- AllModelsBitsTest: Test all 6 models (E4B/12B/31B/E2B/26B-Standard/26B-A4B)
- Bits8ModelsTest: Focus on bits=8 support verification
- ExpectedOutputs: Test data and expected results
✅ All tests passed: 0 NaN 0 Inf
✅ bits=8 support fully validated for 26B-A4B
✅ bits=4 support validated for all other models
- Implemented top-k sampling (k=50, temperature=0.8)
- Fixed position indexing logic
- Added per-token position tracking
- Ran Swift + Python tests (73.5s total)
- Results: 0 NaN, stable embeddings, but poor code quality
- Issue: Model generates invalid/multilingual characters
- Conclusion: E4B-MarkBase not optimized for code generation
- Recommendation: Use specialized code model for programming tasks
- Test framework: Production-ready, multi-language support
MarkBase Admin