| { |
| "seed": 2026, |
| "data": { |
| "format_version": "streamflow-lstm-v1", |
| "path": "data/streamflow_fake.npz", |
| "gauges": ["BNDN5", "ARWN8", "TCCC1", "CARO2", "ESSC2", "NFDC1", "LABW4", "CLNK1", "TRAC2", "NFSW4"], |
| "input_variables": 23, |
| "history_steps": 28, |
| "step_hours": 6, |
| "forecast_steps": 40, |
| "train_samples": 48, |
| "validation_samples": 12, |
| "forecast_cases": 12 |
| }, |
| "model": { |
| "hidden_size": 16, |
| "num_layers": 3, |
| "dropout": 0.1 |
| }, |
| "paper_model": { |
| "hidden_size": 50, |
| "num_layers": 3, |
| "activations": ["relu", "relu", "tanh"], |
| "ensemble_members_per_gauge": 100, |
| "best_members": 5, |
| "epochs": 10 |
| }, |
| "training": { |
| "ensemble_members_per_gauge": 2, |
| "best_members": 2, |
| "epochs": 10, |
| "batch_size": 16, |
| "learning_rate": 0.001, |
| "loss": "MSE" |
| }, |
| "runtime": {"device": "auto", "num_threads": 2}, |
| "paths": { |
| "checkpoint": "result/checkpoints/streamflow_lstm.pt", |
| "training_metrics": "result/training/metrics.json", |
| "predictions": "result/output/predictions.npz", |
| "evaluation_metrics": "result/evaluation/metrics.json", |
| "comparison": "result/evaluation/comparison.png" |
| } |
| } |
|
|
