bcd-e002: ledger + artifacts (ship-on-completion)

.gitattributes

@@ -49,3 +49,27 @@ reports/v2/bcd/e000/wallB_shuffled_0.png filter=lfs diff=lfs merge=lfs -text
 reports/v2/bcd/e000/wallB_shuffled_1.png filter=lfs diff=lfs merge=lfs -text
 reports/v2/bcd/e000/wallB_shuffled_2.png filter=lfs diff=lfs merge=lfs -text
 reports/v2/bcd/e000/wallB_shuffled_3.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_banded_A_0.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_banded_A_1.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_banded_A_2.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_banded_B_0.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_banded_B_1.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_banded_B_2.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_flat_s05_A_0.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_flat_s05_A_1.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_flat_s05_A_2.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_flat_s05_B_0.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_flat_s05_B_1.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/HEAD_flat_s05_B_2.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/RANDOM_slots_A_0.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/RANDOM_slots_A_1.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/RANDOM_slots_A_2.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/RANDOM_slots_B_0.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/RANDOM_slots_B_1.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/RANDOM_slots_B_2.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/WALL_real_clip_A_0.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/WALL_real_clip_A_1.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/WALL_real_clip_A_2.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/WALL_real_clip_B_0.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/WALL_real_clip_B_1.png filter=lfs diff=lfs merge=lfs -text
+reports/v2/bcd/e002/WALL_real_clip_B_2.png filter=lfs diff=lfs merge=lfs -text

