Files
audiobook/backend/test_ollama_integration.py
Paul Bailey f56f8086e5 Integrate Ollama into role detection with fallback to pattern matching
- Updated RoleDetector to use OllamaService for AI-based speaker detection
- Implemented _detect_with_ollama() method with availability check
- Added fallback logic: tries Ollama first, then pattern matching
- Implemented role merging and deduplication across both methods
- Handles Ollama unavailable gracefully with logging
- Logs detection method used (AI vs pattern)
- Updated main.py endpoint to await async detect_roles
- Added comprehensive integration tests

Requirements: 14.1, 14.4, 14.5
2025-12-09 10:49:37 +00:00

176 lines
6.6 KiB
Python

#!/usr/bin/env python3
"""
Unit tests for Ollama integration in RoleDetector.
Tests the integration between RoleDetector and OllamaService.
"""
import pytest
import asyncio
from unittest.mock import AsyncMock, MagicMock, patch
from services.role_detector import RoleDetector
from services.ollama_service import OllamaService
@pytest.mark.asyncio
async def test_detect_roles_with_ollama_available():
"""Test role detection when Ollama is available and returns speakers."""
# Create mock OllamaService
mock_ollama = AsyncMock(spec=OllamaService)
mock_ollama.is_available.return_value = True
mock_ollama.detect_speakers.return_value = ["Alice", "Bob", "Charlie"]
# Create RoleDetector with mock
detector = RoleDetector(ollama_service=mock_ollama)
# Test with text that has no pattern markers
text = "This is a conversation between Alice and Bob. Charlie joins later."
roles = await detector.detect_roles(text)
# Verify Ollama was called
mock_ollama.is_available.assert_called_once()
mock_ollama.detect_speakers.assert_called_once_with(text)
# Verify roles were detected
role_labels = [r['label'] for r in roles]
assert "Alice" in role_labels
assert "Bob" in role_labels
assert "Charlie" in role_labels
print("✓ PASS: Ollama detection works when available")
@pytest.mark.asyncio
async def test_detect_roles_with_ollama_unavailable():
"""Test role detection falls back to pattern matching when Ollama unavailable."""
# Create mock OllamaService that's unavailable
mock_ollama = AsyncMock(spec=OllamaService)
mock_ollama.is_available.return_value = False
# Create RoleDetector with mock
detector = RoleDetector(ollama_service=mock_ollama)
# Test with text that has pattern markers
text = "Alice: Hello there!\nBob: Hi Alice!"
roles = await detector.detect_roles(text)
# Verify Ollama availability was checked
mock_ollama.is_available.assert_called_once()
# Verify detect_speakers was NOT called since unavailable
mock_ollama.detect_speakers.assert_not_called()
# Verify pattern matching still worked
role_labels = [r['label'] for r in roles]
assert "Alice" in role_labels
assert "Bob" in role_labels
print("✓ PASS: Falls back to pattern matching when Ollama unavailable")
@pytest.mark.asyncio
async def test_detect_roles_with_ollama_error():
"""Test role detection handles Ollama errors gracefully."""
# Create mock OllamaService that throws error
mock_ollama = AsyncMock(spec=OllamaService)
mock_ollama.is_available.return_value = True
mock_ollama.detect_speakers.side_effect = Exception("Ollama connection failed")
# Create RoleDetector with mock
detector = RoleDetector(ollama_service=mock_ollama)
# Test with text that has pattern markers
text = "Alice: Hello there!\nBob: Hi Alice!"
roles = await detector.detect_roles(text)
# Verify Ollama was attempted
mock_ollama.is_available.assert_called_once()
mock_ollama.detect_speakers.assert_called_once()
# Verify pattern matching still worked as fallback
role_labels = [r['label'] for r in roles]
assert "Alice" in role_labels
assert "Bob" in role_labels
print("✓ PASS: Handles Ollama errors gracefully and falls back to patterns")
@pytest.mark.asyncio
async def test_detect_roles_merges_ollama_and_pattern_results():
"""Test that roles from both Ollama and pattern matching are merged."""
# Create mock OllamaService
mock_ollama = AsyncMock(spec=OllamaService)
mock_ollama.is_available.return_value = True
mock_ollama.detect_speakers.return_value = ["Alice", "Charlie"]
# Create RoleDetector with mock
detector = RoleDetector(ollama_service=mock_ollama)
# Test with text that has pattern markers for different roles
text = "Alice: Hello!\nBob: Hi there!\nCharlie appears later."
roles = await detector.detect_roles(text)
# Verify both methods were used
mock_ollama.detect_speakers.assert_called_once()
# Verify roles from both sources are present
role_labels = [r['label'] for r in roles]
assert "Alice" in role_labels # From both Ollama and pattern
assert "Bob" in role_labels # From pattern only
assert "Charlie" in role_labels # From Ollama only
print("✓ PASS: Merges results from both Ollama and pattern matching")
@pytest.mark.asyncio
async def test_detect_roles_deduplicates_across_methods():
"""Test that duplicate roles from Ollama and patterns are deduplicated."""
# Create mock OllamaService
mock_ollama = AsyncMock(spec=OllamaService)
mock_ollama.is_available.return_value = True
mock_ollama.detect_speakers.return_value = ["Alice", "Bob"]
# Create RoleDetector with mock
detector = RoleDetector(ollama_service=mock_ollama)
# Test with text where patterns also detect Alice and Bob
text = "Alice: Hello!\nBob: Hi there!"
roles = await detector.detect_roles(text)
# Verify roles are deduplicated
role_labels = [r['label'] for r in roles]
assert role_labels.count("Alice") == 1
assert role_labels.count("Bob") == 1
assert len(role_labels) == 2
print("✓ PASS: Deduplicates roles across both detection methods")
@pytest.mark.asyncio
async def test_detect_roles_returns_narrator_when_no_roles_found():
"""Test that default Narrator is returned when no roles detected by either method."""
# Create mock OllamaService that returns empty
mock_ollama = AsyncMock(spec=OllamaService)
mock_ollama.is_available.return_value = True
mock_ollama.detect_speakers.return_value = []
# Create RoleDetector with mock
detector = RoleDetector(ollama_service=mock_ollama)
# Test with text that has no role markers
text = "This is just plain text without any speakers."
roles = await detector.detect_roles(text)
# Verify default Narrator is returned
assert len(roles) == 1
assert roles[0]['label'] == "Narrator"
print("✓ PASS: Returns default Narrator when no roles found")
if __name__ == '__main__':
# Run tests
print("Testing Ollama Integration in RoleDetector...\n")
asyncio.run(test_detect_roles_with_ollama_available())
asyncio.run(test_detect_roles_with_ollama_unavailable())
asyncio.run(test_detect_roles_with_ollama_error())
asyncio.run(test_detect_roles_merges_ollama_and_pattern_results())
asyncio.run(test_detect_roles_deduplicates_across_methods())
asyncio.run(test_detect_roles_returns_narrator_when_no_roles_found())
print("\n" + "="*50)
print("All integration tests passed!")
print("="*50)