pipelines/components/ibm-components/watson/manage/monitor_quality/component.yaml

32 lines
1.4 KiB
YAML

# 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: 'Monitor quality - Watson OpenScale'
description: |
Enable model quality monitoring on Watson OpenScale.
metadata:
annotations: {platform: 'IBM Watson OpenScale'}
inputs:
- {name: model_name, description: 'Deployed model name on OpenScale.', default: 'AIOS Spark German Risk Model - Final'}
- {name: quality_threshold, description: 'Amount of threshold for quality monitoring', default: '0.7'}
- {name: quality_min_records, description: 'Minimum amount of records for performing a quality monitor.', default: '5'}
implementation:
container:
image: docker.io/aipipeline/monitor_quality:latest
command: ['python']
args: [
-u, monitor_quality.py,
--model_name, {inputValue: model_name},
--quality_threshold, {inputValue: quality_threshold},
--quality_min_records, {inputValue: quality_min_records}
]