|
| 1 | +from unittest.mock import patch, MagicMock |
| 2 | +import pytest |
| 3 | +import json |
| 4 | + |
| 5 | +from neo4j_graphrag.embeddings.bedrockembeddings import BedrockEmbeddings |
| 6 | +from neo4j_graphrag.exceptions import EmbeddingsGenerationError |
| 7 | + |
| 8 | + |
| 9 | +@patch("neo4j_graphrag.embeddings.bedrockembeddings.boto3.client") |
| 10 | +def test_bedrock_embedder_happy_path(mock_boto_client): |
| 11 | + # Mock AWS response with valid embedding |
| 12 | + fake_embedding = [0.1] * 1024 |
| 13 | + fake_response = { |
| 14 | + "embedding": fake_embedding |
| 15 | + } |
| 16 | + |
| 17 | + # Mock the .read() to return the fake response as JSON bytes |
| 18 | + mock_body = MagicMock() |
| 19 | + mock_body.read.return_value = json.dumps(fake_response).encode("utf-8") |
| 20 | + |
| 21 | + # Mock the bedrock client |
| 22 | + mock_bedrock_client = MagicMock() |
| 23 | + mock_bedrock_client.invoke_model.return_value = {"body": mock_body} |
| 24 | + mock_boto_client.return_value = mock_bedrock_client |
| 25 | + |
| 26 | + # Instantiate the embedder and run embed_query |
| 27 | + embedder = BedrockEmbeddings() |
| 28 | + result = embedder.embed_query("Hello, Bedrock!") |
| 29 | + |
| 30 | + # Assertions |
| 31 | + assert isinstance(result, list) |
| 32 | + assert len(result) == 1024 |
| 33 | + assert result == fake_embedding |
| 34 | + |
| 35 | + |
| 36 | +@patch("neo4j_graphrag.embeddings.bedrockembeddings.boto3.client") |
| 37 | +def test_bedrock_embedder_error_path(mock_boto_client): |
| 38 | + # Simulate AWS client raising an exception |
| 39 | + mock_bedrock_client = MagicMock() |
| 40 | + mock_bedrock_client.invoke_model.side_effect = Exception("AWS error") |
| 41 | + mock_boto_client.return_value = mock_bedrock_client |
| 42 | + |
| 43 | + embedder = BedrockEmbeddings() |
| 44 | + |
| 45 | + with pytest.raises(EmbeddingsGenerationError) as exc_info: |
| 46 | + embedder.embed_query("This will fail.") |
| 47 | + |
| 48 | + assert "Issue Generating Embeddings" in str(exc_info.value) |
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