numpydoc for theano/sandbox/test_rng_mrg.py

theano/sandbox/test_rng_mrg.py

@@ -75,10 +75,11 @@ def test_deterministic():
 
 
 def test_consistency_randomstreams():
-    '''Verify that the random numbers generated by MRG_RandomStreams
+    """
+    Verify that the random numbers generated by MRG_RandomStreams
     are the same as the reference (Java) implementation by L'Ecuyer et al.
-    '''
 
+    """
     seed = 12345
     n_samples = 5
     n_streams = 12
@@ -108,9 +109,11 @@ def test_consistency_randomstreams():
 
 
 def test_consistency_cpu_serial():
-    '''Verify that the random numbers generated by mrg_uniform, serially,
+    """
+    Verify that the random numbers generated by mrg_uniform, serially,
     are the same as the reference (Java) implementation by L'Ecuyer et al.
-    '''
+
+    """
     seed = 12345
     n_samples = 5
     n_streams = 12
@@ -149,9 +152,11 @@ def test_consistency_cpu_serial():
 
 
 def test_consistency_cpu_parallel():
-    '''Verify that the random numbers generated by mrg_uniform, in parallel,
+    """
+    Verify that the random numbers generated by mrg_uniform, in parallel,
     are the same as the reference (Java) implementation by L'Ecuyer et al.
-    '''
+
+    """
     seed = 12345
     n_samples = 5
     n_streams = 12
@@ -193,9 +198,11 @@ def test_consistency_cpu_parallel():
 
 
 def test_consistency_GPU_serial():
-    '''Verify that the random numbers generated by GPU_mrg_uniform, serially,
+    """
+    Verify that the random numbers generated by GPU_mrg_uniform, serially,
     are the same as the reference (Java) implementation by L'Ecuyer et al.
-    '''
+
+    """
     if not cuda_available:
         raise SkipTest('Optional package cuda not available')
     if config.mode == 'FAST_COMPILE':
@@ -250,11 +257,12 @@ def test_consistency_GPU_serial():
 
 
 def test_consistency_GPU_parallel():
-    '''Verify that the random numbers generated by GPU_mrg_uniform, in
+    """
+    Verify that the random numbers generated by GPU_mrg_uniform, in
     parallel, are the same as the reference (Java) implementation by
     L'Ecuyer et al.
 
-    '''
+    """
     if not cuda_available:
         raise SkipTest('Optional package cuda not available')
     if config.mode == 'FAST_COMPILE':
@@ -310,9 +318,11 @@ def test_consistency_GPU_parallel():
 
 
 def test_GPU_nstreams_limit():
-    """Verify that a ValueError is raised when n_streams
+    """
+    Verify that a ValueError is raised when n_streams
     is greater than 2**20 on GPU. This is the value of
     (NUM_VECTOR_OP_THREADS_PER_BLOCK * NUM_VECTOR_OP_BLOCKS).
+
     """
     if not cuda_available:
         raise SkipTest('Optional package cuda not available')
@@ -335,9 +345,11 @@ def test_GPU_nstreams_limit():
 
 
 def test_consistency_GPUA_serial():
-    '''Verify that the random numbers generated by GPUA_mrg_uniform, serially,
+    """
+    Verify that the random numbers generated by GPUA_mrg_uniform, serially,
     are the same as the reference (Java) implementation by L'Ecuyer et al.
-    '''
+
+    """
     from theano.sandbox.gpuarray.tests.test_basic_ops import \
         mode_with_gpu as mode
     from theano.sandbox.gpuarray.type import gpuarray_shared_constructor
@@ -387,11 +399,12 @@ def test_consistency_GPUA_serial():
 
 
 def test_consistency_GPUA_parallel():
-    '''Verify that the random numbers generated by GPUA_mrg_uniform, in
+    """
+    Verify that the random numbers generated by GPUA_mrg_uniform, in
     parallel, are the same as the reference (Java) implementation by
     L'Ecuyer et al.
 
-    '''
+    """
     from theano.sandbox.gpuarray.tests.test_basic_ops import \
         mode_with_gpu as mode
     from theano.sandbox.gpuarray.type import gpuarray_shared_constructor
@@ -855,6 +868,7 @@ def test_multiple_rng_aliasing():
     copy the (random) state between two similar theano graphs. The test is
     meant to detect a previous bug where state_updates was initialized as a
     class-attribute, instead of the __init__ function.
+
     """
     rng1 = MRG_RandomStreams(1234)
     rng2 = MRG_RandomStreams(2392)
@@ -864,6 +878,7 @@ def test_multiple_rng_aliasing():
 def test_random_state_transfer():
     """
     Test that random state can be transferred from one theano graph to another.
+
     """
     class Graph:
         def __init__(self, seed=123):