Training CLI: कमांड और विकल्प

fpai-training --version
fpai-training --help
fpai-training init --directory ./german-project
# Replace training.json and rubric/data files with your reviewed configuration.
fpai-training doctor --config ./german-project/training.json
fpai-training plan --config ./german-project/training.json --dry-run
# Inspect resolved values, data sharing and budgets BEFORE the next command.
fpai-training run --config ./german-project/training.json
fpai-training status --run ./german-project/runs/german-001
fpai-training evaluate --run ./german-project/runs/german-001 --split test
fpai-training export --run ./german-project/runs/german-001 --format safetensors
# Supply the key through FUSIONPOINTAI_API_KEY, never a command-line argument.

# Run controls from a separate terminal if training is active.
fpai-training pause --run ./german-project/runs/german-001
# Wait for status=paused and a completed atomic checkpoint before stopping a host.
fpai-training status --run ./german-project/runs/german-001
fpai-training resume --run ./german-project/runs/german-001
# Cancellation is terminal; preserve existing artifacts, do not pretend it passed.
fpai-training cancel --run ./german-project/runs/german-001
# Repeat status, not run(), after a timeout. Never kill an unrelated process.

SDK 0.2.0 EXIT AND STATE CONTRACT
0   accepted, successful read/control, or successful dry-run; inspect operation.
2   invalid configuration; no training started.
3   incompatible model/runtime/method/export combination.
4   authentication, entitlement or authorized-sharing failure.
5   resource budget exhausted; preserve latest valid checkpoint and report.
6   evaluation requirements not met; not an accepted model.
7   execution, checkpoint, cancellation-control or export failure.
130 interrupted by the caller.

Lifecycle:
planned -> preparing -> training -> evaluating -> completed
training -> pausing -> paused -> training (validated resume)
active -> cancelling -> cancelled
active -> failed

stop_reason: accepted | budget_exhausted | no_progress | regression |
             cancelled | failed
paused is a recoverable state, not an accepted training result.
completed requires stop_reason=accepted and all required criteria passing.
Repeated control requests must read/reuse the owned transition, not spawn workers.
One run lock prevents duplicate execution of the same run directory.