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/earth2studio-create-diagnostic

@4cb1092
by NVIDIA Corporationnvidia/skills3.5k stars
424

Create Earth2Studio diagnostic model wrappers for single-step data transformations, including simple derived diagnostics, packaged AutoModel diagnostics, and generative or diffusion diagnostics. Do NOT use for prognostic time-stepping models, data sources, or installation.

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Use this Skill: https://skilld.dev/gh/nvidia/skills/earth2studio-create-diagnostic

This session only. Nothing lands on disk.

referencespr-comment-template.md

≈572 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Reference Comparison Validation

Model: ClassName Comparison date: YYYY-MM-DDTHH:MM:SS Environment: GPU / CPU validation run (do not include machine names, hostnames, absolute paths, cache paths, or device inventory)

Results Summary

Metric Value
Max absolute difference VALUE
Mean absolute difference VALUE
Correlation VALUE
Finite fraction VALUE
Output shape VALUE
Coordinate order VALUE

For generative diagnostics:

Metric Value
Seed(s) VALUE
Number of samples VALUE
Sample max absolute difference VALUE
Sample correlation or distribution check VALUE

Key findings:

  • BULLET_SINGLE_STEP_AGREEMENT
  • BULLET_COORDINATE_AND_SHAPE_VALIDATION
  • BULLET_GENERATIVE_OR_STOCHASTIC_BEHAVIOR_IF_APPLICABLE
  • BULLET_SPATIAL_PATTERN_QUALITY

Reference Plots

Do not upload or attach images from automation. Leave placeholders for the PR author to upload images manually in the browser.

Single-step vanilla-vs-Earth2Studio comparison plots. For each selected variable, the plot should show Earth2Studio output, vanilla reference output, and relative error. Use a small denominator clamp such as max(abs(vanilla), 1e-6).

TODO: Upload REFERENCE_COMPARE_VARIABLE_1.png here.

TODO: Upload REFERENCE_COMPARE_VARIABLE_2.png here.

TODO: Upload REFERENCE_SANITY_VARIABLE_1.png here.

For generative diagnostics, include sample panels or seeded sample comparisons:

TODO: Upload GENERATIVE_SAMPLE_COMPARISON.png here.

Validation Scripts

The validation scripts are for review only and must not be committed. Include copy-pasteable Python scripts here, but remove machine names, absolute paths, cache paths, hostnames, and environment-specific details.

<details> <summary>Vanilla reference script</summary>
PASTE THE FULL WORKING VANILLA SCRIPT HERE.
</details><details> <summary>Earth2Studio reference script</summary>
PASTE THE FULL WORKING E2S SCRIPT HERE.
</details><details> <summary>Comparison script</summary>
PASTE THE FULL WORKING COMPARISON SCRIPT HERE.
</details><details> <summary>Sanity plot script</summary>
PASTE THE FULL WORKING SANITY SCRIPT HERE.
</details>

Source: SKILL.md on GitHub

Third-party checks

1 warning3mo3 checks · Risk SAFE
  • Gen Agent Trust Hub3mo

    The skill provides a development workflow and code templates for creating Earth-2 Studio diagnostic models. It includes instructions for dependency management, model loading from trusted registries such as HuggingFace and NVIDIA NGC, and standardized testing using the uv tool. No malicious patterns, data exfiltration, or obfuscation were detected.

  • Socket3mo

    No alerts

  • Snyk3mo

    Risk: MEDIUM · 1 issue

Provenance

Signed by skilld at 4cb1092. This ties the file your Agent reads to that commit on GitHub. It does not review the instructions.

Last checked against GitHub yesterday.

Activeupdated 3 months ago

Capability

version
0.16.0
argument-hint
URL or local path to reference inference script (optional)
Other metadata
metadata
{
  "author": "NVIDIA Earth-2 Team <agent-skills@nvidia.com>",
  "tags": [
    "earth2studio",
    "diagnostic-model",
    "python"
  ]
}

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