Pre-Training Depth Feasibility Certificates / bench_report.json

Failed on benchmark

Raw ⬇ ZIP
  1{
  2  "bench_version": 1,
  3  "track": "tabular",
  4  "model": "variable_mlp",
  5  "metric_direction": "lower is better",
  6  "n_seeds": 8,
  7  "baseline": {
  8    "best_cfg": {
  9      "depth": 4,
 10      "lr": 0.006
 11    },
 12    "sweep": [
 13      {
 14        "cfg": {
 15          "depth": 1,
 16          "lr": 0.0015
 17        },
 18        "mean": 179.61644744873047
 19      },
 20      {
 21        "cfg": {
 22          "depth": 1,
 23          "lr": 0.003
 24        },
 25        "mean": 61.134450912475586
 26      },
 27      {
 28        "cfg": {
 29          "depth": 1,
 30          "lr": 0.006
 31        },
 32        "mean": 19.637452602386475
 33      },
 34      {
 35        "cfg": {
 36          "depth": 2,
 37          "lr": 0.0015
 38        },
 39        "mean": 48.220858573913574
 40      },
 41      {
 42        "cfg": {
 43          "depth": 2,
 44          "lr": 0.003
 45        },
 46        "mean": 18.314094066619873
 47      },
 48      {
 49        "cfg": {
 50          "depth": 2,
 51          "lr": 0.006
 52        },
 53        "mean": 15.357292652130127
 54      },
 55      {
 56        "cfg": {
 57          "depth": 3,
 58          "lr": 0.0015
 59        },
 60        "mean": 24.715059757232666
 61      },
 62      {
 63        "cfg": {
 64          "depth": 3,
 65          "lr": 0.003
 66        },
 67        "mean": 16.38268733024597
 68      },
 69      {
 70        "cfg": {
 71          "depth": 3,
 72          "lr": 0.006
 73        },
 74        "mean": 12.54684829711914
 75      },
 76      {
 77        "cfg": {
 78          "depth": 4,
 79          "lr": 0.0015
 80        },
 81        "mean": 22.451377391815186
 82      },
 83      {
 84        "cfg": {
 85          "depth": 4,
 86          "lr": 0.003
 87        },
 88        "mean": 14.139441013336182
 89      },
 90      {
 91        "cfg": {
 92          "depth": 4,
 93          "lr": 0.006
 94        },
 95        "mean": 11.652069807052612
 96      }
 97    ],
 98    "full": {
 99      "per_seed": [
100        10.326997756958008,
101        11.77970027923584,
102        10.673856735229492,
103        11.692980766296387,
104        9.679404258728027,
105        11.413150787353516,
106        11.966154098510742,
107        13.212504386901855
108      ],
109      "mean": 11.343093633651733,
110      "std": 1.098638538871677
111    }
112  },
113  "idea": {
114    "per_seed": [
115      10.326997756958008,
116      11.77970027923584,
117      10.673856735229492,
118      11.692980766296387,
119      9.679404258728027,
120      11.413150787353516,
121      11.966154098510742,
122      13.212504386901855
123    ],
124    "mean": 11.343093633651733,
125    "std": 1.098638538871677
126  },
127  "comparison": {
128    "delta_mean": 0.0,
129    "idea_wins": 0,
130    "n_pairs": 8,
131    "per_seed_diffs": [
132      0.0,
133      0.0,
134      0.0,
135      0.0,
136      0.0,
137      0.0,
138      0.0,
139      0.0
140    ],
141    "p_value": 1.0,
142    "mde": 0.0,
143    "mde_rel_pct": 0.0,
144    "verdict": "no measurable effect",
145    "system_worked": false
146  },
147  "mechanism_signature": {
148    "predicted_radius_depth_exponent": -1.0,
149    "observed_test_error_depth_slope": -0.38086177111636127,
150    "predicted_vs_observed_tolerance": 0.35,
151    "confirmed": false,
152    "observed_depth_errors": [
153      [
154        1,
155        18.856087684631348
156      ],
157      [
158        2,
159        13.66954231262207
160      ],
161      [
162        3,
163        12.318396091461182
164      ],
165      [
166        4,
167        11.053349018096924
168      ]
169    ],
170    "note": "Measured on independently trained benchmark models."
171  },
172  "bench_report": {
173    "track": "tabular",
174    "model": "variable_mlp",
175    "calibration": {
176      "floor_L": -19.786727674992903,
177      "floor_U": 5.600807448724559,
178      "C_syn": 70.65927382249097,
179      "rows": [
180        [
181          1,
182          66.96246337890625
183        ],
184        [
185          2,
186          17.991180419921875
187        ],
188        [
189          3,
190          16.63127326965332
191        ],
192        [
193          4,
194          17.250062942504883
195        ]
196      ],
197      "residual_std": 6.346883780929366
198    },
199    "chosen_depth": 4
200  }
201}