#!/usr/bin/env bash # Layout ablations (vbe/ablate.py) of one checkpoint, one process per GPU per benchmark, # then one scores.json per (variant, budget). # # JOBS="rho32:4096:16384,sel_merge:1024" bash scripts/run_ablate.sh # # Re-running the same command resumes. Needs the baseline run (scripts/run_eval.sh) of # the same checkpoint: identical (question, budget) inputs are copied from it. set -euo pipefail cd "$(dirname "$0")/.." MODEL=${MODEL:-/root/OnlineLong_ft/work_dirs/phase3_qbase_full_hybrid_lr1e-5} BASELINE=${BASELINE:-results/phase3_qbase_full_hybrid_lr1e-5} OUT_ROOT=${OUT_ROOT:-results/ablate} JOBS=${JOBS:?JOBS=variant:budget[:budget...],...} GPUS=${GPUS:-$(nvidia-smi --query-gpu=index --format=csv,noheader | paste -sd,)} BENCHMARKS=${BENCHMARKS:-"videomme mlvu longvideobench"} DATA_ROOT=${DATA_ROOT:-/root/benchmarks/eval_root} OL_SRC=${OL_SRC:-third_party/onlinelong_phase3} NUM_WORKERS=${NUM_WORKERS:-6} EXTRA=${EXTRA:-} # e.g. "--limit 2 --no_reuse" PY=${PY:-/miniconda/envs/ml/bin/python} export PATH="$(dirname "${PY}"):${PATH}" export PYTHONPATH="${OL_SRC}:.${PYTHONPATH:+:${PYTHONPATH}}" IFS=, read -ra GPU_LIST <<< "${GPUS}" N=${#GPU_LIST[@]} LOGS=${OUT_ROOT}/logs mkdir -p "${LOGS}" echo "[run_ablate] model=${MODEL} jobs=${JOBS} gpus=${GPUS} benchmarks=${BENCHMARKS} -> ${OUT_ROOT}" for BENCH in ${BENCHMARKS}; do pids=() for i in "${!GPU_LIST[@]}"; do CUDA_VISIBLE_DEVICES=${GPU_LIST[$i]} "${PY}" -m vbe.ablate \ --model_path "${MODEL}" --benchmark "${BENCH}" --data_root "${DATA_ROOT}" \ --out_root "${OUT_ROOT}" --baseline_run "${BASELINE}" --jobs "${JOBS}" \ --shard_id "${i}" --num_shards "${N}" --num_workers "${NUM_WORKERS}" ${EXTRA} \ > "${LOGS}/${BENCH}_shard${i}of${N}.log" 2>&1 & pids+=($!) done fail=0 for p in "${pids[@]}"; do wait "${p}" || fail=1; done if [ "${fail}" -ne 0 ]; then echo "[run_ablate] ${BENCH}: a shard failed, see ${LOGS}/${BENCH}_*.log" >&2 exit 1 fi echo "[run_ablate] ${BENCH} done" done for d in "${OUT_ROOT}"/*_b*/; do "${PY}" -m vbe.score "${d%/}" "${DATA_ROOT}" > /dev/null done echo "[run_ablate] scored $(ls -d "${OUT_ROOT}"/*_b*/ | wc -l) runs"