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/tests/v1/engine/utils.py | tests/v1/engine/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import random
from dataclasses import dataclass
from typing import TypeAlias
import numpy as np
import torch
from transformers import PreTrainedTokenizer, PreTrainedTokenizerFast
from vllm.engine.arg_utils impo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/engine/test_init_error_messaging.py | tests/v1/engine/test_init_error_messaging.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm.v1.core.kv_cache_utils import check_enough_kv_cache_memory
from vllm.v1.kv_cache_interface import FullAttentionSpec
def test_kv_cache_oom_no_memory():
from unittest.mock import Magi... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/engine/__init__.py | tests/v1/engine/__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/tests/v1/engine/test_output_processor.py | tests/v1/engine/test_output_processor.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import math
import time
import pytest
from tests.v1.engine.utils import (
NUM_PROMPT_LOGPROBS_UNDER_TEST,
NUM_SAMPLE_LOGPROBS_UNDER_TEST,
STOP_STRINGS,
DummyOutputProcessorTestVectors,
MockE... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/engine/test_abort_final_step.py | tests/v1/engine/test_abort_final_step.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
Test for the fix in PR #29987: Eagerly abort cancelled final-step requests.
This test verifies that when a request is aborted during its final execution
step (when it would naturally complete), it is properl... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/engine/test_process_multi_modal_uuids.py | tests/v1/engine/test_process_multi_modal_uuids.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm.assets.image import ImageAsset
from vllm.assets.video import VideoAsset
from vllm.config import CacheConfig, DeviceConfig, ModelConfig, VllmConfig
from vllm.multimodal import MultiModalUU... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/engine/test_engine_args.py | tests/v1/engine/test_engine_args.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from argparse import ArgumentError
import pytest
from vllm.config import VllmConfig
from vllm.engine.arg_utils import EngineArgs
from vllm.usage.usage_lib import UsageContext
from vllm.utils.argparse_utils impo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/sample/test_sampling_params_e2e.py | tests/v1/sample/test_sampling_params_e2e.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm import LLM, SamplingParams
MODEL = "hmellor/tiny-random-LlamaForCausalLM"
PROMPT = "Hello my name is Robert and I"
@pytest.fixture(scope="module")
def llm() -> LLM:
return LLM(MODE... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/sample/test_logprobs_e2e.py | tests/v1/sample/test_logprobs_e2e.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import lm_eval
from ...utils import RemoteOpenAIServer
# arc-easy uses prompt_logprobs=1, logprobs=1
TASK = "arc_easy"
FILTER = "acc_norm,none"
RTOL = 0.03
EXPECTED_VALUE = 0.62
# FIXME(rob): enable prefix cac... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/sample/utils.py | tests/v1/sample/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Iterator
from enum import Enum
from typing import NamedTuple
import regex as re
import torch
from vllm import CompletionOutput
from vllm.utils.torch_utils import make_tensor_with_pad... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/sample/test_rejection_sampler.py | tests/v1/sample/test_rejection_sampler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import Any
from unittest.mock import Mock
import pytest
import torch
import torch.nn.functional as F
from tests.v1.sample.utils import create_allowed_token_ids
from vllm.platforms import current_plat... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/sample/test_logprobs.py | tests/v1/sample/test_logprobs.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
import math
from collections.abc import Generator
from typing import get_args
import pytest
import torch
from tests.utils import large_gpu_mark
from tests.v1.sample.utils import (
BatchLogp... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/sample/__init__.py | tests/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/tests/v1/sample/test_topk_topp_sampler.py | tests/v1/sample/test_topk_topp_sampler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
from torch import Generator
from vllm.platforms import current_platform
from vllm.v1.sample.ops.topk_topp_sampler import apply_top_k_top_p
DEVICE = current_platform.device_type
BATCH_... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/v1/sample/test_sampler.py | tests/v1/sample/test_sampler.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import numpy as np
import pytest
import torch
from tests.v1.sample.utils import create_allowed_token_ids
from vllm.platforms import current_platform
from vllm.utils.platform_utils import is_pin_memory_available
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_func_utils.py | tests/utils_/test_func_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# ruff: noqa
import pytest
from vllm.utils.func_utils import deprecate_kwargs, supports_kw
from ..utils import error_on_warning
def test_deprecate_kwargs_always():
@deprecate_kwargs("old_arg", is_deprecat... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_import_utils.py | tests/utils_/test_import_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm.utils.import_utils import PlaceholderModule
def _raises_module_not_found():
return pytest.raises(ModuleNotFoundError, match="No module named")
def test_placeholder_module_error_han... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_torch_utils.py | tests/utils_/test_torch_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
from vllm.utils.torch_utils import (
common_broadcastable_dtype,
current_stream,
is_lossless_cast,
)
@pytest.mark.parametrize(
("src_dtype", "tgt_dtype", "expected_res... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_gc_utils.py | tests/utils_/test_gc_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from dataclasses import dataclass
from typing import Any
from vllm.utils.gc_utils import (
GCDebugConfig,
_compute_detailed_type,
_compute_top_gc_collected_objects,
)
@dataclass
class Normal:
v:... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_collection_utils.py | tests/utils_/test_collection_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm.utils.collection_utils import swap_dict_values
@pytest.mark.parametrize(
"obj,key1,key2",
[
# Tests for both keys exist
({1: "a", 2: "b"}, 1, 2),
# Tests ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_jsontree.py | tests/utils_/test_jsontree.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.utils.jsontree import json_count_leaves
def test_json_count_leaves():
"""Test json_count_leaves function from jsontree utility."""