reports/v2/bcd/e002/e002_ledger_s0.json

@@ -0,0 +1,206 @@
+{
+ "results": {
+  "WALL_real_clip": {
+   "A": {
+    "cond": 0.7561517953872681,
+    "shuffled": 0.5745226740837097,
+    "gap": 0.18162912130355835
+   },
+   "B": {
+    "cond": 0.7765520811080933,
+    "shuffled": 0.568645715713501,
+    "gap": 0.20790636539459229
+   }
+  },
+  "HEAD_banded": {
+   "A": {
+    "cond": 0.5973178744316101,
+    "shuffled": 0.5859898924827576,
+    "gap": 0.011327981948852539
+   },
+   "B": {
+    "cond": 0.6301964521408081,
+    "shuffled": 0.6293211579322815,
+    "gap": 0.0008752942085266113
+   }
+  },
+  "HEAD_flat_s05": {
+   "A": {
+    "cond": 0.6193835735321045,
+    "shuffled": 0.5603554248809814,
+    "gap": 0.05902814865112305
+   },
+   "B": {
+    "cond": 0.6359029412269592,
+    "shuffled": 0.5669458508491516,
+    "gap": 0.06895709037780762
+   }
+  },
+  "RANDOM_slots": {
+   "A": {
+    "cond": 0.5912487506866455,
+    "shuffled": 0.5955742597579956,
+    "gap": -0.004325509071350098
+   },
+   "B": {
+    "cond": 0.6228761076927185,
+    "shuffled": 0.6285013556480408,
+    "gap": -0.005625247955322266
+   }
+  }
+ },
+ "ledger": {
+  "tag": "bcd-e002 s0",
+  "grade": "CANDIDATE",
+  "seeds": [
+   0
+  ],
+  "repeat_delta": null,
+  "rows": {
+   "WALL_real_clip": {
+    "value": 0.1948,
+    "erank": 0.0,
+    "control": -0.005,
+    "note": "A +0.1816 B +0.2079"
+   },
+   "HEAD_banded": {
+    "value": 0.0061,
+    "erank": 0.0,
+    "control": -0.005,
+    "note": "A +0.0113 B +0.0009"
+   },
+   "HEAD_flat_s05": {
+    "value": 0.064,
+    "erank": 0.0,
+    "control": -0.005,
+    "note": "A +0.0590 B +0.0690"
+   },
+   "RANDOM_slots": {
+    "value": -0.005,
+    "erank": 0.0,
+    "control": -0.005,
+    "note": "A -0.0043 B -0.0056"
+   }
+  },
+  "deficits": [
+   "no hardware repeat (LAW E S-703)",
+   "single seed (LAW E S-703)"
+  ]
+ },
+ "params": 8226560,
+ "stage": "both",
+ "early_stop": {
+  "S1": {
+   "val_seq_cos": 0.5850697159767151,
+   "step": 1000
+  },
+  "S2": {
+   "val_flow_mse": 0.5214111879467964,
+   "step": 0
+  },
+  "val_rows": 96,
+  "fit_rows": 1106
+ },
+ "s1_steps": 6000,
+ "s2_steps": 3000,
+ "smoke": false,
+ "seed": 0,
+ "fingerprints": {
+  "WALL_real_clip": {
+   "top": [
+    [
+     "saddle",
+     0.5339562823293843
+    ],
+    [
+     "pentachoron",
+     0.3297180043383948
+    ],
+    [
+     "triangular_prism",
+     0.04188219589521108
+    ],
+    [
+     "cone",
+     0.03403971299849825
+    ]
+   ],
+   "conf": 0.9050306827103417,
+   "n": 5993,
+   "cos_to_data": 0.9960948717021014,
+   "cos_to_wall": 0.999999999997485
+  },
+  "HEAD_banded": {
+   "top": [
+    [
+     "saddle",
+     0.579508068306439
+    ],
+    [
+     "pentachoron",
+     0.33322888923703586
+    ],
+    [
+     "cone",
+     0.04840983863387122
+    ],
+    [
+     "triangular_prism",
+     0.018329938900203666
+    ]
+   ],
+   "conf": 0.9160811196071272,
+   "n": 6383,
+   "cos_to_data": 0.997713941281685,
+   "cos_to_wall": 0.9980873378872737
+  },
+  "HEAD_flat_s05": {
+   "top": [
+    [
+     "saddle",
+     0.5040342499588342
+    ],
+    [
+     "pentachoron",
+     0.37427959822163676
+    ],
+    [
+     "triangular_prism",
+     0.03984850979746419
+    ],
+    [
+     "cone",
+     0.029804050716285196
+    ]
+   ],
+   "conf": 0.901602548909466,
+   "n": 6073,
+   "cos_to_data": 0.9864267483088373,
+   "cos_to_wall": 0.9962162751735774
+  },
+  "RANDOM_slots": {
+   "top": [
+    [
+     "saddle",
+     0.5756120979356697
+    ],
+    [
+     "pentachoron",
+     0.3485357657225156
+    ],
+    [
+     "cone",
+     0.03872619619139062
+    ],
+    [
+     "triangular_prism",
+     0.017762842054728757
+    ]
+   ],
+   "conf": 0.9112123148424909,
+   "n": 6249,
+   "cos_to_data": 0.9971233385113437,
+   "cos_to_wall": 0.9986091238969806
+  }
+ }
+}

