diff options
Diffstat (limited to 'research/flossing/flossing_suite/launch_trm_variant_suite.sh')
| -rwxr-xr-x | research/flossing/flossing_suite/launch_trm_variant_suite.sh | 87 |
1 files changed, 87 insertions, 0 deletions
diff --git a/research/flossing/flossing_suite/launch_trm_variant_suite.sh b/research/flossing/flossing_suite/launch_trm_variant_suite.sh new file mode 100755 index 0000000..86c2e64 --- /dev/null +++ b/research/flossing/flossing_suite/launch_trm_variant_suite.sh @@ -0,0 +1,87 @@ +#!/usr/bin/env bash +set -euo pipefail + +ROOT="/home/yurenh2/rrm" +PY="/home/yurenh2/miniconda3/envs/rrm/bin/python" +OUT_DIR="${ROOT}/research/flossing/flossing_suite/results/trm_variants" +CKPT_ROOT="${ROOT}/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_official_gbs768_repro" +mkdir -p "${OUT_DIR}" + +GPU_TOP1="${GPU_TOP1:-0}" +GPU_VOLUME="${GPU_VOLUME:-1}" +GPU_KL="${GPU_KL:-3}" +TRAIN_STEPS="${TRAIN_STEPS:-20000}" +FLOSS_STEPS="${FLOSS_STEPS:-100}" +INTERFLOSS_EVERY="${INTERFLOSS_EVERY:-2000}" +INTERFLOSS_START="${INTERFLOSS_START:-2000}" +INTERFLOSS_STOP="${INTERFLOSS_STOP:-10000}" +EVAL_N="${EVAL_N:-1000}" +TASK_BATCH_SIZE="${TASK_BATCH_SIZE:-32}" +FLOSS_BATCH_SIZE="${FLOSS_BATCH_SIZE:-4}" + +write_and_launch() { + local gpu="$1" + local name="$2" + local floss_mode="$3" + local kl_beta="$4" + local cmd="${OUT_DIR}/${name}.cmd.sh" + local log="${OUT_DIR}/${name}.log" + local pid="${OUT_DIR}/${name}.pid" + + cat > "${cmd}" <<EOF +#!/usr/bin/env bash +set -euo pipefail +cd "${ROOT}" +export CUDA_VISIBLE_DEVICES="${gpu}" +export PYTHONUNBUFFERED=1 +exec "${PY}" research/flossing/step7_interfloss.py \\ + --model trm \\ + --ckpt-root "${CKPT_ROOT}" \\ + --ckpt-name __random__ \\ + --init-seed 123 \\ + --train-steps "${TRAIN_STEPS}" \\ + --batch-size "${TASK_BATCH_SIZE}" \\ + --task-batch-size "${TASK_BATCH_SIZE}" \\ + --floss-batch-size "${FLOSS_BATCH_SIZE}" \\ + --train-lr 1e-4 \\ + --floss-lr 1e-4 \\ + --floss-mode "${floss_mode}" \\ + --lambda-star 0 \\ + --k-lyap 4 \\ + --lyap-act-steps 4 \\ + --seed 42 \\ + --eval-every 1000 \\ + --eval-n "${EVAL_N}" \\ + --eval-batch-size 64 \\ + --floss-log-every 10 \\ + --train-puzzle-emb \\ + --puzzle-emb-lr 1e-4 \\ + --puzzle-emb-weight-decay 1.0 \\ + --floss-steps "${FLOSS_STEPS}" \\ + --interfloss-at "0" \\ + --interfloss-every "${INTERFLOSS_EVERY}" \\ + --interfloss-start "${INTERFLOSS_START}" \\ + --interfloss-stop "${INTERFLOSS_STOP}" \\ + --kl-beta "${kl_beta}" \\ + --kl-replay-size 64 \\ + --kl-batch-size 8 \\ + --kl-temperature 1.0 \\ + --out "${OUT_DIR}/${name}.json" +EOF + chmod +x "${cmd}" + setsid bash "${cmd}" > "${log}" 2>&1 < /dev/null & + echo $! > "${pid}" + echo "${name}: pid $(cat "${pid}") on GPU ${gpu}" +} + +write_and_launch "${GPU_TOP1}" \ + "trm_seed123_top1_cf_periodic${INTERFLOSS_EVERY}_tb${TASK_BATCH_SIZE}_fb${FLOSS_BATCH_SIZE}_k4_${TRAIN_STEPS}" \ + top1_cf 0 +write_and_launch "${GPU_VOLUME}" \ + "trm_seed123_volume_cf_periodic${INTERFLOSS_EVERY}_tb${TASK_BATCH_SIZE}_fb${FLOSS_BATCH_SIZE}_k4_${TRAIN_STEPS}" \ + volume_cf 0 +write_and_launch "${GPU_KL}" \ + "trm_seed123_volume_cf_kl10_periodic${INTERFLOSS_EVERY}_tb${TASK_BATCH_SIZE}_fb${FLOSS_BATCH_SIZE}_k4_${TRAIN_STEPS}" \ + volume_cf 10 + +echo "queued TRM CF/volume variant suite in ${OUT_DIR}" |
