Catalog of templates for Workflows, Workspaces, Tasks and Sidecars in Onepanel.
To get started, it's best to understand Onepanel's Concepts first.
See the following references for more information on how to build these templates:
Workflow Templates consist of YAML definitions and Docker images that define a DAG in Onepanel.
- Albumentations data pre-processing - This Workflow is included in TFOD and MaskRCNN training Workflows and allows you to apply different augmentations to your data before training.
- Auto CVAT - Allows you to automate your annotation workflow by creating CVAT instances and pre-populating them with data to be annotated.
- Hyperparameter tuning - Hyperparameter tuning Workflow using NNI. Included in Onepanel deployment.
- MaskRCNN training - Workflow for semantic segmentation model training fully integrated with CVAT and included in Onepanel deployment.
- PyTorch training - Simple MNIST training example using PyTorch.
- TensorFlow training - Simple MNIST training example using TensorFlow.
- TensorFlow Object Detection training - Workflow for object detection model training fully integrated with CVAT and included in Onepanel deployment.
Workspace Templates consist of YAML definitions and Docker images that define stateful instances like JupyterLab, CVAT and any other IDE.
- CVAT - An interactive video and image annotation tool for computer vision.
- JupyterLab - An extensible environment for interactive and reproducible computing, based on Jupyter Notebook.
- Eclipse Theia - An extensible platform to develop multi-language cloud and desktop IDEs with state-of-the-art web technologies.
- Ubuntu VNC (alpha) - A full Ubuntu instance accessible in your web browser.
- Visual Studio Code - A lightweight but powerful source code editor which has support for just about everything.
Sidecars are components that extend your Workspace or Workflow Tasks.
- FileSyncer - Provides the APIs to sync files between Workspaces and default object storage.
- NNI Web UI - Provides a proxy to NNI Web UI so that you can see the experiments in your hyperparameter tuning Workflows.
Tasks are the individual tasks in your Workflow (nodes in your DAG).
- Metrics writer - Task you can include to any Workflow Template to persist final metrics.
- Slack notifications - Task you can add to any Workflow or Workspace Template to send notifications to Slack.