aboutsummaryrefslogtreecommitdiff
path: root/src/core/CL/cl_kernels/softmax_layer.cl
diff options
context:
space:
mode:
authorsteniu01 <steven.niu@arm.com>2017-07-13 14:24:23 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-09-17 14:16:42 +0100
commit0d523cccb549e4ff9dd231d033d612391ca31c85 (patch)
tree9361140af9bb4596db94f62fb07f7151a3c20ccf /src/core/CL/cl_kernels/softmax_layer.cl
parent00394ae1015c1eaa73f4d98fad31b7771063cd3a (diff)
downloadComputeLibrary-0d523cccb549e4ff9dd231d033d612391ca31c85.tar.gz
COMPMID-443 Change CLSoftMaxLayerKernel to use 3D tensor and collapse the higer dimension
Change-Id: I730ef45d855113d8baa7d89818441e168ea43c63 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/80573 Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Diffstat (limited to 'src/core/CL/cl_kernels/softmax_layer.cl')
-rw-r--r--src/core/CL/cl_kernels/softmax_layer.cl56
1 files changed, 37 insertions, 19 deletions
diff --git a/src/core/CL/cl_kernels/softmax_layer.cl b/src/core/CL/cl_kernels/softmax_layer.cl
index 04736c4d9a..e895bc1eae 100644
--- a/src/core/CL/cl_kernels/softmax_layer.cl
+++ b/src/core/CL/cl_kernels/softmax_layer.cl
@@ -69,22 +69,26 @@ __constant uint16 idx16 = (uint16)(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,
* @param[in] src_step_x src_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] src_stride_y Stride of the source tensor in Y dimension (in bytes)
* @param[in] src_step_y src_stride_y * number of elements along Y processed per workitem(in bytes)
+ * @param[in] src_stride_z Stride of the source tensor in Z dimension (in bytes)
+ * @param[in] src_step_z src_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] src_offset_first_element_in_bytes The offset of the first element in the source tensor
* @param[out] dst_ptr Pointer to the destination tensor slice. Supported data types: same as @p src_ptr
* @param[in] dst_stride_x Stride of the destination tensor in X dimension (in bytes)
* @param[in] dst_step_x dst_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] dst_stride_y Stride of the destination tensor in Y dimension (in bytes)
* @param[in] dst_step_y dst_stride_y * number of elements along Y processed per workitem(in bytes)
+ * @param[in] dst_stride_z Stride of the destination tensor in Z dimension (in bytes)
+ * @param[in] dst_step_z dst_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] dst_offset_first_element_in_bytes The offset of the first element in the destination tensor
* @param[in] width Input image width
*/
__kernel void softmax_layer_max(
- IMAGE_DECLARATION(src),
- IMAGE_DECLARATION(dst),
+ TENSOR3D_DECLARATION(src),
+ TENSOR3D_DECLARATION(dst),
uint width)
{
- Image src = CONVERT_TO_IMAGE_STRUCT(src);
- Image dst = CONVERT_TO_IMAGE_STRUCT(dst);
+ Image src = CONVERT_TENSOR3D_TO_IMAGE_STRUCT(src);
+ Image dst = CONVERT_TENSOR3D_TO_IMAGE_STRUCT(dst);
// Initialize local maximum
VEC_DATA_TYPE(DATA_TYPE, 16)
@@ -130,38 +134,46 @@ __kernel void softmax_layer_max(
* @param[in] src_step_x src_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] src_stride_y Stride of the source tensor in Y dimension (in bytes)
* @param[in] src_step_y src_stride_y * number of elements along Y processed per workitem(in bytes)
+ * @param[in] src_stride_z Stride of the source tensor in Z dimension (in bytes)
+ * @param[in] src_step_z src_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] src_offset_first_element_in_bytes The offset of the first element in the source tensor
* @param[in] max_ptr Pointer to the max values tensor slice. Supported data types: same as @p src_ptr
* @param[in] max_stride_x Stride of the max values tensor in X dimension (in bytes)
* @param[in] max_step_x max_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] max_stride_y Stride of the max values tensor in Y dimension (in bytes)
* @param[in] max_step_y max_stride_y * number of elements along Y processed per workitem(in bytes)
+ * @param[in] max_stride_z Stride of the max values tensor in Z dimension (in bytes)
+ * @param[in] max_step_z max_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] max_offset_first_element_in_bytes The offset of the first element in the max values tensor
* @param[out] dst_ptr Pointer to the destination tensor slice. Supported data types: same as @p src_ptr
* @param[in] dst_stride_x Stride of the destination tensor in X dimension (in bytes)
* @param[in] dst_step_x dst_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] dst_stride_y Stride of the destination tensor in Y dimension (in bytes)
* @param[in] dst_step_y dst_stride_y * number of elements along Y processed per workitem(in bytes)
