237 lines
6.2 KiB
Markdown
237 lines
6.2 KiB
Markdown
# Backend Testing Guide
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This guide covers testing practices for the AutoGPT Platform backend, with a focus on snapshot testing for API endpoints.
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## Table of Contents
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- [Overview](#overview)
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- [Running Tests](#running-tests)
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- [Snapshot Testing](#snapshot-testing)
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- [Writing Tests for API Routes](#writing-tests-for-api-routes)
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- [Best Practices](#best-practices)
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## Overview
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The backend uses pytest for testing with the following key libraries:
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- `pytest` - Test framework
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- `pytest-asyncio` - Async test support
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- `pytest-mock` - Mocking support
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- `pytest-snapshot` - Snapshot testing for API responses
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## Running Tests
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### Run all tests
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```bash
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poetry run test
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```
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### Run specific test file
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```bash
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poetry run pytest path/to/test_file.py
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```
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### Run with verbose output
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```bash
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poetry run pytest -v
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```
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### Run with coverage
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```bash
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poetry run pytest --cov=backend
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```
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## Snapshot Testing
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Snapshot testing captures the output of your code and compares it against previously saved snapshots. This is particularly useful for testing API responses.
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### How Snapshot Testing Works
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1. First run: Creates snapshot files in `snapshots/` directories
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2. Subsequent runs: Compares output against saved snapshots
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3. Changes detected: Test fails if output differs from snapshot
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### Creating/Updating Snapshots
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When you first write a test or when the expected output changes:
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```bash
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poetry run pytest path/to/test.py --snapshot-update
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```
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⚠️ **Important**: Always review snapshot changes before committing! Use `git diff` to verify the changes are expected.
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### Snapshot Test Example
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```python
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import json
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from pytest_snapshot.plugin import Snapshot
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def test_api_endpoint(snapshot: Snapshot):
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response = client.get("/api/endpoint")
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# Snapshot the response
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snapshot.snapshot_dir = "snapshots"
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snapshot.assert_match(
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json.dumps(response.json(), indent=2, sort_keys=True),
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"endpoint_response"
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)
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```
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### Best Practices for Snapshots
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1. **Use descriptive names**: `"user_list_response"` not `"response1"`
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2. **Sort JSON keys**: Ensures consistent snapshots
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3. **Format JSON**: Use `indent=2` for readable diffs
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4. **Exclude dynamic data**: Remove timestamps, IDs, etc. that change between runs
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Example of excluding dynamic data:
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```python
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response_data = response.json()
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# Remove dynamic fields for snapshot
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response_data.pop("created_at", None)
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response_data.pop("id", None)
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snapshot.snapshot_dir = "snapshots"
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snapshot.assert_match(
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json.dumps(response_data, indent=2, sort_keys=True),
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"static_response_data"
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)
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```
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## Writing Tests for API Routes
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### Basic Structure
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```python
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import json
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import fastapi
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import fastapi.testclient
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import pytest
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from pytest_snapshot.plugin import Snapshot
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from backend.server.v2.myroute import router
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app = fastapi.FastAPI()
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app.include_router(router)
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client = fastapi.testclient.TestClient(app)
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def test_endpoint_success(snapshot: Snapshot):
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response = client.get("/endpoint")
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assert response.status_code == 200
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# Test specific fields
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data = response.json()
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assert data["status"] == "success"
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# Snapshot the full response
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snapshot.snapshot_dir = "snapshots"
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snapshot.assert_match(
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json.dumps(data, indent=2, sort_keys=True),
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"endpoint_success_response"
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)
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```
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### Testing with Authentication
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```python
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def override_auth_middleware():
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return {"sub": "test-user-id"}
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def override_get_user_id():
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return "test-user-id"
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app.dependency_overrides[auth_middleware] = override_auth_middleware
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app.dependency_overrides[get_user_id] = override_get_user_id
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```
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### Mocking External Services
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```python
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def test_external_api_call(mocker, snapshot):
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# Mock external service
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mock_response = {"external": "data"}
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mocker.patch(
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"backend.services.external_api.call",
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return_value=mock_response
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)
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response = client.post("/api/process")
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assert response.status_code == 200
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snapshot.snapshot_dir = "snapshots"
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snapshot.assert_match(
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json.dumps(response.json(), indent=2, sort_keys=True),
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"process_with_external_response"
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)
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```
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## Best Practices
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### 1. Test Organization
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- Place tests next to the code: `routes.py` → `routes_test.py`
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- Use descriptive test names: `test_create_user_with_invalid_email`
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- Group related tests in classes when appropriate
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### 2. Test Coverage
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- Test happy path and error cases
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- Test edge cases (empty data, invalid formats)
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- Test authentication and authorization
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### 3. Snapshot Testing Guidelines
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- Review all snapshot changes carefully
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- Don't snapshot sensitive data
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- Keep snapshots focused and minimal
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- Update snapshots intentionally, not accidentally
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### 4. Async Testing
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- Use regular `def` for FastAPI TestClient tests
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- Use `async def` with `@pytest.mark.asyncio` for testing async functions directly
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### 5. Fixtures
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Create reusable fixtures for common test data:
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```python
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@pytest.fixture
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def sample_user():
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return {
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"email": "test@example.com",
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"name": "Test User"
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}
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def test_create_user(sample_user, snapshot):
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response = client.post("/users", json=sample_user)
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# ... test implementation
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```
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## CI/CD Integration
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The GitHub Actions workflow automatically runs tests on:
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- Pull requests
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- Pushes to main branch
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Snapshot tests work in CI by:
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1. Committing snapshot files to the repository
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2. CI compares against committed snapshots
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3. Fails if snapshots don't match
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## Troubleshooting
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### Snapshot Mismatches
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- Review the diff carefully
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- If changes are expected: `poetry run pytest --snapshot-update`
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- If changes are unexpected: Fix the code causing the difference
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### Async Test Issues
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- Ensure async functions use `@pytest.mark.asyncio`
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- Use `AsyncMock` for mocking async functions
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- FastAPI TestClient handles async automatically
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### Import Errors
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- Check that all dependencies are in `pyproject.toml`
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- Run `poetry install` to ensure dependencies are installed
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- Verify import paths are correct
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## Summary
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Snapshot testing provides a powerful way to ensure API responses remain consistent. Combined with traditional assertions, it creates a robust test suite that catches regressions while remaining maintainable.
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Remember: Good tests are as important as good code! |