Mechanism
When It Triggers · How It Works · What It Produces
Breaks down how the skill works and what it produces, so you can quickly judge whether it fits your scenario and value.
Trigger Timing
When a training command is already selected and needs conservative execution for startup check, short-run verification, full kickoff, or resume in a deep learning repo.
Working Mechanism
- Execute the given training command without choosing research goals
- Capture config, seed, log, checkpoint, status, metric evidence
- Normalize outputs via scripts/write_outputs.py to train_outputs/
Result
Standardized train_outputs/ bundle with SUMMARY, COMMANDS, LOG, status.json etc., giving auditable training evidence and reproducibility context.
Use Cases
Two Typical Use Cases
Startup verification before full training
A researcher has selected a training command from a repo README and wants to verify it starts without errors before a full run. They invoke run-train in startup verification mode; the skill runs the command, captures early logs and config, and writes train_outputs/STATUS.json and LOG.md. This catches environment or config issues early, saving GPU time and providing clear evidence.
Resume training with checkpoint evidence
After a crash, a researcher needs to resume training from the last checkpoint with the same seed and config. Using run-train in resume mode, the skill re-executes the training command with resume flags, records checkpoint path and metrics to train_outputs/, and updates SUMMARY.md. This ensures consistent, auditable continuation without losing reproducibility context.
Skill Relationships
Which Skills I Use · Which Skills Use Me
Dependency relationships read as "the upper tier points to the lower tier." The current Skill sits in the middle tier — above are Skills that depend on it, below are Skills it depends on.
Tier 1 · These Skills Use Me
Tier 2 · Current Skill
- run-trainWorkflow
Tier 3 · I Use These Skills
- No explicit dependency on other Skills
Full Relationship Graph
Browse this skill's relationships within its skillset. Click a node to switch the side panel; use the search box to jump to any skill.