+ * @param[in] dst_stride_z Stride of the destination tensor in Z dimension (in bytes)
+ * @param[in] dst_step_z dst_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] dst_offset_first_element_in_bytes The offset of the first element in the destination tensor
* @param[out] sum_ptr Pointer to the sum values tensor slice. Supported data types: same as @p src_ptr
* @param[in] sum_stride_x Stride of the sum values tensor in X dimension (in bytes)
* @param[in] sum_step_x sum_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] sum_stride_y Stride of the sum values tensor in Y dimension (in bytes)
- * @param[in] sum_step_y sum_stride_y * number of elements along Y processed per workitem(in bytes)
+ * @param[in] sum_step_y sum_stride_z * number of elements along Z processed per workitem(in bytes)
+ * @param[in] sum_stride_z Stride of the sum values tensor in Z dimension (in bytes)
+ * @param[in] sum_step_z sum_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] sum_offset_first_element_in_bytes The offset of the first element in the sum values tensor
* @param[in] width Input image width
*/
__kernel void softmax_layer_shift_exp_sum(
- IMAGE_DECLARATION(src),
- IMAGE_DECLARATION(max),
- IMAGE_DECLARATION(dst),
- IMAGE_DECLARATION(sum),
+ TENSOR3D_DECLARATION(src),
+ TENSOR3D_DECLARATION(max),
+ TENSOR3D_DECLARATION(dst),
+ TENSOR3D_DECLARATION(sum),
uint width)
{
- Image src = CONVERT_TO_IMAGE_STRUCT(src);
- Image dst = CONVERT_TO_IMAGE_STRUCT(dst);
- Image max = CONVERT_TO_IMAGE_STRUCT(max);
- Image sum = CONVERT_TO_IMAGE_STRUCT(sum);
+ Image src = CONVERT_TENSOR3D_TO_IMAGE_STRUCT(src);
+ Image dst = CONVERT_TENSOR3D_TO_IMAGE_STRUCT(dst);
+ Image max = CONVERT_TENSOR3D_TO_IMAGE_STRUCT(max);
+ Image sum = CONVERT_TENSOR3D_TO_IMAGE_STRUCT(sum);
// Load max value of 1D logits vector (row)
DATA_TYPE max_val = *((__global DATA_TYPE *)offset(&max, 0, 0));
@@ -215,28 +227,34 @@ __kernel void softmax_layer_shift_exp_sum(
* @param[in] src_step_x src_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] src_stride_y Stride of the source tensor in Y dimension (in bytes)
* @param[in] src_step_y src_stride_y * number of elements along Y processed per workitem(in bytes)
+ * @param[in] src_stride_z Stride of the source tensor in Z dimension (in bytes)
+ * @param[in] src_step_z src_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] src_offset_first_element_in_bytes The offset of the first element in the source tensor
* @param[in] sum_ptr Pointer to the sum values tensor slice. Supported data types: same as @p src_ptr
* @param[in] sum_stride_x Stride of the sum values tensor in X dimension (in bytes)
* @param[in] sum_step_x sum_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] sum_stride_y Stride of the sum values tensor in Y dimension (in bytes)
* @param[in] sum_step_y sum_stride_y * number of elements along Y processed per workitem(in bytes)
+ * @param[in] sum_stride_z Stride of the sum values tensor in Z dimension (in bytes)
+ * @param[in] sum_step_z sum_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] sum_offset_first_element_in_bytes The offset of the first element in the sum values tensor
* @param[out] dst_ptr Pointer to the destination tensor slice. Supported data types: same as @p src_ptr
* @param[in] dst_stride_x Stride of the destination tensor in X dimension (in bytes)
* @param[in] dst_step_x dst_stride_x * number of elements along X processed per workitem(in bytes)
* @param[in] dst_stride_y Stride of the destination tensor in Y dimension (in bytes)
* @param[in] dst_step_y dst_stride_y * number of elements along Y processed per workitem(in bytes)
+ * @param[in] dst_stride_z Stride of the destination tensor in Z dimension (in bytes)
+ * @param[in] dst_step_z dst_stride_z * number of elements along Z processed per workitem(in bytes)
* @param[in] dst_offset_first_element_in_bytes The offset of the first element in the destination tensor
*/
__kernel void softmax_layer_norm(
- IMAGE_DECLARATION(src),
- IMAGE_DECLARATION(sum),
- IMAGE_DECLARATION(dst))
+ TENSOR3D_DECLARATION(src),
+ TENSOR3D_DECLARATION(sum),
+ TENSOR3D_DECLARATION(dst))
{
- Image src = CONVERT_TO_IMAGE_STRUCT(src);
- Image dst = CONVERT_TO_IMAGE_STRUCT(dst);
- Image sum = CONVERT_TO_IMAGE_STRUCT_NO_STEP(sum);
+ Image src = CONVERT_TENSOR3D_TO_IMAGE_STRUCT(src);
+ Image dst = CONVERT_TENSOR3D_TO_IMAGE_STRUCT(dst);
+ Image sum = CONVERT_TENSOR3D_TO_IMAGE_STRUCT_NO_STEP(sum);
// Load max value of 1D logits vector (row)
DATA_TYPE sum_val = *((__global DATA_TYPE *)offset(&sum, 0, get_global_id(1)));