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[MNT] Replace live server calls with mocks in test_task_functions.py (partial) #1685

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[MNT] Replace live server calls with mocks in test_task_functions.py (partial) #1685

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[MNT] replace live server calls with mocks in test_task_functions.py(…
kronzter Feb 21, 2026
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[MNT] replace live server calls with mocks in test_task_functions.py(…
kronzter Feb 21, 2026
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303 changes: 303 additions & 0 deletions tests/files/mock_responses/tasks/estimation_procedure_list.xml
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<oml:estimationprocedures xmlns:oml="http://openml.org/openml">
<oml:estimationprocedure>
<oml:id>1</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>2</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>5 times 2-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>5</oml:repeats>
<oml:folds>2</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>3</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>10 times 10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>10</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>4</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>Leave one out</oml:name>
<oml:type>leaveoneout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>5</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>10% Holdout set</oml:name>
<oml:type>holdout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:percentage>33</oml:percentage>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>6</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>33% Holdout set</oml:name>
<oml:type>holdout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:percentage>33</oml:percentage>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>7</oml:id>
<oml:ttid>2</oml:ttid>
<oml:name>10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>8</oml:id>
<oml:ttid>2</oml:ttid>
<oml:name>5 times 2-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>5</oml:repeats>
<oml:folds>2</oml:folds>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>9</oml:id>
<oml:ttid>2</oml:ttid>
<oml:name>10 times 10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>10</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>10</oml:id>
<oml:ttid>2</oml:ttid>
<oml:name>Leave one out</oml:name>
<oml:type>leaveoneout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>11</oml:id>
<oml:ttid>2</oml:ttid>
<oml:name>10% Holdout set</oml:name>
<oml:type>holdout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:percentage>33</oml:percentage>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>12</oml:id>
<oml:ttid>2</oml:ttid>
<oml:name>33% Holdout set</oml:name>
<oml:type>holdout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:percentage>33</oml:percentage>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>13</oml:id>
<oml:ttid>3</oml:ttid>
<oml:name>10-fold Learning Curve</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>14</oml:id>
<oml:ttid>3</oml:ttid>
<oml:name>10 times 10-fold Learning Curve</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>10</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>15</oml:id>
<oml:ttid>4</oml:ttid>
<oml:name>Interleaved Test then Train</oml:name>
<oml:type>testthentrain</oml:type>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>16</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>Custom Holdout</oml:name>
<oml:type>customholdout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>1</oml:folds>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>17</oml:id>
<oml:ttid>5</oml:ttid>
<oml:name>50 times Clustering</oml:name>
<oml:type>testontrainingdata</oml:type>
<oml:repeats>50</oml:repeats>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>18</oml:id>
<oml:ttid>6</oml:ttid>
<oml:name>Holdout unlabeled</oml:name>
<oml:type>holdoutunlabeled</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>1</oml:folds>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>19</oml:id>
<oml:ttid>7</oml:ttid>
<oml:name>10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>20</oml:id>
<oml:ttid>7</oml:ttid>
<oml:name>5 times 2-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>5</oml:repeats>
<oml:folds>2</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>21</oml:id>
<oml:ttid>7</oml:ttid>
<oml:name>10 times 10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>10</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>22</oml:id>
<oml:ttid>7</oml:ttid>
<oml:name>Leave one out</oml:name>
