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Determined AI Documentation
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version 0.19.4

Get Started

  • Quickstart for Model Developers
  • Tutorials
    • PyTorch MNIST Tutorial
    • PyTorch Porting Tutorial
    • TensorFlow Keras Fashion MNIST Tutorial
  • Examples
  • Model Hub
    • Huggingface Trainsformers
      • Tutorial
      • Examples
    • MMDetection
  • System Architecture

Model Developer Guide

  • Introduction to Distributed Training
  • Prepare Container Environment
    • Set Environment Images
    • Customize Environment
  • Prepare Data
  • Training API Guides
    • Core API
      • Getting Started
      • Report Metrics
      • Report Checkpoints
      • Hyperparameter Search
      • Distributed Training
    • PyTorch API
    • PyTorch Lightning API
    • Keras API
    • DeepSpeed API
      • Usage Guide
      • Advanced Usage
      • PyTorchTrial to DeepSpeedTrial
    • Estimator API
  • Hyperparameter Tuning
    • Configure Hyperparameter Ranges
    • Hyperparameter Search Constraints
    • Instrument Model Code
    • Handle Trial Errors and Early Stopping Requests
    • Search Methods
      • Adaptive (Asynchronous) Method
      • Grid Method
      • Population-based Training Method
      • Random Method
      • Single Search Method
  • Submit Experiment
  • How to Debug Models
  • Model Management
    • Checkpoints
    • Organize Models in the Model Registry
  • Best Practices

Administrator Guide

  • Basic Setup
  • Cluster Deployment
    • Deploy on Prem
      • Installation Requirements
      • Install Determined Using Docker
      • Install Determined Using det deploy
      • Install Determined Using Linux Packages
    • Deploy on AWS
      • Install Determined
      • Deploy Determined with Dynamic Agents
      • Use Spot Instances
    • Deploy on GCP
      • Install Determined
      • Deploy Determined with Dynamic Agents
    • Deploy on Kubernetes
      • Install Determined on Kubernetes
      • Set up and Manage an Azure Kubernetes Service (AKS) Cluster
      • Set up and Manage an AWS Kubernetes (EKS) Cluster
      • Set up and Manage a Google Kubernetes Engine (GKE) Cluster
      • Development Guide
      • Customize a Pod
      • Helm and Kubectl Command Examples
      • Troubleshooting
    • Deploy on Slurm
      • Installation Requirements
      • Install Determined on Slurm
      • Provide a Singularity Images Cache
      • Known Issues
  • Security
    • OAuth 2.0 Configuration
    • Transport Layer Security
    • OpenID Connect Integration
    • SAML Integration
    • SCIM Integration
  • User Accounts
  • Workspaces and Projects
  • Logging and Elasticsearch
  • Cluster Usage History
  • Upgrade
  • Troubleshooting

Reference

  • Python API
  • REST API
  • Training Reference
    • Core API Reference
    • PyTorch API Reference
    • PyTorch Lightning API Reference
    • Keras API Reference
    • DeepSpeed API Reference
    • Estimator API Reference
    • Experiment Configuration
  • Model Hub Reference
    • MMDetection API
    • Transformers API
  • Deployment Reference
    • Common Configuration Options
    • Master Configuration Reference
    • Agent Configuration Reference
    • Helm Chart Configuration Reference
  • Job Configuration Reference

Tools

  • Commands and Shells
  • WebUI Interface
  • Jupyter Notebooks
  • TensorBoards

Integrations

  • Works with Determined
  • IDE Integration
  • Prometheus and Grafana
  • Open Source Licenses

Python Module Index

d | m
 
d
- determined
    determined.core
    determined.experimental.client
    determined.pytorch.samplers
 
m
- model_hub
    model_hub.huggingface
    model_hub.mmdetection
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