File size: 2,691 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 | #!/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 molmo python"
MODEL="molmo"
# MolmoE-1B: ~25GB per scale → 5 scales fit on GPUs 0-4 (one per GPU)
# Adjust GPUS to match your available GPU layout.
SCALES=("vanilla" "80k" "400k" "800k" "2m")
GPUS=(0 1 2 3 4)
# 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}"
mkdir -p "$LOG_DIR"
echo "========================================="
echo " Molmo Synthetic Swap Analysis (ratio=$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 $LOG_DIR"
fi
echo "========================================="
echo " Molmo: Merge 1/2 (full, all categories, ratio=$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 " Molmo: Merge 2/2 (VD-only, 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 "DONE ratio=$ratio: $MODEL"
echo "Results (full) : $SCRIPT_DIR/results_consistent_ratio_${ratio}_short/$MODEL/"
# echo "Results (vd-only): $SCRIPT_DIR/results_consistent_ratio_${ratio}_short/vd-only/$MODEL/"
done
echo "ALL DONE: $MODEL (all ratios)"
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