v1/core/kv_cache_coordinator.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
from collections.abc import Sequence
from math import lcm
from vllm.v1.core.block_pool import BlockPool
from vllm.v1.core.kv_cache_metrics import KVCacheMetricsCollector
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/core/kv_cache_utils.py | vllm/v1/core/kv_cache_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""KV-Cache Utilities."""
import copy
import os
from collections import defaultdict
from collections.abc import Callable, Iterable, Iterator, Sequence
from dataclasses import dataclass, replace
from typing 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/core/__init__.py | vllm/v1/core/__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/core/kv_cache_manager.py | vllm/v1/core/kv_cache_manager.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
from collections.abc import Sequence
from dataclasses import dataclass
from typing import Literal, overload
from vllm.distributed.kv_events import KVCacheEvent
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/core/sched/async_scheduler.py | vllm/v1/core/sched/async_scheduler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.logger import init_logger
from vllm.v1.core.sched.output import SchedulerOutput
from vllm.v1.core.sched.scheduler import Scheduler
from vllm.v1.request import Request, RequestStatus
logger = 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/core/sched/output.py | vllm/v1/core/sched/output.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from functools import cached_property
from typing import TYPE_CHECKING
from typing_extensions import deprecated
from vllm._bc_linter import bc_linter_include
if 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/core/sched/request_queue.py | vllm/v1/core/sched/request_queue.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import heapq
from abc import ABC, abstractmethod
from collections import deque
from collections.abc import Iterable, Iterator
from enum import Enum
from vllm.v1.request import Request
class SchedulingPolicy(En... | 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/core/sched/interface.py | vllm/v1/core/sched/interface.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
from collections.abc import Iterable
from typing import TYPE_CHECKING, Optional
from vllm.multimodal import MULTIMODAL_REGISTRY, MultiModalRegistry
if TYPE_CHECKING:
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/core/sched/utils.py | vllm/v1/core/sched/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import contextlib
from vllm.v1.request import Request, RequestStatus
def remove_all(lst: list, items_to_remove: set) -> list:
"""Remove all items from a list that are in the items_to_remove set.
This m... | 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/core/sched/__init__.py | vllm/v1/core/sched/__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/core/sched/scheduler.py | vllm/v1/core/sched/scheduler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
import time
from collections import defaultdict
from collections.abc import Iterable
from typing import Any
from vllm import envs
from vllm.compilation.cuda_graph import CUDAGraphStat
from vllm.c... | 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/engine/llm_engine.py | vllm/v1/engine/llm_engine.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import time
from collections.abc import Callable, Mapping
from copy import copy
from typing import Any, cast
import torch.nn as nn
from typing_extensions import TypeVar
import vllm.envs as envs
from vllm.config... | 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/engine/async_llm.py | vllm/v1/engine/async_llm.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import asyncio
import os
import socket
import time
import warnings
from collections.abc import AsyncGenerator, Iterable, Mapping
from copy import copy
from typing import Any, cast
import numpy as np
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/engine/core_client.py | vllm/v1/engine/core_client.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import asyncio
import contextlib
import multiprocessing
import queue
import sys
import uuid
import weakref
from abc import ABC, abstractmethod
from collections import defaultdict, deque
from collections.abc 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/engine/detokenizer.py | vllm/v1/engine/detokenizer.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
import tokenizers
from packaging import version
from tokenizers import Tokenizer
from tokenizers.decoders import DecodeStream
from transformers import PreTrainedTokenizerFast
... | 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/engine/exceptions.py | vllm/v1/engine/exceptions.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
class EngineGenerateError(Exception):
"""Raised when a AsyncLLM.generate() fails. Recoverable."""
pass
class EngineDeadError(Exception):
"""Raised when the EngineCore dies. Unrecoverable."""
