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2.63 kB
| # 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)" | |