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""" |
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Copyright 2024 Infosys Ltd.” |
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Use of this source code is governed by MIT license that can be found in the LICENSE file or at |
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MIT license https://opensource.org/licenses/MIT |
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Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: |
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The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. |
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. |
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""" |
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import pytest |
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import os |
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import sys |
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from io import BytesIO |
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from gridfs import GridFS, GridOut |
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from mongomock import gridfs |
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from fairness.service.service import FairnessUIservice |
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from fairness.service.service_utils import Utils |
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from sklearn.datasets import load_iris |
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from sklearn.ensemble import RandomForestClassifier |
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from sklearn.model_selection import train_test_split |
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from fairness.dao.WorkBench.FileStoreDb import FileStoreReportDb |
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from fairness.mappers.mappers import BiasAnalyzeRequest, BiasAnalyzeResponse, GetMitigationRequest, IndividualFairnessRequest, MitigateBiasRequest, GetBiasResponse, \ |
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GetBiasRequest, MitigationAnalyzeResponse, PreprocessingMitigationAnalyzeResponse, PreprocessingMitigateBiasRequest,BatchId |
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from gridfs.errors import NoFile, FileExists |
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from test.MockDB import Database_MockDB |
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import pytest |
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from pytest_mock import mocker |
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from mongomock import MongoClient |
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from dotenv import load_dotenv |
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import requests |
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from fairness.service.inprocessing import InprocessingService |
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inprocessing = InprocessingService() |
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load_dotenv() |
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class Test_model: |
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def test_analyze_batchid_return(self,setup_database): |
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fairnessUiServicebatch=InprocessingService(setup_database[0]) |
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BatchId_=setup_database[2] |
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batchId=BatchId(Batch_id=BatchId_) |
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getLabel_result = fairnessUiServicebatch.inprocessing_exponentiated_gradient_reduction(batchId) |
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assert getLabel_result is not None |
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def test_analyze_batchid_return(self,setup_database): |
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fairnessUiServicebatch=InprocessingService(setup_database[0]) |
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BatchId_=setup_database[2] |
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batchId=BatchId(Batch_id=BatchId_) |
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getLabel_result = fairnessUiServicebatch.inprocessing_exponentiated_gradient_reduction(batchId) |
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assert getLabel_result is not None |
