File size: 4,304 Bytes
c881b77 | 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 | #!/usr/bin/env bash
set -e
CONFIGS=()
SEEDS=()
CKPTS=()
RUN_IDS=()
GPU_IDS=""
METASEED=""
NUM_SEED=-1
META_START=0
MAX_INFER_SIZE=""
K_SHOTS=()
while [[ $# -gt 0 ]]; do
case $1 in
--config)
shift
CONFIGS=($1)
;;
--seed)
shift
SEEDS=($1)
;;
--metaseed)
shift
METASEED=$1
;;
--num_seed)
shift
NUM_SEED=$1
;;
--meta_start)
shift
META_START=$1
;;
--ckpt)
shift
CKPTS=($1)
;;
--run_id)
shift
RUN_IDS=($1)
;;
--k_shot)
shift
K_SHOTS=($1)
;;
--gpu_ids)
shift
GPU_IDS=$1
;;
--max_infer_size)
shift
MAX_INFER_SIZE=$1
;;
*)
echo "Unknown argument: $1"
exit 1
;;
esac
shift
done
if [[ ${#CONFIGS[@]} -eq 0 ]] \
|| [[ ${#CKPTS[@]} -eq 0 ]] \
|| [[ -z "$GPU_IDS" ]] \
|| [[ ${#K_SHOTS[@]} -eq 0 ]] \
|| [[ ${#RUN_IDS[@]} -eq 0 ]]; then
echo "Error: missing required arguments."
echo "You must provide: --config, --gpu_ids, --run_id, --k_shot"
echo "And one of: --seed OR --metaseed"
exit 1
fi
if [[ -z "$METASEED" && ${#SEEDS[@]} -eq 0 ]]; then
echo "Error: either --seed or --metaseed must be provided."
exit 1
fi
IFS=',' read -r -a GPU_ARRAY <<< "$GPU_IDS"
NUM_PROCESSES=${#GPU_ARRAY[@]}
if [[ -n "$METASEED" ]]; then
if [[ $NUM_SEED -lt 0 ]]; then
echo "Error: you must set --num_seed when using --metaseed."
exit 1
fi
echo "[INFO] Using metaseed=$METASEED"
echo "[INFO] Will use seeds index range [$META_START, $NUM_SEED)"
mapfile -t ALL_SEEDS < <(
shuf -i 0-9999 \
--random-source=<(awk -v s="$METASEED" 'BEGIN { while (1) printf "%s", s }') \
| head -n $NUM_SEED
)
# SEEDS=("${ALL_SEEDS[@]:META_START:NUM_SEED-META_START}")
SEEDS=("${ALL_SEEDS[@]:$META_START:$((NUM_SEED - META_START))}")
echo "[INFO] Total Seeds Generated: ${#ALL_SEEDS[@]}"
echo "[INFO] Using Seeds: ${SEEDS[@]}"
fi
echo "CONFIGS: ${CONFIGS[@]}"
echo "SEEDS: ${SEEDS[@]}"
echo "RUN_IDS: ${RUN_IDS[@]}"
echo "K_SHOTS: ${K_SHOTS[@]}"
echo "CKPTS: ${CKPTS[@]}"
echo "GPU_IDS: ${GPU_IDS}"
echo "NUM_PROCESSES: $NUM_PROCESSES"
echo "META_START: $META_START"
echo "NUM_SEED: $NUM_SEED"
echo "Actual inference episodes: ${#SEEDS[@]}"
echo "MAX_INFER_SIZE: ${MAX_INFER_SIZE:-"(unset)"}"
EXTRA_ARG=""
if [[ -n "$MAX_INFER_SIZE" ]]; then
EXTRA_ARG="-M $MAX_INFER_SIZE"
fi
run_with_retry(){
local cmd=("$@")
local max=3
local attempt=1
while (( attempt <= max )); do
echo "Attempt $attempt/$max: ${cmd[*]}"
set +e
"${cmd[@]}"
status=$?
set -e
if [[ $status -eq 0 ]]; then
return 0
fi
((attempt++))
sleep 2
done
return 1
}
for k_shot in "${K_SHOTS[@]}"; do
for run_id in "${RUN_IDS[@]}"; do
for config in "${CONFIGS[@]}"; do
for seed in "${SEEDS[@]}"; do
for ckpt in "${CKPTS[@]}"; do
echo "config: $config, seed: $seed, ckpt: $ckpt, run: $run_id"
max_wait=12
ckpt_path="./ckpt/$config/novel/run-$run_id/$k_shot-shot/shuffle_seed-$seed/checkpoint-$ckpt"
while [[ ! -s "$ckpt_path" ]]; do
echo "waiting for ckpt: $ckpt_path"
sleep 300
((max_wait--))
done
if [[ ! -s "$ckpt_path" ]]; then
echo "[ERROR] ckpt not found after waiting, skip."
continue
fi
run_with_retry \
accelerate launch --multi_gpu --gpu_ids $GPU_IDS --num_processes $NUM_PROCESSES main.py \
--config ./configs/$config.yaml -m infer -p novel -s $seed -k $k_shot -r $run_id -c $ckpt $EXTRA_ARG
done
done
done
done
done |