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Add Tensorflow and PyTorch Training Templates
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,74 @@ | ||
| entrypoint: main | ||
| arguments: | ||
| parameters: | ||
| - name: source | ||
| value: https://github.com/onepanelio/pytorch-examples.git | ||
| - name: command | ||
| value: "python mnist/main.py --epochs=1" | ||
| volumeClaimTemplates: | ||
| - metadata: | ||
| name: data | ||
| spec: | ||
| accessModes: [ "ReadWriteOnce" ] | ||
| resources: | ||
| requests: | ||
| storage: 2Gi | ||
| - metadata: | ||
| name: output | ||
| spec: | ||
| accessModes: [ "ReadWriteOnce" ] | ||
| resources: | ||
| requests: | ||
| storage: 2Gi | ||
| templates: | ||
| - name: main | ||
| dag: | ||
| tasks: | ||
| - name: train-model | ||
| template: pytorch | ||
| - name: notify-in-slack | ||
| dependencies: [train-model] | ||
| template: slack-notify-success | ||
| arguments: | ||
| parameters: | ||
| - name: status | ||
| value: "{{tasks.train-model.status}}" | ||
| artifacts: | ||
| - name: metrics | ||
| from: "{{tasks.train-model.outputs.artifacts.sys-metrics}}" | ||
| - name: pytorch | ||
| inputs: | ||
| artifacts: | ||
| - name: src | ||
| path: /mnt/src | ||
| git: | ||
| repo: "{{workflow.parameters.source}}" | ||
| outputs: | ||
| artifacts: | ||
| - name: model | ||
| path: /mnt/output | ||
| optional: true | ||
| archive: | ||
| none: {} | ||
| container: | ||
| image: pytorch/pytorch:latest | ||
| command: [sh,-c] | ||
| args: ["{{workflow.parameters.command}}"] | ||
| workingDir: /mnt/src | ||
| volumeMounts: | ||
| - name: data | ||
| mountPath: /mnt/data | ||
| - name: output | ||
| mountPath: /mnt/output | ||
| - name: slack-notify-success | ||
| container: | ||
| image: technosophos/slack-notify | ||
| command: [sh,-c] | ||
| args: ['SLACK_USERNAME=Worker SLACK_TITLE="{{workflow.name}} {{inputs.parameters.status}}" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE=$(cat /tmp/metrics.json)} ./slack-notify'] | ||
| inputs: | ||
| parameters: | ||
| - name: status | ||
| artifacts: | ||
| - name: metrics | ||
| path: /tmp/metrics.json | ||
| optional: true |
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| ## Tensorflow sample training template | ||
|
|
||
| This is a sample template which uses Tensorflow example available on Github to train a sample model on MNIST dataset. |
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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,74 @@ | ||
| entrypoint: main | ||
| arguments: | ||
| parameters: | ||
| - name: source | ||
| value: https://github.com/onepanelio/tensorflow-examples.git | ||
| - name: command | ||
| value: "python mnist/main.py --epochs=5" | ||
| volumeClaimTemplates: | ||
| - metadata: | ||
| name: data | ||
| spec: | ||
| accessModes: [ "ReadWriteOnce" ] | ||
| resources: | ||
| requests: | ||
| storage: 2Gi | ||
| - metadata: | ||
| name: output | ||
| spec: | ||
| accessModes: [ "ReadWriteOnce" ] | ||
| resources: | ||
| requests: | ||
| storage: 2Gi | ||
| templates: | ||
| - name: main | ||
| dag: | ||
| tasks: | ||
| - name: train-model | ||
| template: pytorch | ||
| - name: notify-in-slack | ||
| dependencies: [train-model] | ||
| template: slack-notify-success | ||
| arguments: | ||
| parameters: | ||
| - name: status | ||
| value: "{{tasks.train-model.status}}" | ||
| artifacts: | ||
| - name: metrics | ||
| from: "{{tasks.train-model.outputs.artifacts.sys-metrics}}" | ||
| - name: pytorch | ||
| inputs: | ||
| artifacts: | ||
| - name: src | ||
| path: /mnt/src | ||
| git: | ||
| repo: "{{workflow.parameters.source}}" | ||
| outputs: | ||
| artifacts: | ||
| - name: model | ||
| path: /mnt/output | ||
| optional: true | ||
| archive: | ||
| none: {} | ||
| container: | ||
| image: tensorflow/tensorflow:latest | ||
| command: [sh,-c] | ||
| args: ["{{workflow.parameters.command}}"] | ||
| workingDir: /mnt/src | ||
| volumeMounts: | ||
| - name: data | ||
| mountPath: /mnt/data | ||
| - name: output | ||
| mountPath: /mnt/output | ||
| - name: slack-notify-success | ||
| container: | ||
| image: technosophos/slack-notify | ||
| command: [sh,-c] | ||
| args: ['SLACK_USERNAME=Worker SLACK_TITLE="{{workflow.name}} {{inputs.parameters.status}}" SLACK_ICON=https://www.gravatar.com/avatar/5c4478592fe00878f62f0027be59c1bd SLACK_MESSAGE=$(cat /tmp/metrics.json)} ./slack-notify'] | ||
| inputs: | ||
| parameters: | ||
| - name: status | ||
| artifacts: | ||
| - name: metrics | ||
| path: /tmp/metrics.json | ||
| optional: true |