#!/usr/bin/env bash # Exact recipe for this dataset. Every stage is deterministic (pinned OpenGenome2 revision, fixed seed and rate) and # resumable (finished shards are skipped), so running all stages from scratch reproduces the files bit for bit. # # Usage (from the dataset root): bash scripts/build.sh [stage ...] stages: euk rest valid finalize stats baseline readme # default: all stages in that order. Env: PY (python, default python3), WORKERS (default 14). # # Two train passes, because the eukaryotic genomes were sampled before a bug in the window rule was found: # euk ncbi_eukaryotic_genomes with --rule length_weighted: a window of length L is kept with probability # rate * L / 16384. Windows are 16384 bases except the last of each segment, so the realized rate is # 0.964 x rate, slightly lower for segment ends (records are ~20 Mb, segments end at tags/contig breaks). # rest every other subset with --rule per_base (each window kept with probability `rate`, any length). # Both passes use the same seed, rate, window and held-out species (1%), so heldout/ is built by both. set -euo pipefail cd "$(dirname "$0")/.." PY="${PY:-python3}" W="${WORKERS:-14}" RATE=0.001309946368700675 COMMON=(--seed 0 --window 16384 --holdout 0.01 --rate "$RATE" --workers "$W" --out .) REST=(metagenomes eukaryotic_genic_windows gtdb_v220_imgpr gtdb_v220_stitched mrna imgvr_untagged mrna_splice_promoter ncrna organelle imgpr promoters) STAGES=("$@") [ ${#STAGES[@]} -gt 0 ] || STAGES=(euk rest valid finalize stats baseline readme) for stage in "${STAGES[@]}"; do echo "== $stage $(date)" case "$stage" in euk) "$PY" scripts/og2subset.py sample --split train --subsets ncbi_eukaryotic_genomes --rule length_weighted \ "${COMMON[@]}" --plan plan_train_eukaryotic.json ;; rest) "$PY" scripts/og2subset.py sample --split train --subsets "${REST[@]}" --rule per_base \ "${COMMON[@]}" --plan plan_train_rest.json ;; valid) "$PY" scripts/og2subset.py sample --split valid --target-tokens 100e6 --rule per_base --seed 0 \ --window 16384 --workers "$W" --out . --plan plan_valid.json ;; finalize) for s in train heldout valid; do "$PY" scripts/og2subset.py finalize --split "$s" --out .; done ;; stats) "$PY" scripts/og2stats.py --root . --workers "$W" ;; baseline) "$PY" scripts/og2baseline.py --root . --workers "$W" ;; readme) if [ -f scripts/make_readme.py ]; then "$PY" scripts/make_readme.py --root .; else echo "skip: no make_readme.py"; fi ;; *) echo "unknown stage $stage"; exit 1 ;; esac done echo "== done $(date)"