NVIDIA/kumo-engine

kumo-data-science

Use for any work with KumoAI predictive models on relational data in a warehouse, an object store or local files: train a model, score data with a trained one, or answer questions about an existing model or run — explain its predictions, diagnose its…

Langue du texte source : anglais

kumoai-reference

Reference for translating a validated ML request into KumoAI graph configuration, PQL (predictive query language), and Kumo Predict SDK code. Normally loaded by the kumo-data-science skill after its intake checks pass, rather than invoked directly. Triggers:…

Langue du texte source : anglais

kumo-model-explanations

Inspect and interpret gradient attribution (including requests called radiant attribution), column analysis and sampled explanation subgraphs from a Kumo model trained in a Python notebook. Locate the correct run's explanation artifacts, explain feature…

Langue du texte source : anglais

kumo-model-tuning

Configure a Kumo model plan for a user-defined task, including encoders, run mode, bounded experiments, sampling, optimization, architecture, metrics and refits. Preserve target and evaluation constraints and use existing diagnostics for comparisons.

Langue du texte source : anglais

kumo-training-diagnostics

Evaluate an existing Kumo training run in a Python notebook using aggregate metrics, trial results, learning curves, refit evidence, and training progress. Use for model-quality questions or training diagnostics; inspect existing results without automatically…

Langue du texte source : anglais

kumo-custom-populations

Train with caller-supplied labels, weights and splits or score exact entity/anchor rows through Snowflake source tables using the local Kumo API. Use when generated populations do not represent the requested rows.

Langue du texte source : anglais

kumo-model-persistence

Publish and reload Kumo models through the Snowflake registry, reconstruct compatible scoring inputs, and retain or retrieve run diagnostics and output files through a Snowflake stage. Use for saved-model scoring and artifact retention without retraining by…

Langue du texte source : anglais

build-ui

Orchestrate Kumo UI ticket work from GitHub issue analysis through implementation, validation, and optional PR creation.

Langue du texte source : anglais

check-logs

Use when the user asks to check, view, or search Kumo application logs from a supplied file or a selected Kubernetes deployment.

Langue du texte source : anglais

code-ui

Scaffold and implement UI features following Kumo conventions. Use when creating new components, pages, hooks, stores, or tests in ui/src/.

Langue du texte source : anglais

debug-issue

Use when the user asks to debug, investigate, or fix a GitHub issue or supplies a repository bug report.

Langue du texte source : anglais

investigate-training-stage

Use when a training or prediction job is stuck or slow at a particular stage, or its Temporal workflow status needs investigation.

Langue du texte source : anglais

preflight

Use before a debugging workflow, when asked to check the environment, or when the local CLI tools needed for the requested task are not working.

Langue du texte source : anglais

review-ml

Review PR code changes against ML standards. Use when reviewing PRs that touch ML pipeline code (packages/kumo-core, kumo/pquery, kumo/train, kumo/task, kumo/automl, kumo/explain). Applies lessons learned from past ML reviews.

Langue du texte source : anglais

review-ui

Review PR code changes against UI conventions. Use when reviewing PRs that touch frontend code (ui/src/). Applies lessons learned from past UI reviews and enforces coding guidelines.

Langue du texte source : anglais

code-ui-catalog

Scaffold and implement UI catalog components following conventions. Use when creating new primitives, block components, stories, or tests in kumo-ui-catalog.

Langue du texte source : anglais

review-ui-catalog

Review PR code changes against UI catalog conventions. Use when reviewing PRs that touch components, stories, or tests in kumo-ui-catalog.

Langue du texte source : anglais