# Single leaf values
assert json_count_leaves(42) == 1
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_serial_utils.py | tests/utils_/test_serial_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
from tests.models.utils import check_embeddings_close
from vllm.utils.serial_utils import (
EMBED_DTYPE_TO_TORCH_DTYPE,
ENDIANNESS,
binary2tensor,
tensor2binary,
)
@py... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_network_utils.py | tests/utils_/test_network_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import socket
import pytest
import zmq
from vllm.utils.network_utils import (
get_open_port,
get_tcp_uri,
join_host_port,
make_zmq_path,
make_zmq_socket,
split_host_port,
split_zmq_pa... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_cache.py | tests/utils_/test_cache.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from vllm.utils.cache import CacheInfo, LRUCache
class TestLRUCache(LRUCache):
def _on_remove(self, key, value):
if not hasattr(self, "_remove_counter"):
self._remove_counter = 0
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_mem_utils.py | tests/utils_/test_mem_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import torch
from vllm_test_utils.monitor import monitor
from vllm.utils.mem_utils import MemorySnapshot, memory_profiling
from ..utils import create_new_process_for_each_test
@create_new_process_for_each_test... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_hashing.py | tests/utils_/test_hashing.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import hashlib
import pickle
import pytest
from vllm.utils.hashing import sha256
@pytest.mark.parametrize("input", [(), ("abc",), (None,), (None, bool, [1, 2, 3])])
def test_sha256(input: tuple):
digest = ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_async_utils.py | tests/utils_/test_async_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import asyncio
from collections.abc import AsyncIterator
import pytest
from vllm.utils.async_utils import merge_async_iterators
async def _mock_async_iterator(idx: int):
try:
while True:
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/__init__.py | tests/utils_/__init__.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
This module is named `utils_` instead of `utils` to avoid obscuring
`tests/utils.py`.
"""
| python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_tensor_schema.py | tests/utils_/test_tensor_schema.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
from vllm.model_executor.models.glm4_1v import Glm4vImageEmbeddingInputs
from vllm.model_executor.models.granite_speech import GraniteSpeechAudioInputs
from vllm.model_executor.models.... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_system_utils.py | tests/utils_/test_system_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import tempfile
from pathlib import Path
from vllm.utils.system_utils import unique_filepath
def test_unique_filepath():
temp_dir = tempfile.mkdtemp()
path_fn = lambda i: Path(temp_dir) / f"file_{i}.tx... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/utils_/test_argparse_utils.py | tests/utils_/test_argparse_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# ruff: noqa
import json
import os
import pytest
import yaml
from transformers import AutoTokenizer
from pydantic import ValidationError
from vllm.tokenizers.detokenizer_utils import convert_ids_list_to_tokens
... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/test_chat_completions.py | tests/tool_use/test_chat_completions.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import openai
import pytest
from .utils import (
MESSAGES_WITHOUT_TOOLS,
WEATHER_TOOL,
ServerConfig,
ensure_system_prompt,
)
# test: make sure chat completions without tools provided work even ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/test_tool_calls.py | tests/tool_use/test_tool_calls.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import json
import openai
import pytest
from .utils import (
MESSAGES_ASKING_FOR_TOOLS,
MESSAGES_WITH_TOOL_RESPONSE,
SEARCH_TOOL,
WEATHER_TOOL,
)
# test: request a chat completion that should ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/test_minimax_m2_tool_parser.py | tests/tool_use/test_minimax_m2_tool_parser.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import json
import pytest
from vllm.tool_parsers.minimax_m2_tool_parser import (
MinimaxM2ToolParser,
)
pytestmark = pytest.mark.cpu_test
class FakeTokenizer:
"""Minimal fake tokenizer that exposes t... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/conftest.py | tests/tool_use/conftest.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import pytest_asyncio
from huggingface_hub import snapshot_download
from tests.utils import RemoteOpenAIServer
from vllm.platforms import current_platform
from .utils import ARGS, CONFIGS, ServerC... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/utils.py | tests/tool_use/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from copy import deepcopy
from typing import Any
