Code reprodcution
Dense Tensor Program Optimization
-
EINNET: Optimizing Tensor Programs with Derivation-Based Transformations-OSDI, 2023
-
PET: Optimizing Tensor Programs with Partially Equivalent Transformations and Automated Corrections-OSDI, 2021
-
TASO: The Tensor Algebra SuperOptimizer for Deep Learning-SOSP, 2019
-
A Tensor Compiler for Unified Machine Learning Prediction Serving-OSDI, 2020
-
CMLCompiler: A Unified Compiler for Classical Machine Learning-ICS, 2023
- Bridging the Gap Between Domain-specific Frameworks and Multiple Hardware Devices-arxiv, 2024
-
BaCO: A Fast and Portable Bayesian Compiler Optimization Framework-ASPLOS, 2023
-
Treebeard: An Optimizing Compiler for Decision Tree Based ML Inference-MICRO, 2022
-
Felix: Optimizing Tensor Programs with Gradient Descent-ASPLOS, 2024
-
Rammer: Enabling Holistic Deep Learning Compiler Optimizations with rTasks-OSDI, 2020
-
Accelerated Auto-Tuning of GPU Kernels for Tensor Computations-ICS, 2024
-
Hidet: Task-Mapping Programming Paradigm for Deep Learning Tensor Programs-ASPLOS, 2023
-
Optimizing Deep Learning Inference via Global Analysis and Tensor Expressions-ASPLOS, 2024
-
Mind Mappings: Enabling Efficient Algorithm-Accelerator Mapping Space Search-ASPLOS, 2021
- Analytical Characterization and Design Space Exploration for Optimization of CNNs-ASPLOS, 2021
感觉可以做的内容
- A Holistic Functionalization Approach to Optimizing Imperative Tensor Programs in Deep Learning
- Optimal Kernel Orchestration for Tensor Programs with Korch
- Heron: Automatically constrained high-performance library generation for deep learning accelerators