Project 8 — Test-Generation Pipeline
Pipeline that consumes a source file, emits tests, runs them.
What You Will Learn
- Build a test-generation pipeline.
- Consume source files.
- Emit tests.
- Run tests automatically.
- Iterate on failures.
Why This Matters
Test generation one-by-one is slow. A pipeline that processes a directory, generates tests for each file, runs them, and reports results scales to large codebases.
Concept Explained
A script that walks a source directory. For each file, calls Copilot to generate tests. Writes tests to a test directory. Runs the test suite. Reports pass/fail per file.
How It Works
Write a Python or Node script. Walk src/. For each .ts/.py file, call Copilot CLI to generate tests. Write to tests/. Run test suite. Report.
Step-by-Step Tutorial
1. Walk source directory
For each .ts/.py file in src/.2. Generate tests
Call Copilot CLI: 'generate tests for [file]'3. Write tests
Save to tests/[filename].test.ts4. Run test suite
npm test or pytest5. Report
Pass/fail per file. Iterate failures.Real-World Example
A team ran the pipeline on a 50-file module with 0% test coverage. Generated tests for all 50. 35 passed first try. 15 needed iteration (manual fix or re-generate). Final: 45/50 files with passing tests. Coverage: 0% → 65% in 2 hours.
Example Prompts / Commands / Code
#!/usr/bin/env python3
# generate-tests.py
import subprocess
import os
from pathlib import Path
SRC_DIR = 'src'
TEST_DIR = 'tests'
for src_file in Path(SRC_DIR).rglob('*.ts'):
if src_file.name.endswith('.test.ts'):
continue
test_file = Path(TEST_DIR) / (src_file.stem + '.test.ts')
if test_file.exists():
print(f'Skip {src_file} (test exists)')
continue
print(f'Generating tests for {src_file}')
result = subprocess.run([
'copilot', '--no-interactive',
f'Generate vitest tests for {src_file}. Output as a single code block.'
], capture_output=True, text=True)
# Extract code block from response
code = extract_code_block(result.stdout)
test_file.write_text(code)
print('Running tests...')
subprocess.run(['npm', 'test'])
# Report pass/fail per file
Common Mistakes
- Overwriting existing tests — destroys manual work.
- Not running tests after generation.
- Trusting generated tests without review.
- Not iterating on failures.
Best Practices
- Skip files with existing tests.
- Run tests after generation.
- Review generated tests before committing.
- Iterate on failures (manual fix or re-generate).
- Report pass/fail per file.
Troubleshooting
| Problem | How to Fix |
|---|---|
| Many tests fail | Review the failures. Common issues: wrong framework, wrong assertions, edge case guesses. |
| Copilot can't generate | File may be too complex. Break it down first. |
Practical Exercise
Your Turn
Build a test-generation pipeline. Run on a small source directory. Verify generated tests pass. Iterate failures.
Professional Challenge
Extend the pipeline to also generate integration tests (not just unit). Measure coverage before and after.
Key Takeaways
- Test pipeline walks src/, generates tests, runs them.
- Skip files with existing tests.
- Run after generation.
- Review before committing.
- Iterate on failures.
Frequently Asked Questions
Does this replace manual testing?
Coverage target?
Further Reading
Official References
SEO Metadata
SEO title: Project 8 — Test-Generation Pipeline
Meta description: Pipeline that consumes a source file, emits tests, runs them.
Primary keyword: project 8
Secondary keywords: project 8 — test-generation pipeline
Search intent: Informational
URL slug: /project-test-generation-pipeline-copilot
Categories: AI Tools, GitHub Copilot
Tags: GitHub Copilot, Intermediate, Project, Tests, Pipeline, Automation, IMCSEIAN, Tutorial, IMCSEIAN
Featured image concept: IMCSEIAN lesson card for Project 8 — Test-Generation Pipeline
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