reports/v2/bcd/e002/e002_s0.log

@@ -0,0 +1,48 @@
+✓ Cell 4: Fully batched multi-image extraction
+  Scales: [(16, 64, 64), (8, 32, 32), (8, 16, 16), (4, 8, 8)]
+  Canonical: (8, 16, 16)
+  Image batch: 32
+  Classify batch: 16384
+  Percentile: 90.0th (kthvalue)
+[e002 s0 14:17:17] cache N=1250 slots (1250, 4, 64, 1024) -> 256 tokens x 1024; fit 1106 val 96
+[e002 s0 14:17:17] target stats: |mu| tok-norm 13.89 sigma mean 0.8727
+[e002 s0 14:17:18] head params 8.23M
+[e002 s0 14:17:45] S1 step 1000: loss 1.0451 | held-out seq-cos 0.5689 token-cos 0.5534 | val seq-cos 0.5851 best 0.5851@1000 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:18:12] S1 step 2000: loss 0.4104 | held-out seq-cos 0.5153 token-cos 0.5045 | val seq-cos 0.5429 best 0.5851@1000 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:18:39] S1 step 3000: loss 0.2669 | held-out seq-cos 0.5110 token-cos 0.5024 | val seq-cos 0.5385 best 0.5851@1000 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:19:05] S1 step 4000: loss 0.2337 | held-out seq-cos 0.5141 token-cos 0.5060 | val seq-cos 0.5441 best 0.5851@1000 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:19:32] S1 step 5000: loss 0.2128 | held-out seq-cos 0.5220 token-cos 0.5138 | val seq-cos 0.5534 best 0.5851@1000 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:20:01] S1 step 6000: loss 0.2132 | held-out seq-cos 0.5251 token-cos 0.5164 | val seq-cos 0.5565 best 0.5851@1000 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:20:01] S1 BEST by val: seq-cos 0.5851 at step 1000 (early-stopped)
+
+E:\mirel\claude\.venv\Lib\site-packages\huggingface_hub\utils\_validators.py:205: UserWarning: The `local_dir_use_symlinks` argument is deprecated and ignored in `hf_hub_download`. Downloading to a local directory does not use symlinks anymore.
+  warnings.warn(
+[e002 s0 14:20:13] S2 val flow mse at init (S1 head): 0.5214
+[e002 s0 14:23:42] S2 step 500: flow mse 0.5705 | val 0.5247 best 0.5214@0 | peak 6.5 GB
+[e002 s0 14:27:21] S2 step 1000: flow mse 0.4728 | val 0.5228 best 0.5214@0 | peak 6.5 GB
+[e002 s0 14:30:55] S2 step 1500: flow mse 0.6501 | val 0.5225 best 0.5214@0 | peak 6.5 GB
+[e002 s0 14:34:36] S2 step 2000: flow mse 0.6090 | val 0.5221 best 0.5214@0 | peak 6.5 GB
+[e002 s0 14:38:05] S2 step 2500: flow mse 0.4835 | val 0.5222 best 0.5214@0 | peak 6.5 GB
+[e002 s0 14:41:28] S2 step 3000: flow mse 0.6337 | val 0.5218 best 0.5214@0 | peak 6.5 GB
+[e002 s0 14:41:28] S2 BEST by val: flow mse 0.5214 at step 0 (early-stopped)
+
+[e002 s0 14:42:25] WALL_real_clip   draw A: cond 0.7562 shuf 0.5745 gap +0.1816
+[e002 s0 14:43:11] WALL_real_clip   draw B: cond 0.7766 shuf 0.5686 gap +0.2079
+[e002 s0 14:43:58] HEAD_banded      draw A: cond 0.5973 shuf 0.5860 gap +0.0113
+[e002 s0 14:44:52] HEAD_banded      draw B: cond 0.6302 shuf 0.6293 gap +0.0009
+[e002 s0 14:45:53] HEAD_flat_s05    draw A: cond 0.6194 shuf 0.5604 gap +0.0590
+[e002 s0 14:46:57] HEAD_flat_s05    draw B: cond 0.6359 shuf 0.5669 gap +0.0690
+[e002 s0 14:48:03] RANDOM_slots     draw A: cond 0.5912 shuf 0.5956 gap -0.0043
+[e002 s0 14:49:09] RANDOM_slots     draw B: cond 0.6229 shuf 0.6285 gap -0.0056
+[e002 s0 14:49:13] fingerprint WALL_real_clip   cos_to_data 0.9960948717021014 cos_to_wall 0.999999999997485 top [('saddle', 0.5339562823293843), ('pentachoron', 0.3297180043383948)]
+[e002 s0 14:49:13] fingerprint HEAD_banded      cos_to_data 0.997713941281685 cos_to_wall 0.9980873378872737 top [('saddle', 0.579508068306439), ('pentachoron', 0.33322888923703586)]
+[e002 s0 14:49:13] fingerprint HEAD_flat_s05    cos_to_data 0.9864267483088373 cos_to_wall 0.9962162751735774 top [('saddle', 0.5040342499588342), ('pentachoron', 0.37427959822163676)]
+[e002 s0 14:49:13] fingerprint RANDOM_slots     cos_to_data 0.9971233385113437 cos_to_wall 0.9986091238969806 top [('saddle', 0.5756120979356697), ('pentachoron', 0.3485357657225156)]
+VERDICT [CANDIDATE] bcd-e002 s0 seeds=[0] repeat=None
+  WALL_real_clip             0.1948 | erank 0.0 | control -0.005 A +0.1816 B +0.2079
+  HEAD_banded                0.0061 | erank 0.0 | control -0.005 A +0.0113 B +0.0009
+  HEAD_flat_s05               0.064 | erank 0.0 | control -0.005 A +0.0590 B +0.0690
+  RANDOM_slots               -0.005 | erank 0.0 | control -0.005 A -0.0043 B -0.0056
+  DEFICITS: no hardware repeat (LAW E S-703); single seed (LAW E S-703)
+E002 VERDICT s0: wall +0.1948 | banded +0.0061 | flat +0.0640 | random-slots -0.0050
+E002 DONE

