biondizzle/vllm
1
0
Fork 0
Code Issues Pull Requests Actions 2 Packages Projects Releases Wiki Activity

Remove all references to yapf as it's no longer used (#26251)

Browse Source 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
This commit is contained in:
Harry Mellor
2025-10-05 17:18:11 +01:00
committed by GitHub
parent d6953beb91
commit 4e256cadc2
78 changed files with 1992 additions and 1717 deletions
Download Patch File Download Diff File Expand all files Collapse all files

39
tests/multimodal/test_cache.py
View File

@@ -71,25 +71,27 @@ def _dummy_items(
)
# yapf: disable
@pytest.mark.parametrize(
("item", "expected_size"),
[
(_dummy_item("a", {"a1": 100}), 100),
(_dummy_item("a", {"a1": 100, "a2": 110}), 210),
(_dummy_items({"a": {"a1": 100, "a2": 110}, "b": {"b1": 120, "b2": 130}}), 460), # noqa: E501
(_dummy_items({"a": {"a1": 100, "a2": 110}, "b": {"b1": 120, "b2": 130}}).get_data(), 460), # noqa: E501
(
_dummy_items(
{"a": {"a1": 100, "a2": 110}, "b": {"b1": 120, "b2": 130}}
).get_data(),
460,
), # noqa: E501
],
)
# yapf: enable
def test_cache_item_size(item, expected_size):
cache = MultiModalCache.get_lru_cache(2048, type(item))
cache[""] = item
assert cache.currsize == expected_size
prompt_update = PromptInsertion("dummy", "target", "insertion") \
.resolve(0)
prompt_update = PromptInsertion("dummy", "target", "insertion").resolve(0)
cache[""] = MultiModalProcessorCacheItem(item, [prompt_update])
assert cache.currsize == expected_size
@@ -106,9 +108,9 @@ def _create_vllm_config(
return VllmConfig(
model_config=ModelConfig(
model="llava-hf/llava-onevision-qwen2-0.5b-ov-hf",
mm_processor_cache_gb=mm_processor_cache_gb),
parallel_config=ParallelConfig(
data_parallel_size=1 if enable_ipc else 2),
mm_processor_cache_gb=mm_processor_cache_gb,
),
parallel_config=ParallelConfig(data_parallel_size=1 if enable_ipc else 2),
)
@@ -124,11 +126,9 @@ def _compare_caches(
seed: int = 0,
):
cache_0_p0 = processor_cache_from_config(config_0, MULTIMODAL_REGISTRY)
cache_0_p1 = engine_receiver_cache_from_config(config_0,
MULTIMODAL_REGISTRY)
cache_0_p1 = engine_receiver_cache_from_config(config_0, MULTIMODAL_REGISTRY)
cache_1_p0 = processor_cache_from_config(config_1, MULTIMODAL_REGISTRY)
cache_1_p1 = engine_receiver_cache_from_config(config_1,
MULTIMODAL_REGISTRY)
cache_1_p1 = engine_receiver_cache_from_config(config_1, MULTIMODAL_REGISTRY)
cache_size_gb = max(
config_0.model_config.multimodal_config.mm_processor_cache_gb,
@@ -142,8 +142,7 @@ def _compare_caches(
for _ in range(int(item_capacity / hit_rate))
]
all_hashes = [
MultiModalHasher.hash_kwargs(item=item.get_data())
for item in all_items
MultiModalHasher.hash_kwargs(item=item.get_data()) for item in all_items
]
# Should not be used since there is nothing to convert to text
@@ -162,7 +161,8 @@ def _compare_caches(
for _ in range(is_cached_calls_per_iter):
cache_0_p0.is_cached(selected_hashes)
cache_0_p0_out = [
item for item, _ in cache_0_p0.get_and_update(
item
for item, _ in cache_0_p0.get_and_update(
[(item, prompt_update.content) for item in selected_items],
selected_hashes,
)
@@ -174,7 +174,8 @@ def _compare_caches(
for _ in range(is_cached_calls_per_iter):
cache_1_p0.is_cached(selected_hashes)
