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@globus-labs

Globus Labs

Research group led by Prof. Ian Foster & Dr. Kyle Chard spanning CS @ UChicago and DSL @ Argonne National Lab

Globus Labs is a research group led by Prof. Ian Foster and Dr. Kyle Chard that spans the Department of Computer Science at the University of Chicago and the Data Science and Learning Division at Argonne National Laboratory. We work closely with Globus, a non-profit data management platform operated out of UChicago that supports research cyberinfrastructure.

We engage in diverse research centered around scientific and high-performance computing.

  • AI for Science: using AI as a paradigm for enabling scientific discovery.
  • Data-intensive computing: managing the parallel processing of large data volumes on high-performance computing infrastructure.
  • Distributed computing: managing computations across compute clusters or federated collections of cloud, high-performance computing, and edge systems.
  • Research data management: enabling reliable, efficient, and secure transfer, sharing, and discovery of large and distributed data.

Many of our active projects are hosted in other GitHub organizations, including:

  • Colmena [homepage | code]: Steering campaigns of simulations on supercomputers
  • Garden [homepage | code]: A FAIR framework for publishing and applying AI models for translational research in science, engineering, education, and industry
  • Globus Compute [homepage | code]: High-performance function serving for science (previously called funcX)
  • FLoX [code]: Hierarchical federated learning with Globus Compute
  • Parsl [homepage | code]: Enabling easy parallelism on clusters, clouds and supercomputers
  • ProxyStore [homepage | code]: Facilitating efficient data management in distributed Python applications
  • TaPS [homepage | code]: Benchmarking suite for distributed/parallel task execution frameworks

Popular repositories Loading

  1. mof-generation-at-scale mof-generation-at-scale Public

    Create new MOFs by combining generative AI and simulation on HPC

    Python 18 5

  2. FLoX-prototype FLoX-prototype Public

    Python library for serverless Federated Learning experiments.

    Python 14 1

  3. toxicity-prediction toxicity-prediction Public

    Collection of machine learning models for predicting toxicity of molecules

    Jupyter Notebook 8 2

  4. covid-analyses covid-analyses Public

    Python 7

  5. arxiv-synth arxiv-synth Public

    Jupyter Notebook 7

  6. g4mp2-atomization-energy g4mp2-atomization-energy Public

    Models for predicting the atomization energy of molecules at G4MP2-level accuracy

    Jupyter Notebook 6 2

Repositories

Showing 10 of 57 repositories
  • cascade Public

    Fast and reliable dynamic simulations by concurrently learning, auditing, and using surrogates

    globus-labs/cascade’s past year of commit activity
    Jupyter Notebook 1 MIT 0 12 1 Updated Dec 3, 2024
  • diaspora-event-sdk Public

    Diaspora Event Fabric SDK

    globus-labs/diaspora-event-sdk’s past year of commit activity
    Python 4 Apache-2.0 0 0 1 Updated Dec 2, 2024
  • mof-generation-at-scale Public

    Create new MOFs by combining generative AI and simulation on HPC

    globus-labs/mof-generation-at-scale’s past year of commit activity
    Python 18 MIT 5 19 3 Updated Nov 30, 2024
  • globus-labs/flight-artifacts’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated Nov 22, 2024
  • globus-labs/tomography_flow’s past year of commit activity
    Jupyter Notebook 1 Apache-2.0 1 0 0 Updated Oct 20, 2024
  • self-adaptive-llms Public

    Per-Prompt Adaptive Parameter and Resource Allocation

    globus-labs/self-adaptive-llms’s past year of commit activity
    2 0 0 0 Updated Sep 23, 2024
  • flight Public Forked from nathaniel-hudson/flox

    Flight (Federated Learning In General Hierarchical Topologies)

    globus-labs/flight’s past year of commit activity
    Python 0 Apache-2.0 5 0 0 Updated Sep 11, 2024
  • globus-compute-golf-demo Public

    Executing simulations at scale demo using Globus Compute

    globus-labs/globus-compute-golf-demo’s past year of commit activity
    Python 0 0 0 0 Updated Sep 6, 2024
  • globus-labs.github.io Public

    Globus Labs Website

    globus-labs/globus-labs.github.io’s past year of commit activity
    JavaScript 0 14 2 0 Updated Aug 15, 2024
  • g4mp2-atomization-energy Public

    Models for predicting the atomization energy of molecules at G4MP2-level accuracy

    globus-labs/g4mp2-atomization-energy’s past year of commit activity
    Jupyter Notebook 6 2 0 3 Updated Jul 25, 2024

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