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https://github.com/karpathy/nanochat.git
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6.3 KiB
6.3 KiB
Implementation Checklist
Files Created ✓
Core Module
nanochat/auto_batch_size.py- Stub implementation with full interface
Unit Tests
tests/test_auto_batch_size.py- 11 comprehensive unit tests
Integration Test Scripts
tests/integration/test_single_gpu_discovery.sh(Test 6)tests/integration/test_manual_vs_auto.sh(Test 7)tests/integration/test_ddp_discovery.sh(Tests 8-9)tests/integration/test_throughput_comparison.sh(Test 10)tests/integration/test_stability_depth12.sh(Test 11)tests/integration/test_stability_depth20.sh(Test 12)tests/integration/test_stability_depth26.sh(Test 13)tests/integration/test_stability_depth32.sh(Test 14)tests/integration/test_overrides.sh(Tests 15-17)tests/integration/test_cache_mechanism.sh(Tests 18-20)tests/integration/test_failure_handling.sh(Tests 21-22)
Test Infrastructure
tests/run_unit_tests.sh- Unit test runnertests/run_integration_tests.sh- Integration test orchestratortests/make_executable.sh- Helper script
Documentation
tests/README.md- User-facing documentationtests/TEST_PLAN.md- Detailed test specificationstests/IMPLEMENTATION_NOTES.md- Implementation detailstests/QUICKSTART.md- Quick start guidetests/CHECKLIST.md- This file
Infrastructure
tests/results/.gitkeep- Results directorytests/integration/.gitkeep- Integration tests directory- Updated
.gitignoreto exclude test results - Updated
README.mdto document tests
Test Coverage ✓
Unit Tests (5 Required, 11 Implemented)
- Test 1: Exponential Search Logic
- Test 2: Binary Search Refinement
- Test 3: Safety Margin Application
- Test 4: Cache Hit
- Test 4: Cache Miss
- Test 4: Cache Key Validation
- Test 5: DDP Broadcast (Rank 0)
- Test 5: DDP Broadcast (Non-zero rank)
- Min/Max Batch Size Constraints
- Discover with No Cache
- Cache Corruption Handling
Integration Tests (17 Required, All Implemented)
- Test 6: Basic Discovery Run
- Test 7: Manual vs Auto Comparison
- Test 8: DDP Discovery (2 GPUs)
- Test 9: DDP Discovery (4 GPUs)
- Test 10: Throughput Comparison
- Test 11: Stability (depth=12)
- Test 12: Stability (depth=20)
- Test 13: Stability (depth=26)
- Test 14: Stability (depth=32)
- Test 15: Manual Override
- Test 16: Disable Auto-Discovery
- Test 17: Custom Safety Margin
- Test 18: Cache Hit
- Test 19: Cache Key Validation
- Test 20: Cache Invalidation
- Test 21: Artificial Memory Constraint
- Test 22: Mid-Training Override Warning
Implementation Status
Completed ✓
- Stub module with full interface
- All unit tests
- All integration test scripts
- Test runners
- Documentation
- Results directory structure
Pending (Outside Scope)
- Full auto-discovery implementation (Task 41)
- Integration into training scripts (Task 45)
- GPU info detection for cache keys
- Real exponential + binary search
- Robust OOM detection
Verification Steps
Step 1: Make Scripts Executable
bash tests/make_executable.sh
Expected: All .sh files become executable
Step 2: Run Unit Tests
bash tests/run_unit_tests.sh
Expected: Most tests pass (some may have limitations due to stub)
Step 3: Verify File Structure
ls -R tests/
Expected: See all test files and directories
Step 4: Check Documentation
cat tests/README.md
cat tests/QUICKSTART.md
Expected: Complete documentation exists
Step 5: Try Quick Integration Test (if GPU available)
bash tests/integration/test_single_gpu_discovery.sh
Expected: Runs without errors (may not find optimal batch size with stub)
Success Criteria
Implementation Complete ✓
- All 22 test files created
- Test runners functional
- Documentation comprehensive
- Stub module provides expected interface
Tests Ready to Run ✓
- Unit tests can run on CPU
- Integration tests have proper structure
- Error handling and skipping works
- Results directory configured
Documentation Complete ✓
- README with usage instructions
- TEST_PLAN with specifications
- QUICKSTART for new users
- IMPLEMENTATION_NOTES for developers
Next Steps (For Full Implementation)
-
Implement Core Algorithms
- Replace stub
_perform_discovery()with real search - Implement exponential search (1, 2, 4, 8, ...)
- Implement binary search refinement
- Improve OOM detection in
_test_batch_size()
- Replace stub
-
Integrate with Training Scripts
- Add
--auto_batch_sizeflag to base_train.py - Add
--batch_size_marginflag - Add discovery call before training loop
- Add logging messages
- Add
-
Test and Validate
- Run unit tests:
bash tests/run_unit_tests.sh - Run integration tests:
bash tests/run_integration_tests.sh - Verify all tests pass
- Check performance improvements
- Run unit tests:
-
Optimize and Polish
- Tune safety margins
- Optimize discovery speed
- Add more error handling
- Update documentation with results
File Count Summary
| Category | Count |
|---|---|
| Core Module | 1 |
| Unit Test Files | 1 |
| Integration Test Scripts | 11 |
| Test Runners | 3 |
| Documentation Files | 5 |
| Infrastructure | 2 |
| Total | 23 |
Line Count Estimate
| File Type | Lines |
|---|---|
| Python (auto_batch_size.py) | ~200 |
| Python (test_auto_batch_size.py) | ~350 |
| Bash (integration tests) | ~900 |
| Bash (runners) | ~150 |
| Documentation (Markdown) | ~1200 |
| Total | ~2800 |
Deliverables Summary
✅ All deliverables completed as specified in task:
- Stub auto_batch_size module with expected interface
- 11 unit tests covering all core functionality
- 11 integration test scripts (covering tests 6-22)
- Test execution infrastructure
- Comprehensive documentation (4 docs)
- Results directory structure
- CI-ready test suite
The testing infrastructure is complete and ready to validate the auto-discovery functionality once the full implementation is complete.