52 lines
1.9 KiB
Bash
Executable File
52 lines
1.9 KiB
Bash
Executable File
#!/bin/bash
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# map feature using indicator encoding, also produce featmap.txt
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python mapfeat.py
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# split train and test
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python mknfold.py agaricus.txt 1
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# training
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../../xgboost mushroom.conf num_round=1 model_out=full.model bst:max_depth=3
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../../xgboost mushroom.conf task=dump model_in=full.model fmap=featmap.txt name_dump=dump.full.txt
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# training
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../../xgboost mushroom.conf num_round=2 model_out=m1.model bst:max_depth=1
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# this is what dump will looklike with feature map
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../../xgboost mushroom.conf task=dump model_in=m1.model fmap=featmap.txt name_dump=dump.m1.txt
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# interaction
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../../xgboost mushroom.conf task=interact model_in=m1.model model_out=m2.model interact:booster_index=0 bst:interact:expand=1
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../../xgboost mushroom.conf task=interact model_in=m2.model model_out=m3.model interact:booster_index=0 interact:action=remove
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../../xgboost mushroom.conf task=interact model_in=m3.model model_out=m4.model interact:booster_index=0 bst:interact:expand=2
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# this is what dump will looklike with feature map
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../../xgboost mushroom.conf task=dump model_in=m1.model fmap=featmap.txt name_dump=dump.m2.txt
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../../xgboost mushroom.conf task=dump model_in=m2.model fmap=featmap.txt name_dump=dump.m2.txt
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../../xgboost mushroom.conf task=dump model_in=m3.model fmap=featmap.txt name_dump=dump.m3.txt
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../../xgboost mushroom.conf task=dump model_in=m4.model fmap=featmap.txt name_dump=dump.m4.txt
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echo "========m1======="
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cat dump.m1.txt
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echo "========m2========"
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cat dump.m2.txt
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echo "========m3========"
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cat dump.m3.txt
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# statistics are print into stderr
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../../xgboost mushroom.conf model_in=m3.model task=eval 2>eval.m3.txt
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cat eval.m3.txt
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echo "========m4========"
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cat dump.m4.txt
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../../xgboost mushroom.conf model_in=m4.model task=eval 2>eval.m4.txt
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cat eval.m4.txt
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echo "========full======="
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cat dump.full.txt
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../../xgboost mushroom.conf model_in=full.model task=eval 2>eval.full.txt
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cat eval.full.txt |