File size: 2,643 Bytes
19898f1 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 | #!/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
# Shell stdout (conda messages, early crashes) goes here:
STDOUT_LOG_DIR="$SCRIPT_DIR/$QUESTION_TYPE/logs"
mkdir -p "$STDOUT_LOG_DIR"
# GPU plan: NVILA ~8GB each
SCALES=("vanilla" "80k" "400k" "800k" "2m" "roborefer")
GPUS=(2 3 4 5 6 7)
echo "========================================="
echo " NVILA 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 $QUESTION_TYPE \
--skip-phase-b \
> "$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] $MODEL/$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 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 $QUESTION_TYPE \
2>&1 | tee "${STDOUT_LOG_DIR}/nvila_merge_stdout.log"
echo "========================================="
echo " NVILA 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 $QUESTION_TYPE \
2>&1 | tee "${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/"
|