config-hptune-classifier.yaml

# Copyright 2018 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

trainingInput:
  scaleTier: BASIC-GPU
  hyperparameters:
    goal: MINIMIZE
    hyperparameterMetricTag: loss
    maxTrials: 50
    maxParallelTrials: 10
    params:
      - parameterName: hp-lr2
        type: INTEGER
        minValue: 800
        maxValue: 30000
        scaleType: UNIT_LINEAR_SCALE
      - parameterName: hp-filter-sizes
        type: CATEGORICAL
        categoricalValues: ['S', 'M']
      - parameterName: hp-dense
        type: INTEGER
        minValue: 10
        maxValue: 200
        scaleType: UNIT_LINEAR_SCALE

########
# results with 3 convolutional layers (job plane64)
#{
#  "trialId": "50",
#  "hyperparameters": {
#    "hp-lr2": "832",
#    "hp-filter-sizes": "S",
#    "hp-dense": "72"
#  },
#  "finalMetric": {
#    "trainingStep": "100000",
#    "objectiveValue": 1.74609196186
#  }
#},
#{
#  "trialId": "28",
#  "hyperparameters": {
#    "hp-dense": "100",
#    "hp-lr2": "879",
#    "hp-filter-sizes": "S"
#  },
#  "finalMetric": {
#    "trainingStep": "100000",
#    "objectiveValue": 1.88658094406
#  }
#},
#{
#  "trialId": "30",
#  "hyperparameters": {
#    "hp-dense": "92",
#    "hp-lr2": "902",
#    "hp-filter-sizes": "S"
#  },
#  "finalMetric": {
#    "trainingStep": "100000",
#    "objectiveValue": 1.88950407505
#  }
#},
#{
#  "trialId": "1",
#  "hyperparameters": {
#    "hp-lr2": "6502",
#    "hp-filter-sizes": "M",
#    "hp-dense": "88"
#  },
#  "finalMetric": {
#    "trainingStep": "100000",
#    "objectiveValue": 1.89443397522
#  }

########
# results with 4 convolutional layers (job plane65)
#{
#  "trialId": "39",
#  "hyperparameters": {
#    "hp-lr2": "849",
#    "hp-filter-sizes": "S",
#    "hp-dense": "169"
#  },
#  "finalMetric": {
#    "trainingStep": "100000",
#    "objectiveValue": 1.56040382385
#  }
#},
#{
#  "trialId": "36",
#  "hyperparameters": {
#    "hp-dense": "178",
#    "hp-lr2": "804",
#    "hp-filter-sizes": "S"
#  },
#  "finalMetric": {
#    "trainingStep": "100000",
#    "objectiveValue": 1.73306965828
#  }