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[Misc] Various cleanups for MM input processing (#29970)

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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
This commit is contained in:
Cyrus Leung
2025-12-04 14:22:20 +08:00
committed by GitHub
parent 80f8af4b2f
commit 9ae2f60374
14 changed files with 67 additions and 225 deletions
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127
tests/entrypoints/test_chat_utils.py
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@@ -29,6 +29,7 @@ from vllm.multimodal.utils import (
encode_video_base64,
)
from vllm.tokenizers import MistralTokenizer, get_tokenizer
from vllm.utils.serial_utils import tensor2base64
from ..models.registry import HF_EXAMPLE_MODELS
from ..utils import VLLM_PATH
@@ -85,11 +86,6 @@ def phi3v_model_config_image_embeds():
)
@pytest.fixture(scope="module")
def phi3v_tokenizer():
return get_tokenizer(PHI3V_MODEL_ID)
@pytest.fixture(scope="function")
def qwen2_audio_model_config():
return ModelConfig(
@@ -115,11 +111,6 @@ def audio_embeds_model_config():
)
@pytest.fixture(scope="module")
def qwen2_audio_tokenizer():
return get_tokenizer(QWEN2AUDIO_MODEL_ID)
@pytest.fixture(scope="function")
def qwen25omni_model_config_mm_interleaved():
return ModelConfig(
@@ -134,11 +125,6 @@ def qwen25omni_model_config_mm_interleaved():
)
@pytest.fixture(scope="module")
def qwen25omni_tokenizer():
return get_tokenizer(QWEN25OMNI_MODEL_ID)
@pytest.fixture(scope="function")
def mistral_model_config():
return ModelConfig(
@@ -150,11 +136,6 @@ def mistral_model_config():
)
@pytest.fixture(scope="module")
def mistral_tokenizer():
return get_tokenizer(MISTRAL_MODEL_ID)
@pytest.fixture(scope="module")
def image_url():
image = ImageAsset("cherry_blossom")
@@ -239,7 +220,6 @@ def _assert_mm_data_inputs(
def test_parse_chat_messages_single_image(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -253,7 +233,6 @@ def test_parse_chat_messages_single_image(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -266,7 +245,6 @@ def test_parse_chat_messages_single_image(
def test_parse_chat_messages_single_image_with_uuid(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid = str(hash(image_url))
@@ -287,7 +265,6 @@ def test_parse_chat_messages_single_image_with_uuid(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -300,7 +277,6 @@ def test_parse_chat_messages_single_image_with_uuid(
def test_parse_chat_messages_single_empty_image_with_uuid(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid = str(hash(image_url))
@@ -319,7 +295,6 @@ def test_parse_chat_messages_single_empty_image_with_uuid(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -332,7 +307,6 @@ def test_parse_chat_messages_single_empty_image_with_uuid(
def test_parse_chat_messages_single_image_with_bad_uuid_format(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid = str(hash(image_url))
@@ -354,7 +328,6 @@ def test_parse_chat_messages_single_image_with_bad_uuid_format(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -367,7 +340,6 @@ def test_parse_chat_messages_single_image_with_bad_uuid_format(
def test_parse_chat_messages_multiple_images_with_uuids(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid1 = "my_uuid_1"
@@ -397,7 +369,6 @@ def test_parse_chat_messages_multiple_images_with_uuids(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -413,7 +384,6 @@ def test_parse_chat_messages_multiple_images_with_uuids(
def test_parse_chat_messages_multiple_empty_images_with_uuids(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid1 = "my_uuid_1"
@@ -439,7 +409,6 @@ def test_parse_chat_messages_multiple_empty_images_with_uuids(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -455,7 +424,6 @@ def test_parse_chat_messages_multiple_empty_images_with_uuids(
def test_parse_chat_messages_mixed_empty_images_with_uuids(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid1 = "my_uuid_1"
@@ -483,7 +451,6 @@ def test_parse_chat_messages_mixed_empty_images_with_uuids(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -500,7 +467,6 @@ def test_parse_chat_messages_mixed_empty_images_with_uuids(
