Files
embedding-buddy/tests/test_data_processing.py

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2.5 KiB
Python

import pytest
import numpy as np
from src.embeddingbuddy.data.parser import NDJSONParser
from src.embeddingbuddy.data.processor import DataProcessor
from src.embeddingbuddy.models.schemas import Document
class TestNDJSONParser:
def test_parse_text_basic(self):
text_content = '{"id": "test1", "text": "Hello world", "embedding": [0.1, 0.2, 0.3]}'
documents = NDJSONParser.parse_text(text_content)
assert len(documents) == 1
assert documents[0].id == "test1"
assert documents[0].text == "Hello world"
assert documents[0].embedding == [0.1, 0.2, 0.3]
def test_parse_text_with_metadata(self):
text_content = '{"id": "test1", "text": "Hello", "embedding": [0.1, 0.2], "category": "greeting", "tags": ["test"]}'
documents = NDJSONParser.parse_text(text_content)
assert documents[0].category == "greeting"
assert documents[0].tags == ["test"]
def test_parse_text_missing_id(self):
text_content = '{"text": "Hello", "embedding": [0.1, 0.2]}'
documents = NDJSONParser.parse_text(text_content)
assert len(documents) == 1
assert documents[0].id is not None # Should be auto-generated
class TestDataProcessor:
def test_extract_embeddings(self):
documents = [
Document(id="1", text="test1", embedding=[0.1, 0.2]),
Document(id="2", text="test2", embedding=[0.3, 0.4])
]
processor = DataProcessor()
embeddings = processor._extract_embeddings(documents)
assert embeddings.shape == (2, 2)
assert np.allclose(embeddings[0], [0.1, 0.2])
assert np.allclose(embeddings[1], [0.3, 0.4])
def test_combine_data(self):
from src.embeddingbuddy.models.schemas import ProcessedData
doc_data = ProcessedData(
documents=[Document(id="1", text="doc", embedding=[0.1, 0.2])],
embeddings=np.array([[0.1, 0.2]])
)
prompt_data = ProcessedData(
documents=[Document(id="p1", text="prompt", embedding=[0.3, 0.4])],
embeddings=np.array([[0.3, 0.4]])
)
processor = DataProcessor()
all_embeddings, documents, prompts = processor.combine_data(doc_data, prompt_data)
assert all_embeddings.shape == (2, 2)
assert len(documents) == 1
assert len(prompts) == 1
assert documents[0].id == "1"
assert prompts[0].id == "p1"
if __name__ == "__main__":
pytest.main([__file__])