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/v1/engine/core.py | vllm/v1/engine/core.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
import queue
import signal
import threading
import time
from collections import deque
from collections.abc import Callable, Generator
from concurrent.futures import Future
from contextlib import ExitStac... | 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/engine/logprobs.py | vllm/v1/engine/logprobs.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
from dataclasses import dataclass
from vllm.logger import init_logger
from vllm.logprobs import (
PromptLogprobs,
SampleLogprobs,
append_logprobs_for_next_position,
create_prompt... | 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/engine/coordinator.py | vllm/v1/engine/coordinator.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import copy
import multiprocessing
import time
import weakref
import msgspec.msgpack
import zmq
from vllm.config import ParallelConfig
from vllm.logger import init_logger
from vllm.utils.network_utils import mak... | 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/engine/utils.py | vllm/v1/engine/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import contextlib
import os
import weakref
from collections.abc import Callable, Iterator
from dataclasses import dataclass
from enum import Enum, auto
from multiprocessing import Process, connection
from multipr... | 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/engine/parallel_sampling.py | vllm/v1/engine/parallel_sampling.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from copy import copy
from typing import Optional, cast
from vllm.outputs import CompletionOutput
from vllm.sampling_params import RequestOutputKind, SamplingParams
from vllm.v1.engine import EngineCoreRequest
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/v1/engine/__init__.py | vllm/v1/engine/__init__.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import enum
import time
from collections.abc import Mapping
from typing import Any
import msgspec
import torch
from vllm.lora.request import LoRARequest
from vllm.multimodal.inputs import MultiModalFeatureSpec
... | 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/engine/input_processor.py | vllm/v1/engine/input_processor.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import time
from collections.abc import Mapping
from typing import Any, Literal, cast
from vllm.config import VllmConfig
from vllm.inputs import ProcessorInputs, PromptType, SingletonInputs
from vllm.inputs.pars... | 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/engine/output_processor.py | vllm/v1/engine/output_processor.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import asyncio
from collections import defaultdict
from collections.abc import Iterable
from dataclasses import dataclass
from typing import Any, cast
import torch
from vllm.lora.request import LoRARequest
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/sample/sampler.py | vllm/v1/sample/sampler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""A layer that samples the next tokens from the model's outputs."""
import torch
import torch.nn as nn
from vllm.config.model import LogprobsMode
from vllm.utils.platform_utils import is_pin_memory_available
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/sample/metadata.py | vllm/v1/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.v1.sample.logits_processor import LogitsProcessors
@dataclass
class SamplingMetadata:
temperature: torch.Tensor | None
all_greedy: bool
all... | 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/sample/__init__.py | vllm/v1/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/sample/rejection_sampler.py | vllm/v1/sample/rejection_sampler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Sequence
from dataclasses import replace
import torch
import torch.nn as nn
from vllm.logger import init_logger
from vllm.triton_utils import tl, triton
from vllm.v1.outputs import 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/v1/sample/tpu/sampler.py | vllm/v1/sample/tpu/sampler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Sampler layer implementing TPU supported operations."""
import torch
import torch.nn as nn
from vllm.v1.outputs import LogprobsTensors, SamplerOutput
from vllm.v1.sample.tpu.metadata import TPUSupportedSampli... | 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/sample/tpu/metadata.py | vllm/v1/sample/tpu/metadata.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass, field
import torch
from vllm.v1.worker.tpu_input_batch import InputBatch
DEFAULT_SAMPLING_PARAMS = dict(
temperature=-1.0,
min_p=0.0,
# strictly disabled for now
... | 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/sample/tpu/__init__.py | vllm/v1/sample/tpu/__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/sample/logits_processor/builtin.py | vllm/v1/sample/logits_processor/builtin.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Callable, Sequence
from typing import TYPE_CHECKING, TypeVar
import torch
from vllm import SamplingParams
from vllm.v1.sample.logits_processor.interface import (
BatchUpdate,
... | 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/sample/logits_processor/state.py | vllm/v1/sample/logits_processor/state.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Iterator
from itertools import chain
from typing import TYPE_CHECKING
from vllm.v1.sample.logits_processor.interface import (
AddedRequest,
BatchUpdate,
MovedRequest,
R... | 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/sample/logits_processor/interface.py | vllm/v1/sample/logits_processor/interface.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from abc import ABC, abstractmethod
from collections.abc import Sequence
from dataclasses import dataclass
from enum import Enum, auto
from typing import TYPE_CHECKING, Optional
import torch
from vllm import Sam... | 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/sample/logits_processor/__init__.py | vllm/v1/sample/logits_processor/__init__.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import importlib
import inspect
import itertools
from abc import abstractmethod
from collections.abc import Sequence
from functools import lru_cache, partial
from typing import TYPE_CHECKING
import torch
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/sample/ops/penalties.py | vllm/v1/sample/ops/penalties.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm.model_executor.layers.utils import apply_penalties
from vllm.utils.platform_utils import is_pin_memory_available
from vllm.utils.torch_utils import make_tensor_with_pad
def apply_all_pen... | 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/sample/ops/logprobs.py | vllm/v1/sample/ops/logprobs.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Some utilities for logprobs, including logits."""
