#!/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 vila python" MODEL="nvila" # NVILA-8B: ~8GB per scale → 6 scales fit on GPUs 0-5 (one per GPU) # Adjust GPUS to match your available GPU layout. SCALES=("vanilla" "80k" "400k" "800k" "2m" "roborefer") GPUS=(2 3 4 5 6 7) # 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}" RESULTS_BASE="$SCRIPT_DIR/results_consistent_ratio_${ratio}_short" RESULTS_BASE_VD="$SCRIPT_DIR/results_consistent_ratio_${ratio}_short/vd-only" mkdir -p "$LOG_DIR" echo "=========================================" echo " NVILA Synthetic Swap Analysis (ratio=$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 $LOG_DIR" fi echo "=========================================" echo " NVILA: Merge 1/4 (full, without roborefer, ratio=$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 " NVILA: Merge 2/4 (full, with roborefer, ratio=$ratio)" echo "=========================================" $PYTHON "$SCRIPT" --model_type $MODEL --merge \ --scales vanilla 80k 400k 800k 2m roborefer \ --consistent_ratio $ratio \ --merge-output-dir "${RESULTS_BASE}/nvila_with_roborefer" \ 2>&1 | tee "${LOG_DIR}/merge_with_roborefer.log" # echo "=========================================" # echo " NVILA: Merge 3/4 (VD-only, without roborefer, ratio=$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 "=========================================" # echo " NVILA: Merge 4/4 (VD-only, with roborefer, ratio=$ratio)" # echo "=========================================" # $PYTHON "$SCRIPT" --model_type $MODEL --merge \ # --scales vanilla 80k 400k 800k 2m roborefer \ # --consistent_ratio $ratio --vd-only \ # --merge-output-dir "${RESULTS_BASE_VD}/nvila_with_roborefer" \ # 2>&1 | tee "${LOG_DIR}/merge_vd_only_with_roborefer.log" echo "DONE ratio=$ratio: $MODEL" echo "Results (full, no roborefer) : ${RESULTS_BASE}/nvila/" echo "Results (full, with roborefer) : ${RESULTS_BASE}/nvila_with_roborefer/" # echo "Results (vd-only, no roborefer) : ${RESULTS_BASE_VD}/nvila/" # echo "Results (vd-only, with roborefer): ${RESULTS_BASE_VD}/nvila_with_roborefer/" done echo "ALL DONE: $MODEL (all ratios)"