from openai.types.chat import ChatCompletionMessageParam, ChatCompletionToolParam
from typing_extensions import TypedDict
from tests.utils import VLLM_PATH
cla... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/test_chat_completion_request_validations.py | tests/tool_use/test_chat_completion_request_validations.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm.entrypoints.openai.protocol import ChatCompletionRequest
def test_chat_completion_request_with_no_tools():
# tools key is not present
request = ChatCompletionRequest.model_valid... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/__init__.py | tests/tool_use/__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/tests/tool_use/test_parallel_tool_calls.py | tests/tool_use/test_parallel_tool_calls.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import json
import openai
import pytest
from .utils import (
MESSAGES_ASKING_FOR_PARALLEL_TOOLS,
MESSAGES_WITH_PARALLEL_TOOL_RESPONSE,
SEARCH_TOOL,
WEATHER_TOOL,
ServerConfig,
)
# test: ge... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/test_tool_choice_required.py | tests/tool_use/test_tool_choice_required.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import json
from copy import deepcopy
from unittest.mock import MagicMock
import pytest
import regex as re
from pydantic import TypeAdapter
from vllm.entrypoints.openai.protocol import (
ChatCompletionToolsP... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/mistral/test_mistral_tool_calls.py | tests/tool_use/mistral/test_mistral_tool_calls.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import openai
import pytest
from tests.tool_use.utils import MESSAGES_ASKING_FOR_TOOLS, WEATHER_TOOL
# test: a tool_choice with mistral-tokenizer results in an ID of length 9
@pytest.mark.asyncio
async def tes... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/mistral/conftest.py | tests/tool_use/mistral/conftest.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import pytest_asyncio
from huggingface_hub import snapshot_download
from tests.utils import RemoteOpenAIServer
from vllm.platforms import current_platform
from .utils import ARGS, CONFIGS, ServerC... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/mistral/utils.py | tests/tool_use/mistral/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing_extensions import TypedDict
class ServerConfig(TypedDict, total=False):
model: str
arguments: list[str]
system_prompt: str | None
supports_parallel: bool | None
supports_rocm: b... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/tool_use/mistral/__init__.py | tests/tool_use/mistral/__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/tests/models/test_initialization.py | tests/models/test_initialization.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from functools import partial
from unittest.mock import patch
import pytest
from vllm import LLM
from vllm.utils.mem_constants import GiB_bytes
from vllm.v1.core.kv_cache_utils import (
generate_scheduler_k... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/test_registry.py | tests/models/test_registry.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import warnings
import pytest
import torch.cuda
from vllm.model_executor.models import (
is_pooling_model,
is_text_generation_model,
supports_multimodal,
)
from vllm.model_executor.models.adapters i... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/registry.py | tests/models/registry.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Mapping, Set
from dataclasses import dataclass, field
from typing import Any, Literal
import pytest
from packaging.version import Version
from transformers import __version__ as TRANS... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | true |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/test_vision.py | tests/models/test_vision.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import math
import pytest
import torch
import torch.multiprocessing as mp
from tests.utils import multi_gpu_test
from vllm.distributed import get_tensor_model_parallel_world_size
from vllm.distributed.parallel_s... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/test_utils.py | tests/models/test_utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
from vllm.model_executor.models.utils import AutoWeightsLoader
pytestmark = pytest.mark.cpu_test
class ModuleWithBatchNorm(torch.nn.Module):
def __init__(self):
super().... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/test_gguf_download.py | tests/models/test_gguf_download.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from unittest.mock import MagicMock, patch
import pytest
from vllm.config import ModelConfig
from vllm.config.load import LoadConfig
from vllm.model_executor.model_loader.gguf_loader import GGUFModelLoader
from... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/test_transformers.py | tests/models/test_transformers.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Test the functionality of the Transformers modeling backend."""