import torch
from vllm.platforms import current_platform
@torch.compile(dynamic=True, backend=current_platform.simple_compile_backend)
def batched_count_gre... | 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/sample/ops/bad_words.py | vllm/v1/sample/ops/bad_words.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
_SMALLEST_LOGIT = float("-inf")
def _apply_bad_words_single_batch(
logits: torch.Tensor,
bad_words_token_ids: list[list[int]],
past_tokens_ids: list[int],
) -> None:
for bad_word_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/sample/ops/__init__.py | vllm/v1/sample/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/v1/sample/ops/topk_topp_sampler.py | vllm/v1/sample/ops/topk_topp_sampler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
import torch.nn as nn
from packaging import version
from vllm import envs
from vllm._aiter_ops import rocm_aiter_ops
from vllm.config.model import LogprobsMode
from vllm.logger import init_logger
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/platforms/cuda.py | vllm/platforms/cuda.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Code inside this file can safely assume cuda platform, e.g. importing
pynvml. However, it should not initialize cuda context.
"""
import os
from collections.abc import Callable
from functools import cache, wra... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/platforms/xpu.py | vllm/platforms/xpu.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import contextlib
import os
from typing import TYPE_CHECKING, Optional
import torch
from vllm.attention.backends.registry import AttentionBackendEnum
from vllm.logger import init_logger
from .interface 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/platforms/cpu.py | vllm/platforms/cpu.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import glob
import json
import os
import platform
import subprocess
import sys
from dataclasses import dataclass
from typing import TYPE_CHECKING
import psutil
import regex as re
import torch
from vllm import 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/platforms/interface.py | vllm/platforms/interface.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import contextlib
import enum
import os
import platform
import random
import sys
from datetime import timedelta
from typing import TYPE_CHECKING, Any, NamedTuple, Optional
import numpy as np
import torch
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/platforms/tpu.py | vllm/platforms/tpu.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import contextlib
from typing import TYPE_CHECKING, Optional, cast
import torch
from tpu_info import device
from vllm.attention.backends.registry import AttentionBackendEnum
from vllm.inputs import ProcessorInp... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/platforms/rocm.py | vllm/platforms/rocm.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import os
from functools import cache, lru_cache, wraps
from typing import TYPE_CHECKING, Optional
import torch
import vllm.envs as envs
from vllm.attention.backends.abstract import AttentionType
from vllm.atte... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/platforms/__init__.py | vllm/platforms/__init__.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import logging
import traceback
from itertools import chain
from typing import TYPE_CHECKING
from vllm import envs
from vllm.plugins import PLATFORM_PLUGINS_GROUP, load_plugins_by_group
from vllm.utils.import_uti... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/distributed/tpu_distributed_utils.py | vllm/distributed/tpu_distributed_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections import OrderedDict
from typing import Optional
import torch
import torch.nn as nn
import torch.nn.functional as F
import torch_xla.distributed.spmd as xs
from torch.nn.parameter import Parameter
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/distributed/kv_events.py | vllm/distributed/kv_events.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import queue
import threading
import time
from abc import ABC, abstractmethod
from collections import Counter, deque
from collections.abc import Callable
from dataclasses import asdict
from itertools import count... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/vllm/distributed/utils.py | vllm/distributed/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# Copyright 2023 The vLLM team.
# Adapted from
# https://github.com/NVIDIA/Megatron-LM/blob/main/megatron/core/tensor_parallel/utils.py
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
import datacl... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
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