reports/v2/bcd/e002/e002_s0_BUGGED_scale.log

@@ -0,0 +1,17 @@
+✓ Cell 4: Fully batched multi-image extraction
+  Scales: [(16, 64, 64), (8, 32, 32), (8, 16, 16), (4, 8, 8)]
+  Canonical: (8, 16, 16)
+  Image batch: 32
+  Classify batch: 16384
+  Percentile: 90.0th (kthvalue)
+[e002 s0 14:03:37] cache N=1250 slots (1250, 4, 64, 1024) -> 256 tokens x 1024
+[e002 s0 14:03:37] head params 8.23M
+[e002 s0 14:04:07] S1 step 1000: loss 1.5370 | held-out seq-cos 0.3367 token-cos 0.3358 (seq77 bar s_cos .734)
+[e002 s0 14:04:35] S1 step 2000: loss 1.5570 | held-out seq-cos 0.3488 token-cos 0.3483 (seq77 bar s_cos .734)
+[e002 s0 14:05:03] S1 step 3000: loss 1.5288 | held-out seq-cos 0.3556 token-cos 0.3554 (seq77 bar s_cos .734)
+[e002 s0 14:05:31] S1 step 4000: loss 1.5196 | held-out seq-cos 0.3596 token-cos 0.3591 (seq77 bar s_cos .734)
+[e002 s0 14:05:59] S1 step 5000: loss 1.4866 | held-out seq-cos 0.3623 token-cos 0.3618 (seq77 bar s_cos .734)
+[e002 s0 14:06:27] S1 step 6000: loss 1.4845 | held-out seq-cos 0.3697 token-cos 0.3690 (seq77 bar s_cos .734)
+
+E:\mirel\claude\.venv\Lib\site-packages\huggingface_hub\utils\_validators.py:205: UserWarning: The `local_dir_use_symlinks` argument is deprecated and ignored in `hf_hub_download`. Downloading to a local directory does not use symlinks anymore.
+  warnings.warn(

reports/v2/bcd/e002/e002_s0_v2_over18gb.log

@@ -0,0 +1,10 @@
+✓ Cell 4: Fully batched multi-image extraction
+  Scales: [(16, 64, 64), (8, 32, 32), (8, 16, 16), (4, 8, 8)]
+  Canonical: (8, 16, 16)
+  Image batch: 32
+  Classify batch: 16384
+  Percentile: 90.0th (kthvalue)
+[e002 s0 14:09:06] cache N=1250 slots (1250, 4, 64, 1024) -> 256 tokens x 1024
+[e002 s0 14:09:06] target stats: |mu| tok-norm 13.89 sigma mean 0.8725
+[e002 s0 14:09:07] head params 8.23M
+[e002 s0 14:09:33] S1 step 1000: loss 0.9467 | held-out seq-cos 0.5853 token-cos 0.5701 (seq77 bar s_cos .734; ridge slots->seq .620)

