apiVersion: v1 kind: ConfigMap metadata: name: trial-template namespace: kubeflow labels: app: katib-trial-templates data: defaultTrialTemplate.yaml: |- apiVersion: batch/v1 kind: Job spec: template: spec: containers: - name: training-container image: docker.io/kubeflowkatib/mxnet-mnist:v1beta1-45c5727 command: - "python3" - "/opt/mxnet-mnist/mnist.py" - "--batch-size=64" - "--lr=${trialParameters.learningRate}" - "--num-layers=${trialParameters.numberLayers}" - "--optimizer=${trialParameters.optimizer}" restartPolicy: Never # For ConfigMap templates double quotes must set in commands to correct parse JSON parameters in Trial Template (e.g nn_config, architecture) enasCPUTemplate: |- apiVersion: batch/v1 kind: Job spec: template: spec: containers: - name: training-container image: docker.io/kubeflowkatib/enas-cnn-cifar10-cpu:v1beta1-45c5727 command: - python3 - -u - RunTrial.py - --num_epochs=1 - "--architecture=\"${trialParameters.neuralNetworkArchitecture}\"" - "--nn_config=\"${trialParameters.neuralNetworkConfig}\"" restartPolicy: Never pytorchJobTemplate: |- apiVersion: "kubeflow.org/v1" kind: PyTorchJob spec: pytorchReplicaSpecs: Master: replicas: 1 restartPolicy: OnFailure template: spec: containers: - name: pytorch image: docker.io/kubeflowkatib/pytorch-mnist:v1beta1-45c5727 imagePullPolicy: Always command: - "python3" - "/opt/pytorch-mnist/mnist.py" - "--epochs=1" - "--lr=${trialParameters.learningRate}" - "--momentum=${trialParameters.momentum}" Worker: replicas: 2 restartPolicy: OnFailure template: spec: containers: - name: pytorch image: docker.io/kubeflowkatib/pytorch-mnist:v1beta1-45c5727 imagePullPolicy: Always command: - "python3" - "/opt/pytorch-mnist/mnist.py" - "--epochs=1" - "--lr=${trialParameters.learningRate}" - "--momentum=${trialParameters.momentum}"