119 lines
4.4 KiB
YAML
119 lines
4.4 KiB
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.
|
|
|
|
name: Deploying a trained model to Cloud Machine Learning Engine
|
|
description: |
|
|
A Kubeflow Pipeline component to deploy a trained model from a Cloud Storage
|
|
path to a Cloud Machine Learning Engine service.
|
|
metadata:
|
|
labels:
|
|
add-pod-env: 'true'
|
|
inputs:
|
|
- name: model_uri
|
|
description: >-
|
|
Required. The Cloud Storage URI which contains a model file. Commonly
|
|
used TF model search paths (export/exporter) will be used if they exist.
|
|
type: GCSPath
|
|
- name: project_id
|
|
description: 'Required.The ID of the parent project of the serving model.'
|
|
type: GCPProjectID
|
|
- name: model_id
|
|
description: >-
|
|
Optional. The user-specified name of the model. If it is not provided,
|
|
the operation uses a random name.
|
|
default: ''
|
|
type: String
|
|
- name: version_id
|
|
description: >-
|
|
Optional. The user-specified name of the version. If it is not provided,
|
|
the operation uses a random name.
|
|
default: ''
|
|
type: String
|
|
- name: runtime_version
|
|
description: >-
|
|
Optional. The [Cloud ML Engine runtime version](https://cloud.google.com/ml-engine/docs/tensorflow/runtime-version-list) to use for
|
|
this deployment. If it is not set, the Cloud ML Engine uses the default
|
|
stable version, 1.0.
|
|
default: ''
|
|
type: String
|
|
- name: python_version
|
|
description: >-
|
|
Optional. The version of Python used in the prediction. If it is not set,
|
|
the default version is `2.7`. Python `3.5` is available when the
|
|
runtime_version is set to `1.4` and above. Python `2.7` works with all
|
|
supported runtime versions.
|
|
default: ''
|
|
type: String
|
|
- name: model
|
|
description: >-
|
|
Optional. The JSON payload of the new
|
|
[Model](https://cloud.google.com/ml-engine/reference/rest/v1/projects.models), if it does not exist.
|
|
default: ''
|
|
type: Dict
|
|
- name: version
|
|
description: >-
|
|
Optional. The JSON payload of the new
|
|
[Version](https://cloud.google.com/ml-engine/reference/rest/v1/projects.models.versions).
|
|
default: ''
|
|
type: Dict
|
|
- name: replace_existing_version
|
|
description: >-
|
|
A Boolean flag that indicates whether to replace existing version in case of conflict.
|
|
default: 'Fasle'
|
|
type: Bool
|
|
- name: set_default
|
|
description: >-
|
|
A Boolean flag that indicates whether to set the new version as default version in the model.
|
|
default: 'False'
|
|
type: Bool
|
|
- name: wait_interval
|
|
description: 'A time-interval to wait for in case the operation has a long run time.'
|
|
default: '30'
|
|
type: Integer
|
|
outputs:
|
|
- name: model_uri
|
|
description: 'The Cloud Storage URI of the trained model.'
|
|
type: GCSPath
|
|
- name: model_name
|
|
description: 'The name of the deployed model.'
|
|
type: String
|
|
- name: version_name
|
|
description: 'The name of the deployed version.'
|
|
type: String
|
|
- name: MLPipeline UI metadata
|
|
type: UI metadata
|
|
implementation:
|
|
container:
|
|
image: gcr.io/ml-pipeline/ml-pipeline-gcp:1.4.0-rc.1
|
|
args: [
|
|
--ui_metadata_path, {outputPath: MLPipeline UI metadata},
|
|
kfp_component.google.ml_engine, deploy,
|
|
--model_uri, {inputValue: model_uri},
|
|
--project_id, {inputValue: project_id},
|
|
--model_id, {inputValue: model_id},
|
|
--version_id, {inputValue: version_id},
|
|
--runtime_version, {inputValue: runtime_version},
|
|
--python_version, {inputValue: python_version},
|
|
--model, {inputValue: model},
|
|
--version, {inputValue: version},
|
|
--replace_existing_version, {inputValue: replace_existing_version},
|
|
--set_default, {inputValue: set_default},
|
|
--wait_interval, {inputValue: wait_interval},
|
|
--model_uri_output_path, {outputPath: model_uri},
|
|
--model_name_output_path, {outputPath: model_name},
|
|
--version_name_output_path, {outputPath: version_name},
|
|
]
|
|
env:
|
|
KFP_POD_NAME: "{{pod.name}}"
|