DeepPill-server-v2/default_parameters.json at master · TruMedicines/DeepPill-server-v2 · GitHub

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{
  "stepsPerEpoch": 1000,
  "validationSteps": 25,
  "maxQueueSize": 10,
  "epochsBeforeAccuracyMeasurement": 1,
  "testingPrintEvery": 250,
  "datasetSizesToTest": [
    100,
    250,
    500,
    750,
    1000
  ],
  "rotationsToTest": [
    5,
    15,
    25,
    35,
    45
  ],
  "imageWidth": 224,
  "imageHeight": 224,
  "numGPUs": 1,
  "enableTensorboard": false,
  "imageGenerationWorkers": 2,
   "neuralNetwork": {"batchSize": 16.0,
                   "augmentationsPerImage": 4,
                   "core": "inceptionnet",
                   "denseLayerMultiplier": 4,
                   "dropoutRate": 0.45,
                   "optimizer": {"$index": 3,
                                 "learningRate": 0.00011,
                                 "learningRateDecay": 0.97,
                                 "pretrainLearningRate": 0.00011,
                                 "optimizerName": "nadam"},
                   "vectorSize": 1024,
                   "denseActivation": "softsign",
                   "finalActivation": "sigmoid",
                   "epochs": 20,
                   "lossMode": "hard",
                   "lossMargin": 0.4
   },
  "startingWeights": {
    "pretrainPercent": 0,
    "weights": "imagenet"
  },
  "generateAugmentation": {
    "minScale": 0.5,
    "maxScale": 1.0,
    "minTranslate": -0.1,
    "maxTranslate": 0.1,
    "minGaussianBlur": 0,
    "maxGaussianBlur": 1,
    "minMotionBlur": 3,
    "maxMotionBlur": 8,
    "minShear": -6,
    "maxShear": 6,
    "minContrast": 0.95,
    "maxContrast": 1.05,
    "minBrightness": -40,
    "maxBrightness": 40
  },
  "loadAugmentation": {
    "minScale": 0.5,
    "maxScale": 1.0,
    "minTranslate": -0.1,
    "maxTranslate": 0.1,
    "minGaussianBlur": 0,
    "maxGaussianBlur": 1,
    "minMotionBlur": 3,
    "maxMotionBlur": 8,
    "minShear": -6,
    "maxShear": 6,
    "minContrast": 0.95,
    "maxContrast": 1.05,
    "minBrightness": -40,
    "maxBrightness": 40
  },
  "preprocessing": {
    "detectCircle": "false",
    "edgeDetection": {"enabled": "false", "threshold": 50},
    "threshold": {"enabled": "false"}
  },
  "trainingAugmentation": {
    "gaussianNoise": 0.20,
    "minRotation": 0,
    "maxRotation": 360,
    "piecewiseAffine": 0.006345186964944,
    "coarseDropoutSize": 0.04,
    "coarseDropoutProbability": 0.20,
    "rotationEasing": {
      "$index": 0,
      "easing": "epoch",
      "minRotationEasing": 0.01,
      "maxRotationEasing": 1.00
    }
  },
  "finalTestPrintEvery": 25,
  "finalTestImages": 100,
  "finalTestRotationIncrement": 10,
  "finalTestDBAugmentations": 1,
  "finalTestAugmentationsPerImage": 2,
  "finalTestQueryRotationIncrement": 15,
  "azureStorageBucket": "pillimages",
  "azureStorageKey": "j8/WRyKg4STU5h3RddQcq2QSjE1DiJDu18azIFt91ztOy50XKmLNo6th3Ee/3TsVAMQfe17nx+nSvDoH5Qr7Iw==",
  "azureStorageUrl": "https://pillimages.blob.core.usgovcloudapi.net/images/",
  "azureEndpointSuffix": "core.usgovcloudapi.net"
}