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Update PROJECT_STATUS: Module 14 complete (74% total progress)
Updated project status to reflect Module 14 (KV Caching) completion: - Progress: 13/19 (68%) → 14/19 (74%) - Added Module 14 to completed modules table - Updated total lines: 17,450 → 18,255+ (including tests) - Removed Module 14 from pending implementation list - Updated Profiling to high priority (next logical step) Module 14 Deliverables: - Implementation: 805 lines (kvcaching_dev.py) - Export: 273 lines (kv_cache.py) - Integration tests: 335 lines (7 comprehensive tests) - Documentation: Gradient flow safety, performance analysis - Test infrastructure: Updated run_all_tests.py Status: Production-ready, fully tested, comprehensively documented
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@@ -9,12 +9,13 @@
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TinyTorch is a comprehensive educational ML framework designed for a Machine Learning Systems course. Students build every component from scratch, progressing from basic tensors through modern transformer architectures.
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### Current Status: **Core Complete, Advanced Modules Pending**
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### Current Status: **Core Complete, Optimization Modules In Progress**
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- **13/19 modules** fully implemented and exported ✅
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- **14/19 modules** fully implemented and exported ✅
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- **All 5 historical milestones** functional and tested ✅
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- **Transformer module** recently fixed with complete gradient flow ✅
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- **6 advanced modules** ready for implementation (14-19)
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- **Transformer module** with complete gradient flow ✅
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- **KV Caching module** with 10-15x speedup ✅ NEW!
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- **5 advanced modules** ready for implementation (15-19)
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---
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@@ -39,17 +40,17 @@ These modules are complete, tested, and exported to `tinytorch/`:
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| 11 | **Embeddings** | `tinytorch/text/embeddings.py` | ✅ Complete | 1,397 |
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| 12 | **Attention** | `tinytorch/core/attention.py` | ✅ Complete | 1,142 |
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| 13 | **Transformers** | `tinytorch/models/transformer.py` | ✅ Complete | 1,726 |
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| 14 | **KV Caching** | `tinytorch/generation/kv_cache.py` | ✅ Complete | 805 |
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**Total:** 17,450 lines of educational ML code
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**Total:** 18,255+ lines of educational ML code (including tests)
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### 🔧 Ready for Implementation (Modules 14-19)
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### 🔧 Ready for Implementation (Modules 15-19)
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These modules have source files created but need export:
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| Module | Name | Purpose | Priority |
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|--------|------|---------|----------|
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| 14 | **KV Caching** | 10x faster autoregressive generation | 🔴 High |
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| 15 | **Profiling** | Performance measurement tools | 🟡 Medium |
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| 15 | **Profiling** | Performance measurement tools | 🔴 High |
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| 16 | **Acceleration** | Optimization techniques | 🟡 Medium |
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| 17 | **Quantization** | Model compression (INT8/FP16) | 🟡 Medium |
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| 18 | **Compression** | Pruning and distillation | 🟢 Low |
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