Valohai Skills

valohai-design-pipelines

Analyze ML project structure and design Valohai pipelines to orchestrate multi-step workflows. Use this skill when a user wants to create a Valohai pipeline, connect multiple ML steps into an automated workflow, identify pipeline opportunities in their codebase, design data flow between preprocessing/training/evaluation/inference steps, or add conditional logic and parallel execution to pipelines. Triggers on mentions of pipelines, workflows, DAGs, orchestration, multi-step ML, or connecting Valohai steps.

valohai-migrate-data

Migrate data loading and model saving in ML code to use Valohai's input/output system. Use this skill when a user wants to configure data inputs from cloud storage (S3, Azure Blob, GCS), save model outputs to Valohai, replace hardcoded file paths, remove boto3/cloud SDK code, or set up the Valohai file I/O system. Triggers on mentions of inputs, outputs, data loading, model saving, S3, cloud storage, file paths, or Valohai data migration.

valohai-migrate-metrics

Add metrics and metadata tracking to ML code for Valohai. Use this skill when a user wants to track training metrics (loss, accuracy, F1, etc.), log experiment metadata, enable real-time metric visualization, or compare experiments in Valohai. Triggers on mentions of metrics, metadata, experiment tracking, logging accuracy/loss, or Valohai metric migration.

valohai-migrate-parameters

Migrate hardcoded values, hyperparameters, and configuration values in ML code to Valohai parameters. Use this skill when a user wants to make their ML scripts configurable through Valohai, expose hyperparameters for tuning, externalize configuration values, convert hardcoded values to command-line arguments, or add parameter definitions to valohai.yaml. Triggers on mentions of parameters, hyperparameters, configuration, argparse, configurable training, or Valohai parameter migration.

valohai-project-run

Create a Valohai project, link it to a local directory, and run executions or pipelines using the Valohai CLI. Use this skill when a user wants to set up a new Valohai project, link an existing project, run a step execution, run a pipeline, watch execution logs, or manage their Valohai project via the CLI. Triggers on mentions of vh project create, vh execution run, vh pipeline run, running on Valohai, or Valohai CLI commands.

valohai-yaml-step

Create valohai.yaml step definitions for ML projects. Use this skill when a user wants to define a new step in valohai.yaml, configure Docker images, set up commands, define parameters/inputs for a step, or create a complete valohai.yaml from scratch for their ML project. Triggers on mentions of valohai.yaml, step definition, YAML configuration, Docker image selection, or creating Valohai steps.