changeset 229:d7250ee86f72

Added speed test for ArraDataSet
author Frederic Bastien <bastienf@iro.umontreal.ca>
date Fri, 16 May 2008 16:40:26 -0400
parents 6f55e301c687
children 4d1bd2513e06
files misc.py test_dataset.py
diffstat 2 files changed, 67 insertions(+), 1 deletions(-) [+]
line wrap: on
line diff
--- a/misc.py	Fri May 16 16:38:07 2008 -0400
+++ b/misc.py	Fri May 16 16:40:26 2008 -0400
@@ -27,3 +27,13 @@
     This should run in O(n1+n2) where n1=|list1|, n2=|list2|.
     """
     return list(set.intersection(set(list1),set(list2)))
+import time
+#http://www.daniweb.com/code/snippet368.html
+def print_timing(func):
+    def wrapper(*arg):
+        t1 = time.time()
+        res = func(*arg)
+        t2 = time.time()
+        print '%s took %0.3f ms' % (func.func_name, (t2-t1)*1000.0)
+        return res
+    return wrapper
--- a/test_dataset.py	Fri May 16 16:38:07 2008 -0400
+++ b/test_dataset.py	Fri May 16 16:40:26 2008 -0400
@@ -2,6 +2,7 @@
 from dataset import *
 from math import *
 import numpy
+from misc import *
 
 def have_raised(to_eval, **var):
     have_thrown = False
@@ -463,7 +464,9 @@
     ds1 = ArrayDataSet(a,LookupList(['x','y','z'],[slice(3),3,[0,2]]))###???tuple not tested
 
     ds2 = ApplyFunctionDataSet(ds1,lambda x,y,z: (x+1,y+1,z+1), ['x','y','z'],minibatch_mode=False)
-    ds3 = ApplyFunctionDataSet(ds1,lambda x,y,z: (numpy.array(x)+1,numpy.array(y)+1,numpy.array(z)+1), ['x','y','z'],minibatch_mode=True)
+    ds3 = ApplyFunctionDataSet(ds1,lambda x,y,z: (numpy.array(x)+1,numpy.array(y)+1,numpy.array(z)+1),
+                               ['x','y','z'],
+                               minibatch_mode=True)
 
     test_all(a2,ds2)
     test_all(a2,ds3)
@@ -485,10 +488,63 @@
 def test_ArrayFieldsDataSet():
     print "test_ArrayFieldsDataSet"
     raise NotImplementedError()
+
+
+def test_speed():
+    print "test_speed"
+    import time
+    a2 = numpy.random.rand(100000,400)
+    ds = ArrayDataSet(a2,{'x':slice(3),'y':3,'z':[0,2]})###???tuple not tested
+    ds = ArrayDataSet(a2,LookupList(['x','y','z'],[slice(3),3,[0,2]]))###???tuple not tested
+    ds = ArrayDataSet(a2,{all:slice(0,a2.shape[1],1)})
+    #assert ds==a? should this work?
+    @print_timing
+    def f_array1(a):
+        a+1
+    @print_timing
+    def f_array2(a):
+        for id in range(a.shape[0]):
+            pass
+#            a[id]+1
+    @print_timing
+    def f_ds(ds):
+        for ex in ds:
+            pass
+#            ex[0]+1
+    @print_timing
+    def f_ds_mb1(ds,mb_size):
+        for exs in ds.minibatches(minibatch_size = mb_size):
+            for ex in exs:
+                pass
+#                ex[0]+1
+    @print_timing
+    def f_ds_mb2(ds,mb_size):
+        for exs in ds.minibatches(minibatch_size = mb_size):
+            pass
+#            exs[0]+1
+
+    f_array1(a2)
+    f_array2(a2)
+
+    f_ds(ds)
+
+    f_ds_mb1(ds,10)
+    f_ds_mb1(ds,100)
+    f_ds_mb1(ds,1000)
+    f_ds_mb1(ds,10000)
+    f_ds_mb2(ds,10)
+    f_ds_mb2(ds,100)
+    f_ds_mb2(ds,1000)
+    f_ds_mb2(ds,10000)
+
+    del a2, ds
+
 if __name__=='__main__':
     test1()
     test_LookupList()
     test_ArrayDataSet()
     test_CachedDataSet()
     test_ApplyFunctionDataSet()
+    #test_speed()
 #test pmat.py
+