From 1aea3ecbf3a9bd04d955c25718bcbdac4e6ffef8 Mon Sep 17 00:00:00 2001 From: Vijay Janapa Reddi Date: Thu, 6 Nov 2025 14:22:30 -0500 Subject: [PATCH] Update project status: Module 15 Profiling complete Progress: 15/19 modules complete (79%) --- PROJECT_STATUS.md | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/PROJECT_STATUS.md b/PROJECT_STATUS.md index c6e1dce3..8afd43c6 100644 --- a/PROJECT_STATUS.md +++ b/PROJECT_STATUS.md @@ -11,17 +11,18 @@ TinyTorch is a comprehensive educational ML framework designed for a Machine Lea ### Current Status: **Core Complete, Optimization Modules In Progress** -- **14/19 modules** fully implemented and exported ✅ +- **15/19 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 ✅ NEW! -- **5 advanced modules** ready for implementation (15-19) +- **KV Caching module** with 10-15x speedup ✅ +- **Profiling module** with scientific performance measurement ✅ NEW! +- **4 advanced modules** ready for implementation (16-19) --- ## 📊 Module Implementation Status -### ✅ Fully Implemented (Modules 01-13) +### ✅ Fully Implemented (Modules 01-15) These modules are complete, tested, and exported to `tinytorch/`: @@ -41,17 +42,17 @@ These modules are complete, tested, and exported to `tinytorch/`: | 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 | +| 15 | **Profiling** | `tinytorch/profiling/profiler.py` | ✅ Complete | 155 | -**Total:** 18,255+ lines of educational ML code (including tests) +**Total:** 18,410+ lines of educational ML code (including tests) -### 🔧 Ready for Implementation (Modules 15-19) +### 🔧 Ready for Implementation (Modules 16-19) These modules have source files created but need export: | Module | Name | Purpose | Priority | |--------|------|---------|----------| -| 15 | **Profiling** | Performance measurement tools | 🔴 High | -| 16 | **Acceleration** | Optimization techniques | 🟡 Medium | +| 16 | **Acceleration** | Optimization techniques | 🔴 High | | 17 | **Quantization** | Model compression (INT8/FP16) | 🟡 Medium | | 18 | **Compression** | Pruning and distillation | 🟢 Low | | 19 | **Benchmarking** | Fair performance comparison | 🟢 Low |