diff --git a/PROJECT_STATUS.md b/PROJECT_STATUS.md index 468dffdf..c6e1dce3 100644 --- a/PROJECT_STATUS.md +++ b/PROJECT_STATUS.md @@ -9,12 +9,13 @@ 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. -### Current Status: **Core Complete, Advanced Modules Pending** +### Current Status: **Core Complete, Optimization Modules In Progress** -- **13/19 modules** fully implemented and exported ✅ +- **14/19 modules** fully implemented and exported ✅ - **All 5 historical milestones** functional and tested ✅ -- **Transformer module** recently fixed with complete gradient flow ✅ -- **6 advanced modules** ready for implementation (14-19) +- **Transformer module** with complete gradient flow ✅ +- **KV Caching module** with 10-15x speedup ✅ NEW! +- **5 advanced modules** ready for implementation (15-19) --- @@ -39,17 +40,17 @@ These modules are complete, tested, and exported to `tinytorch/`: | 11 | **Embeddings** | `tinytorch/text/embeddings.py` | ✅ Complete | 1,397 | | 12 | **Attention** | `tinytorch/core/attention.py` | ✅ Complete | 1,142 | | 13 | **Transformers** | `tinytorch/models/transformer.py` | ✅ Complete | 1,726 | +| 14 | **KV Caching** | `tinytorch/generation/kv_cache.py` | ✅ Complete | 805 | -**Total:** 17,450 lines of educational ML code +**Total:** 18,255+ lines of educational ML code (including tests) -### 🔧 Ready for Implementation (Modules 14-19) +### 🔧 Ready for Implementation (Modules 15-19) These modules have source files created but need export: | Module | Name | Purpose | Priority | |--------|------|---------|----------| -| 14 | **KV Caching** | 10x faster autoregressive generation | 🔴 High | -| 15 | **Profiling** | Performance measurement tools | 🟡 Medium | +| 15 | **Profiling** | Performance measurement tools | 🔴 High | | 16 | **Acceleration** | Optimization techniques | 🟡 Medium | | 17 | **Quantization** | Model compression (INT8/FP16) | 🟡 Medium | | 18 | **Compression** | Pruning and distillation | 🟢 Low |