├── MTIA_PPT.pdf └── README.md /MTIA_PPT.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ConstantPark/DL_Compiler_and_Hardware/472177c138ab409dfea4f65a4b61f3e7fe2f171a/MTIA_PPT.pdf -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # DL_Compiler_and_Hardware Study 2 | 3 | This is a repository of the study "DL Compiler and Hardware". The goal of this study is to understand the acceleration of nerual networks with DL Compiler. The topic of acceleration includes `Hardware-Aware Optimization`,`DL Compiler`, `TVM`, `ONNX` , `Compiler`, `PIM/CIM`, `NPU`. Our study is based on recent papaers (Under recent two years). We discuss topics such as `HW architecture`, `SW acceleration`. 4 | 5 | 6 | ## Presentation Order 7 | | When | Presenter | What | Links | Issue | Etc. | 8 | | ----- |--------| --------------------------------------------------------------------------------------- | ----- | ------- | ---- | 9 | | 7/5 | 박상수 | Introduction to Study & MTIA v1: Meta’s first-generation AI inference accelerator | [#1](https://youtu.be/_nJTlIFuNUE) | #1 | - | 10 | | 7/19 | 이재윤 | On-Device Training Under 256KB Memory | [#2](https://youtu.be/6n0Mzwgh8AM) | #2 | - | 11 | | 8/2 | 이민규 | Accelerating Personalized Recommendation with Cross-level Near-Memory Processing | [#3](https://youtu.be/Vl0-ccCfn_Y) | #3 | - | 12 | | 8/16 | 류재훈 | NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers | - | #4 | - | 13 | | 8/30 | 김정현 | FACT: FFN-Attention Co-optimized Transformer Architecture with Eager Correlation Prediction | - | #5 | - | 14 | | 9/13 | 이현승 | V10: Hardware-Assisted NPU Multi-tenancy for Improved Resource Utilization and Fairness | - | #6 | - | 15 | | 9/27 | 유준봉 | GROW: A Row-Stationary Sparse-Dense GEMM Accelerator for Memory-Efficient Graph Convolutional Neural Networks | - | #7 | - | 16 | | 10/11 | - | - | - | #8 | - | 17 | | ~~10/25~~ | ~~문관경~~ | ~~TBD~~ | - | ~~#9~~ | - | 18 | | 11/08 | 윤유경 | BOLT: BRIDGING THE GAP BETWEEN AUTO-TUNERS AND HARDWARE-NATIVE PERFORMANCE | - | #10 | - | 19 | | 11/22 | - | - | - | #11 | - | 20 | | 12/6 | - | - | - | #12 | - | 21 | | 12/20 | - | - | - | #13 | - | 22 | | 1/10 | - | - | - | #14 | - | 23 | --------------------------------------------------------------------------------