style fix

theano/gpuarray/nnet.py

@@ -470,6 +470,7 @@ class GpuCrossentropySoftmax1HotWithBiasDx(GpuKernelBase, Op):
         return [Kernel(code=sio.getvalue(), name=kname, params=params,
                        flags=flags, objvar=k_var)]
 
+
 gpu_crossentropy_softmax_1hot_with_bias_dx = GpuCrossentropySoftmax1HotWithBiasDx()
 
 
@@ -599,15 +600,17 @@ class GpuSoftmax(GpuKernelBase, Op):
         ctype = gpuarray.dtype_to_ctype(dtype_sm)
 
         params = [
-            gpuarray.SIZE, gpuarray.SIZE, gpuarray.GpuArray, gpuarray.SIZE, 
-            gpuarray.SSIZE, gpuarray.SSIZE, gpuarray.GpuArray, gpuarray.SIZE, gpuarray.SSIZE, gpuarray.SSIZE
+            gpuarray.SIZE, gpuarray.SIZE,
+            gpuarray.GpuArray, gpuarray.SIZE, gpuarray.SSIZE, gpuarray.SSIZE,
+            gpuarray.GpuArray, gpuarray.SIZE, gpuarray.SSIZE, gpuarray.SSIZE
         ]
         kernels = []
         kname = "kSoftmax"
         k_var = "kSoftmax_" + nodename
         code = """
-        KERNEL void %(kname)s (const ga_size M, const ga_size N, GLOBAL_MEM const %(type_x)s * x, const ga_size offset_x,
-                const ga_ssize sx0, const ga_ssize sx1, GLOBAL_MEM %(type_sm)s * sm, const ga_size offset_sm, const ga_ssize sm_s0, const ga_ssize sm_s1 GA_DECL_SHARED_PARAM(%(type_acc)s, buf))
+        KERNEL void %(kname)s (const ga_size M, const ga_size N,
+                               GLOBAL_MEM const %(type_x)s * x, const ga_size offset_x, const ga_ssize sx0, const ga_ssize sx1,
+                               GLOBAL_MEM %(type_sm)s * sm, const ga_size offset_sm, const ga_ssize sm_s0, const ga_ssize sm_s1 GA_DECL_SHARED_PARAM(%(type_acc)s, buf))
         {
             GA_DECL_SHARED_BODY(%(type_acc)s, buf);
 
@@ -685,7 +688,8 @@ class GpuSoftmax(GpuKernelBase, Op):
         kname = "kSoftmax_fixed_shared"
         k_var = "kSoftmax_fixed_shared" + nodename
         code = """
-        KERNEL void %(kname)s (const ga_size M, const ga_size N, GLOBAL_MEM const %(type_x)s * x, const ga_size offset_x, const ga_ssize sx0, const ga_ssize sx1, 
+        KERNEL void %(kname)s (const ga_size M, const ga_size N,
+                               GLOBAL_MEM const %(type_x)s * x, const ga_size offset_x, const ga_ssize sx0, const ga_ssize sx1,
                                GLOBAL_MEM %(type_sm)s * sm, const ga_size offset_sm, const ga_ssize sm_s0, const ga_ssize sm_s1 GA_DECL_SHARED_PARAM(%(type_acc)s, buf))
         {
             GA_DECL_SHARED_BODY(%(type_acc)s, buf);
@@ -762,6 +766,7 @@ class GpuSoftmax(GpuKernelBase, Op):
                               flags=flags, objvar=k_var))
         return kernels
 
+
 gpu_softmax = GpuSoftmax()
 
 
@@ -1088,4 +1093,5 @@ class GpuSoftmaxWithBias(GpuKernelBase, Op):
                               flags=flags, objvar=k_var))
         return kernels
 
+
 gpu_softmax_with_bias = GpuSoftmaxWithBias()