Aleph Alpha 集成

使用 Aleph Alpha 语义嵌入有两种方式。如果您的文本结构不同（例如一段文档和一个查询），应使用非对称嵌入。相反，对于结构相似的文本，推荐使用对称嵌入。

非对称嵌入

from langchain_community.embeddings import AlephAlphaAsymmetricSemanticEmbedding

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)

from langchain_community.embeddings import AlephAlphaSymmetricSemanticEmbedding

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)

通过 MCP 将这些文档连接到 Claude、VSCode 等，获取实时解答。