Files
agentic-kvc/third_party/vllm/tests/models/language/pooling/test_classification.py
Gahow Wang 445e491123 Add vLLM v0.18.1 source tree with KV transfer abort fix
third_party/vllm/ now tracked in git for direct patch management.
Based on vLLM v0.18.1 release with one patch applied:

  vllm/v1/core/sched/scheduler.py:
    Replace fatal assert with graceful skip when KV transfer callback
    arrives for an already-aborted request during PD disaggregated serving.

Future vLLM modifications should be made directly in third_party/vllm/
and committed normally. The patches/ directory is kept as documentation
of what changed from upstream.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-05-22 00:30:38 +08:00

54 lines
1.6 KiB
Python

# SPDX-License-Identifier: Apache-2.0
# SPDX-FileCopyrightText: Copyright contributors to the vLLM project
import pytest
import torch
from transformers import AutoModelForSequenceClassification
from vllm.platforms import current_platform
@pytest.mark.parametrize(
"model",
[
pytest.param(
"jason9693/Qwen2.5-1.5B-apeach",
marks=[
pytest.mark.core_model,
pytest.mark.cpu_model,
pytest.mark.slow_test,
],
),
pytest.param("Forrest20231206/ernie-3.0-base-zh-cls"),
],
)
@pytest.mark.parametrize("dtype", ["half"] if current_platform.is_rocm() else ["float"])
def test_models(
hf_runner,
vllm_runner,
example_prompts,
model: str,
dtype: str,
) -> None:
with vllm_runner(model, max_model_len=512, dtype=dtype) as vllm_model:
vllm_outputs = vllm_model.classify(example_prompts)
with hf_runner(
model, dtype=dtype, auto_cls=AutoModelForSequenceClassification
) as hf_model:
hf_outputs = hf_model.classify(example_prompts)
# check logits difference
for hf_output, vllm_output in zip(hf_outputs, vllm_outputs):
hf_output = torch.tensor(hf_output)
vllm_output = torch.tensor(vllm_output)
# the tolerance value of 1e-2 is selected based on the
# half datatype tests in
# tests/models/language/pooling/test_embedding.py
assert torch.allclose(
hf_output,
vllm_output,
atol=1e-3 if dtype == "float" else 1e-2,
rtol=2e-3 if dtype == "float" else 1e-2,
)