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train_component.yaml
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train_component.yaml
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# Copyright 2019 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.
name: Train T2T model
description: |
A Kubeflow Pipeline component to train a Tensor2Tensor
model
metadata:
labels:
add-pod-env: 'true'
inputs:
- name: train_steps
description: '...'
type: Integer
default: '2019300'
- name: working_dir
description: '...'
type: GCSPath
- name: data_dir
description: '...'
type: GCSPath
- name: checkpoint_dir
description: '...'
type: GCSPath
- name: model_dir
description: '...'
type: GCSPath
- name: action
description: '...'
type: String
- name: deploy_webapp
description: '...'
type: String
outputs:
- name: output
description: '...'
type: String
implementation:
container:
image: gcr.io/google-samples/ml-pipeline-t2ttrain:v2ap
args: [
--data-dir, {inputValue: data_dir},
--checkpoint-dir, {inputValue: checkpoint_dir},
--action, {inputValue: action},
--working-dir, {inputValue: working_dir},
--model-dir, {inputValue: model_dir},
--train-steps, {inputValue: train_steps},
--deploy-webapp, {inputValue: deploy_webapp}
]
env:
KFP_POD_NAME: "{{pod.name}}"
fileOutputs:
output: /tmp/output