#!/bin/bash set -e SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)" SCRIPT="$SCRIPT_DIR/swap_analysis_synthetic.py" PYTHON="conda run --no-capture-output -n molmo python" MODEL="molmo" # MolmoE-1B: ~25GB per scale → 5 scales fit on GPUs 0-4 (one per GPU) # Adjust GPUS to match your available GPU layout. SCALES=("vanilla" "80k" "400k" "800k" "2m") GPUS=(0 1 2 3 4) # RATIOS=(1 0.8 0.6 0.4 0.2 0) RATIOS=(0.5) for ratio in "${RATIOS[@]}"; do LOG_DIR="$SCRIPT_DIR/logs_consistent_ratio_${ratio}_short/${MODEL}" mkdir -p "$LOG_DIR" echo "=========================================" echo " Molmo Synthetic Swap Analysis (ratio=$ratio): Launching ${#SCALES[@]} scales in parallel" echo "=========================================" PIDS=() for i in "${!SCALES[@]}"; do scale="${SCALES[$i]}" gpu="${GPUS[$i]}" log="${LOG_DIR}/${scale}.log" echo "[GPU $gpu] $scale -> $log" CUDA_VISIBLE_DEVICES=$gpu $PYTHON "$SCRIPT" \ --model_type $MODEL \ --scales $scale \ --device cuda \ --no-auto-roborefer \ --consistent_ratio $ratio \ > "$log" 2>&1 & PIDS+=($!) done echo "" echo "Waiting for all ${#PIDS[@]} processes..." FAILED=0 for i in "${!PIDS[@]}"; do pid="${PIDS[$i]}" scale="${SCALES[$i]}" if wait $pid; then echo "[DONE] $scale (PID $pid) - SUCCESS" else echo "[FAIL] $scale (PID $pid) - EXIT CODE $?" FAILED=$((FAILED + 1)) fi done if [ $FAILED -gt 0 ]; then echo "WARNING: $FAILED scale(s) failed. Check logs in $LOG_DIR" fi echo "=========================================" echo " Molmo: Merge 1/2 (full, all categories, ratio=$ratio)" echo "=========================================" $PYTHON "$SCRIPT" --model_type $MODEL --merge \ --scales vanilla 80k 400k 800k 2m \ --consistent_ratio $ratio \ 2>&1 | tee "${LOG_DIR}/merge.log" # echo "=========================================" # echo " Molmo: Merge 2/2 (VD-only, ratio=$ratio)" # echo "=========================================" # $PYTHON "$SCRIPT" --model_type $MODEL --merge \ # --scales vanilla 80k 400k 800k 2m \ # --consistent_ratio $ratio --vd-only \ # 2>&1 | tee "${LOG_DIR}/merge_vd_only.log" echo "DONE ratio=$ratio: $MODEL" echo "Results (full) : $SCRIPT_DIR/results_consistent_ratio_${ratio}_short/$MODEL/" # echo "Results (vd-only): $SCRIPT_DIR/results_consistent_ratio_${ratio}_short/vd-only/$MODEL/" done echo "ALL DONE: $MODEL (all ratios)"