@pytest.mark.asyncio
async def test_parse_chat_messages_single_image_with_uuid_async(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid = str(hash(image_url))
@@ -519,7 +485,6 @@ async def test_parse_chat_messages_single_image_with_uuid_async(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -533,7 +498,6 @@ async def test_parse_chat_messages_single_image_with_uuid_async(
@pytest.mark.asyncio
async def test_parse_chat_messages_empty_image_with_uuid_async(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid = str(hash(image_url))
@@ -552,7 +516,6 @@ async def test_parse_chat_messages_empty_image_with_uuid_async(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -566,7 +529,6 @@ async def test_parse_chat_messages_empty_image_with_uuid_async(
@pytest.mark.asyncio
async def test_parse_chat_messages_multiple_images_with_uuids_async(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid1 = "my_uuid_1"
@@ -592,7 +554,6 @@ async def test_parse_chat_messages_multiple_images_with_uuids_async(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -609,7 +570,6 @@ async def test_parse_chat_messages_multiple_images_with_uuids_async(
@pytest.mark.asyncio
async def test_parse_chat_messages_multiple_empty_images_with_uuids_async(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid1 = "my_uuid_1"
@@ -635,7 +595,6 @@ async def test_parse_chat_messages_multiple_empty_images_with_uuids_async(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -652,7 +611,6 @@ async def test_parse_chat_messages_multiple_empty_images_with_uuids_async(
@pytest.mark.asyncio
async def test_parse_chat_messages_multiple_images_with_partial_uuids_async(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid2 = "my_uuid_2"
@@ -676,7 +634,6 @@ async def test_parse_chat_messages_multiple_images_with_partial_uuids_async(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -692,7 +649,6 @@ async def test_parse_chat_messages_multiple_images_with_partial_uuids_async(
def test_parse_chat_messages_empty_system(
mistral_model_config,
mistral_tokenizer,
):
# Test string format
conversation, _, _ = parse_chat_messages(
@@ -704,7 +660,6 @@ def test_parse_chat_messages_empty_system(
},
],
mistral_model_config,
mistral_tokenizer,
content_format="string",
)
assert conversation == [
@@ -722,7 +677,6 @@ def test_parse_chat_messages_empty_system(
},
],
mistral_model_config,
mistral_tokenizer,
content_format="openai",
)
assert conversation == [
@@ -734,7 +688,6 @@ def test_parse_chat_messages_empty_system(
@pytest.mark.asyncio
async def test_parse_chat_messages_single_image_async(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
conversation, mm_future, mm_uuids = parse_chat_messages_futures(
@@ -748,7 +701,6 @@ async def test_parse_chat_messages_single_image_async(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -761,7 +713,6 @@ async def test_parse_chat_messages_single_image_async(
def test_parse_chat_messages_multiple_images(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -779,7 +730,6 @@ def test_parse_chat_messages_multiple_images(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -795,7 +745,6 @@ def test_parse_chat_messages_multiple_images(
def test_parse_chat_messages_empty_pil_image_with_uuid(
phi3v_model_config,
phi3v_tokenizer,
):
uuid = "abcd"
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -809,7 +758,6 @@ def test_parse_chat_messages_empty_pil_image_with_uuid(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -825,7 +773,6 @@ def test_parse_chat_messages_empty_pil_image_with_uuid(
def test_parse_chat_messages_empty_image_embeds_with_uuid(
phi3v_model_config_image_embeds,
phi3v_tokenizer,
):
uuid = "abcd"
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -839,7 +786,6 @@ def test_parse_chat_messages_empty_image_embeds_with_uuid(
}
],
phi3v_model_config_image_embeds,
phi3v_tokenizer,
content_format="string",
)
@@ -857,7 +803,6 @@ def test_parse_chat_messages_empty_image_embeds_with_uuid(
def test_parse_chat_messages_empty_audio_embeds_with_uuid(
audio_embeds_model_config,
qwen2_audio_tokenizer,
):
"""Test audio_embeds with UUID (no actual embeds data)."""
