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29 changes: 28 additions & 1 deletion test/collection/test_vectorizer.py
Original file line number Diff line number Diff line change
@@ -1,5 +1,32 @@
import pytest
from weaviate.collections.classes.config import Configure


def test_multi2vec_clip() -> None:
Configure.Vectorizer.multi2vec_clip(image_fields=["test"])
cfg = Configure.Vectorizer.multi2vec_clip(image_fields=["test"], vectorize_collection_name=False)
assert cfg._to_dict()["vectorizeClassName"] is False


@pytest.mark.parametrize(
"vectorize_collection_name", [True, False]
)
def test_multi2vec_vectorize_collection_name(vectorize_collection_name: bool) -> None:
clip_cfg = Configure.Vectorizer.multi2vec_clip(vectorize_collection_name=vectorize_collection_name)
assert clip_cfg._to_dict()["vectorizeClassName"] == vectorize_collection_name

bind_cfg = Configure.Vectorizer.multi2vec_bind(vectorize_collection_name=vectorize_collection_name)
assert bind_cfg._to_dict()["vectorizeClassName"] == vectorize_collection_name

cohere_cfg = Configure.Vectorizer.multi2vec_cohere(vectorize_collection_name=vectorize_collection_name)
assert cohere_cfg._to_dict()["vectorizeClassName"] == vectorize_collection_name

voyage_cfg = Configure.Vectorizer.multi2vec_voyageai(
output_encoding="base64", vectorize_collection_name=vectorize_collection_name
)
assert voyage_cfg._to_dict()["vectorizeClassName"] == vectorize_collection_name

nvidia_cfg = Configure.Vectorizer.multi2vec_nvidia(vectorize_collection_name=vectorize_collection_name)
assert nvidia_cfg._to_dict()["vectorizeClassName"] == vectorize_collection_name

jina_cfg = Configure.Vectorizer.multi2vec_jinaai(vectorize_collection_name=vectorize_collection_name)
assert jina_cfg._to_dict()["vectorizeClassName"] == vectorize_collection_name
24 changes: 16 additions & 8 deletions weaviate/collections/classes/config_named_vectors.py
Original file line number Diff line number Diff line change
Expand Up @@ -256,7 +256,8 @@ def multi2vec_cohere(
model=model,
dimensions=None,
truncate=truncate,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=vector_index_config,
Expand Down Expand Up @@ -542,7 +543,8 @@ def multi2vec_clip(
return _NamedVectorConfigCreate(
name=name,
vectorizer=_Multi2VecClipConfig(
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
inferenceUrl=inference_url,
),
Expand Down Expand Up @@ -598,7 +600,8 @@ def multi2vec_palm(
projectId=project_id,
location=location,
audioFields=None,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
videoFields=_map_multi2vec_fields(video_fields),
dimensions=dimensions,
Expand Down Expand Up @@ -648,7 +651,8 @@ def multi2vec_google(
vectorizer=_Multi2VecGoogleConfig(
projectId=project_id,
location=location,
audioFields=_map_multi2vec_fields(audio_fields),
audioFields=_map_multi2vec_fields(audio_fields,
vectorizeClassName=vectorize_collection_name),
imageFields=_map_multi2vec_fields(image_fields),
textFields=_map_multi2vec_fields(text_fields),
videoFields=_map_multi2vec_fields(video_fields),
Expand Down Expand Up @@ -693,7 +697,8 @@ def multi2vec_bind(
return _NamedVectorConfigCreate(
name=name,
vectorizer=_Multi2VecBindConfig(
audioFields=_map_multi2vec_fields(audio_fields),
audioFields=_map_multi2vec_fields(audio_fields,
vectorizeClassName=vectorize_collection_name),
depthFields=_map_multi2vec_fields(depth_fields),
imageFields=_map_multi2vec_fields(image_fields),
IMUFields=_map_multi2vec_fields(imu_fields),
Expand Down Expand Up @@ -742,7 +747,8 @@ def multi2vec_voyageai(
model=model,
truncation=truncation,
dimensions=None,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
videoFields=None,
),
Expand Down Expand Up @@ -786,7 +792,8 @@ def multi2vec_nvidia(
baseURL=base_url,
model=model,
truncation=truncation,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=vector_index_config,
Expand Down Expand Up @@ -1209,7 +1216,8 @@ def multi2vec_jinaai(
baseURL=base_url,
model=model,
dimensions=dimensions,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=vector_index_config,
Expand Down
11 changes: 9 additions & 2 deletions weaviate/collections/classes/config_vectorizers.py
Original file line number Diff line number Diff line change
Expand Up @@ -470,8 +470,9 @@ class Multi2VecField(BaseModel):


class _Multi2VecBase(_VectorizerConfigCreate):
imageFields: Optional[List[Multi2VecField]]
textFields: Optional[List[Multi2VecField]]
imageFields: Optional[List[Multi2VecField]] = None
textFields: Optional[List[Multi2VecField]] = None
vectorizeClassName: bool = True

def _to_dict(self) -> Dict[str, Any]:
ret_dict = super()._to_dict()
Expand Down Expand Up @@ -719,6 +720,7 @@ def multi2vec_clip(
imageFields=_map_multi2vec_fields(image_fields),
textFields=_map_multi2vec_fields(text_fields),
inferenceUrl=inference_url,
vectorizeClassName=vectorize_collection_name,
)

@staticmethod
Expand Down Expand Up @@ -758,6 +760,7 @@ def multi2vec_bind(
textFields=_map_multi2vec_fields(text_fields),
thermalFields=_map_multi2vec_fields(thermal_fields),
videoFields=_map_multi2vec_fields(video_fields),
vectorizeClassName=vectorize_collection_name,
)

