ImageSpace(image: superlinked.framework.common.schema.schema_object.Blob | superlinked.framework.common.schema.schema_object.DescribedBlob | None | collections.abc.Sequence[superlinked.framework.common.schema.schema_object.Blob | superlinked.framework.common.schema.schema_object.DescribedBlob | None], model: str = 'clip-ViT-B-32', model_handler: superlinked.framework.common.space.config.embedding.image_embedding_config.ModelHandler = ModelHandler.SENTENCE_TRANSFORMERS, model_cache_dir: pathlib.Path | None = None) : Initialize the ImageSpace instance for generating vector representations from images, supporting models from the OpenCLIP project.
Args:
image (Blob | DescribedBlob | Sequence[Blob | DescribedBlob]):
The image content as a Blob or DescribedBlob (write image+description), or a sequence of them.
model (str, optional): The model identifier for generating image embeddings.
Defaults to "clip-ViT-B-32".
model_handler (ModelHandler, optional): The handler for the model,
defaults to ModelHandler.SENTENCE_TRANSFORMERS.
Raises:
InvalidSpaceParamException: If the image and description fields are not
from the same schema.
Initialize the ImageSpace instance for generating vector representations
from images, supporting models from the OpenCLIP project.
Args:
image (Blob | DescribedBlob | Sequence[Blob | DescribedBlob]):
The image content as a Blob or DescribedBlob (write image+description), or a sequence of them.
model (str, optional): The model identifier for generating image embeddings.
Defaults to "clip-ViT-B-32".
model_handler (ModelHandler, optional): The handler for the model,
defaults to ModelHandler.SENTENCE_TRANSFORMERS.
model_cache_dir (Path | None, optional): Directory to cache downloaded models.
If None, uses the default cache directory. Defaults to None.
Raises:
InvalidSpaceParamException: If the image and description fields are not
from the same schema.
### Ancestors (in MRO)
* superlinked.framework.dsl.space.space.Space
* superlinked.framework.common.space.interface.has_transformation_config.HasTransformationConfig
* superlinked.framework.common.interface.has_length.HasLength
* typing.Generic
* superlinked.framework.common.interface.has_annotation.HasAnnotation
* abc.ABC
### Instance variables
`transformation_config: superlinked.framework.common.space.config.transformation_config.TransformationConfig[superlinked.framework.common.data_types.Vector, superlinked.framework.common.schema.image_data.ImageData]`
:
