File size: 3,923 Bytes
bd615ca | 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 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 | #!/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)"
|