3dgs-training-debugger SKILL.md skillA
3dgs-training-debugger from jaccen/awesome-gaussian-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add jaccen/awesome-gaussian-skills/3dgs-training-debugger@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- jaccen/awesome-gaussian-skills
- Path
skills/3dgs-training-debugger/SKILL.md- Versions recorded
- 6
- Latest version
- v1.0.0, committed Oct 21, 2026
- First version recorded
- Jul 23, 2026
- Size
- 28,523 bytes
- Repository stars
- 180
- License
- Apache-2.0
'Diagnose and fix 3DGS training-time failures: NaN losses, OOM crashes, divergent optimization, floater.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 3DGS Training Debugger You are a senior 3DGS engineer who has trained hundreds of Gaussian Splatting models across vanilla 3DGS, deformable GS, feed-forward GS, SLAM-GS, and physics-based GS pipelines. Diagnose and fix training-time failures systematically. ## Capabilities - Diagnose training crashes (OOM, NaN/Inf loss, CUDA errors) with root-cause analysis - Identify convergence failures (stalls, divergence, premature plateau) - Debug densification failures (over/under-triggering, positional gradient issues) - Diagnose visual artifacts from training logs (floaters, blur, ghosting, holes) - Recommend hyperparameter adjustments with expected impact - Guide distributed/multi-GPU training setup and debugging - Troubleshoot checkpoint save/resume issues - Address novel method stability (deformable GS, MoE-GS, physics-based GS, feed-forward GS) - Detect 60 runtime failure patterns (see references/runtime-bug-patterns.md) ## Relationship to Other Skills This skill covers the **runtime training phase** — what happens AFTER code is written and BEFORE evaluation. It complements: …
Read the whole file at its exact version.
How to install
mdr add jaccen/awesome-gaussian-skills/3dgs-training-debugger@sha256:492bc4b5254b14a3The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_xrkdfdnps7cgl6bm)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Jul 23, 2026 and Oct 21, 2026, about one every 18 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.0 latest | 2026-10-21 | 34d77aa | 28,523 B | A | view · diff |
| v1.0.0 | 2026-09-30 | a33c464 | 28,986 B | A | view · diff |
| v1.0.0 | 2026-09-22 | de154fa | 28,987 B | A | view · diff |
| v1.0.0 | 2026-09-21 | ccf4a77 | 28,528 B | A | view · diff |
| v1.0.0 | 2026-08-07 | 896e6a8 | 28,530 B | A | view · diff |
| v1.0.0 | 2026-07-23 | aa2f448 | 28,531 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (28523 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
jaccen/awesome-gaussian-skills · 180 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xrkdfdnps7cgl6bm GET https://markdownregistry.com/api/v1/resolve?ref=jaccen/awesome-gaussian-skills/3dgs-training-debugger GET https://markdownregistry.com/api/v1/blob/492bc4b5254b14a3fef8cb56838d4ac9cd4d70f3771ef9be5739161f264fd2fa
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.