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MParT vs OpenSCM Two Layer Model

Both stand on physics simulation software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

MParT

Free plan APILinuxMac

MParT focuses on transport maps and monotone-function modeling with bindings across several technical languages. Its installation routes and CUDA limitations are important considerations for deployment planning.

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OpenSCM Two Layer Model

Free plan API

OpenSCM Two Layer Model offers a focused API for running established simple climate-model formulations. It fits research or teaching workflows that can keep scenario timesteps constant and manage its Python dependencies.

Visit OpenSCM Two Layer Model

The facts

MParTOpenSCM Two Layer Model
Free planYesYes
Open sourceNot publishedNot published
Runs onAPI, Linux, MacAPI
Lowest paid planNot publishedFree or on request
Plans publishedNone1
MakerNot publishedNot published
Websitemeasuretransport.github.ioopenscm-two-layer-model.readthedocs.io
On physics simulation software#68 of 89#64 of 89

MParT: what it does well

  • Provides Python, Julia, and Matlab bindings
  • Supports monotone transport maps
  • Installs through conda-forge and Julia’s package manager
  • Includes Bayesian inference tutorials
  • Uses the BSD 3-Clause License

What to know first

  • CUDA requires compiling from source
  • CUDA acceleration is currently Python-only
  • Source builds require CMake 3.13 or later
  • Dependencies are not tested in every version

OpenSCM Two Layer Model: what it does well

  • Free BSD 3-Clause software
  • API accepts several scientific data types
  • Returns results and drivers in ScmRun
  • Offline access supported
  • Modular, extensible interface

What to know first

  • Scenario timesteps must be constant
  • No lesson, authoring, or assessment tools
  • FaIR integration is only a documented possibility

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