from typing import Any
import pytest
from vllm.platforms import current_platform
from ..conftest import HfRunner, VllmRunner
from ..utils impo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/utils.py | tests/models/utils.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import warnings
from collections.abc import Sequence
from dataclasses import dataclass
from typing import Any
import torch
import torch.nn.functional as F
from transformers import PretrainedConfig
from vllm.con... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/test_terratorch.py | tests/models/test_terratorch.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
from tests.conftest import VllmRunner
@pytest.mark.parametrize(
"model",
[
"ibm-nasa-geospatial/Prithvi-EO-2.0-300M-TL-Sen1Floods11",
"mgazz/Prithvi_v2_eo_300... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/__init__.py | tests/models/__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/tests/models/test_oot_registration.py | tests/models/test_oot_registration.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm import LLM, SamplingParams
from vllm.assets.image import ImageAsset
from vllm.multimodal.image import convert_image_mode
from ..utils import create_new_process_for_each_test
@create_ne... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_bitblas.py | tests/models/quantization/test_bitblas.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Compare the outputs of a GPTQ model to a bitblas model.
Note: GPTQ and bitblas do not have bitwise correctness.
As a result, in this test, we just confirm that the top selected tokens of the
bitblas/GPTQ model... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_gptq_marlin_24.py | tests/models/quantization/test_gptq_marlin_24.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Compare the outputs of a GPTQ model to a Marlin_24 model.
Note: GPTQ and Marlin_24 do not have bitwise correctness.
As a result, in this test, we just confirm that the top selected tokens of the
Marlin/GPTQ mo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_awq.py | tests/models/quantization/test_awq.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
from vllm.multimodal.image import rescale_image_size
from ...conftest import IMAGE_ASSETS, ImageTestAssets, VllmRunner
from ..utils import check_logprobs_close
HF_IMAGE_PROMPTS = IM... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_gguf.py | tests/models/quantization/test_gguf.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""
Tests gguf models against unquantized models generations
Note: To pass the test, quantization higher than Q4 should be used
"""
import os
from typing import NamedTuple
import pytest
from huggingface_hub impo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_modelopt.py | tests/models/quantization/test_modelopt.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# flake8: noqa
"""Tests Model Optimizer fp8 models against ground truth generation
Note: these tests will only pass on H100
"""
import os
import pytest
from transformers import AutoTokenizer
from tests.quantiz... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_mxfp4.py | tests/models/quantization/test_mxfp4.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# flake8: noqa
"""Tests Quark mxfp4 models against ground truth generation"""
import pytest
from vllm import LLM, SamplingParams
MODELS = ["amd/Llama-2-7b-chat-hf-wmxfp4-amxfp4-kvfp8-scale-uint8"]
EXPECTED_STR... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_fp8.py | tests/models/quantization/test_fp8.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# flake8: noqa
"""Tests fp8 models against ground truth generation
Note: these tests will only pass on L4 GPU.
"""
import pytest
from tests.quantization.utils import is_quant_method_supported
from vllm.attentio... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_gpt_oss_attn_quantization.py | tests/models/quantization/test_gpt_oss_attn_quantization.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Test attention quantization of gpt-oss model.
The qkv_proj and o_proj in self_attention can be either quantized or excluded.
Run `pytest tests/models/quantization/test_gpt_oss_attn_quantization.py`.
"""
impo... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/__init__.py | tests/models/quantization/__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/tests/models/quantization/test_gptq_marlin.py | tests/models/quantization/test_gptq_marlin.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Compares the outputs of gptq vs gptq_marlin.
Note: GPTQ and Marlin do not have bitwise correctness.
As a result, in this test, we just confirm that the top selected tokens of the
Marlin/GPTQ models are in the ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_bitsandbytes.py | tests/models/quantization/test_bitsandbytes.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests whether bitsandbytes computation is enabled correctly.
Run `pytest tests/quantization/test_bitsandbytes.py`.
"""
import pytest
from transformers import BitsAndBytesConfig
from tests.quantization.utils ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_nvfp4.py | tests/models/quantization/test_nvfp4.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# flake8: noqa
"""Tests Model Optimizer nvfp4 models against ground truth generation
Note: these tests will only pass on B200
"""
import os
from typing import List
import pytest
from transformers import AutoToke... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/quantization/test_gptq_bitblas.py | tests/models/quantization/test_gptq_bitblas.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Compare the outputs of a GPTQ model to a bitblas model.
Note: GPTQ and bitblas do not have bitwise correctness.
