菜单
Runs tide single-song overfit smoke tests across conv1d, mel, and MERT frontends via WSL GPU. Use when the user mentions tide overfit, overfit suite, frontend ablation, smoke test on tide, or comparing preprocessing frontends.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Runs StepCOVNet GPU training and MERT extraction on Windows via WSL with TensorFlow CUDA libraries. Use for train_onset, overfit scripts, extract_mert_features with cuda, or when TensorFlow sees zero GPUs in WSL.
One-prompt agent autoresearch loop for StepCOVNet: goal + time budget → orient, hypothesize, run, log, repeat until success or deadline. Use when the user says "run autoresearch", gives a research goal with a budget, or names a profile (e.g. ar-tide-overfit). Not for unattended Python planners (--hours / lattice).
Deprecated alias — use autoresearch skill with profile ar-tide-overfit.
Starts a research session and logs EXP and NOTE entries with timestamps. Use when beginning research work, logging experiments, or writing discussion notes. Promote findings to PAPER_OUTLINE only when drafting the paper.
Audit and sync agent brain — read all rules from disk, reconcile skills/catalogs/routing. Triggers on refresh agent brain, refresh all rules, audit rules, or after steering promotion. Read-only audit script; agent writes doc updates.
Triggers on process mistakes and steering corrections; run steering-correction-promotion for artifact choice, context optimization, and JRN receipt. Journal alone is incomplete.
| name | tide-overfit-protocol |
| description | Runs tide single-song overfit smoke tests across conv1d, mel, and MERT frontends via WSL GPU. Use when the user mentions tide overfit, overfit suite, frontend ablation, smoke test on tide, or comparing preprocessing frontends. |
Single-song memorization check on tide before scaling to multi-song val. Default 50 epochs; 100 ep only when explicitly testing epoch sensitivity.
configs/overfit_tide/*.jsondata/v2/test/tide.mert.npy (or path in config mert_features_dir)pipeline_check_shortcuts=true unless explicitly debugging pipeline wiringUse the WSL command template with:
scripts/run_overfit_tide_suite.py --epochs=50
Subset frontends: --frontends=conv1d,mel
Scripts auto-dispatch from Windows when WSL is available.
| Item | Path |
|---|---|
| Configs | configs/overfit_tide/{conv1d,mel,mert}.json |
| Models | models_wsl/overfit_tide/<frontend>/ |
| Summary | models_wsl/overfit_tide/suite_summary.json |
| Callbacks | callbacks/overfit_tide/<frontend>/ |
suite_summary.json for per-frontend F1 / precision / recallEXP-YYYYMMDD-NN in EXPERIMENT_LOG.md with full timestamp (index + entry)pre for frontend comparison