config-hptune-yolo.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: MAXIMIZE
    hyperparameterMetricTag: IOU
    maxTrials: 72
    maxParallelTrials: 9
    params:
      - parameterName: hp-layers
        type: INTEGER
        minValue: 10
        maxValue: 20
        scaleType: UNIT_LINEAR_SCALE
      - parameterName: hp-dropout
        type: DOUBLE
        minValue: 0.0
        maxValue: 0.5
        scaleType: UNIT_LINEAR_SCALE
      - parameterName: hp-lr2
        type: DOUBLE
        minValue: 1000
        maxValue: 100000
        scaleType: UNIT_LOG_SCALE