As a result, in this test, we just confirm that the top selected tokens of the
bitblas/GPTQ model... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/test_mapping.py | tests/models/multimodal/test_mapping.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Iterable
import pytest
import torch
import transformers
from transformers import AutoConfig, PreTrainedModel
from vllm.config import ModelConfig
from vllm.model_executor.models.utils ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/conftest.py | tests/models/multimodal/conftest.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Pytest configuration for vLLM multimodal tests."""
import warnings
import torch
from vllm.platforms import current_platform
def pytest_collection_modifyitems(config, items):
"""Configure ROCm-specific ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/__init__.py | tests/models/multimodal/__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/tests/models/multimodal/processing/test_llava_onevision.py | tests/models/multimodal/processing/test_llava_onevision.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
from functools import partial
import pytest
from PIL import Image
from pqdm.threads import pqdm
from vllm.multimodal import MULTIMODAL_REGISTRY
from vllm.multimodal.parse import ImageSize
from ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_smolvlm.py | tests/models/multimodal/processing/test_smolvlm.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for smolvlm's multimodal preprocessing kwargs."""
import pytest
from transformers import SmolVLMConfig
from vllm.multimodal import MULTIMODAL_REGISTRY
from ....conftest import ImageTestAssets
from ...u... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_internvl.py | tests/models/multimodal/processing/test_internvl.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for InternVL's multimodal preprocessing kwargs."""
from collections.abc import Mapping
import pytest
from PIL import Image
from transformers import PretrainedConfig
from vllm.multimodal import MULTIMOD... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_llava_next.py | tests/models/multimodal/processing/test_llava_next.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import itertools
from functools import partial
import pytest
from PIL import Image
from pqdm.threads import pqdm
from vllm.multimodal import MULTIMODAL_REGISTRY
from vllm.multimodal.parse import ImageSize
from ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_qwen2_vl.py | tests/models/multimodal/processing/test_qwen2_vl.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm.multimodal import MULTIMODAL_REGISTRY
from ....conftest import ImageTestAssets
from ...utils import build_model_context
@pytest.mark.parametrize("model_id", ["Qwen/Qwen2-VL-2B-Instruct... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_qwen3_omni.py | tests/models/multimodal/processing/test_qwen3_omni.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for Qwen3 Omni audio processing and sample rate handling."""
from typing import Any
import numpy as np
import pytest
from vllm.multimodal import MULTIMODAL_REGISTRY
from ...utils import build_model_co... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_gemma3.py | tests/models/multimodal/processing/test_gemma3.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm.multimodal import MULTIMODAL_REGISTRY
from ....conftest import ImageTestAssets
from ...utils import build_model_context
@pytest.mark.parametrize("model_id", ["google/gemma-3-4b-it"])
d... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_common.py | tests/models/multimodal/processing/test_common.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from collections.abc import Set as AbstractSet
from functools import partial
import numpy as np
import pytest
from mistral_common.protocol.instruct.chunk import ImageChunk, TextChunk
from mistral_common.protocol... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_minimax_vl_01.py | tests/models/multimodal/processing/test_minimax_vl_01.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from PIL import Image
from vllm.multimodal import MULTIMODAL_REGISTRY
from vllm.multimodal.parse import ImageSize
from vllm.multimodal.processing import BaseMultiModalProcessor
from ....conftest i... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_transformers.py | tests/models/multimodal/processing/test_transformers.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm.assets.image import ImageAsset
from vllm.config import ModelConfig
from vllm.multimodal import MULTIMODAL_REGISTRY
@pytest.mark.parametrize("model_id", ["llava-hf/llava-onevision-qwen2-0... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_phi3v.py | tests/models/multimodal/processing/test_phi3v.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for phi3v's multimodal preprocessing kwargs."""
import pytest
from vllm.multimodal import MULTIMODAL_REGISTRY
from ....conftest import ImageTestAssets
from ...utils import build_model_context
@pytest... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_glm4_1v.py | tests/models/multimodal/processing/test_glm4_1v.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
from vllm.assets.video import VideoAsset
from vllm.multimodal import MULTIMODAL_REGISTRY
from vllm.multimodal.inputs import batched_tensors_equal
from vllm.multimodal.video import OpenCVDynamicVide... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_mllama4.py | tests/models/multimodal/processing/test_mllama4.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for mllama's multimodal preprocessing and profiling."""
import pytest
from torch import prod
from transformers import Llama4Config
from vllm.multimodal import MULTIMODAL_REGISTRY
from vllm.multimodal.pr... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_idefics3.py | tests/models/multimodal/processing/test_idefics3.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for Idefics3's multimodal preprocessing kwargs."""
