experiments / swap_analysis /run_nvila_synthetic_mix.sh
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#!/bin/bash
set -e
SCRIPT="/data/shared/Qwen/experiments/swap_analysis/swap_analysis.py"
PYTHON="conda run --no-capture-output -n vila python"
LOG_BASE="/data/shared/Qwen/experiments/swap_analysis/logs"
# 6 models to run for nvila_synth_compare:
# vanilla / 80k / 400k → model_type=nvila (existing fine-tuned models)
# 80k-5pct / 80k-10pct / 400k-5pct → model_type=nvila_synthetic (new synthetic-mix models)
#
# GPU assignment (NVILA ~8GB each):
# GPU 0: nvila/vanilla GPU 1: nvila/80k
# GPU 2: nvila_synthetic/80k-5pct GPU 3: nvila_synthetic/80k-10pct
# GPU 4: nvila/400k GPU 5: nvila_synthetic/400k-5pct
declare -a MODEL_TYPES=("nvila" "nvila" "nvila_synthetic" "nvila_synthetic" "nvila" "nvila_synthetic")
declare -a SCALES=( "vanilla" "80k" "80k-5pct" "80k-10pct" "400k" "400k-5pct")
declare -a GPUS=( 0 1 2 3 4 5)
echo "========================================="
echo " NVILA-Synthetic: Launching 6 models in parallel"
echo "========================================="
PIDS=()
for i in "${!SCALES[@]}"; do
mtype="${MODEL_TYPES[$i]}"
scale="${SCALES[$i]}"
gpu="${GPUS[$i]}"
log="${LOG_BASE}/${mtype}/${scale}.log"
mkdir -p "${LOG_BASE}/${mtype}"
echo "[GPU $gpu] ${mtype}/${scale} -> $log"
CUDA_VISIBLE_DEVICES=$gpu $PYTHON $SCRIPT \
--model_type $mtype \
--scales $scale \
--device cuda \
--no-auto-roborefer \
> "$log" 2>&1 &
PIDS+=($!)
done
echo ""
echo "Waiting for all ${#PIDS[@]} processes..."
FAILED=0
for i in "${!PIDS[@]}"; do
pid="${PIDS[$i]}"
label="${MODEL_TYPES[$i]}/${SCALES[$i]}"
if wait $pid; then
echo "[DONE] $label (PID $pid) - SUCCESS"
else
echo "[FAIL] $label (PID $pid) - EXIT CODE $?"
FAILED=$((FAILED + 1))
fi
done
if [ $FAILED -gt 0 ]; then
echo "WARNING: $FAILED process(es) failed. Check logs in $LOG_BASE"
fi
echo "========================================="
echo " NVILA-Synthetic: Merge (vanilla / 80k / 80k-5pct / 80k-10pct / 400k / 400k-5pct)"
echo "========================================="
LOG_DIR_CMP="${LOG_BASE}/nvila_synth_compare"
mkdir -p "$LOG_DIR_CMP"
$PYTHON $SCRIPT --model_type nvila_synth_compare --merge \
2>&1 | tee "${LOG_DIR_CMP}/merge.log"
echo "ALL DONE"
echo "Results: /data/shared/Qwen/experiments/swap_analysis/results/nvila_synth_compare/"