Datasets:
Languages:
English
Size:
10M<n<100M
Tags:
biomedical
negative-results
benchmark
drug-target-interaction
clinical-trials
protein-protein-interaction
License:
| # Submit Gemini L1 + L4 benchmark runs (D-1 gap fills). | |
| # L1: 12 runs (2 models × 2 configs × 3 fs) minus 1 existing = 11 | |
| # L4: 12 runs (2 models × 2 configs × 3 fs) = 12 | |
| # Total: 23 runs | |
| # | |
| # Rate limits: Flash 250 RPD, Flash-Lite 1000 RPD | |
| # L1 has 1600 items → Flash needs ~7 days, Flash-Lite ~2 days | |
| # L4 has 400 items → Flash needs ~2 days, Flash-Lite <1 day | |
| # | |
| # Submit sequentially per model to respect rate limits. | |
| # Usage: bash slurm/submit_gemini_l1_l4.sh | |
| set -euo pipefail | |
| SBATCH="/opt/ohpc/pub/software/slurm/24.05.2/bin/sbatch" | |
| SCRATCH="${SCRATCH_DIR:-/path/to/scratch}" | |
| SLURM_DIR="${SCRATCH}/negbiodb/slurm" | |
| CONFIGS="zero-shot 3-shot" | |
| FS_SETS="0 1 2" | |
| echo "=== Submitting Gemini L1 + L4 Benchmark Jobs ===" | |
| # Track previous job ID for dependency chaining | |
| PREV_JOB="" | |
| # Helper: submit with optional dependency on previous job | |
| submit_job() { | |
| local TASK=$1 MODEL=$2 CONFIG=$3 FS=$4 MAX_TOKENS=$5 | |
| local JOB_NAME="llm_${TASK}_${MODEL}_${CONFIG}_fs${FS}" | |
| # Skip already-completed run | |
| local RESULT_DIR="${SCRATCH}/negbiodb/results/llm/${TASK}_${MODEL//./-}_${CONFIG}_fs${FS}" | |
| if [ -f "${RESULT_DIR}/results.json" ]; then | |
| echo "SKIP (exists): ${JOB_NAME}" | |
| return | |
| fi | |
| local DEP_FLAG="" | |
| if [ -n "${PREV_JOB}" ]; then | |
| DEP_FLAG="--dependency=afterany:${PREV_JOB}" | |
| fi | |
| echo "Submitting: ${JOB_NAME}" | |
| PREV_JOB=$(${SBATCH} --parsable ${DEP_FLAG} \ | |
| --job-name="${JOB_NAME}" \ | |
| --export=ALL,TASK=${TASK},MODEL=${MODEL},CONFIG=${CONFIG},FS=${FS},MAX_TOKENS=${MAX_TOKENS} \ | |
| "${SLURM_DIR}/run_llm_gemini.slurm") | |
| echo " Job ID: ${PREV_JOB}" | |
| } | |
| # ── Flash-Lite first (higher RPD = faster) ── | |
| echo "" | |
| echo "--- Gemini 2.0 Flash-Lite (1000 RPD) ---" | |
| PREV_JOB="" | |
| for TASK in l4 l1; do | |
| for CONFIG in ${CONFIGS}; do | |
| for FS in ${FS_SETS}; do | |
| submit_job "${TASK}" "gemini-2.5-flash-lite" "${CONFIG}" "${FS}" 1024 | |
| done | |
| done | |
| done | |
| # ── Flash (lower RPD, chained sequentially) ── | |
| echo "" | |
| echo "--- Gemini 2.5 Flash (250 RPD) ---" | |
| PREV_JOB="" | |
| for TASK in l4 l1; do | |
| MAX_TOKENS=1024 | |
| for CONFIG in ${CONFIGS}; do | |
| for FS in ${FS_SETS}; do | |
| submit_job "${TASK}" "gemini-2.5-flash" "${CONFIG}" "${FS}" "${MAX_TOKENS}" | |
| done | |
| done | |
| done | |
| echo "" | |
| echo "=== All Gemini L1/L4 jobs submitted ===" | |
| echo "Monitor: /opt/ohpc/pub/software/slurm/24.05.2/bin/squeue -u $USER" | |