From a6ec4288a2232988b130b2f00bb2565f81706966 Mon Sep 17 00:00:00 2001 From: YurenHao0426 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 --- .../trm_seed123_baseline_nofloss_b4_10000.cmd.sh | 30 +++++++++++++++++++ ..._seed123_baseline_nofloss_tb32_fb4_20000.cmd.sh | 35 ++++++++++++++++++++++ .../trm_seed123_pre_inter_0_500_b4_k4_10000.cmd.sh | 30 +++++++++++++++++++ ...pre_inter_periodic2000_tb32_fb4_k4_20000.cmd.sh | 35 ++++++++++++++++++++++ .../trm_seed123_prefloss_0_b4_k4_10000.cmd.sh | 30 +++++++++++++++++++ ...trm_seed123_prefloss_0_tb32_fb4_k4_20000.cmd.sh | 35 ++++++++++++++++++++++ 6 files changed, 195 insertions(+) create mode 100755 flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_b4_10000.cmd.sh create mode 100755 flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_tb32_fb4_20000.cmd.sh create mode 100755 flossing_suite/results/trm_faithful/trm_seed123_pre_inter_0_500_b4_k4_10000.cmd.sh create mode 100755 flossing_suite/results/trm_faithful/trm_seed123_pre_inter_periodic2000_tb32_fb4_k4_20000.cmd.sh create mode 100755 flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_b4_k4_10000.cmd.sh create mode 100755 flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_tb32_fb4_k4_20000.cmd.sh (limited to 'flossing_suite/results/trm_faithful') diff --git a/flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_b4_10000.cmd.sh b/flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_b4_10000.cmd.sh new file mode 100755 index 0000000..db9568c --- /dev/null +++ b/flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_b4_10000.cmd.sh @@ -0,0 +1,30 @@ +#!/usr/bin/env bash +set -euo pipefail +cd "/home/yurenh2/rrm" +export CUDA_VISIBLE_DEVICES="0" +export PYTHONUNBUFFERED=1 +exec "/home/yurenh2/miniconda3/envs/rrm/bin/python" research/flossing/step7_interfloss.py \ + --model trm \ + --ckpt-root "/home/yurenh2/rrm/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_official_gbs768_repro" \ + --ckpt-name __random__ \ + --init-seed 123 \ + --train-steps "10000" \ + --batch-size "4" \ + --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 "1000" \ + --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 "0" \ + --interfloss-at "" \ + --out "/home/yurenh2/rrm/research/flossing/flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_b4_10000.json" diff --git a/flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_tb32_fb4_20000.cmd.sh b/flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_tb32_fb4_20000.cmd.sh new file mode 100755 index 0000000..52a9fb4 --- /dev/null +++ b/flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_tb32_fb4_20000.cmd.sh @@ -0,0 +1,35 @@ +#!/usr/bin/env bash +set -euo pipefail +cd "/home/yurenh2/rrm" +export CUDA_VISIBLE_DEVICES="0" +export PYTHONUNBUFFERED=1 +exec "/home/yurenh2/miniconda3/envs/rrm/bin/python" research/flossing/step7_interfloss.py \ + --model trm \ + --ckpt-root "/home/yurenh2/rrm/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_official_gbs768_repro" \ + --ckpt-name __random__ \ + --init-seed 123 \ + --train-steps "20000" \ + --batch-size "32" \ + --task-batch-size "32" \ + --floss-batch-size "4" \ + --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 "1000" \ + --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 "0" \ + --interfloss-at "" \ + --interfloss-every "0" \ + --interfloss-start "0" \ + --interfloss-stop "-1" \ + --out "/home/yurenh2/rrm/research/flossing/flossing_suite/results/trm_faithful/trm_seed123_baseline_nofloss_tb32_fb4_20000.json" diff --git a/flossing_suite/results/trm_faithful/trm_seed123_pre_inter_0_500_b4_k4_10000.cmd.sh b/flossing_suite/results/trm_faithful/trm_seed123_pre_inter_0_500_b4_k4_10000.cmd.sh new file mode 100755 index 0000000..5c3ba64 --- /dev/null +++ b/flossing_suite/results/trm_faithful/trm_seed123_pre_inter_0_500_b4_k4_10000.cmd.sh @@ -0,0 +1,30 @@ +#!