Clarity pass over the main text (36-item audit), Discussion rewrite and cut, acknowledgements, Souly et al. as ref 62, lettered SI panels, model section moved under Results; plus the untracked curriculum/society/compose/smol configs, runners, figures, stats and tests that the SI already cites. Co-Authored-By: Claude Fable 5.1 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01Y64o8FKP7rCuXzC48pxpMm
38 lines
1.5 KiB
Bash
Executable file
38 lines
1.5 KiB
Bash
Executable file
#!/bin/bash
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# Seeds 2-3 for the three single-seed 7B runs (manuscript review 2026-09-11): llm_merge_hpc
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# (Fisher-Muller), llm_moe_hard_hpc (union vs fusion, hard) and llm_directed_hard_hpc (directed
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# selection, hard). One element per seed; the hard pair stays sequential because directed reuses the
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# hard specialists moe trains (models/llm/spec_*_hard_s{seed}). Seed 1 took 8 + 24 min on one L40S.
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# Output lands in results/llm_<name>_hpc/s{seed}/ (seed 1 was moved to s1/).
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# submit: qsub hpc/llm_7b_seeds.pbs status: qstat -u $USER -t
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#PBS -l select=1:ncpus=8:mem=64gb:ngpus=1:gpu_type=L40S
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#PBS -l walltime=01:30:00
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#PBS -N lam_7b_seeds
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#PBS -J 2-3
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cd "$PBS_O_WORKDIR"
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export HF_HOME="$EPHEMERAL/hf_cache"
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export TOKENIZERS_PARALLELISM=false
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export UV_CACHE_DIR="$EPHEMERAL/uvcache"
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export PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True
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SEED=$PBS_ARRAY_INDEX
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source .venv/bin/activate
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nvidia-smi --query-gpu=name,memory.total,driver_version --format=csv,noheader
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echo "seed=$SEED start=$(date)"
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mkdir -p configs/llm/_gen
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for NAME in merge moe_hard directed_hard; do
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CFG="configs/llm/_gen/${NAME}_hpc_s${SEED}.yaml"
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python - "$SEED" "$NAME" "$CFG" <<'PYEOF'
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import sys, yaml
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seed, name, out = int(sys.argv[1]), sys.argv[2], sys.argv[3]
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cfg = yaml.safe_load(open(f"configs/llm/{name}_hpc.yaml"))
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cfg["seed"] = seed
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cfg["output"] = {"dir": f"results/llm_{name}_hpc/s{seed}"}
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yaml.safe_dump(cfg, open(out, "w"), sort_keys=False)
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PYEOF
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echo "== $NAME seed=$SEED $(date)"
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python -m llm.experiment "$CFG"
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done
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echo "done: $(date)"
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