Workflows

Prototype

1. mmrl backtest
2. mmrl report results/<run>

Compare agents

1. mmrl evaluate
2. Inspect MLflow UI or saved comparison plots

Hyperparameter search

• Grid:

mmrl grid

• Optuna:

python3 experiments/hyperopt.py

Data-backed test

1. Fetch Parquet with CCXT
2. Replay with MarketReplay and evaluate

API orchestration

1. docker compose up -d redis worker api mlflow
2. Submit jobs via HTTP and monitor /jobs