Merge pull request #92 from smohsinali/michalewicz

Add michalewicz test function

benchmarks/michalewicz/.nfs0000000007b204940000008f

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+##
+# wrapping: A program making it easy to use hyperparameter
+# optimization software.
+# Copyright (C) 2013 Katharina Eggensperger and Matthias Feurer
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+__authors__ = ["Mohsin Ali"]
+__contact__ = ["automl.org"]
+__credits__ = ["Sonja Surjanovic, Derek Bingham,"]
+__function__= ["MICHALEWICZ FUNCTION"]
+
+import time
+
+import HPOlib.benchmarks.benchmark_util as benchmark_util
+
+def michal(xx,m):
+	import math
+
+	d=len(xx);
+	sum=0;
+	for ii in range(d):
+		xi=xx[ii];
+		i=ii+1;
+		new=math.sin(xi) * math.pow((math.sin(i*math.pow(xi,2)/math.pi)),(2*m));
+		sum=sum+new;	
+
+	return -sum;
+
+
+
+def main(params, **kwargs):
+	print 'Params: ', params;
+	print 'kwargs: ', kwargs;
+
+	xx=[float(params["x"]),float(params["y"])];
+
+	y = michal(xx,10);
+	return y;
+
+if __name__ == "__main__":
+	starttime = time.time()
+	args, params = benchmark_util.parse_cli()
+	result = main(params, **args)
+	duration = time.time() - starttime
+	print "Result for ParamILS: %s, %f, 1, %f, %d, %s" % \
+		("SAT", abs(duration), result, -1, str(__file__))

benchmarks/michalewicz/ROAR_smac_2_06_01-dev

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+smac_2_06_01-dev

benchmarks/michalewicz/ROAR_smac_2_08_00-master

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+smac_2_08_00-master

benchmarks/michalewicz/ROAR_smac_2_10_00-dev

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+smac_2_10_00-dev

benchmarks/michalewicz/__init__.py

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+__authors__ = ["Katharina Eggensperger", "Matthias Feurer"]
+__contact__ = "automl.org"

benchmarks/michalewicz/config.cfg

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+[SMAC]
+p = params.pcs
+
+[TPE]
+space = space.py
+
+[SPEARMINT]
+config = config.pb
+
+[HPOLIB]
+console_output_delay = 2.0
+function = python ../michalewicz.py
+number_of_jobs = 50
+result_on_terminate = 3

benchmarks/michalewicz/hyperopt_august2013_mod/space.py

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+from hyperopt import hp
+
+space = {'x1': hp.uniform('x1', 0, 3.14159265359),
+		 'x2': hp.uniform('x2', 0, 3.14159265359),
+		 'x3': hp.uniform('x3', 0, 3.14159265359),
+		 'x4': hp.uniform('x4', 0, 3.14159265359),
+		 'x5': hp.uniform('x5', 0, 3.14159265359),
+		 'x6': hp.uniform('x6', 0, 3.14159265359),
+		 'x7': hp.uniform('x7', 0, 3.14159265359),
+		 'x8': hp.uniform('x8', 0, 3.14159265359),
+		 'x9': hp.uniform('x9', 0, 3.14159265359),
+		 'x10': hp.uniform('x10', 0, 3.14159265359)
+		 }

benchmarks/michalewicz/michalewicz.py

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+##
+# wrapping: A program making it easy to use hyperparameter
+# optimization software.
+# Copyright (C) 2013 Katharina Eggensperger and Matthias Feurer
+#
+# This program is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+#
+# This program is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with this program.  If not, see <http://www.gnu.org/licenses/>.
+
+__authors__ = ["Mohsin Ali"]
+__contact__ = ["automl.org"]
+__credits__ = ["Sonja Surjanovic", "Derek Bingham",]
+__function__= ["MICHALEWICZ FUNCTION"]
+
+import time
+
+import HPOlib.benchmarks.benchmark_util as benchmark_util
+
+def michal(xx,m):
+	import math
+
+	d=len(xx);
+	sum=0;
+	for ii in range(d):
+		xi=xx[ii];
+		i=ii+1;
+		new=math.sin(xi) * math.pow((math.sin(i*math.pow(xi,2)/math.pi)),(2*m));
+		sum=sum+new;	
+
+	return -sum;
+
+
+
+def main(params, **kwargs):
+	print 'Params: ', params;
+	print 'kwargs: ', kwargs;
+
+	xx=[float(params["x1"]),float(params["x2"]),
+		float(params["x3"]),float(params["x4"]),
+		float(params["x5"]),float(params["x6"]),
+		float(params["x7"]),float(params["x8"]),
+		float(params["x9"]),float(params["x10"]),];
+
+	y = michal(xx,10);
+	return y;
+
+if __name__ == "__main__":
+	starttime = time.time()
+	args, params = benchmark_util.parse_cli()
+	result = main(params, **args)
+	duration = time.time() - starttime
+	print "Result for ParamILS: %s, %f, 1, %f, %d, %s" % \
+		("SAT", abs(duration), result, -1, str(__file__))

benchmarks/michalewicz/random_hyperopt_august2013_mod

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+hyperopt_august2013_mod/

benchmarks/michalewicz/smac_2_06_01-dev/params.pcs

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+x1 real [0, 3.14159265359] [1.7]
+x2 real [0, 3.14159265359] [1.7]
+x3 real [0, 3.14159265359] [1.7]
+x4 real [0, 3.14159265359] [1.7]
+x5 real [0, 3.14159265359] [1.7]
+x6 real [0, 3.14159265359] [1.7]
+x7 real [0, 3.14159265359] [1.7]
+x8 real [0, 3.14159265359] [1.7]
+x9 real [0, 3.14159265359] [1.7]
+x10 real [0, 3.14159265359] [1.7]

benchmarks/michalewicz/smac_2_08_00-master

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+smac_2_06_01-dev/

benchmarks/michalewicz/smac_2_10_00-dev/params.pcs

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+x1 real [0, 3.14159265359] [1.7]
+x2 real [0, 3.14159265359] [1.7]
+x3 real [0, 3.14159265359] [1.7]
+x4 real [0, 3.14159265359] [1.7]
+x5 real [0, 3.14159265359] [1.7]
+x6 real [0, 3.14159265359] [1.7]
+x7 real [0, 3.14159265359] [1.7]
+x8 real [0, 3.14159265359] [1.7]
+x9 real [0, 3.14159265359] [1.7]
+x10 real [0, 3.14159265359] [1.7]

benchmarks/michalewicz/spearmint_april2013_mod/config.pb

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+language: PYTHON
+name:     "spearmint_to_HPOlib"
+
+variable {
+ name: "x1"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+variable {
+ name: "x2"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+variable {
+ name: "x3"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+variable {
+ name: "x4"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+variable {
+ name: "x5"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+variable {
+ name: "x6"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+variable {
+ name: "x7"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+variable {
+ name: "x8"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+variable {
+ name: "x9"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+variable {
+ name: "x10"
+ type: FLOAT
+ size: 1
+ min:  0
+ max:  3.14159265359
+}
+
+

benchmarks/michalewicz/spearmint_gitfork_mod

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+spearmint_april2013_mod/