reports/v2/bcd/e002/e002_s0_v3_overfit.log

@@ -0,0 +1,18 @@
+✓ Cell 4: Fully batched multi-image extraction
+  Scales: [(16, 64, 64), (8, 32, 32), (8, 16, 16), (4, 8, 8)]
+  Canonical: (8, 16, 16)
+  Image batch: 32
+  Classify batch: 16384
+  Percentile: 90.0th (kthvalue)
+[e002 s0 14:12:09] cache N=1250 slots (1250, 4, 64, 1024) -> 256 tokens x 1024
+[e002 s0 14:12:09] target stats: |mu| tok-norm 13.89 sigma mean 0.8725
+[e002 s0 14:12:10] head params 8.23M
+[e002 s0 14:12:36] S1 step 1000: loss 0.9467 | held-out seq-cos 0.5853 token-cos 0.5701 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:13:01] S1 step 2000: loss 0.3703 | held-out seq-cos 0.5305 token-cos 0.5196 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:13:26] S1 step 3000: loss 0.3859 | held-out seq-cos 0.5108 token-cos 0.5023 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:13:51] S1 step 4000: loss 0.2236 | held-out seq-cos 0.4991 token-cos 0.4913 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:14:16] S1 step 5000: loss 0.1949 | held-out seq-cos 0.5062 token-cos 0.4979 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:14:41] S1 step 6000: loss 0.2055 | held-out seq-cos 0.5070 token-cos 0.4986 (seq77 bar s_cos .734; ridge slots->seq .620)
+
+E:\mirel\claude\.venv\Lib\site-packages\huggingface_hub\utils\_validators.py:205: UserWarning: The `local_dir_use_symlinks` argument is deprecated and ignored in `hf_hub_download`. Downloading to a local directory does not use symlinks anymore.
+  warnings.warn(