import pytest
from transformers import Idefics3Config
from vllm.multimodal import MULTIMODAL_REGISTRY
from ....conftest import ImageTestAssets
from ..... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_phi4mm.py | tests/models/multimodal/processing/test_phi4mm.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for phi4mm's multimodal preprocessing kwargs."""
import pytest
from vllm.multimodal import MULTIMODAL_REGISTRY
from ....conftest import ImageTestAssets
from ...utils import build_model_context
@pytes... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/__init__.py | tests/models/multimodal/processing/__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/tests/models/multimodal/processing/test_nemotron_vl.py | tests/models/multimodal/processing/test_nemotron_vl.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for Nemotron-Nano-VL's multimodal preprocessing kwargs."""
from collections.abc import Mapping
import pytest
from PIL import Image
from transformers import PretrainedConfig
from vllm.multimodal import ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_tensor_schema.py | tests/models/multimodal/processing/test_tensor_schema.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import tempfile
from collections.abc import Iterable
from contextlib import contextmanager
from functools import partial
from typing import Any, TypeAlias
import numpy as np
import pytest
import torch
import torc... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_llama4.py | tests/models/multimodal/processing/test_llama4.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for Llama4's multimodal preprocessing kwargs."""
import pytest
from vllm.multimodal import MULTIMODAL_REGISTRY
from ....conftest import ImageTestAssets
from ...utils import build_model_context
@pytes... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_audioflamingo3.py | tests/models/multimodal/processing/test_audioflamingo3.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
# Copyright 2025 The vLLM team.
# Copyright 2025 NVIDIA CORPORATION and the HuggingFace Inc. team. All rights
# reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/processing/test_h2ovl.py | tests/models/multimodal/processing/test_h2ovl.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Tests for H2OVL's multimodal preprocessing kwargs."""
from collections.abc import Mapping
import pytest
from PIL import Image
from transformers import PretrainedConfig
from vllm.multimodal import MULTIMODAL_... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/pooling/test_prithvi_mae.py | tests/models/multimodal/pooling/test_prithvi_mae.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
from ....conftest import VllmRunner
def generate_test_mm_data():
mm_data = {
"pixel_values": torch.full((6, 512, 512), 1.0, dtype=torch.float16),
"location_coords... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/pooling/test_llava_next.py | tests/models/multimodal/pooling/test_llava_next.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch.nn.functional as F
from transformers import AutoModelForImageTextToText
from vllm.platforms import current_platform
from ....conftest import IMAGE_ASSETS, HfRunner, PromptImageInput, ... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/pooling/test_siglip.py | tests/models/multimodal/pooling/test_siglip.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import Any
import pytest
from transformers import SiglipModel
from ....conftest import IMAGE_ASSETS, HfRunner, PromptImageInput, VllmRunner
from ...utils import check_embeddings_close
HF_TEXT_PROMP... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/pooling/test_intern_vit.py | tests/models/multimodal/pooling/test_intern_vit.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
import torch.nn as nn
from huggingface_hub import snapshot_download
from transformers import AutoConfig, AutoModel, CLIPImageProcessor
from vllm.distributed import cleanup_dist_env_and_... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/pooling/test_jinavl_reranker.py | tests/models/multimodal/pooling/test_jinavl_reranker.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
from typing import cast
import pytest
from transformers import AutoModel
from vllm.entrypoints.chat_utils import (
ChatCompletionContentPartImageEmbedsParam,
ChatCompletionContentPartImageParam,
Chat... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/pooling/test_phi3v.py | tests/models/multimodal/pooling/test_phi3v.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch.nn.functional as F
from PIL import Image
from vllm.assets.base import get_vllm_public_assets
from vllm.assets.image import VLM_IMAGES_DIR
from ....conftest import IMAGE_ASSETS, HfRunn... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/pooling/conftest.py | tests/models/multimodal/pooling/conftest.py | # SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
"""Pytest configuration for vLLM pooling tests."""
import pytest
from vllm.platforms import current_platform
@pytest.fixture
def siglip_attention_config():
"""Return attention config for SigLIP tests on RO... | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
vllm-project/vllm | https://github.com/vllm-project/vllm/blob/0d4044edd85de30d7d4558aeea4d1e95c7c556d6/tests/models/multimodal/pooling/__init__.py | tests/models/multimodal/pooling/__init__.py | python | Apache-2.0 | 0d4044edd85de30d7d4558aeea4d1e95c7c556d6 | 2026-01-04T14:38:19.902011Z | false |
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