uuid = "test-audio-uuid-123"
@@ -873,7 +818,6 @@ def test_parse_chat_messages_empty_audio_embeds_with_uuid(
}
],
audio_embeds_model_config,
qwen2_audio_tokenizer,
content_format="string",
)
@@ -889,11 +833,8 @@ def test_parse_chat_messages_empty_audio_embeds_with_uuid(
def test_parse_chat_messages_audio_embeds_with_string(
audio_embeds_model_config,
qwen2_audio_tokenizer,
):
"""Test audio_embeds with base64 string embedding data."""
import base64
import io
import torch
@@ -901,11 +842,7 @@ def test_parse_chat_messages_audio_embeds_with_string(
audio_embedding = torch.randn(1, 128, 768)
# Encode it as base64
buffer = io.BytesIO()
torch.save(audio_embedding, buffer)
buffer.seek(0)
binary_data = buffer.read()
base64_audio_embedding = base64.b64encode(binary_data).decode("utf-8")
base64_audio_embedding = tensor2base64(audio_embedding)
conversation, mm_data, mm_uuids = parse_chat_messages(
[
@@ -921,7 +858,6 @@ def test_parse_chat_messages_audio_embeds_with_string(
}
],
audio_embeds_model_config,
qwen2_audio_tokenizer,
content_format="string",
)
@@ -939,11 +875,8 @@ def test_parse_chat_messages_audio_embeds_with_string(
@pytest.mark.asyncio
async def test_parse_chat_messages_audio_embeds_async(
audio_embeds_model_config,
qwen2_audio_tokenizer,
):
"""Test audio_embeds with async futures."""
import base64
import io
import torch
@@ -951,11 +884,7 @@ async def test_parse_chat_messages_audio_embeds_async(
audio_embedding = torch.randn(1, 128, 768)
# Encode it as base64
buffer = io.BytesIO()
torch.save(audio_embedding, buffer)
buffer.seek(0)
binary_data = buffer.read()
base64_audio_embedding = base64.b64encode(binary_data).decode("utf-8")
base64_audio_embedding = tensor2base64(audio_embedding)
conversation, mm_future, mm_uuids = parse_chat_messages_futures(
[
@@ -971,7 +900,6 @@ async def test_parse_chat_messages_audio_embeds_async(
}
],
audio_embeds_model_config,
qwen2_audio_tokenizer,
content_format="string",
)
@@ -990,7 +918,6 @@ async def test_parse_chat_messages_audio_embeds_async(
@pytest.mark.asyncio
async def test_parse_chat_messages_empty_image_embeds_with_uuid_async(
phi3v_model_config_image_embeds,
phi3v_tokenizer,
):
uuid = "abcd"
conversation, mm_future, mm_uuids = parse_chat_messages_futures(
@@ -1004,7 +931,6 @@ async def test_parse_chat_messages_empty_image_embeds_with_uuid_async(
}
],
phi3v_model_config_image_embeds,
phi3v_tokenizer,
content_format="string",
)
@@ -1024,7 +950,6 @@ async def test_parse_chat_messages_empty_image_embeds_with_uuid_async(
@pytest.mark.asyncio
async def test_parse_chat_messages_multiple_images_async(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
conversation, mm_future, mm_uuids = parse_chat_messages_futures(
@@ -1042,7 +967,6 @@ async def test_parse_chat_messages_multiple_images_async(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -1058,7 +982,6 @@ async def test_parse_chat_messages_multiple_images_async(
def test_parse_chat_messages_placeholder_already_in_prompt(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -1076,7 +999,6 @@ def test_parse_chat_messages_placeholder_already_in_prompt(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
assert conversation == [
@@ -1091,7 +1013,6 @@ def test_parse_chat_messages_placeholder_already_in_prompt(
def test_parse_chat_messages_placeholder_one_already_in_prompt(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -1110,7 +1031,6 @@ def test_parse_chat_messages_placeholder_one_already_in_prompt(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -1127,7 +1047,6 @@ def test_parse_chat_messages_placeholder_one_already_in_prompt(
def test_parse_chat_messages_multiple_images_across_messages(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -1149,7 +1068,6 @@ def test_parse_chat_messages_multiple_images_across_messages(
},
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -1164,7 +1082,6 @@ def test_parse_chat_messages_multiple_images_across_messages(
