From 0d167497b75031fae67b71fa1e7ab12e57c761bb Mon Sep 17 00:00:00 2001
From: YurenHao0426 <Blackhao0426@gmail.com>
Date: Mon, 10 Aug 2026 10:50:16 -0500
Subject: results: close BabyAI population predictor rescue

---
 results/babyai_shared/population_p3/seed4103.json | 515 ++++++++++++++++++++++
 1 file changed, 515 insertions(+)
 create mode 100644 results/babyai_shared/population_p3/seed4103.json

(limited to 'results/babyai_shared/population_p3/seed4103.json')

diff --git a/results/babyai_shared/population_p3/seed4103.json b/results/babyai_shared/population_p3/seed4103.json
new file mode 100644
index 0000000..28ecab0
--- /dev/null
+++ b/results/babyai_shared/population_p3/seed4103.json
@@ -0,0 +1,515 @@
+{
+  "audits": [
+    {
+      "epoch": 0,
+      "layers": [
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.20582586526870728,
+            "mean_per_cell_r2": 0.9770644903182983,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.09758477658033371
+          },
+          "holdout": {
+            "context_rms": 0.20538413524627686,
+            "mean_per_cell_r2": 0.9738611578941345,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.10475123673677444
+          },
+          "layer": 0,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2105173021554947,
+            "mean_per_cell_r2": 0.9947838187217712,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.04489493742585182
+          },
+          "holdout": {
+            "context_rms": 0.21071431040763855,
+            "mean_per_cell_r2": 0.993838369846344,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.04897325858473778
+          },
+          "layer": 1,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2122984677553177,
+            "mean_per_cell_r2": 0.9970771074295044,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.03391746059060097
+          },
+          "holdout": {
+            "context_rms": 0.2119303047657013,
+            "mean_per_cell_r2": 0.9966038465499878,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.03683717921376228
+          },
+          "layer": 2,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.21755045652389526,
+            "mean_per_cell_r2": 0.997891902923584,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.028139039874076843
+          },
+          "holdout": {
+            "context_rms": 0.21835927665233612,
+            "mean_per_cell_r2": 0.9975327253341675,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.030591214075684547
+          },
+          "layer": 3,
+          "teaching_observations": 0
+        }
+      ]
+    },
+    {
+      "epoch": 1,
+      "layers": [
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.20582586526870728,
+            "mean_per_cell_r2": 0.8622075915336609,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.24054336547851562
+          },
+          "holdout": {
+            "context_rms": 0.20538413524627686,
+            "mean_per_cell_r2": 0.8481650352478027,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.2538592517375946
+          },
+          "layer": 0,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2105173021554947,
+            "mean_per_cell_r2": 0.9787577390670776,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.09131480753421783
+          },
+          "holdout": {
+            "context_rms": 0.21071431040763855,
+            "mean_per_cell_r2": 0.9753843545913696,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.0986090749502182
+          },
+          "layer": 1,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2122984677553177,
+            "mean_per_cell_r2": 0.9843738079071045,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.07851728051900864
+          },
+          "holdout": {
+            "context_rms": 0.2119303047657013,
+            "mean_per_cell_r2": 0.9818754196166992,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.08518385887145996
+          },
+          "layer": 2,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.21755045652389526,
+            "mean_per_cell_r2": 0.9888011813163757,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.06514516472816467
+          },
+          "holdout": {
+            "context_rms": 0.21835927665233612,
+            "mean_per_cell_r2": 0.9868994951248169,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.07073986530303955
+          },
+          "layer": 3,
+          "teaching_observations": 0
+        }
+      ]
+    },
+    {
+      "epoch": 5,
+      "layers": [
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.20582586526870728,
+            "mean_per_cell_r2": 0.8066374063491821,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.2849716544151306