<oml:type>leaveoneout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>23</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>100 times 10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>100</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>24</oml:id>
<oml:ttid>2</oml:ttid>
<oml:name>Custom 10-fold Crossvalidation</oml:name>
<oml:type>customholdout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>false</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>25</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>4-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>4</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>26</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>Test on Training Data</oml:name>
<oml:type>testontrainingdata</oml:type>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>27</oml:id>
<oml:ttid>2</oml:ttid>
<oml:name>Test on Training Data</oml:name>
<oml:type>testontrainingdata</oml:type>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>28</oml:id>
<oml:ttid>1</oml:ttid>
<oml:name>20% Holdout (Ordered)</oml:name>
<oml:type>holdout_ordered</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>1</oml:folds>
<oml:percentage>20</oml:percentage>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>29</oml:id>
<oml:ttid>9</oml:ttid>
<oml:name>10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>30</oml:id>
<oml:ttid>10</oml:ttid>
<oml:name>10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>1</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>31</oml:id>
<oml:ttid>10</oml:ttid>
<oml:name>5 times 2-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>5</oml:repeats>
<oml:folds>2</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>32</oml:id>
<oml:ttid>10</oml:ttid>
<oml:name>10 times 10-fold Crossvalidation</oml:name>
<oml:type>crossvalidation</oml:type>
<oml:repeats>10</oml:repeats>
<oml:folds>10</oml:folds>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>33</oml:id>
<oml:ttid>10</oml:ttid>
<oml:name>10% Holdout set</oml:name>
<oml:type>holdout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:percentage>33</oml:percentage>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>34</oml:id>
<oml:ttid>10</oml:ttid>
<oml:name>33% Holdout set</oml:name>
<oml:type>holdout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:percentage>33</oml:percentage>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
<oml:estimationprocedure>
<oml:id>35</oml:id>
<oml:ttid>11</oml:ttid>
<oml:name>33% Holdout set</oml:name>
<oml:type>holdout</oml:type>
<oml:repeats>1</oml:repeats>
<oml:percentage>33</oml:percentage>
<oml:stratified_sampling>true</oml:stratified_sampling>
</oml:estimationprocedure>
</oml:estimationprocedures>
40 changes: 40 additions & 0 deletions tests/files/mock_responses/tasks/task_list_clustering.xml
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<oml:tasks xmlns:oml="http://openml.org/openml">
<oml:task>
<oml:task_id>1372</oml:task_id>
<oml:task_type_id>5</oml:task_type_id>
<oml:task_type>Clustering</oml:task_type>
<oml:did>113</oml:did>
<oml:name>fruitfly</oml:name>
<oml:status>active</oml:status>
<oml:format>ARFF</oml:format>
<oml:input name="estimation_procedure">17</oml:input>
<oml:input name="source_data">113</oml:input>
<oml:quality name="NumberOfClasses">0.0</oml:quality>
<oml:quality name="NumberOfFeatures">5.0</oml:quality>
<oml:quality name="NumberOfInstances">125.0</oml:quality>
<oml:quality name="NumberOfInstancesWithMissingValues">0.0</oml:quality>
<oml:quality name="NumberOfMissingValues">0.0</oml:quality>
<oml:quality name="NumberOfNumericFeatures">3.0</oml:quality>
<oml:quality name="NumberOfSymbolicFeatures">2.0</oml:quality>
</oml:task>
<oml:task>
<oml:task_id>1618</oml:task_id>
<oml:task_type_id>5</oml:task_type_id>
<oml:task_type>Clustering</oml:task_type>
<oml:did>389</oml:did>
<oml:name>kr-vs-kp</oml:name>
<oml:status>active</oml:status>
<oml:format>ARFF</oml:format>
<oml:input name="estimation_procedure">17</oml:input>
<oml:input name="source_data">389</oml:input>
<oml:quality name="MajorityClassSize">1669.0</oml:quality>
<oml:quality name="MinorityClassSize">1527.0</oml:quality>
<oml:quality name="NumberOfClasses">2.0</oml:quality>
<oml:quality name="NumberOfFeatures">37.0</oml:quality>
<oml:quality name="NumberOfInstances">3196.0</oml:quality>
<oml:quality name="NumberOfInstancesWithMissingValues">0.0</oml:quality>
<oml:quality name="NumberOfMissingValues">0.0</oml:quality>
<oml:quality name="NumberOfNumericFeatures">0.0</oml:quality>
<oml:quality name="NumberOfSymbolicFeatures">37.0</oml:quality>
</oml:task>
</oml:tasks>
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