def test_parse_chat_messages_multiple_images_with_uuids_across_messages(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
image_uuid = str(hash(image_url))
@@ -1195,7 +1112,6 @@ def test_parse_chat_messages_multiple_images_with_uuids_across_messages(
},
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -1210,7 +1126,6 @@ def test_parse_chat_messages_multiple_images_with_uuids_across_messages(
def test_parse_chat_messages_context_text_format(
phi3v_model_config,
phi3v_tokenizer,
):
conversation, mm_data, mm_uuids = parse_chat_messages(
[
@@ -1222,7 +1137,6 @@ def test_parse_chat_messages_context_text_format(
{"role": "user", "content": "What about this one?"},
],
phi3v_model_config,
phi3v_tokenizer,
content_format="openai",
)
@@ -1246,7 +1160,6 @@ def test_parse_chat_messages_context_text_format(
def test_parse_chat_messages_rejects_too_many_images_in_one_message(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
with warnings.catch_warnings():
@@ -1277,14 +1190,12 @@ def test_parse_chat_messages_rejects_too_many_images_in_one_message(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
def test_parse_chat_messages_rejects_too_many_images_across_messages(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
with warnings.catch_warnings():
@@ -1322,14 +1233,12 @@ def test_parse_chat_messages_rejects_too_many_images_across_messages(
},
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
def test_parse_chat_messages_multiple_images_uncommon_input(
phi3v_model_config,
phi3v_tokenizer,
image_url,
):
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -1344,7 +1253,6 @@ def test_parse_chat_messages_multiple_images_uncommon_input(
}
],
phi3v_model_config,
phi3v_tokenizer,
content_format="string",
)
@@ -1360,7 +1268,6 @@ def test_parse_chat_messages_multiple_images_uncommon_input(
def test_parse_chat_messages_multiple_images_interleave(
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
image_url,
):
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -1380,7 +1287,6 @@ def test_parse_chat_messages_multiple_images_interleave(
}
],
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
content_format="string",
)
@@ -1398,7 +1304,6 @@ def test_parse_chat_messages_multiple_images_interleave(
@pytest.mark.asyncio
async def test_parse_chat_messages_multiple_images_interleave_async(
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
image_url,
):
conversation, mm_data, mm_uuids = parse_chat_messages_futures(
@@ -1418,7 +1323,6 @@ async def test_parse_chat_messages_multiple_images_interleave_async(
}
],
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
content_format="string",
)
@@ -1436,7 +1340,6 @@ async def test_parse_chat_messages_multiple_images_interleave_async(
@pytest.mark.asyncio
async def test_parse_chat_messages_multiple_images_with_uuids_interleave_async(
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
image_url,
):
image_uuid = str(hash(image_url))
@@ -1465,7 +1368,6 @@ async def test_parse_chat_messages_multiple_images_with_uuids_interleave_async(
}
],
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
content_format="string",
)
@@ -1482,7 +1384,6 @@ async def test_parse_chat_messages_multiple_images_with_uuids_interleave_async(
def test_parse_chat_messages_multiple_images_multiple_messages_interleave(
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
image_url,
):
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -1505,7 +1406,6 @@ def test_parse_chat_messages_multiple_images_multiple_messages_interleave(
},
],
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
content_format="string",
)
@@ -1523,7 +1423,6 @@ def test_parse_chat_messages_multiple_images_multiple_messages_interleave(
def test_parse_chat_messages_multiple_images_with_uuids_multiple_messages_interleave(
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
image_url,
):
image_uuid = str(hash(image_url))
@@ -1555,7 +1454,6 @@ def test_parse_chat_messages_multiple_images_with_uuids_multiple_messages_interl
