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30 changes: 22 additions & 8 deletions redisvl/utils/vectorize/__init__.py
Original file line number Diff line number Diff line change
@@ -1,3 +1,7 @@
import os
from typing import Optional

from redisvl.extensions.cache.embeddings import EmbeddingsCache
from redisvl.utils.vectorize.base import BaseVectorizer, Vectorizers
from redisvl.utils.vectorize.text.azureopenai import AzureOpenAITextVectorizer
from redisvl.utils.vectorize.text.bedrock import BedrockTextVectorizer
Expand All @@ -23,22 +27,32 @@
]


def vectorizer_from_dict(vectorizer: dict) -> BaseVectorizer:
def vectorizer_from_dict(
vectorizer: dict,
cache: dict = {},
cache_folder=os.getenv("SENTENCE_TRANSFORMERS_HOME"),
) -> BaseVectorizer:
vectorizer_type = Vectorizers(vectorizer["type"])
model = vectorizer["model"]

args = {"model": model}
if cache:
emb_cache = EmbeddingsCache(**cache)
args["cache"] = emb_cache

if vectorizer_type == Vectorizers.cohere:
return CohereTextVectorizer(model=model)
return CohereTextVectorizer(**args)
elif vectorizer_type == Vectorizers.openai:
return OpenAITextVectorizer(model=model)
return OpenAITextVectorizer(**args)
elif vectorizer_type == Vectorizers.azure_openai:
return AzureOpenAITextVectorizer(model=model)
return AzureOpenAITextVectorizer(**args)
elif vectorizer_type == Vectorizers.hf:
return HFTextVectorizer(model=model)
return HFTextVectorizer(**args)
elif vectorizer_type == Vectorizers.mistral:
return MistralAITextVectorizer(model=model)
return MistralAITextVectorizer(**args)
elif vectorizer_type == Vectorizers.vertexai:
return VertexAITextVectorizer(model=model)
return VertexAITextVectorizer(**args)
elif vectorizer_type == Vectorizers.voyageai:
return VoyageAITextVectorizer(model=model)
return VoyageAITextVectorizer(**args)
else:
raise ValueError(f"Unsupported vectorizer type: {vectorizer_type}")