3dgs-training-debugger
openbooklet.com/s/3dgs-training-debuggeropenbooklet.com/s/[email protected]GET /api/v1/skills/3dgs-training-debuggerDiagnose and fix 3DGS training-time failures: NaN losses, OOM crashes, divergent optimization, floater artifacts, densification failures, hyperparameter sensitivity. Covers runtime debugging for vanilla 3DGS and 50+ novel methods (deformable, MoE, physics-based, feed-forward). Detects 60 runtime failure patterns. Use when: 3DGS training crashes or produces poor results, loss is NaN/Inf, VRAM exhaustion, Gaussians explode or vanish, densification not working, convergence stalls, è®ç»è°è¯/æ¾å溢åº/è®ç»åæ£/æµ®ç¹ä¼ªå½±.
Review 3D Gaussian Splatting implementation code for correctness, performance bugs, and best practices. Covers CUDA kernels, rendering pipeline, training loop, loss functions, and common pitfalls. Detects 42+ known bug patterns.
3DGS compression-to-deployment pipeline: quantization (scalar/VQ/mixed-precision), pruning (coreset/adaptive/variational/merge/Bayesian), progressive streaming & LoD, Web/WebGPU/mobile deployment, hardware acceleration (Tensor Core/GEMM/FPGA/ASIC), training-free semantic compression. Covers 53+ methods across 6 compression categories. Use when: compressing 3DGS models, deploying 3DGS to web/mobile/edge, selecting quantization bit-width, designing streaming pipelines, 3DGSå缩/éå/åªæ/é¨ç½²/æµå¼ä¼ è¾/移å¨ç«¯/硬件å é.
Guide for deploying 3D Gaussian Splatting from research to production: industry use cases, engineering pipelines, tool selection, and deployment best practices
MCP protocol integration with 3DGS rendering pipeline: Agent-controlled Three.js/WebGPU rendering, voice-driven scene reconstruction, real-time parameter manipulation. Prototype for Agentâ3DGS interaction.
Academic paper writing skill for 3D vision, computer graphics, CAD, and 3D understanding. Covers NeRF, 3DGS, SLAM, point cloud processing, 3D shape understanding/generation, CAD modeling, and reverse engineering. Supports CVPR/ICCV/ECCV/SIGGRAPH/EG/PG/TVCG/CGF and doctoral dissertations.
Migrate NeRF-based methods to 3D Gaussian Splatting with step-by-step guidance. Analyzes component compatibility, provides code templates, and identifies potential issues. Covers encoding, deformation, appearance, and geometry modules.
Auto-indexed from jaccen/Awesome-Gaussian-Skills
Are you the author? Claim this skill to take ownership and manage it.
Related Skills
graceful-error-recovery
Use this skill when a tool call, command, or API request fails. Diagnose the root cause systematically before retrying or changing approach. Do not retry the same failing call without first understanding why it failed.
audience-aware-communication
Use this skill when writing any explanation, documentation, or response that will be read by someone else. Match vocabulary, depth, and format to the audience's expertise level before writing.
Refactoring Expert
Expert in systematic code refactoring, code smell detection, and structural optimization. Use PROACTIVELY when encountering duplicated code, long methods, complex conditionals, or any code quality issues. Detects code smells and applies proven refactoring techniques without changing external behavior.
Research Expert
Specialized research expert for parallel information gathering. Use for focused research tasks with clear objectives and structured output requirements.
clarify-ambiguous-requests
Use this skill when the user's request is ambiguous, under-specified, or could be interpreted in multiple ways. If proceeding with a wrong assumption would waste significant work, always ask exactly one focused clarifying question before doing anything.
structured-step-by-step-reasoning
Use this skill for any problem that involves multiple steps, tradeoffs, or non-trivial logic. Think out loud before answering to improve accuracy and transparency. Apply whenever the answer is not immediately obvious.