langchain/tests/integration_tests/embeddings/test_vertexai.py

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"""Test Vertex AI API wrapper.
In order to run this test, you need to install VertexAI SDK
pip install google-cloud-aiplatform>=1.25.0
Your end-user credentials would be used to make the calls (make sure you've run
`gcloud auth login` first).
"""
from langchain.embeddings import VertexAIEmbeddings
def test_embedding_documents() -> None:
documents = ["foo bar"]
model = VertexAIEmbeddings()
output = model.embed_documents(documents)
assert len(output) == 1
assert len(output[0]) == 768
assert model._llm_type == "vertexai"
assert model.model_name == model.client._model_id
def test_embedding_query() -> None:
document = "foo bar"
model = VertexAIEmbeddings()
output = model.embed_query(document)
assert len(output) == 768