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  1. {
  2.   "goal": "MINIMIZE",
  3.   "params": [
  4.     {
  5.       "parameterName": "kernel-size-mel",
  6.       "minValue": 2,
  7.       "maxValue": 8,
  8.       "type": "INTEGER"
  9.     },
  10.     {
  11.       "parameterName": "kernel-size-time",
  12.       "minValue": 2,
  13.       "maxValue": 10,
  14.       "type": "INTEGER"
  15.     },
  16.     {
  17.       "parameterName": "pool-size-time",
  18.       "minValue": 1,
  19.       "maxValue": 10,
  20.       "type": "INTEGER"
  21.     },
  22.     {
  23.       "parameterName": "num-layers",
  24.       "minValue": 4,
  25.       "maxValue": 8,
  26.       "type": "INTEGER"
  27.     },
  28.     {
  29.       "parameterName": "num-units",
  30.       "type": "DISCRETE",
  31.       "discreteValues": [
  32.         256,
  33.         512
  34.       ]
  35.     },
  36.     {
  37.       "parameterName": "momentum",
  38.       "minValue": 0.8,
  39.       "maxValue": 0.99999,
  40.       "type": "DOUBLE",
  41.       "scaleType": "UNIT_LOG_SCALE"
  42.     },
  43.     {
  44.       "parameterName": "lr",
  45.       "minValue": 0.000001,
  46.       "maxValue": 0.001,
  47.       "type": "DOUBLE",
  48.       "scaleType": "UNIT_LOG_SCALE"
  49.     },
  50.     {
  51.       "parameterName": "dropout-rate",
  52.       "minValue": 0.1,
  53.       "maxValue": 0.5,
  54.       "type": "DOUBLE",
  55.       "scaleType": "UNIT_LINEAR_SCALE"
  56.     },
  57.     {
  58.       "parameterName": "decay",
  59.       "minValue": 0.00001,
  60.       "maxValue": 0.1,
  61.       "type": "DOUBLE",
  62.       "scaleType": "UNIT_LOG_SCALE"
  63.     },
  64.     {
  65.       "parameterName": "l2-regularization",
  66.       "minValue": 0.0001,
  67.       "maxValue": 0.1,
  68.       "type": "DOUBLE",
  69.       "scaleType": "UNIT_LOG_SCALE"
  70.     }
  71.   ],
  72.   "maxTrials": 50,
  73.   "maxParallelTrials": 3,
  74.   "hyperparameterMetricTag": "val_binary_crossentropy",
  75.   "enableTrialEarlyStopping": true
  76. }
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