reports/v2/bcd/e002/e002_smoke.log

@@ -0,0 +1,45 @@
+✓ Cell 4: Fully batched multi-image extraction
+  Scales: [(16, 64, 64), (8, 32, 32), (8, 16, 16), (4, 8, 8)]
+  Canonical: (8, 16, 16)
+  Image batch: 32
+  Classify batch: 16384
+  Percentile: 90.0th (kthvalue)
+[e002 s0 14:15:39] cache N=1250 slots (1250, 4, 64, 1024) -> 256 tokens x 1024; fit 1106 val 96
+[e002 s0 14:15:40] target stats: |mu| tok-norm 13.89 sigma mean 0.8727
+[e002 s0 14:15:40] head params 8.23M
+[e002 s0 14:15:43] S1 step 50: loss 1.4644 | held-out seq-cos 0.4793 token-cos 0.4581 | val seq-cos 0.5082 best 0.5082@50 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:15:45] S1 step 100: loss 1.5122 | held-out seq-cos 0.4838 token-cos 0.4629 | val seq-cos 0.5109 best 0.5109@100 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:15:46] S1 step 150: loss 1.4177 | held-out seq-cos 0.5080 token-cos 0.4891 | val seq-cos 0.5374 best 0.5374@150 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:15:47] S1 step 200: loss 1.4393 | held-out seq-cos 0.5026 token-cos 0.4835 | val seq-cos 0.5391 best 0.5391@200 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:15:49] S1 step 250: loss 1.4125 | held-out seq-cos 0.5053 token-cos 0.4865 | val seq-cos 0.5437 best 0.5437@250 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:15:50] S1 step 300: loss 1.3675 | held-out seq-cos 0.5129 token-cos 0.4942 | val seq-cos 0.5511 best 0.5511@300 (seq77 bar s_cos .734; ridge slots->seq .620)
+[e002 s0 14:15:50] S1 BEST by val: seq-cos 0.5511 at step 300 (early-stopped)
+
+E:\mirel\claude\.venv\Lib\site-packages\huggingface_hub\utils\_validators.py:205: UserWarning: The `local_dir_use_symlinks` argument is deprecated and ignored in `hf_hub_download`. Downloading to a local directory does not use symlinks anymore.
+  warnings.warn(
+[e002 s0 14:16:02] S2 val flow mse at init (S1 head): 0.5233
+[e002 s0 14:16:12] S2 step 20: flow mse 0.4639 | val 0.5290 best 0.5233@0 | peak 6.5 GB
+[e002 s0 14:16:21] S2 step 40: flow mse 0.5235 | val 0.5365 best 0.5233@0 | peak 6.5 GB
+[e002 s0 14:16:31] S2 step 60: flow mse 0.5608 | val 0.5230 best 0.5230@60 | peak 6.5 GB
+[e002 s0 14:16:31] S2 BEST by val: flow mse 0.5230 at step 60 (early-stopped)
+
+[e002 s0 14:16:38] WALL_real_clip   draw A: cond 0.6705 shuf 0.5196 gap +0.1509
+[e002 s0 14:16:42] WALL_real_clip   draw B: cond 0.8272 shuf 0.5872 gap +0.2400
+[e002 s0 14:16:46] HEAD_banded      draw A: cond 0.5405 shuf 0.5428 gap -0.0023
+[e002 s0 14:16:50] HEAD_banded      draw B: cond 0.5667 shuf 0.5684 gap -0.0017
+[e002 s0 14:16:54] HEAD_flat_s05    draw A: cond 0.5898 shuf 0.5770 gap +0.0128
+[e002 s0 14:16:59] HEAD_flat_s05    draw B: cond 0.6596 shuf 0.6155 gap +0.0440
+[e002 s0 14:17:03] RANDOM_slots     draw A: cond 0.5028 shuf 0.4931 gap +0.0096
+[e002 s0 14:17:07] RANDOM_slots     draw B: cond 0.5639 shuf 0.5482 gap +0.0156
+[e002 s0 14:17:08] fingerprint WALL_real_clip   cos_to_data 0.9894557225790512 cos_to_wall 0.9999999999969674 top [('saddle', 0.4865749836280288), ('pentachoron', 0.2874918140144073)]
+[e002 s0 14:17:08] fingerprint HEAD_banded      cos_to_data 0.9986724351868802 cos_to_wall 0.9884974789813368 top [('saddle', 0.5997161107168204), ('pentachoron', 0.3484740951029099)]
+[e002 s0 14:17:08] fingerprint HEAD_flat_s05    cos_to_data 0.9974787730537826 cos_to_wall 0.9908531697088832 top [('saddle', 0.5777504609711125), ('pentachoron', 0.3423478795328826)]
+[e002 s0 14:17:08] fingerprint RANDOM_slots     cos_to_data 0.9481993563107178 cos_to_wall 0.9550430073947028 top [('pentachoron', 0.46013167520117043), ('saddle', 0.44842721287490855)]
+VERDICT [CANDIDATE] bcd-e002 s0 seeds=[0] repeat=None
+  WALL_real_clip             0.1954 | erank 0.0 | control 0.0126 A +0.1509 B +0.2400
+  HEAD_banded                -0.002 | erank 0.0 | control 0.0126 A -0.0023 B -0.0017
+  HEAD_flat_s05              0.0284 | erank 0.0 | control 0.0126 A +0.0128 B +0.0440
+  RANDOM_slots               0.0126 | erank 0.0 | control 0.0126 A +0.0096 B +0.0156
+  DEFICITS: no hardware repeat (LAW E S-703); single seed (LAW E S-703)
+E002 VERDICT s0: wall +0.1954 | banded -0.0020 | flat +0.0284 | random-slots +0.0126
+E002 DONE

reports/v2/bcd/e002/head_S1_s0.pt

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+size 33163189

reports/v2/bcd/e002/head_S2_s0.pt

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