Coordinate-Free BT Monitor for Neural ODEs / results.json

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  1{
  2  "math": {
  3    "predictions": {
  4      "a(c) predicted slope/intercept": [
  5        1.0,
  6        0.0
  7      ],
  8      "a(c) observed slope/intercept": [
  9        1.0000000000000002,
 10        1.5999999999953813e-06
 11      ],
 12      "b(d) predicted slope/intercept": [
 13        1.0,
 14        0.0
 15      ],
 16      "b(d) observed slope/intercept": [
 17        1.0000000000000002,
 18        -3.544058067026781e-17
 19      ],
 20      "zero crossing a at c=0 observed": 1.6000000000000143e-06,
 21      "zero crossing b at d=0 observed": 0.0,
 22      "finite_difference predicted a(h),b(h)": [
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 48        ],
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 61        [
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 65      ]
 66    },
 67    "nilpotent_check": [
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 69      0.0,
 70      [
 71        1.0,
 72        -0.0
 73      ]
 74    ]
 75  },
 76  "training": {
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 79      "d": 1.000077383534125,
 80      "task_loss": 1.5242303788077878e-08,
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109          1.0001005299870327,
110          1.0000729931118268
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112      ]
113    },
114    "bt_penalty": {
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116      "d": 0.9999872135913643,
117      "task_loss": 2.5571525216354973e-10,
118      "history": [
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143        [
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149      ]
150    }
151  }
152}