#!/bin/bash set -e SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" SCRIPT="$SCRIPT_DIR/swap_analysis.py" PYTHON="conda run --no-capture-output -n vila python" MODEL="nvila" QUESTION_TYPE="short_answer" # change to mcq for MCQ A/B format # Logs managed by swap_analysis.py → {SCRIPT_DIR}/{QUESTION_TYPE}/logs/{vlm_key}.log OUTPUT_DIR="$SCRIPT_DIR/$QUESTION_TYPE/saved_data" STDOUT_LOG_DIR="$SCRIPT_DIR/$QUESTION_TYPE/logs" mkdir -p "$STDOUT_LOG_DIR" "$OUTPUT_DIR" # GPU plan: NVILA ~8GB each SCALES=("vanilla" "80k" "400k" "800k" "2m" "roborefer") GPUS=(2 3 4 5 6 7) echo "=========================================" echo " NVILA CV-Bench Swap Analysis: Launching ${#SCALES[@]} scales in parallel" echo "=========================================" PIDS=() for i in "${!SCALES[@]}"; do scale="${SCALES[$i]}" gpu="${GPUS[$i]}" log="${STDOUT_LOG_DIR}/${MODEL}_${scale}_stdout.log" echo "[GPU $gpu] $MODEL/$scale -> $log" CUDA_VISIBLE_DEVICES=$gpu $PYTHON "$SCRIPT" \ --model_type $MODEL \ --scales $scale \ --device cuda \ --no-auto-roborefer \ --question-type $QUESTION_TYPE \ --output_dir "$OUTPUT_DIR" \ --skip-phase-b \ > "$log" 2>&1 & PIDS+=($!) # Stagger launches to avoid I/O contention on large CV-Bench TSV files sleep 30 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] $MODEL/$scale (PID $pid) - SUCCESS" else echo "[FAIL] $MODEL/$scale (PID $pid) - EXIT CODE $?" FAILED=$((FAILED + 1)) fi done if [ $FAILED -gt 0 ]; then echo "WARNING: $FAILED scale(s) failed. Check logs in $STDOUT_LOG_DIR" fi echo "=========================================" echo " NVILA CV-Bench Swap Analysis: Merge 1/2 (without roborefer)" echo "=========================================" $PYTHON "$SCRIPT" --model_type $MODEL \ --scales vanilla 80k 400k 800k 2m \ --merge --group-name nvila \ --question-type $QUESTION_TYPE \ --output_dir "$OUTPUT_DIR" \ 2>&1 | tee "${STDOUT_LOG_DIR}/nvila_merge_stdout.log" echo "=========================================" echo " NVILA CV-Bench Swap Analysis: Merge 2/2 (with roborefer)" echo "=========================================" $PYTHON "$SCRIPT" --model_type $MODEL \ --scales vanilla 80k 400k 800k 2m roborefer \ --merge --group-name nvila_with_roborefer \ --question-type $QUESTION_TYPE \ --output_dir "$OUTPUT_DIR" \ 2>&1 | tee "${STDOUT_LOG_DIR}/nvila_with_roborefer_merge_stdout.log" echo "" echo "ALL DONE: $MODEL" echo "Results: $SCRIPT_DIR/$QUESTION_TYPE/saved_data/nvila_*/" echo "Compare: $SCRIPT_DIR/$QUESTION_TYPE/compare/nvila/" echo "Compare: $SCRIPT_DIR/$QUESTION_TYPE/compare/nvila_with_roborefer/"