• glvov-bdai's avatar
    Adds Ray Workflow: Multiple Run Support, Distributed Hyperparameter Tuning,... · 286e1eea
    glvov-bdai authored
    Adds Ray Workflow: Multiple Run Support, Distributed Hyperparameter Tuning, and Consistent Setup Across Local/Cloud (#1301)
    
    This PR adds Ray support, which enables a lot of really cool stuff by
    leveraging the existing Hydra support, including but not limited to:
    
    - Several training runs at once in parallel or consecutively with
    minimal interaction
    - Using the same training setup everywhere (on cloud and local) with
    minimal overhead
    - Tuning hyperparameters
    - Tuning hyperparameters in parallel on multiple GPUs and/or multiple
    GPU Nodes
    - Simultaneously tuning model hyperparameters for different
    environments/agents
    - Resource Isolation
    286e1eea
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