Aleph Alpha
有两种可能的方式来使用 Aleph Alpha 的语义嵌入。如果你的文本结构不同（例如，一个文档和一个查询），你应使用非对称嵌入。相反，对于结构相似的文本，建议使用对称嵌入。
非对称
from langchain_community.embeddings import AlephAlphaAsymmetricSemanticEmbedding
API 参考:AlephAlpha不对称语义嵌入
document = "This is a content of the document"
query = "What is the content of the document?"
embeddings = AlephAlphaAsymmetricSemanticEmbedding(normalize=True, compress_to_size=128)
doc_result = embeddings.embed_documents([document])
query_result = embeddings.embed_query(query)
对称
from langchain_community.embeddings import AlephAlphaSymmetricSemanticEmbedding
API 参考:AlephAlpha对称语义嵌入
text = "This is a test text"
embeddings = AlephAlphaSymmetricSemanticEmbedding(normalize=True, compress_to_size=128)
doc_result = embeddings.embed_documents([text])
query_result = embeddings.embed_query(text)