/usr/bin/env bash +set -euo pipefail +cd "/home/yurenh2/rrm" +export CUDA_VISIBLE_DEVICES="3" +export PYTHONUNBUFFERED=1 +exec "/home/yurenh2/miniconda3/envs/rrm/bin/python" research/flossing/step7_interfloss.py \ + --model trm \ + --ckpt-root "/home/yurenh2/rrm/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_official_gbs768_repro" \ + --ckpt-name __random__ \ + --init-seed 123 \ + --train-steps "10000" \ + --batch-size "4" \ + --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 "1000" \ + --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 "500" \ + --interfloss-at "0,500" \ + --out "/home/yurenh2/rrm/research/flossing/flossing_suite/results/trm_faithful/trm_seed123_pre_inter_0_500_b4_k4_10000.json" diff --git a/flossing_suite/results/trm_faithful/trm_seed123_pre_inter_periodic2000_tb32_fb4_k4_20000.cmd.sh b/flossing_suite/results/trm_faithful/trm_seed123_pre_inter_periodic2000_tb32_fb4_k4_20000.cmd.sh new file mode 100755 index 0000000..482c147 --- /dev/null +++ b/flossing_suite/results/trm_faithful/trm_seed123_pre_inter_periodic2000_tb32_fb4_k4_20000.cmd.sh @@ -0,0 +1,35 @@ +#!/usr/bin/env bash +set -euo pipefail +cd "/home/yurenh2/rrm" +export CUDA_VISIBLE_DEVICES="3" +export PYTHONUNBUFFERED=1 +exec "/home/yurenh2/miniconda3/envs/rrm/bin/python" research/flossing/step7_interfloss.py \ + --model trm \ + --ckpt-root "/home/yurenh2/rrm/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_official_gbs768_repro" \ + --ckpt-name __random__ \ + --init-seed 123 \ + --train-steps "20000" \ + --batch-size "32" \ + --task-batch-size "32" \ + --floss-batch-size "4" \ + --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 "1000" \ + --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 "100" \ + --interfloss-at "0" \ + --interfloss-every "2000" \ + --interfloss-start "2000" \ + --interfloss-stop "10000" \ + --out "/home/yurenh2/rrm/research/flossing/flossing_suite/results/trm_faithful/trm_seed123_pre_inter_periodic2000_tb32_fb4_k4_20000.json" diff --git a/flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_b4_k4_10000.cmd.sh b/flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_b4_k4_10000.cmd.sh new file mode 100755 index 0000000..7f364d6 --- /dev/null +++ b/flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_b4_k4_10000.cmd.sh @@ -0,0 +1,30 @@ +#!/usr/bin/env bash +set -euo pipefail +cd "/home/yurenh2/rrm" +export CUDA_VISIBLE_DEVICES="1" +export PYTHONUNBUFFERED=1 +exec "/home/yurenh2/miniconda3/envs/rrm/bin/python" research/flossing/step7_interfloss.py \ + --model trm \ + --ckpt-root "/home/yurenh2/rrm/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_official_gbs768_repro" \ + --ckpt-name __random__ \ + --init-seed 123 \ + --train-steps "10000" \ + --batch-size "4" \ + --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 "1000" \ + --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 "500" \ + --interfloss-at "0" \ + --out "/home/yurenh2/rrm/research/flossing/flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_b4_k4_10000.json" diff --git a/flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_tb32_fb4_k4_20000.cmd.sh b/flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_tb32_fb4_k4_20000.cmd.sh new file mode 100755 index 0000000..0e903bd --- /dev/null +++ b/flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_tb32_fb4_k4_20000.cmd.sh @@ -0,0 +1,35 @@ +#!/usr/bin/env bash +set -euo pipefail +cd "/home/yurenh2/rrm" +export CUDA_VISIBLE_DEVICES="1" +export PYTHONUNBUFFERED=1 +exec "/home/yurenh2/miniconda3/envs/rrm/bin/python" research/flossing/step7_interfloss.py \ + --model trm \ + --ckpt-root "/home/yurenh2/rrm/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_official_gbs768_repro" \ + --ckpt-name __random__ \ + --init-seed 123 \ + --train-steps "20000" \ + --batch-size "32" \ + --task-batch-size "32" \ + --floss-batch-size "4" \ + --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 "1000" \ + --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 "500" \ + --interfloss-at "0" \ + --interfloss-every "0" \ + --interfloss-start "0" \ + --interfloss-stop "-1" \ + --out "/home/yurenh2/rrm/research/flossing/flossing_suite/results/trm_faithful/trm_seed123_prefloss_0_tb32_fb4_k4_20000.json" -- cgit v1.2.3