cache_1_p0_out = [
item for item, _ in cache_1_p0.get_and_update(
item
for item, _ in cache_1_p0.get_and_update(
[(item, prompt_update.content) for item in selected_items],
selected_hashes,
)
@@ -183,14 +184,12 @@ def _compare_caches(
if cache_0_p1 is None:
cache_0_p1_out = cache_0_p0_out
else:
cache_0_p1_out = cache_0_p1.get_and_update(cache_0_p0_out,
selected_hashes)
cache_0_p1_out = cache_0_p1.get_and_update(cache_0_p0_out, selected_hashes)
if cache_1_p1 is None:
cache_1_p1_out = cache_1_p0_out
else:
cache_1_p1_out = cache_1_p1.get_and_update(cache_1_p0_out,
selected_hashes)
cache_1_p1_out = cache_1_p1.get_and_update(cache_1_p0_out, selected_hashes)
assert cache_0_p1_out == cache_1_p1_out, f"Failed at {it=}"

226
tests/multimodal/test_processing.py
View File

@@ -9,9 +9,6 @@ import pytest
from vllm.config import ModelConfig
from vllm.multimodal import MULTIMODAL_REGISTRY
# yapf conflicts with isort for this block
# yapf: disable
from vllm.multimodal.processing import (
InputProcessingContext,
PlaceholderFeaturesInfo,
@@ -24,8 +21,6 @@ from vllm.multimodal.processing import (
iter_token_matches,
replace_token_matches,
)
# yapf: enable
from vllm.multimodal.profiling import MultiModalProfiler
from vllm.transformers_utils.tokenizer import AnyTokenizer
@@ -34,7 +29,6 @@ from .utils import random_image
pytestmark = pytest.mark.cpu_test
# yapf: disable
@pytest.mark.parametrize(
("token_ids", "match_ids", "expected"),
[
@@ -44,34 +38,34 @@ pytestmark = pytest.mark.cpu_test
[32000, 32000, 32000],
[32000],
[
{ "start_idx": 0, "end_idx": 1 },
{ "start_idx": 1, "end_idx": 2 },
{ "start_idx": 2, "end_idx": 3 },
{"start_idx": 0, "end_idx": 1},
{"start_idx": 1, "end_idx": 2},
{"start_idx": 2, "end_idx": 3},
],
),
(
[32000, 32000, 32000],
[32000, 32000],
[{ "start_idx": 0, "end_idx": 2 }],
[{"start_idx": 0, "end_idx": 2}],
),
(
[32000, 32000, 32000],
[32000, 32000, 32000],
[{ "start_idx": 0, "end_idx": 3 }],
[{"start_idx": 0, "end_idx": 3}],
),
(
[9833, 28747, 32000, 32000, 32000, 9833, 28747, 32000, 32000, 918],
[28747, 32000],
[
{ "start_idx": 1, "end_idx": 3 },
{ "start_idx": 6, "end_idx": 8 },
{"start_idx": 1, "end_idx": 3},
{"start_idx": 6, "end_idx": 8},
],
),
(
[9833, 28747, 32000, 32000, 32000, 9833, 28747, 32000, 32000, 918],
[28747, 32000, 32000, 32000],
[
{ "start_idx": 1, "end_idx": 5 },
{"start_idx": 1, "end_idx": 5},
],
),
(
@@ -82,14 +76,13 @@ pytestmark = pytest.mark.cpu_test
],
)
@pytest.mark.parametrize("start_idx", [0, 4, 8])
# yapf: enable
def test_iter_token_matches(token_ids, match_ids, expected, start_idx):
result = list(iter_token_matches(token_ids, match_ids,
start_idx=start_idx))
result = list(iter_token_matches(token_ids, match_ids, start_idx=start_idx))
# Manually constructed results
assert [item._asdict() for item in result
] == [item for item in expected if item["start_idx"] >= start_idx]
assert [item._asdict() for item in result] == [
item for item in expected if item["start_idx"] >= start_idx
]
# Invariants
match_lens = [end - start for start, end in result]
@@ -97,7 +90,6 @@ def test_iter_token_matches(token_ids, match_ids, expected, start_idx):
assert all(match_len == len(match_ids) for match_len in match_lens)
