Finite-Width NNGP Covariance Stabilizer / results.json

Unverified

Raw ⬇ ZIP
  1{
  2  "device": "cuda",
  3  "scaling": {
  4    "widths": [
  5      32,
  6      64,
  7      128,
  8      256,
  9      512
 10    ],
 11    "errors": [
 12      8.021642994880676,
 13      5.297594422101975,
 14      3.6509151995182036,
 15      2.6212475657463075,
 16      1.7431503385305405
 17    ],
 18    "loglog_slope": -0.5419485299463029,
 19    "mc_relu_cov": 0.6785227060317993,
 20    "analytic_relu_cov": 0.6775476336479187
 21  },
 22  "runs": [
 23    {
 24      "seed": 471,
 25      "baseline_val": 0.45070144534111023,
 26      "idea_val": 0.4324531555175781,
 27      "baseline_cov": 0.0602634958922863,
 28      "idea_cov": 0.052288394421339035,
 29      "baseline_curve": [
 30        0.9946479201316833,
 31        0.471536248922348,
 32        0.45089492201805115,
 33        0.45070144534111023
 34      ],
 35      "idea_curve": [
 36        0.994774341583252,
 37        0.47017115354537964,
 38        0.45201748609542847,
 39        0.4324531555175781
 40      ],
 41      "baseline_cov_curve": [
 42        0.03881289064884186,
 43        0.04411347210407257,
 44        0.04804603382945061,
 45        0.0602634958922863
 46      ],
 47      "idea_cov_curve": [
 48        0.038739897310733795,
 49        0.041377339512109756,
 50        0.03696947544813156,
 51        0.052288394421339035
 52      ]
 53    },
 54    {
 55      "seed": 472,
 56      "baseline_val": 0.32292500138282776,
 57      "idea_val": 0.3154217004776001,
 58      "baseline_cov": 0.0800652801990509,
 59      "idea_cov": 0.05409470200538635,
 60      "baseline_curve": [
 61        1.1077008247375488,
 62        0.3303389251232147,
 63        0.47601914405822754,
 64        0.32292500138282776
 65      ],
 66      "idea_curve": [
 67        1.1077663898468018,
 68        0.3242983818054199,
 69        0.4173703193664551,
 70        0.3154217004776001
 71      ],
 72      "baseline_cov_curve": [
 73        0.028454910963773727,
 74        0.04642122983932495,
 75        0.06443365663290024,
 76        0.0800652801990509
 77      ],
 78      "idea_cov_curve": [
 79        0.028425348922610283,
 80        0.04302399605512619,
 81        0.055671706795692444,
 82        0.05409470200538635
 83      ]
 84    },
 85    {
 86      "seed": 473,
 87      "baseline_val": 0.30061525106430054,
 88      "idea_val": 0.29636067152023315,
 89      "baseline_cov": 0.06946633756160736,
 90      "idea_cov": 0.05860976502299309,
 91      "baseline_curve": [
 92        1.0464023351669312,
 93        0.3486121594905853,
 94        0.33520814776420593,
 95        0.30061525106430054
 96      ],
 97      "idea_curve": [
 98        1.0463957786560059,
 99        0.34904739260673523,
100        0.3282517194747925,
101        0.29636067152023315
102      ],
103      "baseline_cov_curve": [
104        0.028409510850906372,
105        0.04497241601347923,
106        0.036710966378450394,
107        0.06946633756160736
108      ],
109      "idea_cov_curve": [
110        0.02840792015194893,
111        0.04352165386080742,
112        0.03301633149385452,
113        0.05860976502299309
114      ]
115    }
116  ]
117}