@staticmethod
Expand Down Expand Up @@ -941,6 +944,7 @@ def multi2vec_cohere(
truncate=truncate,
imageFields=_map_multi2vec_fields(image_fields),
textFields=_map_multi2vec_fields(text_fields),
vectorizeClassName=vectorize_collection_name,
)

@staticmethod
Expand Down Expand Up @@ -979,6 +983,7 @@ def multi2vec_voyageai(
imageFields=_map_multi2vec_fields(image_fields),
textFields=_map_multi2vec_fields(text_fields),
videoFields=None,
vectorizeClassName=vectorize_collection_name,
)

@staticmethod
Expand Down Expand Up @@ -1015,6 +1020,7 @@ def multi2vec_nvidia(
truncation=truncation,
imageFields=_map_multi2vec_fields(image_fields),
textFields=_map_multi2vec_fields(text_fields),
vectorizeClassName=vectorize_collection_name,
)

@staticmethod
Expand Down Expand Up @@ -1484,6 +1490,7 @@ def multi2vec_jinaai(
dimensions=dimensions,
imageFields=_map_multi2vec_fields(image_fields),
textFields=_map_multi2vec_fields(text_fields),
vectorizeClassName=vectorize_collection_name,
)

@staticmethod
Expand Down
39 changes: 26 additions & 13 deletions weaviate/collections/classes/config_vectors.py
Original file line number Diff line number Diff line change
Expand Up @@ -297,7 +297,8 @@ def multi2vec_jinaai(
vectorizer=_Multi2MultiVecJinaConfig(
baseURL=base_url,
model=model,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=_IndexWrappers.multi(
Expand Down Expand Up @@ -334,7 +335,8 @@ def multi2vec_weaviate(
vectorizer=_Multi2MultiVecWeaviateConfig(
baseURL=base_url,
model=model,
imageFields=_map_multi2vec_fields([image_field]),
imageFields=_map_multi2vec_fields([image_field],
vectorizeClassName=vectorize_collection_name),
textFields=None,
),
vector_index_config=_IndexWrappers.multi(
Expand Down Expand Up @@ -478,7 +480,8 @@ def multi2vec_cohere(
model=model,
dimensions=dimensions,
truncate=truncate,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=_IndexWrappers.single(vector_index_config, quantizer),
Expand Down Expand Up @@ -968,7 +971,8 @@ def multi2vec_aws(
region=region,
model=model,
dimensions=dimensions,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=_IndexWrappers.single(vector_index_config, quantizer),
Expand Down Expand Up @@ -1010,7 +1014,8 @@ def multi2vec_aws_bedrock(
region=region,
model=model,
dimensions=dimensions,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=_IndexWrappers.single(vector_index_config, quantizer),
Expand Down Expand Up @@ -1071,7 +1076,8 @@ def multi2vec_clip(
return _VectorConfigCreate(
name=name,
vectorizer=_Multi2VecClipConfig(
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
inferenceUrl=inference_url,
),
Expand Down Expand Up @@ -1118,7 +1124,8 @@ def multi2vec_google(
vectorizer=_Multi2VecGoogleConfig(
projectId=project_id,
location=location,
audioFields=_map_multi2vec_fields(audio_fields),
audioFields=_map_multi2vec_fields(audio_fields,
vectorizeClassName=vectorize_collection_name),
imageFields=_map_multi2vec_fields(image_fields),
textFields=_map_multi2vec_fields(text_fields),
videoFields=_map_multi2vec_fields(video_fields),
Expand Down Expand Up @@ -1166,7 +1173,8 @@ def multi2vec_google_gemini(
projectId=None,
location=None,
apiEndpoint="generativelanguage.googleapis.com",
audioFields=_map_multi2vec_fields(audio_fields),
audioFields=_map_multi2vec_fields(audio_fields,
vectorizeClassName=vectorize_collection_name),
imageFields=_map_multi2vec_fields(image_fields),
textFields=_map_multi2vec_fields(text_fields),
videoFields=_map_multi2vec_fields(video_fields),
Expand Down Expand Up @@ -1211,7 +1219,8 @@ def multi2vec_bind(
return _VectorConfigCreate(
name=name,
vectorizer=_Multi2VecBindConfig(
audioFields=_map_multi2vec_fields(audio_fields),
audioFields=_map_multi2vec_fields(audio_fields,
vectorizeClassName=vectorize_collection_name),
depthFields=_map_multi2vec_fields(depth_fields),
imageFields=_map_multi2vec_fields(image_fields),
IMUFields=_map_multi2vec_fields(imu_fields),
Expand Down Expand Up @@ -1263,7 +1272,8 @@ def multi2vec_voyageai(
model=model,
truncation=truncation,
dimensions=dimensions,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
videoFields=_map_multi2vec_fields(video_fields),
),
Expand Down Expand Up @@ -1306,7 +1316,8 @@ def multi2vec_nvidia(
baseURL=base_url,
model=model,
truncation=truncation,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=_IndexWrappers.single(vector_index_config, quantizer),
Expand Down Expand Up @@ -1342,7 +1353,8 @@ def multi2vec_twelvelabs(
vectorizer=_Multi2VecTwelvelabsConfig(
baseURL=base_url,
model=model,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=_IndexWrappers.single(vector_index_config, quantizer),
Expand Down Expand Up @@ -1841,7 +1853,8 @@ def multi2vec_jinaai(
baseURL=base_url,
model=model,
dimensions=dimensions,
imageFields=_map_multi2vec_fields(image_fields),
imageFields=_map_multi2vec_fields(image_fields,
vectorizeClassName=vectorize_collection_name),
textFields=_map_multi2vec_fields(text_fields),
),
vector_index_config=_IndexWrappers.single(vector_index_config, quantizer),
Expand Down