From a6ec4288a2232988b130b2f00bb2565f81706966 Mon Sep 17 00:00:00 2001
From: YurenHao0426 <blackhao0426@gmail.com>
Date: Mon, 29 Jun 2026 12:15:51 -0500
Subject: Recursive reasoning dynamics: analysis pipeline, paper drafts, toy
 models

Failure=more-chaotic (task-general under validity labeling) reduces to convergence/completeness
detection; mechanism (transient chaos vs multistability vs input-induced) under investigation.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 flossing_suite/launch_trm_faithful_suite.sh | 88 +++++++++++++++++++++++++++++
 1 file changed, 88 insertions(+)
 create mode 100755 flossing_suite/launch_trm_faithful_suite.sh

(limited to 'flossing_suite/launch_trm_faithful_suite.sh')

diff --git a/flossing_suite/launch_trm_faithful_suite.sh b/flossing_suite/launch_trm_faithful_suite.sh
new file mode 100755
index 0000000..2b3190c
--- /dev/null
+++ b/flossing_suite/launch_trm_faithful_suite.sh
@@ -0,0 +1,88 @@
+#!/usr/bin/env bash
+set -euo pipefail
+
+ROOT="/home/yurenh2/rrm"
+PY="/home/yurenh2/miniconda3/envs/rrm/bin/python"
+OUT_DIR="${ROOT}/research/flossing/flossing_suite/results/trm_faithful"
+CKPT_ROOT="${ROOT}/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_official_gbs768_repro"
+mkdir -p "${OUT_DIR}"
+
+GPU_BASE="${GPU_BASE:-0}"
+GPU_PREFLOSS="${GPU_PREFLOSS:-1}"
+GPU_INTER="${GPU_INTER:-3}"
+TRAIN_STEPS="${TRAIN_STEPS:-20000}"
+PREFLOSS_STEPS="${PREFLOSS_STEPS:-500}"
+INTERFLOSS_STEPS="${INTERFLOSS_STEPS:-100}"
+INTERFLOSS_EVERY="${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 schedule="$3"
+  local floss_steps="$4"
+  local every="$5"
+  local start="$6"
+  local stop="$7"
+  local cmd="${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 engelken_l2 \\
+  --lambda-star 0 \\
+  --k-lyap 4 \\
+  --lyap-act-steps 4 \\
+  --seed 42 \\
+  --eval-every 1000 \\
+  --eval-n "${EVAL_N}" \\
+  --eval-batch-size 64 \\
+  --floss-log-every 10 \\
+  --train-puzzle-emb \\
+  --puzzle-emb-lr 1e-4 \\
+  --puzzle-emb-weight-decay 1.0 \\
+  --kl-beta 0 \\
+  --floss-steps "${floss_steps}" \\
+  --interfloss-at "${schedule}" \\
+  --interfloss-every "${every}" \\
+  --interfloss-start "${start}" \\
+  --interfloss-stop "${stop}" \\
+  --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_BASE}" \
+  "trm_seed123_baseline_nofloss_tb${TASK_BATCH_SIZE}_fb${FLOSS_BATCH_SIZE}_${TRAIN_STEPS}" \
+  "" 0 0 0 -1
+write_and_launch "${GPU_PREFLOSS}" \
+  "trm_seed123_prefloss_0_tb${TASK_BATCH_SIZE}_fb${FLOSS_BATCH_SIZE}_k4_${TRAIN_STEPS}" \
+  "0" "${PREFLOSS_STEPS}" 0 0 -1
+write_and_launch "${GPU_INTER}" \
+  "trm_seed123_pre_inter_periodic${INTERFLOSS_EVERY}_tb${TASK_BATCH_SIZE}_fb${FLOSS_BATCH_SIZE}_k4_${TRAIN_STEPS}" \
+  "0" "${INTERFLOSS_STEPS}" "${INTERFLOSS_EVERY}" "${INTERFLOSS_START}" "${INTERFLOSS_STOP}"
+
+echo "queued TRM Engelken-faithful suite in ${OUT_DIR}"
-- 
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