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-rw-r--r--test/test_gpu_sinkhorn_lpl1.py28
1 files changed, 28 insertions, 0 deletions
diff --git a/test/test_gpu_sinkhorn_lpl1.py b/test/test_gpu_sinkhorn_lpl1.py
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+++ b/test/test_gpu_sinkhorn_lpl1.py
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+import ot
+import numpy as np
+import time
+import ot.gpu
+
+
+def describeRes(r):
+ print("min:{:.3E}, max:{:.3E}, mean:{:.3E}, std:{:.3E}"
+ .format(np.min(r), np.max(r), np.mean(r), np.std(r)))
+
+for n in [5000, 10000, 15000, 20000]:
+ print(n)
+ a = np.random.rand(n // 4, 100)
+ labels_a = np.random.randint(10, size=(n // 4))
+ b = np.random.rand(n, 100)
+ time1 = time.time()
+ transport = ot.da.OTDA_lpl1()
+ transport.fit(a, labels_a, b)
+ G1 = transport.G
+ time2 = time.time()
+ transport = ot.gpu.da.OTDA_lpl1()
+ transport.fit(a, labels_a, b)
+ G2 = transport.G
+ time3 = time.time()
+ print("Normal sinkhorn lpl1, time: {:6.2f} sec ".format(time2 - time1))
+ describeRes(G1)
+ print(" GPU sinkhorn lpl1, time: {:6.2f} sec ".format(time3 - time2))
+ describeRes(G2)