38 lines
1.9 KiB
YAML
38 lines
1.9 KiB
YAML
# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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name: 'Monitor Fairness - Watson OpenScale'
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description: |
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Enable model fairness monitoring on Watson OpenScale.
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metadata:
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annotations: {platform: 'IBM Watson OpenScale'}
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inputs:
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- {name: model_name, description: 'Deployed model name on OpenScale.', default: 'AIOS Spark German Risk Model - Final'}
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- {name: fairness_threshold, description: 'Amount of threshold for fairness monitoring.', default: '0.95'}
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- {name: fairness_min_records, description: 'Minimum amount of records for performing a fairness monitor.', default: '5'}
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- {name: aios_manifest_path, description: 'Object storage file path for the aios manifest file.', default: 'aios.json'}
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- {name: cos_bucket_name, description: 'Object storage bucket name.', default: 'bucket-name'}
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- {name: data_filename, description: 'Name of the data binary', default: ''}
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implementation:
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container:
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image: docker.io/aipipeline/monitor_fairness:latest
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command: ['python']
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args: [
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-u, monitor_fairness.py,
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--model_name, {inputValue: model_name},
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--fairness_threshold, {inputValue: fairness_threshold},
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--fairness_min_records, {inputValue: fairness_min_records},
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--aios_manifest_path, {inputValue: aios_manifest_path},
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--cos_bucket_name, {inputValue: cos_bucket_name},
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--data_filename, {inputValue: data_filename}
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]
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