# yapf: disable
@pytest.mark.parametrize(
("token_ids", "match_ids", "new_ids", "expected"),
[
@@ -141,7 +133,6 @@ def test_iter_token_matches(token_ids, match_ids, expected, start_idx):
),
],
)
# yapf: enable
def test_replace_token_matches(token_ids, match_ids, new_ids, expected):
result = replace_token_matches(token_ids, match_ids, new_ids)
@@ -149,7 +140,6 @@ def test_replace_token_matches(token_ids, match_ids, new_ids, expected):
assert result == expected
# yapf: disable
@pytest.mark.parametrize(
("prompt", "target_by_key", "expected_by_key"),
[
@@ -166,11 +156,11 @@ def test_replace_token_matches(token_ids, match_ids, new_ids, expected):
"pattern_1": [],
"pattern_2": [],
"pattern_3": [
{ "start_idx": 0, "end_idx": 0 },
{"start_idx": 0, "end_idx": 0},
],
"pattern_4": [],
"pattern_5": [
{ "start_idx": 0, "end_idx": 0 },
{"start_idx": 0, "end_idx": 0},
],
},
),
@@ -186,26 +176,26 @@ def test_replace_token_matches(token_ids, match_ids, new_ids, expected):
},
{
"pattern_1": [
{ "start_idx": 0, "end_idx": 1 },
{ "start_idx": 1, "end_idx": 2 },
{ "start_idx": 2, "end_idx": 3 },
{ "start_idx": 3, "end_idx": 4 },
{"start_idx": 0, "end_idx": 1},
{"start_idx": 1, "end_idx": 2},
{"start_idx": 2, "end_idx": 3},
{"start_idx": 3, "end_idx": 4},
],
"pattern_2": [
{ "start_idx": 0, "end_idx": 2 },
{ "start_idx": 2, "end_idx": 4 },
{"start_idx": 0, "end_idx": 2},
{"start_idx": 2, "end_idx": 4},
],
"pattern_3": [
{ "start_idx": 0, "end_idx": 3 },
{"start_idx": 0, "end_idx": 3},
],
"pattern_4": [
{ "start_idx": 0, "end_idx": 0 },
{"start_idx": 0, "end_idx": 0},
],
"pattern_5": [
{ "start_idx": 1, "end_idx": 1 },
{"start_idx": 1, "end_idx": 1},
],
"pattern_6": [
{ "start_idx": 4, "end_idx": 4 },
{"start_idx": 4, "end_idx": 4},
],
},
),
@@ -221,26 +211,25 @@ def test_replace_token_matches(token_ids, match_ids, new_ids, expected):
},
{
"pattern_1": [
{ "start_idx": 1, "end_idx": 3 },
{ "start_idx": 6, "end_idx": 8 },
{"start_idx": 1, "end_idx": 3},
{"start_idx": 6, "end_idx": 8},
],
"pattern_2": [
{ "start_idx": 1, "end_idx": 5 },
{"start_idx": 1, "end_idx": 5},
],
"pattern_3": [],
"pattern_4": [
{ "start_idx": 0, "end_idx": 0 },
{"start_idx": 0, "end_idx": 0},
],
"pattern_5": [],
"pattern_6": [
{ "start_idx": 10, "end_idx": 10 },
{"start_idx": 10, "end_idx": 10},
],
},
),
],
)
@pytest.mark.parametrize("update_type", [PromptInsertion, PromptReplacement])
# yapf: enable
def test_find_token_matches(
prompt,
target_by_key,
@@ -272,7 +261,6 @@ def test_find_token_matches(
} == expected_by_key
# yapf: disable
@pytest.mark.parametrize(
("prompt", "target_by_key", "expected_by_key"),
[
@@ -288,16 +276,16 @@ def test_find_token_matches(
"pattern_5": PromptIndexTargets.end(),
},
{
"pattern_1": [{ "start_idx": 0, "end_idx": 0 }],
"pattern_1": [{"start_idx": 0, "end_idx": 0}],
"pattern_2": [],
"pattern_3": [
{ "start_idx": 0, "end_idx": 0 },
{"start_idx": 0, "end_idx": 0},
],
"pattern_4": [],
"pattern_5": [
{ "start_idx": 0, "end_idx": 0 },
{"start_idx": 0, "end_idx": 0},
],
}
},
),
(
"<image><image><image><image>",
@@ -311,26 +299,26 @@ def test_find_token_matches(
},
{
"pattern_1": [
{ "start_idx": 0, "end_idx": 7 },
{ "start_idx": 7, "end_idx": 14 },
