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params.libsonnet
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params.libsonnet
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{
global: {},
components: {
// Component-level parameters, defined initially from 'ks prototype use ...'
// Each object below should correspond to a component in the components/ directory
"pets-pvc": {
accessMode: 'ReadWriteMany',
name: 'pets-pvc',
storage: '20Gi',
},
"get-data-job": {
mountPath: '/pets_data',
name: 'get-data-job',
pvc: 'pets-pvc',
urlAnnotations: 'http://www.robots.ox.ac.uk/~vgg/data/pets/data/annotations.tar.gz',
urlData: 'http://www.robots.ox.ac.uk/~vgg/data/pets/data/images.tar.gz',
urlModel: 'http://download.tensorflow.org/models/object_detection/faster_rcnn_resnet101_coco_2018_01_28.tar.gz',
urlPipelineConfig: 'https://raw.githubusercontent.com/kubeflow/examples/master/object_detection/conf/faster_rcnn_resnet101_pets.config',
},
"decompress-data-job": {
mountPath: '/pets_data',
name: 'decompress-data-job',
pathToAnnotations: '/pets_data/annotations.tar.gz',
pathToDataset: '/pets_data/images.tar.gz',
pathToModel: '/pets_data/faster_rcnn_resnet101_coco_2018_01_28.tar.gz',
pvc: 'pets-pvc',
},
"create-pet-record-job": {
dataDirPath: '/pets_data',
image: 'lcastell/pets_object_detection',
mountPath: '/pets_data',
name: 'create-pet-record-job',
outputDirPath: '/pets_data',
pvc: 'pets-pvc',
},
"tf-training-job": {
image: 'lcastell/pets_object_detection',
mountPath: '/pets_data',
name: 'tf-training-job',
numGpu: 0,
numPs: 1,
numWorkers: 1,
pipelineConfigPath: '/pets_data/faster_rcnn_resnet101_pets.config',
pvc: 'pets-pvc',
trainDir: '/pets_data/train',
},
"export-tf-graph-job": {
inputType: 'image_tensor',
pipelineConfigPath: '/pets_data/faster_rcnn_resnet101_pets.config',
trainedCheckpoint: '/pets_data/train/model.ckpt-<number>',
outputDir: '/pets_data/exported_graphs',
image: 'lcastell/pets_object_detection',
mountPath: '/pets_data',
name: 'export-tf-graph-job',
pvc: 'pets-pvc',
},
model1: {
cloud: 'gcp',
deployHttpProxy: true,
gcpCredentialSecretName: 'user-gcp-sa',
modelPath: 'gs://kai-test2-models/object-detection',
modelServerImage: 'gcr.io/kubeflow-images-public/tensorflow-serving-1.8gpu:latest',
name: 'coco',
numGpus: 1,
},
"pets-model": {
defaultCpuImage: 'tensorflow/serving:1.10.0',
defaultGpuImage: 'tensorflow/serving:1.10.0-gpu',
deployHttpProxy: true,
modelPath: '/mnt/exported_graphs/saved_model',
modelStorageType: 'nfs',
nfsPVC: 'pets-pvc',
name: 'pets-model',
},
},
}