+          },
+          "holdout": {
+            "context_rms": 0.20538413524627686,
+            "mean_per_cell_r2": 0.7795184254646301,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.3061090111732483
+          },
+          "layer": 0,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2105173021554947,
+            "mean_per_cell_r2": 0.9446667432785034,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.14740806818008423
+          },
+          "holdout": {
+            "context_rms": 0.21071431040763855,
+            "mean_per_cell_r2": 0.9354867935180664,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.15956945717334747
+          },
+          "layer": 1,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2122984677553177,
+            "mean_per_cell_r2": 0.9587752819061279,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.12740013003349304
+          },
+          "holdout": {
+            "context_rms": 0.2119303047657013,
+            "mean_per_cell_r2": 0.9532089233398438,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.13679398596286774
+          },
+          "layer": 2,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.21755045652389526,
+            "mean_per_cell_r2": 0.979941725730896,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.08685733377933502
+          },
+          "holdout": {
+            "context_rms": 0.21835927665233612,
+            "mean_per_cell_r2": 0.9771287441253662,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.09327036887407303
+          },
+          "layer": 3,
+          "teaching_observations": 0
+        }
+      ]
+    },
+    {
+      "epoch": 10,
+      "layers": [
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.20582586526870728,
+            "mean_per_cell_r2": 0.7986479997634888,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.29081863164901733
+          },
+          "holdout": {
+            "context_rms": 0.20538413524627686,
+            "mean_per_cell_r2": 0.7685507535934448,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.31361645460128784
+          },
+          "layer": 0,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2105173021554947,
+            "mean_per_cell_r2": 0.9244306087493896,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.1723565012216568
+          },
+          "holdout": {
+            "context_rms": 0.21071431040763855,
+            "mean_per_cell_r2": 0.9117617607116699,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.1869732290506363
+          },
+          "layer": 1,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2122984677553177,
+            "mean_per_cell_r2": 0.9454227685928345,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.14660939574241638
+          },
+          "holdout": {
+            "context_rms": 0.2119303047657013,
+            "mean_per_cell_r2": 0.9378501176834106,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.15752699971199036
+          },
+          "layer": 2,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.21755045652389526,
+            "mean_per_cell_r2": 0.9747556447982788,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.0976947769522667
+          },
+          "holdout": {
+            "context_rms": 0.21835927665233612,
+            "mean_per_cell_r2": 0.9714953899383545,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.10434764623641968
+          },
+          "layer": 3,
+          "teaching_observations": 0
+        }
+      ]
+    },
+    {
+      "epoch": 20,
+      "layers": [
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.20582586526870728,
+            "mean_per_cell_r2": 0.842189610004425,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.25771480798721313
+          },
+          "holdout": {
+            "context_rms": 0.20538413524627686,
+            "mean_per_cell_r2": 0.8169145584106445,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.2789650857448578
+          },
+          "layer": 0,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2105173021554947,
+            "mean_per_cell_r2": 0.9072440266609192,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.1907738745212555
+          },
+          "holdout": {
+            "context_rms": 0.21071431040763855,
+            "mean_per_cell_r2": 0.8923318982124329,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.2059631049633026
+          },
+          "layer": 1,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2122984677553177,
+            "mean_per_cell_r2": 0.9364410638809204,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.15774686634540558
+          },
+          "holdout": {
+            "context_rms": 0.2119303047657013,
