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https://github.com/hwchase17/langchain
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59 lines
2.0 KiB
Python
59 lines
2.0 KiB
Python
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"""Test mosaicml embeddings."""
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from langchain.embeddings.mosaicml import MosaicMLInstructorEmbeddings
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def test_mosaicml_embedding_documents() -> None:
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"""Test MosaicML embeddings."""
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documents = ["foo bar"]
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embedding = MosaicMLInstructorEmbeddings()
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output = embedding.embed_documents(documents)
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assert len(output) == 1
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assert len(output[0]) == 768
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def test_mosaicml_embedding_documents_multiple() -> None:
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"""Test MosaicML embeddings with multiple documents."""
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documents = ["foo bar", "bar foo", "foo"]
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embedding = MosaicMLInstructorEmbeddings()
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output = embedding.embed_documents(documents)
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assert len(output) == 3
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assert len(output[0]) == 768
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assert len(output[1]) == 768
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assert len(output[2]) == 768
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def test_mosaicml_embedding_query() -> None:
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"""Test MosaicML embeddings of queries."""
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document = "foo bar"
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embedding = MosaicMLInstructorEmbeddings()
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output = embedding.embed_query(document)
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assert len(output) == 768
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def test_mosaicml_embedding_endpoint() -> None:
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"""Test MosaicML embeddings with a different endpoint"""
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documents = ["foo bar"]
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embedding = MosaicMLInstructorEmbeddings(
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endpoint_url="https://models.hosted-on.mosaicml.hosting/instructor-xl/v1/predict"
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)
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output = embedding.embed_documents(documents)
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assert len(output) == 1
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assert len(output[0]) == 768
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def test_mosaicml_embedding_query_instruction() -> None:
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"""Test MosaicML embeddings with a different query instruction."""
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document = "foo bar"
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embedding = MosaicMLInstructorEmbeddings(query_instruction="Embed this query:")
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output = embedding.embed_query(document)
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assert len(output) == 768
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def test_mosaicml_embedding_document_instruction() -> None:
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"""Test MosaicML embeddings with a different query instruction."""
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documents = ["foo bar"]
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embedding = MosaicMLInstructorEmbeddings(embed_instruction="Embed this document:")
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output = embedding.embed_documents(documents)
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assert len(output) == 1
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assert len(output[0]) == 768
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