[Scipy-svn] r2145 - trunk/Lib/sandbox/svm/tests

scipy-svn at scipy.org scipy-svn at scipy.org
Thu Aug 3 10:14:30 CDT 2006


Author: fullung
Date: 2006-08-03 10:14:19 -0500 (Thu, 03 Aug 2006)
New Revision: 2145

Added:
   trunk/Lib/sandbox/svm/tests/test_speed.py
Log:
Benchmark with large test dataset.


Added: trunk/Lib/sandbox/svm/tests/test_speed.py
===================================================================
--- trunk/Lib/sandbox/svm/tests/test_speed.py	2006-08-03 15:12:13 UTC (rev 2144)
+++ trunk/Lib/sandbox/svm/tests/test_speed.py	2006-08-03 15:14:19 UTC (rev 2145)
@@ -0,0 +1,28 @@
+from numpy.testing import *
+import numpy as N
+
+set_local_path('../..')
+from svm.classification import *
+from svm.dataset import *
+from svm.kernel import *
+from svm.predict import *
+restore_path()
+
+class test_classification_speed(NumpyTestCase):
+    def check_large_test_dataset(self):
+        x = N.random.randn(150, 5)
+        labels = N.random.random_integers(1, 5, x.shape[0])
+        traindata = LibSvmClassificationDataSet(labels, x)
+
+        kernel = RBFKernel(traindata.gamma)
+        model = LibSvmCClassificationModel(kernel)
+        results = model.fit(traindata, LibSvmPythonPredictor)
+        results.compact()
+
+        xdim, ydim = 32, 32
+        img = N.random.randn(xdim, ydim, 3)
+        testdata = LibSvmTestDataSet(img.reshape(xdim*ydim, 3))
+        v = results.predict_values(testdata)
+
+if __name__ == '__main__':
+    NumpyTest().run()



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