Two-sided conditioned DFA / bench_report.json
Failed on benchmark
1{
2 "bench_version": 1,
3 "track": "tabular",
4 "model": "mlp_tiny",
5 "metric_direction": "lower is better",
6 "n_seeds": 8,
7 "baseline": {
8 "best_cfg": {
9 "lr": 0.001
10 },
11 "sweep": [
12 {
13 "cfg": {
14 "lr": 0.001
15 },
16 "mean": 17.2008535861969
17 },
18 {
19 "cfg": {
20 "lr": 0.003
21 },
22 "mean": 17.275779485702515
23 },
24 {
25 "cfg": {
26 "lr": 0.01
27 },
28 "mean": 18.10535430908203
29 }
30 ],
31 "full": {
32 "mean": 17.477807760238647,
33 "std": 1.5610336422417328,
34 "per_seed": [
35 18.36859893798828,
36 17.082815170288086,
37 17.65996551513672,
38 15.692034721374512,
39 14.8045015335083,
40 18.059467315673828,
41 17.911405563354492,
42 20.24367332458496
43 ],
44 "n": 8
45 }
46 },
47 "idea": {
48 "mean": 22.206230878829956,
49 "std": 1.2034773425543663,
50 "per_seed": [
51 22.064266204833984,
52 22.58884048461914,
53 20.288148880004883,
54 21.367250442504883,
55 21.962797164916992,
56 21.877431869506836,
57 22.725826263427734,
58 24.775285720825195
59 ],
60 "n": 8,
61 "selected_cfg": {
62 "lr": 0.01
63 }
64 },
65 "comparison": {
66 "delta_mean": 4.728423118591309,
67 "idea_wins": 0,
68 "n_pairs": 8,
69 "per_seed_diffs": [
70 3.695667266845703,
71 5.506025314331055,
72 2.628183364868164,
73 5.675215721130371,
74 7.158295631408691,
75 3.817964553833008,
76 4.814420700073242,
77 4.531612396240234
78 ],
79 "p_value": 0.0081,
80 "mde": 1.172236051535733,
81 "mde_rel_pct": 6.70699705372962,
82 "verdict": "idea worse (significant)",
83 "system_worked": false
84 },
85 "mechanism_signature": {
86 "mechanism_signature": {
87 "prediction": "factorized Cholesky-preconditioned outer product equals matrix update",
88 "per_seed": [
89 {
90 "factorization_abs_err": 0.0021419525146484375,
91 "factorization_rel_err": 1.424667971150484e-05,
92 "raw_update_norm": 99.73847961425781,
93 "conditioned_update_norm": 471.4458923339844,
94 "predicted_norm_ratio": 4.726820468902588,
95 "trained_activation_trace": 3.3609566688537598,
96 "trained_error_trace": 22.064266204833984,
97 "confirmed": false
98 },
99 {
100 "factorization_abs_err": 0.0013217926025390625,
101 "factorization_rel_err": 9.378113645652775e-06,
102 "raw_update_norm": 119.99061584472656,
103 "conditioned_update_norm": 431.77825927734375,
104 "predicted_norm_ratio": 3.598433494567871,
105 "trained_activation_trace": 3.3852806091308594,
106 "trained_error_trace": 22.588836669921875,
107 "confirmed": true
108 },
109 {
110 "factorization_abs_err": 0.0012187957763671875,
111 "factorization_rel_err": 7.294798706425354e-06,
112 "raw_update_norm": 106.99031829833984,
113 "conditioned_update_norm": 435.8670654296875,
114 "predicted_norm_ratio": 4.073892593383789,
115 "trained_activation_trace": 3.3690006732940674,
116 "trained_error_trace": 20.288150787353516,
117 "confirmed": true
118 },
119 {
120 "factorization_abs_err": 0.0012369155883789062,
121 "factorization_rel_err": 8.22768470243318e-06,
122 "raw_update_norm": 88.57902526855469,
123 "conditioned_update_norm": 449.8793640136719,
124 "predicted_norm_ratio": 5.078847408294678,
125 "trained_activation_trace": 3.282832145690918,
126 "trained_error_trace": 21.367252349853516,
127 "confirmed": true
128 },
129 {
130 "factorization_abs_err": 0.0022106170654296875,
131 "factorization_rel_err": 1.4202377315086778e-05,
132 "raw_update_norm": 126.09120178222656,
133 "conditioned_update_norm": 424.4380798339844,
134 "predicted_norm_ratio": 3.366119623184204,
135 "trained_activation_trace": 3.368903636932373,
136 "trained_error_trace": 21.96279525756836,
137 "confirmed": false
138 },
139 {
140 "factorization_abs_err": 0.001743316650390625,
141 "factorization_rel_err": 9.334406058769673e-06,
142 "raw_update_norm": 113.74923706054688,
143 "conditioned_update_norm": 444.450927734375,
144 "predicted_norm_ratio": 3.907287120819092,
145 "trained_activation_trace": 3.3790221214294434,
146 "trained_error_trace": 21.877431869506836,
147 "confirmed": true
148 },
149 {
150 "factorization_abs_err": 0.002315521240234375,
151 "factorization_rel_err": 1.217806766362628e-05,
152 "raw_update_norm": 90.95088195800781,
153 "conditioned_update_norm": 474.05853271484375,
154 "predicted_norm_ratio": 5.212247848510742,
155 "trained_activation_trace": 3.336045265197754,
156 "trained_error_trace": 22.7258243560791,
157 "confirmed": false
158 },
159 {
160 "factorization_abs_err": 0.0021305084228515625,
161 "factorization_rel_err": 1.0202298653894104e-05,
162 "raw_update_norm": 137.70616149902344,
163 "conditioned_update_norm": 439.57916259765625,
164 "predicted_norm_ratio": 3.192153215408325,
165 "trained_activation_trace": 3.364262580871582,
166 "trained_error_trace": 24.775285720825195,
167 "confirmed": false
168 }
169 ],
170 "confirmed": false,
171 "mean_observed_norm_ratio": 4.144475221633911
172 },
173 "track_rationale": "Two-sided conditioning is an optimizer/update-rule idea; tabular is the prescribed optimizer track.",
174 "idea_sweep": [
175 {
176 "cfg": {
177 "lr": 0.001
178 },
179 "mean": 200.41951751708984
180 },
181 {
182 "cfg": {
183 "lr": 0.003
184 },
185 "mean": 104.71292400360107
186 },
187 {
188 "cfg": {
189 "lr": 0.01
190 },
191 "mean": 22.206230878829956
192 }
193 ],
194 "selected_idea_cfg": {
195 "lr": 0.01
196 },
197 "elapsed_sec": 17.28634238243103
198 }
199}