rrm workspace: TRM/HRM/SRM code, Maze dataset, dynamical-analysis pipelineHEADmain

Curated export for clone-and-run Maze training (2x A6000) + diagnostics.
trm/hrm pretrain.py carry trajectory-augmentation code (backward-compatible).
Heavy artifacts (checkpoints/wandb/npz) gitignored; see PROVENANCE.md.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>

1 files changed, 152 insertions, 0 deletions

diff --git a/research/flossing/smoke_trm_volume_cf_batch4_k4.json b/research/flossing/smoke_trm_volume_cf_batch4_k4.json
new file mode 100644
index 0000000..b6851b9
--- /dev/null
+++ b/research/flossing/smoke_trm_volume_cf_batch4_k4.json
@@ -0,0 +1,152 @@
+{
+  "args": {
+    "ckpt_root": "/home/yurenh2/rrm/trm/checkpoints/Sudoku-extreme-1k-aug-1000-ACT-torch/pretrain_mlp_t_sudoku_singleGPU",
+    "ckpt_name": "step_26041",
+    "n_steps": 10,
+    "batch_size": 4,
+    "lr": 1e-05,
+    "alpha_rf": 10.0,
+    "lambda_star": 0.02,
+    "rf_mode": "volume_cf",
+    "k_lyap": 4,
+    "lyap_act_steps": 4,
+    "seed": 42,
+    "eval_every": 10,
+    "eval_n": 128,
+    "eval_batch_size": 32,
+    "out": "smoke_trm_volume_cf_batch4_k4.json"
+  },
+  "initial_acc": 0.5703125,
+  "initial_tok_acc": 0.8521412037037037,
+  "steps": [
+    {
+      "step": 0,
+      "sup_loss": 0.5222936757968037,
+      "rf_loss": 0.0006888913339935243,
+      "total_loss": 0.5291825892531543,
+      "lyap1_mean": 0.029093526303768158,
+      "lyap1_max": 0.08353869616985321,
+      "lyap_volume_mean": 0.015920955687761307,
+      "lyap_volume_max": 0.06817857921123505,
+      "frac_above_star": 0.5
+    },
+    {
+      "step": 1,
+      "sup_loss": 0.391090969390571,
+      "rf_loss": 0.00011522181739564985,
+      "total_loss": 0.3922431875936313,
+      "lyap1_mean": 0.010208295658230782,
+      "lyap1_max": 0.06430927664041519,
+      "lyap_volume_mean": -0.00033163721673190594,
+      "lyap_volume_max": 0.04146828502416611,
+      "frac_above_star": 0.25
+    },
+    {
+      "step": 2,
+      "sup_loss": 0.5387712348536822,
+      "rf_loss": 0.0005317514296621084,
+      "total_loss": 0.5440887491503033,
+      "lyap1_mean": 0.054024145007133484,
+      "lyap1_max": 0.06291214376688004,
+      "lyap_volume_mean": 0.041455041617155075,
+      "lyap_volume_max": 0.04952701926231384,
+      "frac_above_star": 1.0
+    },
+    {
+      "step": 3,
+      "sup_loss": 0.5480737313519946,
+      "rf_loss": 0.0002225781645392999,
+      "total_loss": 0.5502995129100761,
+      "lyap1_mean": 0.035990431904792786,
+      "lyap1_max": 0.0537957139313221,
+      "lyap_volume_mean": 0.02514621987938881,
+      "lyap_volume_max": 0.04844913259148598,
+      "frac_above_star": 0.5
+    },
+    {
+      "step": 4,
+      "sup_loss": 0.4902087767179898,
+      "rf_loss": 0.0002845990238711238,
+      "total_loss": 0.49305476695670103,
+      "lyap1_mean": 0.012163210660219193,
+      "lyap1_max": 0.07159461081027985,
+      "lyap_volume_mean": -5.186721682548523e-05,
+      "lyap_volume_max": 0.05374012514948845,
+      "frac_above_star": 0.25
+    },
+    {
+      "step": 5,
+      "sup_loss": 0.6701527516399279,
+      "rf_loss": 0.00026014778995886445,
+      "total_loss": 0.6727542294231013,
+      "lyap1_mean": 0.03536625951528549,
+      "lyap1_max": 0.06755589693784714,
+      "lyap_volume_mean": 0.02238558977842331,
+      "lyap_volume_max": 0.0470651350915432,
+      "frac_above_star": 0.75
+    },
+    {
+      "step": 6,
+      "sup_loss": 0.4908993595959489,
+      "rf_loss": 0.0002350080176256597,
+      "total_loss": 0.4932494398886208,
+      "lyap1_mean": 0.008177475072443485,
+      "lyap1_max": 0.07038463652133942,
+      "lyap_volume_mean": 0.0025268220342695713,
+      "lyap_volume_max": 0.04867817088961601,
+      "frac_above_star": 0.5
+    },
+    {
+      "step": 7,
+      "sup_loss": 0.48578304891429425,
+      "rf_loss": 0.00018165030633099377,
+      "total_loss": 0.4875995519193965,
+      "lyap1_mean": 0.01930863782763481,
+      "lyap1_max": 0.05495723709464073,
+      "lyap_volume_mean": 0.011218505911529064,
+      "lyap_volume_max": 0.04498312994837761,
+      "frac_above_star": 0.5
+    },
+    {
+      "step": 8,
+      "sup_loss": 0.34791163689936155,
+      "rf_loss": 0.0003737200750038028,
+      "total_loss": 0.3516488376493996,
+      "lyap1_mean": 0.0033230241388082504,
+      "lyap1_max": 0.05606033653020859,
+      "lyap_volume_mean": -0.00013478659093379974,
+      "lyap_volume_max": 0.05866368114948273,
+      "frac_above_star": 0.25
+    },
+    {
+      "step": 9,
+      "sup_loss": 0.45022874145111974,
+      "rf_loss": 0.0007103827665559947,
+      "total_loss": 0.457332569233095,
+      "lyap1_mean": 0.03756653890013695,
+      "lyap1_max": 0.07181493192911148,
+      "lyap_volume_mean": 0.03013727441430092,
+      "lyap_volume_max": 0.06584680080413818,
+      "frac_above_star": 0.75
+    }
+  ],
+  "evals": [
+    {
+      "step": 0,
+      "acc": 0.5703125,
+      "tok_acc": 0.8521412037037037
+    },
+    {
+      "step": 10,
+      "acc": 0.578125,
+      "tok_acc": 0.8606288580246914
+    },
+    {
+      "step": 10,
+      "acc": 0.578125,
+      "tok_acc": 0.8606288580246914
+    }
+  ],
+  "final_acc": 0.578125,
+  "final_tok_acc": 0.8606288580246914
+}
\ No newline at end of file