{ "start_idx": 14, "end_idx": 21 },
{ "start_idx": 21, "end_idx": 28 },
{"start_idx": 0, "end_idx": 7},
{"start_idx": 7, "end_idx": 14},
{"start_idx": 14, "end_idx": 21},
{"start_idx": 21, "end_idx": 28},
],
"pattern_2": [
{ "start_idx": 0, "end_idx": 14 },
{ "start_idx": 14, "end_idx": 28 },
{"start_idx": 0, "end_idx": 14},
{"start_idx": 14, "end_idx": 28},
],
"pattern_3": [
{ "start_idx": 0, "end_idx": 21 },
{"start_idx": 0, "end_idx": 21},
],
"pattern_4": [
{ "start_idx": 0, "end_idx": 0 },
{"start_idx": 0, "end_idx": 0},
],
"pattern_5": [
{ "start_idx": 7, "end_idx": 7 },
{"start_idx": 7, "end_idx": 7},
],
"pattern_6": [
{ "start_idx": 28, "end_idx": 28 },
{"start_idx": 28, "end_idx": 28},
],
},
),
@@ -346,21 +334,21 @@ def test_find_token_matches(
},
{
"pattern_1": [
{ "start_idx": 0, "end_idx": 13 },
{ "start_idx": 27, "end_idx": 40 },
{"start_idx": 0, "end_idx": 13},
{"start_idx": 27, "end_idx": 40},
],
"pattern_2": [
{ "start_idx": 0, "end_idx": 27 },
{"start_idx": 0, "end_idx": 27},
],
"pattern_3": [],
"pattern_4": [
{ "start_idx": 0, "end_idx": 0 },
{"start_idx": 0, "end_idx": 0},
],
"pattern_5": [
{ "start_idx": 13, "end_idx": 13 },
{"start_idx": 13, "end_idx": 13},
],
"pattern_6": [
{ "start_idx": 48, "end_idx": 48 },
{"start_idx": 48, "end_idx": 48},
],
},
),
@@ -374,22 +362,21 @@ def test_find_token_matches(
},
{
"pattern_1": [
{ "start_idx": 0, "end_idx": 9 },
{ "start_idx": 16, "end_idx": 25 },
{"start_idx": 0, "end_idx": 9},
{"start_idx": 16, "end_idx": 25},
],
"pattern_2": [
{ "start_idx": 0, "end_idx": 16 },
{ "start_idx": 16, "end_idx": 32 },
{"start_idx": 0, "end_idx": 16},
{"start_idx": 16, "end_idx": 32},
],
"pattern_3": [
{ "start_idx": 0, "end_idx": 25 },
{"start_idx": 0, "end_idx": 25},
],
},
),
],
)
@pytest.mark.parametrize("update_type", [PromptInsertion, PromptReplacement])
# yapf: enable
def test_find_text_matches(
prompt,
target_by_key,
@@ -421,7 +408,6 @@ def test_find_text_matches(
} == expected_by_key
# yapf: disable
@pytest.mark.parametrize(
("prompt", "target_by_key", "repl_by_key", "expected_by_update_type_mm_count"), # noqa: E501
[
@@ -549,9 +535,8 @@ def test_find_text_matches(
},
},
),
]
],
)
# yapf: enable
def test_find_update_text(
prompt,
target_by_key,
@@ -562,13 +547,15 @@ def test_find_update_text(
mock_tokenizer = cast(AnyTokenizer, object())
for (
update_type,
expected_by_mm_count,
update_type,
expected_by_mm_count,
) in expected_by_update_type_mm_count.items():
for mm_count, expected in expected_by_mm_count.items():
mm_prompt_updates = {
key: [[update_type(key, target, repl_by_key[key]).resolve(i)]
for i in range(mm_count)]
key: [
[update_type(key, target, repl_by_key[key]).resolve(i)]
for i in range(mm_count)
]
for key, target in target_by_key.items()
}
@@ -589,7 +576,6 @@ def test_find_update_text(
assert new_prompt == expected
# yapf: disable
@pytest.mark.parametrize(
("prompt", "target_by_key", "repl_by_key", "expected_by_update_type_mm_count"), # noqa: E501
[
@@ -615,8 +601,43 @@ def test_find_update_text(
{
PromptInsertion: {
0: [1, 9833, 28747, 32000, 9833, 28747, 32000, 32000, 918],
1: [1, 9833, 28747, 32000, 32000, 32000, 9833, 28747, 32000, 32000, 918, 1550, 918, 1550], # noqa: E501
