#!/bin/bash
set -e

echo "========================================="
echo "MAMBA2 Hyperopt Deployment (batch_size=256)"
echo "========================================="
echo""

# Set PYTHONPATH
export PYTHONPATH="/home/jgrusewski/Work/foxhunt:$PYTHONPATH"

# Activate venv
source .venv/bin/activate

# Deploy MAMBA2 hyperopt with batch_size 256
python3 scripts/runpod_deploy.py \
    --gpu-type "RTX A4000" \
    --image "jgrusewski/foxhunt-hyperopt:latest" \
    --command "hyperopt_mamba2_demo --parquet-file /runpod-volume/test_data/ES_FUT_180d.parquet --trials 50 --epochs 100 --batch-size-max 256 --base-dir /runpod-volume/ml_training/mamba2_hyperopt_batch256 --early-stopping-min-epochs 50"

echo ""
echo "✅ MAMBA2 hyperopt deployment initiated"
echo "Monitor logs: python3 scripts/python/runpod/monitor_logs.py <pod_id>"
echo "Expected duration: 46-65 hours"
echo "Expected cost: \$11.50-\$16.25 @ \$0.25/hr (RTX A4000)"