Other Resources
This page contains a collection of GitHub repositories and external tools referenced in the MLCommons Science working group meeting notes.
MLCommons Science & HPC Repositories
- MLCommons Science - Main working group repository.
- MLCommons Science Benchmarks - Benchmark collection and source.
- MLCommons HPC - Reference implementations of MLPerf™ HPC training benchmarks.
- MLCommons Policies - General policies for MLPerf™.
- MLCommons Logging - MLPerf™ logging library.
- MLCommons HPC Results v0.7
- MLCommons HPC Results v1.0
- MLCommons HPC Results v2.0
- MLCommons HPC Results v3.0
- MLCommons Training Policies
Weather & Climate AI
- FourCastNet (NVIDIA)
- DLWP Benchmark (Amazon Science)
- NeuralGCM (Google Research)
- TimesFM (Google Research)
- MOM6 (Modular Ocean Model)
Simulation & Workflow Tools
- SmartSim (CrayLabs)
- SmartSim-Zoo (CrayLabs)
- SmartRedis (CrayLabs)
- SimAI-Bench (Argonne LCF)
- nekRS-ML (Argonne LCF)
- TensorFlowFoam (Argonne LCF)
- PHASTA (Parallel Hierarchic Adaptive Stabilized Transient Analysis)
- CloudMesh (CyberAide)
Other Scientific AI & Benchmarks
- SciML-Bench (STFC)
- RadImageNet (BMEII-AI)
- FastML Science (FastMachineLearning)
- ToolUniverse (Harvard)
- ESIFHPC4 (NREL)
- MultimodalUniverse
- GenSLM (Ramanathan Lab)