+            "mean_per_cell_r2": 0.9272578954696655,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.1698361188173294
+          },
+          "layer": 2,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.21755045652389526,
+            "mean_per_cell_r2": 0.9725677967071533,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.10174933075904846
+          },
+          "holdout": {
+            "context_rms": 0.21835927665233612,
+            "mean_per_cell_r2": 0.9688738584518433,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.1088051050901413
+          },
+          "layer": 3,
+          "teaching_observations": 0
+        }
+      ]
+    },
+    {
+      "epoch": 40,
+      "layers": [
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.20582586526870728,
+            "mean_per_cell_r2": 0.7883090376853943,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.29959437251091003
+          },
+          "holdout": {
+            "context_rms": 0.20538413524627686,
+            "mean_per_cell_r2": 0.7517150640487671,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.32660192251205444
+          },
+          "layer": 0,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2105173021554947,
+            "mean_per_cell_r2": 0.8573880195617676,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.23693645000457764
+          },
+          "holdout": {
+            "context_rms": 0.21071431040763855,
+            "mean_per_cell_r2": 0.8369072675704956,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.25433388352394104
+          },
+          "layer": 1,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.2122984677553177,
+            "mean_per_cell_r2": 0.9061275124549866,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.19269712269306183
+          },
+          "holdout": {
+            "context_rms": 0.2119303047657013,
+            "mean_per_cell_r2": 0.8909499645233154,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.20921701192855835
+          },
+          "layer": 2,
+          "teaching_observations": 0
+        },
+        {
+          "action_observations": 0,
+          "calibration": {
+            "context_rms": 0.21755045652389526,
+            "mean_per_cell_r2": 0.9699275493621826,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.10622629523277283
+          },
+          "holdout": {
+            "context_rms": 0.21835927665233612,
+            "mean_per_cell_r2": 0.966497540473938,
+            "observations": 4096,
+            "residual_context_rms_ratio": 0.11257338523864746
+          },
+          "layer": 3,
+          "teaching_observations": 0
+        }
+      ]
+    }
+  ],
+  "calibration_examples": 4096,
+  "checks": {
+    "holdout_r2_at_least_0p8_every_epoch_and_layer": false,
+    "holdout_residual_ratio_at_most_0p25_every_epoch_and_layer": false,
+    "zero_action_or_teaching_observations": true
+  },
+  "config": {
+    "action_dim": 7,
+    "context_gain": 1.0,
+    "hidden_layers": 4,
+    "input_dim": 3964,
+    "learning_rate": 0.03,
+    "mission_dim": 23,
+    "momentum": 0.9,
+    "reciprocal_learning_rate": 0.03,
+    "weight_decay": 0.0001,
+    "width": 256
+  },
+  "epoch_clean_kp_train_loss": [
+    0.6864033263608029,
+    0.5136532720766569,
+    0.4820757521453657,
+    0.4678087641063489,
+    0.4570458981237913,
+    0.44718988864045395,
+    0.43997702253492255,
+    0.42566254320897556,
+    0.4220644837931583,
+    0.41289369489017286,
+    0.405345781037682,
+    0.40259038736945707,
+    0.393158560112903,
+    0.38850406364390727,
+    0.3801098694926814,
+    0.36695603276553906,
+    0.35903412762441134,
+    0.34711836858799583,
+    0.3370369092727962,
+    0.3200993647387153,
+    0.3118796497897098,
+    0.293176792420839,
+    0.28278176423750423,
+    0.2673768097789664,
+    0.2630335626790398,
+    0.2525263265559548,
+    0.24664549178198764,
+    0.23551284742982764,
+    0.23284720298491027,
+    0.22212432547619468,
+    0.21526990802664506,
+    0.20761467494462665,
+    0.21185886748527225,
+    0.20015101647690722,
+    0.19496909729744258,
+    0.1936807933763454,
+    0.19314897574876483,
+    0.1823754488794427,
+    0.17861489517124077,
+    0.17446756489967044
+  ],
+  "gate": "fail",
+  "holdout_examples": 4096,
+  "model_seed": 4103,
+  "provenance": {
+    "cuda_visible_devices": "2",
+    "device": "cuda:0",
+    "git_commit": "b5eab6cd911e074ae9268303389dfbe52e636e26",
+    "torch_version": "2.3.1+cu118"
+  },
+  "raw_sdil_rollout_or_test_outcomes_read": false,
+  "ridge_relative_to_mean_soma_variance": 0.001,
+  "shuffle_seed": 4103,
+  "stage": "babyai_population_predictor_capacity_screen"
+}
-- 
cgit v1.2.3