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reservoir.output
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reservoir.output
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# 2018-02-28 22:30:25.590596
{
"input": {
"nodes": 2,
"functions": [
"lambda x: np.sin(128 * np.pi * x)",
"lambda x: x"
],
"length": 5000
},
"reservoir": {
"start_node": 20,
"end_node": 100,
"step": 2,
"degree_function": "lambda x: np.sqrt(x)",
"sigma": 0.5,
"bias": 1,
"leakage_rate": 0.3,
"regression_parameter": 1e-08
},
"output": {
"nodes": 2
},
"training": {
"init": 1000,
"train": 3000,
"test": 2000,
"error": 1000
}
}
N = 20, D = 4.472135954999580, RMS = 2.044189348202243e-05
N = 22, D = 4.690415759823430, RMS = 7.185299990114262e-06
N = 24, D = 4.898979485566356, RMS = 8.825017859265002e-06
N = 26, D = 5.099019513592784, RMS = 9.035762916208321e-06
N = 28, D = 5.291502622129181, RMS = 2.458279961798716e-07
N = 30, D = 5.477225575051661, RMS = 1.860731177425690e-05
N = 32, D = 5.656854249492381, RMS = 5.337960502640998e-06
N = 34, D = 5.830951894845301, RMS = 1.858140005253808e-05
N = 36, D = 6.000000000000000, RMS = 2.865983298641716e-05
N = 38, D = 6.164414002968976, RMS = 3.287488695631995e-05
N = 40, D = 6.324555320336759, RMS = 5.044174629365591e-06
N = 42, D = 6.480740698407860, RMS = 6.832261138732266e-05
N = 44, D = 6.633249580710800, RMS = 4.425697374927312e-05
N = 46, D = 6.782329983125268, RMS = 1.357181731389329e-04
N = 48, D = 6.928203230275509, RMS = 1.073182953130280e-04
N = 50, D = 7.071067811865476, RMS = 3.601969541496238e-04
N = 52, D = 7.211102550927978, RMS = 2.865726525075567e-06
N = 54, D = 7.348469228349535, RMS = 5.346093664939213e-05
N = 56, D = 7.483314773547883, RMS = 1.259411345040829e-04
N = 58, D = 7.615773105863909, RMS = 3.114533119653292e-04
N = 60, D = 7.745966692414834, RMS = 2.115612624641652e-04
N = 62, D = 7.874007874011811, RMS = 3.894284702526486e-05
N = 64, D = 8.000000000000000, RMS = 3.906001953395623e-05
N = 66, D = 8.124038404635961, RMS = 2.380198492500085e-06
N = 68, D = 8.246211251235321, RMS = 5.575978468137512e-05
N = 70, D = 8.366600265340756, RMS = 3.880745522967641e-05
N = 72, D = 8.485281374238570, RMS = 1.939175244164401e-05
N = 74, D = 8.602325267042627, RMS = 4.270942457014610e-05
N = 76, D = 8.717797887081348, RMS = 5.951748944559651e-05
N = 78, D = 8.831760866327848, RMS = 7.777750249078405e-06
N = 80, D = 8.944271909999159, RMS = 2.250344237966933e-05
N = 82, D = 9.055385138137417, RMS = 1.518764222971339e-04
N = 84, D = 9.165151389911680, RMS = 2.056764588952364e-05
N = 86, D = 9.273618495495704, RMS = 5.981555943977928e-05
N = 88, D = 9.380831519646859, RMS = 1.184985410853671e-05
N = 90, D = 9.486832980505138, RMS = 3.822229285514771e-04
N = 92, D = 9.591663046625438, RMS = 3.632261535603747e-06
N = 94, D = 9.695359714832659, RMS = 1.484130821800565e-04
N = 96, D = 9.797958971132712, RMS = 5.008896449014670e-05
N = 98, D = 9.899494936611665, RMS = 5.502875268616181e-04
N = 100, D = 10.000000000000000, RMS = 8.280932622557327e-05