},
],
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
content_format="string",
)
@@ -1573,7 +1471,6 @@ def test_parse_chat_messages_multiple_images_with_uuids_multiple_messages_interl
def test_parse_chat_messages_multiple_modals_multiple_messages_interleave(
qwen25omni_model_config_mm_interleaved,
qwen25omni_tokenizer,
image_url,
video_url,
audio_url,
@@ -1601,7 +1498,6 @@ def test_parse_chat_messages_multiple_modals_multiple_messages_interleave(
},
],
qwen25omni_model_config_mm_interleaved,
qwen25omni_tokenizer,
content_format="string",
)
@@ -1627,7 +1523,6 @@ def test_parse_chat_messages_multiple_modals_multiple_messages_interleave(
def test_parse_chat_messages_multiple_modals_with_uuids_multiple_messages_interleave(
qwen25omni_model_config_mm_interleaved,
qwen25omni_tokenizer,
image_url,
video_url,
audio_url,
@@ -1671,7 +1566,6 @@ def test_parse_chat_messages_multiple_modals_with_uuids_multiple_messages_interl
},
],
qwen25omni_model_config_mm_interleaved,
qwen25omni_tokenizer,
content_format="string",
)
@@ -1699,7 +1593,6 @@ def test_parse_chat_messages_multiple_modals_with_uuids_multiple_messages_interl
def test_parse_chat_messages_multiple_modals_with_uuids_multiple_empty_media_messages_interleave( # noqa: E501
qwen25omni_model_config_mm_interleaved,
qwen25omni_tokenizer,
image_url,
video_url,
audio_url,
@@ -1743,7 +1636,6 @@ def test_parse_chat_messages_multiple_modals_with_uuids_multiple_empty_media_mes
},
],
qwen25omni_model_config_mm_interleaved,
qwen25omni_tokenizer,
content_format="string",
)
@@ -1775,7 +1667,6 @@ def test_parse_chat_messages_multiple_modals_with_uuids_multiple_empty_media_mes
def test_parse_chat_messages_multiple_modals_with_partial_uuids_multiple_messages_interleave( # noqa: E501
qwen25omni_model_config_mm_interleaved,
qwen25omni_tokenizer,
image_url,
video_url,
audio_url,
@@ -1811,7 +1702,6 @@ def test_parse_chat_messages_multiple_modals_with_partial_uuids_multiple_message
},
],
qwen25omni_model_config_mm_interleaved,
qwen25omni_tokenizer,
content_format="string",
)
@@ -1837,7 +1727,6 @@ def test_parse_chat_messages_multiple_modals_with_partial_uuids_multiple_message
def test_parse_chat_messages_multiple_images_interleave_with_placeholders(
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
image_url,
):
with pytest.raises(
@@ -1861,7 +1750,6 @@ def test_parse_chat_messages_multiple_images_interleave_with_placeholders(
}
],
phi3v_model_config_mm_interleaved,
phi3v_tokenizer,
content_format="string",
)
@@ -2237,9 +2125,7 @@ def test_resolve_content_format_examples(template_path, expected_format):
assert resolved_format == expected_format
def test_parse_chat_messages_include_thinking_chunk(
mistral_model_config, mistral_tokenizer
):
def test_parse_chat_messages_include_thinking_chunk(mistral_model_config):
messages = [
{
"role": "system",
@@ -2269,7 +2155,6 @@ def test_parse_chat_messages_include_thinking_chunk(
conversation_with_thinking, _, _ = parse_chat_messages(
messages,
mistral_model_config,
mistral_tokenizer,
content_format="openai",
)
@@ -2353,7 +2238,6 @@ def test_apply_mistral_chat_template_thinking_chunk():
def test_parse_chat_messages_single_empty_audio_with_uuid(
qwen2_audio_model_config,
qwen2_audio_tokenizer,
):
audio_uuid = "abcd"
conversation, mm_data, mm_uuids = parse_chat_messages(
@@ -2371,7 +2255,6 @@ def test_parse_chat_messages_single_empty_audio_with_uuid(
}
],
qwen2_audio_model_config,
qwen2_audio_tokenizer,
content_format="string",
)
@@ -2389,7 +2272,6 @@ def test_parse_chat_messages_single_empty_audio_with_uuid(
@pytest.mark.asyncio
async def test_parse_chat_messages_single_empty_audio_with_uuid_async(
qwen2_audio_model_config,
qwen2_audio_tokenizer,
):
audio_uuid = "abcd"
conversation, mm_future, mm_uuids = parse_chat_messages_futures(
@@ -2407,7 +2289,6 @@ async def test_parse_chat_messages_single_empty_audio_with_uuid_async(
}
],
qwen2_audio_model_config,
qwen2_audio_tokenizer,
content_format="string",
)