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#!/usr/bin/env python
# -*- coding: utf-8 -*-
"""
Test for evaluating interrupted training.
This test requires human interaction.
Author: Gertjan van den Burg
"""
from gensvm import GenSVM, GenSVMGridSearchCV
from sklearn.datasets import load_iris
def wait_for_human():
print("\nThe goal of this test is to interrupt training using Ctrl+C.")
input("Are you ready to interrupt training? Press enter to continue.")
def single():
wait_for_human()
X, y = load_iris(return_X_y=True)
clf = GenSVM(lmd=1e-10, epsilon=1e-10, p=2, kappa=-0.99, verbose=1)
clf.fit(X, y)
def grid():
wait_for_human()
X, y = load_iris(return_X_y=True)
gg = GenSVMGridSearchCV(
{"p": [1.0, 2.0], "kappa": [1, 2], "lmd": [1e-5]}, verbose=1
)
gg.fit(X, y)
def main():
single()
grid()
if __name__ == "__main__":
main()
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