2: [1, 9833, 28747, 32000, 32000, 32000, 32000, 32000, 9833, 28747, 32000, 32000, 918, 1550, 918, 1550, 1550, 918, 1550], # noqa: E501
1: [
1,
9833,
28747,
32000,
32000,
32000,
9833,
28747,
32000,
32000,
918,
1550,
918,
1550,
], # noqa: E501
2: [
1,
9833,
28747,
32000,
32000,
32000,
32000,
32000,
9833,
28747,
32000,
32000,
918,
1550,
918,
1550,
1550,
918,
1550,
], # noqa: E501
},
PromptReplacement: {
0: [1, 9833, 28747, 32000, 9833, 28747, 32000, 32000, 918],
@@ -719,9 +740,8 @@ def test_find_update_text(
},
},
),
]
],
)
# yapf: enable
def test_find_update_tokens(
prompt,
target_by_key,
@@ -732,13 +752,15 @@ def test_find_update_tokens(
mock_tokenizer = cast(AnyTokenizer, object())
for (
update_type,
expected_by_mm_count,
update_type,
expected_by_mm_count,
) in expected_by_update_type_mm_count.items():
for mm_count, expected in expected_by_mm_count.items():
mm_prompt_updates = {
key: [[update_type(key, target, repl_by_key[key]).resolve(i)]
for i in range(mm_count)]
key: [
[update_type(key, target, repl_by_key[key]).resolve(i)]
for i in range(mm_count)
]
for key, target in target_by_key.items()
}
@@ -759,7 +781,6 @@ def test_find_update_tokens(
assert new_prompt == expected
# yapf: disable
@pytest.mark.parametrize(
"repl_by_key",
[
@@ -796,8 +817,7 @@ def test_find_update_tokens(
is_embed=None,
),
],
}
},
),
(
[1, 32000, 32000, 9833, 28747, 32000, 32000, 1550, 918, 1550],
@@ -828,7 +848,7 @@ def test_find_update_tokens(
),
],
# No match for pattern_4 as it has lower priority than pattern_1
}
},
),
(
[1, 32000, 32000, 32000, 32000, 32000, 1550, 918, 1550],
@@ -867,12 +887,11 @@ def test_find_update_tokens(
is_embed=None,
),
],
}
},
),
]
],
)
@pytest.mark.parametrize("update_type", [PromptInsertion, PromptReplacement])
# yapf: enable
def test_find_mm_placeholders(
repl_by_key,
prompt,
@@ -899,8 +918,15 @@ def test_find_mm_placeholders(
@pytest.mark.parametrize("model_id", ["llava-hf/llava-v1.6-mistral-7b-hf"])
@pytest.mark.parametrize(
("limit", "num_supported", "is_valid"),
[(0, 0, True), (0, 1, True), (1, 0, False), (1, 1, True), (1, 2, True),
(2, 1, False), (2, 2, True)],
[
(0, 0, True),
(0, 1, True),
(1, 0, False),
(1, 1, True),
(1, 2, True),
(2, 1, False),
(2, 2, True),
],
)
def test_limit_mm_per_prompt_dummy(model_id, limit, num_supported, is_valid):
limit_mm_per_prompt = {"image": limit}
@@ -930,8 +956,15 @@ def test_limit_mm_per_prompt_dummy(model_id, limit, num_supported, is_valid):
@pytest.mark.parametrize("model_id", ["llava-hf/llava-v1.6-mistral-7b-hf"])
@pytest.mark.parametrize(
("num_images", "limit", "is_valid"),
[(0, 0, True), (0, 1, True), (1, 0, False), (1, 1, True), (1, 2, True),
(2, 1, False), (2, 2, True)],
[
(0, 0, True),
(0, 1, True),
(1, 0, False),
(1, 1, True),
(1, 2, True),
(2, 1, False),
(2, 2, True),
],
)
def test_limit_mm_per_prompt_apply(model_id, num_images, limit, is_valid):
limit_mm_per_prompt = {"image": limit}
@@ -966,7 +999,6 @@ def test_limit_mm_per_prompt_apply(model_id, num_images, limit, is_valid):
class DummyProcessor:
def __init__(self, a: int = 0, b: int = 0) -> None:
super().__init__()
@@ -982,7 +1014,6 @@ class DummyProcessor:
return dict(a=a, c=c)
# yapf: disable
@pytest.mark.parametrize("model_id", ["Qwen/Qwen2-VL-2B-Instruct"]) # Dummy
