| #!/bin/bash |
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| set -euo pipefail |
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| PROJECT_ROOT="${PROJECT_ROOT:-/mingli01/project/zihanliu/gpudrive-main}" |
| CONDA_ENV_NAME="${CONDA_ENV_NAME:-gpudrive}" |
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| METRICS_GLOB="${METRICS_GLOB:-search_outputs/evaluator_agent/**/optimizer_metrics.json}" |
| OUTPUT_DIR="${OUTPUT_DIR:-search_outputs/optimizer_agent/mlp_next}" |
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| TOP_K="${TOP_K:-8}" |
| EXPLORE_K="${EXPLORE_K:-4}" |
| ALLOW_REPEAT="${ALLOW_REPEAT:-0}" |
| SEED="${SEED:-42}" |
| HIDDEN_DIM="${HIDDEN_DIM:-64}" |
| EPOCHS="${EPOCHS:-1200}" |
| LR="${LR:-0.001}" |
| WEIGHT_DECAY="${WEIGHT_DECAY:-0.0001}" |
| MIN_TRAIN_SAMPLES="${MIN_TRAIN_SAMPLES:-6}" |
| EXPLORATION_WEIGHT="${EXPLORATION_WEIGHT:-0.12}" |
| CANDIDATE_GRID_JSON="${CANDIDATE_GRID_JSON:-}" |
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| module load conda/3 |
| source "$(conda info --base)/etc/profile.d/conda.sh" |
| conda activate "${CONDA_ENV_NAME}" |
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| export PYTHONNOUSERSITE=1 |
| export PYTHONUNBUFFERED=1 |
| export OMP_NUM_THREADS="${OMP_NUM_THREADS:-1}" |
| export MKL_NUM_THREADS="${MKL_NUM_THREADS:-1}" |
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| cd "${PROJECT_ROOT}" |
| export PYTHONPATH="${PROJECT_ROOT}:${PYTHONPATH:-}" |
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| mkdir -p "${OUTPUT_DIR}" |
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| echo "SLURM_JOB_ID=${SLURM_JOB_ID:-unknown}" |
| echo "PROJECT_ROOT=${PROJECT_ROOT}" |
| echo "METRICS_GLOB=${METRICS_GLOB}" |
| echo "OUTPUT_DIR=${OUTPUT_DIR}" |
| echo "TOP_K=${TOP_K}" |
| echo "EXPLORE_K=${EXPLORE_K}" |
| echo "MIN_TRAIN_SAMPLES=${MIN_TRAIN_SAMPLES}" |
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| CMD=( |
| python -u search/optimizer_agent_mlp.py |
| --metrics-glob "${METRICS_GLOB}" |
| --output-dir "${OUTPUT_DIR}" |
| --top-k "${TOP_K}" |
| --explore-k "${EXPLORE_K}" |
| --allow-repeat "${ALLOW_REPEAT}" |
| --seed "${SEED}" |
| --hidden-dim "${HIDDEN_DIM}" |
| --epochs "${EPOCHS}" |
| --lr "${LR}" |
| --weight-decay "${WEIGHT_DECAY}" |
| --min-train-samples "${MIN_TRAIN_SAMPLES}" |
| --exploration-weight "${EXPLORATION_WEIGHT}" |
| ) |
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| if [[ -n "${CANDIDATE_GRID_JSON}" ]]; then |
| CMD+=(--candidate-grid-json "${CANDIDATE_GRID_JSON}") |
| fi |
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| "${CMD[@]}" |
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| echo "Optimizer Agent finished." |
| echo "Outputs:" |
| find "${OUTPUT_DIR}" -maxdepth 1 -type f | sort |
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