Python Testing

  1. Advanced Testing Techniques
    1. Property-Based Testing
      1. Introduction to Hypothesis
        1. Philosophy and Use Cases
          1. Generative Testing Concepts
          2. Writing Hypothesis Strategies
            1. Built-in Strategies
              1. Custom Strategies
                1. Composite Strategies
                2. Integrating with pytest
                  1. Using Hypothesis Decorators
                    1. Combining with Other Fixtures
                      1. Hypothesis Configuration
                      2. Shrinking and Debugging
                        1. Minimal Failing Examples
                          1. Debugging Property Tests
                        2. Testing Concurrent and Asynchronous Code
                          1. Challenges of Concurrency Testing
                            1. Race Conditions
                              1. Non-Determinism
                                1. Timing Issues
                                2. Testing asyncio Applications
                                  1. Writing Async Test Functions
                                    1. Using Event Loops in Tests
                                      1. Async Context Managers
                                      2. Using pytest-asyncio
                                        1. Installing and Configuring
                                          1. Marking Async Tests
                                            1. Async Fixtures
                                            2. Testing Threading Code
                                              1. Thread Safety Testing
                                                1. Synchronization Primitives
                                              2. Mutation Testing
                                                1. Concept and Purpose
                                                  1. Detecting Weak Tests
                                                    1. Mutation Operators
                                                      1. Test Quality Assessment
                                                      2. Using mutmut
                                                        1. Running Mutation Tests
                                                          1. Interpreting Results
                                                            1. Improving Test Suites
                                                          2. Performance Testing
                                                            1. Benchmarking with pytest-benchmark
                                                              1. Performance Regression Testing
                                                                1. Statistical Analysis
                                                                2. Load Testing Concepts
                                                                  1. Stress Testing
                                                                    1. Scalability Testing
                                                                  2. Snapshot Testing
                                                                    1. Concept and Applications
                                                                      1. Output Verification
                                                                        1. Regression Detection
                                                                        2. Implementation Strategies
                                                                          1. File-Based Snapshots
                                                                            1. Approval Testing

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                                                                        6. Mocking, Patching, and Test Doubles

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                                                                        8. Testing Specific Application Types