القائمة
Use when training, comparing, diagnosing, or selecting ELFQuake synthetic PyTorch models, including multimodal sequence models and missing-modality ablation checks.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Use when running ELFQuake prospective real-data refresh scripts, including relabeling matured VLF rows and rebuilding real model input artifacts.
Use when running or regenerating ELFQuake sandpile simulations, synthetic seismic events, piezo/VLF-like signals, maps, videos, or simulation-derived model artifacts.
Use when running one-off ELFQuake source fetch, capture, normalization, or feature-build CLI commands for INGV, VLF, astronomy, geomagnetic, or space-weather data.
| name | elfquake-synthetic-modeling |
| description | Use when training, comparing, diagnosing, or selecting ELFQuake synthetic PyTorch models, including multimodal sequence models and missing-modality ablation checks. |
Run from the repository root with the project virtual environment active. Keep models CPU-compatible and preserve swappable model backends.
./scripts/train-synthetic-torch-model.sh
./scripts/train-synthetic-sequence-model.sh
./scripts/sweep-synthetic-sequence-model.sh
./scripts/matched-sequence-comparison.sh
./scripts/repeat-sequence-training-seeds.sh
./scripts/train-sequence-full-regime.sh
./scripts/train-sequence-full-balanced.sh
./scripts/train-tiny-patch-transformer.sh
./scripts/compare-model-runs.sh
./scripts/compare-real-synthetic-models.sh
./scripts/estimate-model-scale.sh
./scripts/diagnose-sequence-models.sh
./scripts/summarize-sequence-selection.sh
./scripts/test-sequence-missing-modalities.sh
Use an 80 percent training, 20 percent held-out test split unless a script has a documented time-based split. Interpret synthetic runs as engineering validation only; do not imply real earthquake prediction skill.
After material model changes, update docs/report.md, docs/model-candidates.md, and docs/next-actions.md as appropriate.