53 lines
1.7 KiB
Python
53 lines
1.7 KiB
Python
from unittest.mock import Mock, patch
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import pytest
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from mem0.configs.embeddings.base import BaseEmbedderConfig
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from mem0.embeddings.azure_openai import AzureOpenAIEmbedding
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@pytest.fixture
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def mock_openai_client():
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with patch("mem0.embeddings.azure_openai.AzureOpenAI") as mock_openai:
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mock_client = Mock()
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mock_openai.return_value = mock_client
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yield mock_client
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def test_embed_text(mock_openai_client):
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config = BaseEmbedderConfig(model="text-embedding-ada-002")
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embedder = AzureOpenAIEmbedding(config)
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mock_embedding_response = Mock()
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mock_embedding_response.data = [Mock(embedding=[0.1, 0.2, 0.3])]
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mock_openai_client.embeddings.create.return_value = mock_embedding_response
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text = "Hello, this is a test."
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embedding = embedder.embed(text)
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mock_openai_client.embeddings.create.assert_called_once_with(
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input=["Hello, this is a test."], model="text-embedding-ada-002"
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)
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assert embedding == [0.1, 0.2, 0.3]
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@pytest.mark.parametrize(
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"default_headers, expected_header",
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[(None, None), ({"Test": "test_value"}, "test_value"), ({}, None)],
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)
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def test_embed_text_with_default_headers(default_headers, expected_header):
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config = BaseEmbedderConfig(
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model="text-embedding-ada-002",
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azure_kwargs={
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"api_key": "test",
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"api_version": "test_version",
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"azure_endpoint": "test_endpoint",
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"azuer_deployment": "test_deployment",
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"default_headers": default_headers,
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},
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)
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embedder = AzureOpenAIEmbedding(config)
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assert embedder.client.api_key == "test"
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assert embedder.client._api_version == "test_version"
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assert embedder.client.default_headers.get("Test") == expected_header
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