mirror of
https://github.com/RYDE-WORK/lnp_ml.git
synced 2026-09-18 16:23:20 +08:00
64 lines
2.6 KiB
Bash
64 lines
2.6 KiB
Bash
#!/usr/bin/env bash
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set -uo pipefail
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cd "$(cd "$(dirname "${BASH_SOURCE[0]}")/.." && pwd)"
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# ===== 环境（与原消融一致，保证可复现）=====
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export TRANSFORMERS_OFFLINE=1 HF_HUB_OFFLINE=1 PYTHONUNBUFFERED=1
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export PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True TOKENIZERS_PARALLELISM=false
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export PYTHONHASHSEED=${PYTHONHASHSEED:-42}
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# ===== 参数（与 s1_both 一致）=====
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SEED=${SEED:-42}
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GPU=${GPU:-0}
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QBATCH=${QBATCH:-8}
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N_OUTER=${N_OUTER:-5}; N_INNER=${N_INNER:-3}
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N_TRIALS=${N_TRIALS:-20}; EPOCHS=${EPOCHS:-20}; PATIENCE=${PATIENCE:-5}
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INPUT=${INPUT:-data/interim/internal.csv}
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CHEM_CACHE=data/processed/chemeleon_embeddings.npz
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QWEN=models/qwen2.5-7b-instruct
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SRC=models/abl_full/s1_both/seed${SEED}
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DST=models/abl_full/s1_both_chemeleon/seed${SEED}
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# ===== 方案A：只拷 best_params + epoch_mean（切勿拷 test_metrics.json！）=====
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for i in $(seq 0 $((N_OUTER-1))); do
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mkdir -p "$DST/outer_fold_$i"
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cp "$SRC/outer_fold_$i/best_params.json" "$DST/outer_fold_$i/"
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cp "$SRC/outer_fold_$i/epoch_mean.json" "$DST/outer_fold_$i/"
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done
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# ===== 自动续跑：崩溃/被抢占后重试；靠 --resume-dir 跳过已完成的 fold =====
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MAX_RETRY=${MAX_RETRY:-100} # 最多重试次数
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POLL=${POLL:-60} # 重试/等待间隔(秒)
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NEED=${NEED:-14000} # 启动所需空闲显存(MiB)，Qwen QLoRA 约 14GB
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mkdir -p logs
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wait_free(){ # 抢占期显存不够就等，避免一起来就 OOM
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while :; do
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free=$(nvidia-smi --query-gpu=memory.free --format=csv,noheader,nounits -i "$GPU" 2>/dev/null)
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[ "${free:-0}" -ge "$NEED" ] && return 0
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echo "[$(date '+%F %T')] GPU${GPU} 空闲 ${free}MiB (<${NEED})，等待 ${POLL}s..."
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sleep "$POLL"
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done
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}
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n=1
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while :; do
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wait_free
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echo "[$(date '+%F %T')] >>> s1_both_chemeleon try $n on GPU${GPU}"
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if CUDA_VISIBLE_DEVICES=$GPU python -m lnp_ml.modeling.nested_cv_optuna \
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--input-path "$INPUT" \
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--output-dir models/abl_full/s1_both_chemeleon --resume-dir "$DST" \
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--seed $SEED --device cuda \
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--n-outer-folds $N_OUTER --n-inner-folds $N_INNER \
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--n-trials $N_TRIALS --epochs-per-trial $EPOCHS --inner-patience $PATIENCE \
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--batch-size $QBATCH \
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--use-chemeleon --chemeleon-cache $CHEM_CACHE \
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--use-moe \
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--use-llm --use-rag --rag-top-k 4 --use-soft-prompt --no-llm-freeze \
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--llm-use-qlora --llm-model-path $QWEN; then
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echo "[$(date '+%F %T')] <<< s1_both_chemeleon DONE"; break
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fi
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(( n >= MAX_RETRY )) && { echo "[$(date '+%F %T')] !!! FAILED x${MAX_RETRY}"; exit 1; }
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echo "[$(date '+%F %T')] 崩溃/被抢占，${POLL}s 后断点续跑 (attempt $n)"; sleep "$POLL"; ((n++))
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done |