From 190dd29858dc16fbfe6d9e07b31849e2c8fdd585 Mon Sep 17 00:00:00 2001 From: Vijay Janapa Reddi Date: Thu, 6 Nov 2025 15:51:58 -0500 Subject: [PATCH] Update project status: Module 17 Quantization complete Progress: 16/19 modules complete (84%) --- PROJECT_STATUS.md | 21 +++++++++++---------- 1 file changed, 11 insertions(+), 10 deletions(-) diff --git a/PROJECT_STATUS.md b/PROJECT_STATUS.md index 8afd43c6..d990625e 100644 --- a/PROJECT_STATUS.md +++ b/PROJECT_STATUS.md @@ -11,18 +11,19 @@ TinyTorch is a comprehensive educational ML framework designed for a Machine Lea ### Current Status: **Core Complete, Optimization Modules In Progress** -- **15/19 modules** fully implemented and exported ✅ +- **16/19 modules** fully implemented and exported ✅ - **All 5 historical milestones** functional and tested ✅ - **Transformer module** with complete gradient flow ✅ - **KV Caching module** with 10-15x speedup ✅ -- **Profiling module** with scientific performance measurement ✅ NEW! -- **4 advanced modules** ready for implementation (16-19) +- **Profiling module** with scientific performance measurement ✅ +- **Quantization module** with INT8 compression ✅ NEW! +- **3 advanced modules** ready for implementation (16, 18-19) --- ## 📊 Module Implementation Status -### ✅ Fully Implemented (Modules 01-15) +### ✅ Fully Implemented (Modules 01-17) These modules are complete, tested, and exported to `tinytorch/`: @@ -43,19 +44,19 @@ These modules are complete, tested, and exported to `tinytorch/`: | 13 | **Transformers** | `tinytorch/models/transformer.py` | ✅ Complete | 1,726 | | 14 | **KV Caching** | `tinytorch/generation/kv_cache.py` | ✅ Complete | 805 | | 15 | **Profiling** | `tinytorch/profiling/profiler.py` | ✅ Complete | 155 | +| 17 | **Quantization** | `tinytorch/optimization/quantization.py` | ✅ Complete | 289 | -**Total:** 18,410+ lines of educational ML code (including tests) +**Total:** 18,699+ lines of educational ML code (including tests) -### 🔧 Ready for Implementation (Modules 16-19) +### 🔧 Ready for Implementation (Modules 16, 18-19) These modules have source files created but need export: | Module | Name | Purpose | Priority | |--------|------|---------|----------| -| 16 | **Acceleration** | Optimization techniques | 🔴 High | -| 17 | **Quantization** | Model compression (INT8/FP16) | 🟡 Medium | -| 18 | **Compression** | Pruning and distillation | 🟢 Low | -| 19 | **Benchmarking** | Fair performance comparison | 🟢 Low | +| 16 | **Acceleration** | Vectorization and fusion | 🔴 High | +| 18 | **Compression** | Pruning and distillation | 🟡 Medium | +| 19 | **Benchmarking** | Fair performance comparison | 🟡 Medium | ### 📚 Capstone (Module 20)