2024-08-11 12:17:54 -07:00

31 lines
1018 B
Python

from shared_configs.enums import EmbeddingProvider
from shared_configs.enums import EmbedTextType
MODEL_WARM_UP_STRING = "hi " * 512
DEFAULT_OPENAI_MODEL = "text-embedding-3-small"
DEFAULT_COHERE_MODEL = "embed-english-light-v3.0"
DEFAULT_VOYAGE_MODEL = "voyage-large-2-instruct"
DEFAULT_VERTEX_MODEL = "text-embedding-004"
class EmbeddingModelTextType:
PROVIDER_TEXT_TYPE_MAP = {
EmbeddingProvider.COHERE: {
EmbedTextType.QUERY: "search_query",
EmbedTextType.PASSAGE: "search_document",
},
EmbeddingProvider.VOYAGE: {
EmbedTextType.QUERY: "query",
EmbedTextType.PASSAGE: "document",
},
EmbeddingProvider.GOOGLE: {
EmbedTextType.QUERY: "RETRIEVAL_QUERY",
EmbedTextType.PASSAGE: "RETRIEVAL_DOCUMENT",
},
}
@staticmethod
def get_type(provider: EmbeddingProvider, text_type: EmbedTextType) -> str:
return EmbeddingModelTextType.PROVIDER_TEXT_TYPE_MAP[provider][text_type]