CLI Cheatsheet¶

Quick command lookup for daily Chakra usage.

Discovery¶

python -m chakra list-domains
python -m chakra domain-info --name tabular_cls

Plan and validate¶

python -m chakra --domain tabular_cls scaffold-version --version v1.0 --force
python -m chakra --domain tabular_cls validate-version --version v1.0

Execution (single command)¶

python -m chakra --domain tabular_cls run-execution --version v1.0 --strategy local
python -m chakra --domain tabular_cls run-execution --version v1.0 --strategy auto --pull-outputs

Execution (stage-wise)¶

chakra yantra --domain tabular_cls --version v1.0 --stage control --device cpu
chakra yantra --domain tabular_cls --version v1.0 --stage smoke --device cpu
chakra yantra --domain tabular_cls --version v1.0 --stage train --device cpu
chakra yantra --domain tabular_cls --version v1.0 --stage eval --device cpu

Review and improve¶

python -m chakra --domain tabular_cls sync-run --version v1.0
python -m chakra --domain tabular_cls review-run --version v1.0
python -m chakra --domain tabular_cls next-ablation --version v1.0

Full cycle¶

chakra aavart --domain tabular_cls --version v1.0 --device cpu --force

Kaggle utility¶

python -m chakra --domain tabular_cls push-kaggle --version v1.0
python -m chakra --domain tabular_cls kaggle-status --version v1.0
python -m chakra --domain tabular_cls pull-kaggle --version v1.0

Safe preview mode¶

python -m chakra --domain tabular_cls run-execution --version v1.0 --strategy auto --dry-run