@pytest.mark.parametrize(
("config_kwargs", "inference_kwargs", "expected_kwargs"),
@@ -996,7 +1027,6 @@ class DummyProcessor:
({"b": 1, "c": 1}, {}, {"a": 0, "b": 1}),
],
)
# yapf: enable
def test_hf_processor_init_kwargs(
model_id,
config_kwargs,
@@ -1020,7 +1050,6 @@ def test_hf_processor_init_kwargs(
assert getattr(processor, k) == v
# yapf: disable
@pytest.mark.parametrize("model_id", ["Qwen/Qwen2-VL-2B-Instruct"]) # Dummy
@pytest.mark.parametrize(
("config_kwargs", "inference_kwargs", "expected_kwargs"),
@@ -1034,7 +1063,6 @@ def test_hf_processor_init_kwargs(
({"b": 1, "c": 1}, {}, {"a": 0, "c": 1}),
],
)
# yapf: enable
def test_hf_processor_call_kwargs(
model_id,
config_kwargs,

27
tests/multimodal/test_utils.py
View File

@@ -233,7 +233,6 @@ async def test_fetch_video_http_with_dynamic_loader(
assert metadata_sync["video_backend"] == "opencv_dynamic"
# yapf: disable
@pytest.mark.parametrize(
"case",
[
@@ -264,7 +263,6 @@ async def test_fetch_video_http_with_dynamic_loader(
("image", 0),
],
),
# Two modalities
## Internally sorted
dict(
@@ -276,7 +274,7 @@ async def test_fetch_video_http_with_dynamic_loader(
"audio": [
PlaceholderRange(offset=0, length=2),
PlaceholderRange(offset=2, length=3),
]
],
},
expected_modality_idxs=[
("audio", 0),
@@ -295,7 +293,7 @@ async def test_fetch_video_http_with_dynamic_loader(
"audio": [
PlaceholderRange(offset=5, length=2),
PlaceholderRange(offset=11, length=4),
]
],
},
expected_modality_idxs=[
("image", 0),
@@ -314,7 +312,7 @@ async def test_fetch_video_http_with_dynamic_loader(
"audio": [
PlaceholderRange(offset=11, length=4),
PlaceholderRange(offset=5, length=2),
]
],
},
expected_modality_idxs=[
("image", 1),
@@ -323,7 +321,6 @@ async def test_fetch_video_http_with_dynamic_loader(
("audio", 0),
],
),
# Three modalities
## Internally sorted
dict(
@@ -339,7 +336,7 @@ async def test_fetch_video_http_with_dynamic_loader(
PlaceholderRange(offset=3, length=4),
PlaceholderRange(offset=7, length=5),
PlaceholderRange(offset=12, length=6),
]
],
},
expected_modality_idxs=[
("audio", 0),
@@ -363,7 +360,7 @@ async def test_fetch_video_http_with_dynamic_loader(
],
"video": [
PlaceholderRange(offset=8, length=5),
]
],
},
expected_modality_idxs=[
("image", 0),
@@ -386,7 +383,7 @@ async def test_fetch_video_http_with_dynamic_loader(
],
"video": [
PlaceholderRange(offset=8, length=5),
]
],
},
expected_modality_idxs=[
("image", 0),
@@ -398,7 +395,6 @@ async def test_fetch_video_http_with_dynamic_loader(
),
],
)
# yapf: enable
def test_argsort_mm_positions(case):
mm_positions = case["mm_positions"]
expected_modality_idxs = case["expected_modality_idxs"]
@@ -413,13 +409,16 @@ def test_argsort_mm_positions(case):
@pytest.mark.parametrize("num_frames", [-1, 32, 1800])
async def test_allowed_media_domains(video_url: str, num_frames: int):
connector = MediaConnector(
media_io_kwargs={"video": {
"num_frames": num_frames,
}},
media_io_kwargs={
"video": {
"num_frames": num_frames,
}
},
allowed_media_domains=[
"www.bogotobogo.com",
"github.com",
])
],
)
video_sync, metadata_sync = connector.fetch_video(video_url)
video_async, metadata_async = await connector.fetch_video_async(video_url)