training

name	training
description	Start, stop, pause, resume, and monitor model training runs. Check training progress, view metrics, and get GPU utilization during training. Use when asked to train a model, check training status, view loss curves, stop a run, or see training logs.

Training

Manage SFT/DPO/GRPO training runs on local hardware.

Start Training

scripts/api.sh POST /training/start '{
  "strategy": "sft",
  "base_model": "Qwen/Qwen2.5-Coder-1.5B-Instruct",
  "selected_repos": [],
  "epochs": 3,
  "batch_size": 4,
  "learning_rate": 2e-5
}'

Strategy options: sft, dpo, grpo Empty selected_repos means train on all gold traces.

Check Training Status

scripts/api.sh GET /training/{run_id}

Returns: epoch, loss, learning rate, elapsed time, estimated completion.

List Training Runs

scripts/api.sh GET /training

Pause Training

scripts/api.sh POST /training/{run_id}/pause '{}'

Resume Training

scripts/api.sh POST /training/{run_id}/resume '{}'

Stop Training

Destructive — confirm with user first.

scripts/api.sh POST /training/{run_id}/stop '{}'

GPU Utilization During Training

scripts/api.sh GET /system/info

Report GPU utilization %, memory used/total, temperature if available.

Example Interactions

User: "Start training on my gold traces" → Call POST /training/start with defaults. Report run_id and initial status.

User: "How's training going?" → Call GET /training to find active run. Call GET /training/{run_id} for metrics. Also call GET /system/info for GPU stats. Report epoch, loss, GPU %.

User: "Stop the current training" → Confirm with user. Find active run_id. Call POST /training/{run_id}/stop.