COMPMID-1266 : support for FP16 in CLWinogradConvolutionLayer
Added support for FP16 in CLWinogradConvolutionLayer: 5x5 kernels and 3x3 kernels(COMPMID-937)
Change-Id: I0f394cbdc978dd04176416e9f612aca3986b09e6
Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/145537
Tested-by: Jenkins <bsgcomp@arm.com>
Reviewed-by: Giorgio Arena <giorgio.arena@arm.com>
diff --git a/src/core/CL/cl_kernels/winograd_output_transform.cl b/src/core/CL/cl_kernels/winograd_output_transform.cl
index a1e7b3e..9be51f2 100644
--- a/src/core/CL/cl_kernels/winograd_output_transform.cl
+++ b/src/core/CL/cl_kernels/winograd_output_transform.cl
@@ -31,8 +31,9 @@
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=2
* @note If this kernel is used to perform Winograd output transform 3x1, -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
* @note If this kernel is used to perform Winograd output transform 1x3, -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -64,49 +65,49 @@
const __global uchar *src_addr = tensor3D_offset(&src, 0, 0, 0);
// Load the values across the 16 or 4 channels to compose the 4x4 or 4x1 tile
- float d00 = *((__global float *)(src_addr + 0 * src_stride_z));
- float d01 = *((__global float *)(src_addr + 1 * src_stride_z));
- float d02 = *((__global float *)(src_addr + 2 * src_stride_z));
- float d03 = *((__global float *)(src_addr + 3 * src_stride_z));
+ DATA_TYPE d00 = *((__global DATA_TYPE *)(src_addr + 0 * src_stride_z));
+ DATA_TYPE d01 = *((__global DATA_TYPE *)(src_addr + 1 * src_stride_z));
+ DATA_TYPE d02 = *((__global DATA_TYPE *)(src_addr + 2 * src_stride_z));
+ DATA_TYPE d03 = *((__global DATA_TYPE *)(src_addr + 3 * src_stride_z));
#if defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
// Compute the 2x1 or 1x2 output tile
// out00 = d00 + d01 + d02
// out01 = d01 - d02 - d03
- float out00 = d00 + d01 + d02;
- float out01 = d01 - d02 - d03;
+ DATA_TYPE out00 = d00 + d01 + d02;
+ DATA_TYPE out01 = d01 - d02 - d03;
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- float d10 = *((__global float *)(src_addr + 4 * src_stride_z));
- float d11 = *((__global float *)(src_addr + 5 * src_stride_z));
- float d12 = *((__global float *)(src_addr + 6 * src_stride_z));
- float d13 = *((__global float *)(src_addr + 7 * src_stride_z));
+ DATA_TYPE d10 = *((__global DATA_TYPE *)(src_addr + 4 * src_stride_z));
+ DATA_TYPE d11 = *((__global DATA_TYPE *)(src_addr + 5 * src_stride_z));
+ DATA_TYPE d12 = *((__global DATA_TYPE *)(src_addr + 6 * src_stride_z));
+ DATA_TYPE d13 = *((__global DATA_TYPE *)(src_addr + 7 * src_stride_z));
- float d20 = *((__global float *)(src_addr + 8 * src_stride_z));
- float d21 = *((__global float *)(src_addr + 9 * src_stride_z));
- float d22 = *((__global float *)(src_addr + 10 * src_stride_z));
- float d23 = *((__global float *)(src_addr + 11 * src_stride_z));
+ DATA_TYPE d20 = *((__global DATA_TYPE *)(src_addr + 8 * src_stride_z));
+ DATA_TYPE d21 = *((__global DATA_TYPE *)(src_addr + 9 * src_stride_z));
+ DATA_TYPE d22 = *((__global DATA_TYPE *)(src_addr + 10 * src_stride_z));
+ DATA_TYPE d23 = *((__global DATA_TYPE *)(src_addr + 11 * src_stride_z));
- float d30 = *((__global float *)(src_addr + 12 * src_stride_z));
- float d31 = *((__global float *)(src_addr + 13 * src_stride_z));
- float d32 = *((__global float *)(src_addr + 14 * src_stride_z));
- float d33 = *((__global float *)(src_addr + 15 * src_stride_z));
+ DATA_TYPE d30 = *((__global DATA_TYPE *)(src_addr + 12 * src_stride_z));
+ DATA_TYPE d31 = *((__global DATA_TYPE *)(src_addr + 13 * src_stride_z));
+ DATA_TYPE d32 = *((__global DATA_TYPE *)(src_addr + 14 * src_stride_z));
+ DATA_TYPE d33 = *((__global DATA_TYPE *)(src_addr + 15 * src_stride_z));
// Compute the 2x2 output tile
- float k0 = d01 + d11 + d21;
- float k1 = d02 + d12 + d22;
- float k2 = d11 - d21 - d31;
- float k3 = d12 - d22 - d32;
+ DATA_TYPE k0 = d01 + d11 + d21;
+ DATA_TYPE k1 = d02 + d12 + d22;
+ DATA_TYPE k2 = d11 - d21 - d31;
+ DATA_TYPE k3 = d12 - d22 - d32;
// out00 = d00 + d10 + d20 + d01 + d11 + d21 + d02 + d12 + d22
// out01 = d01 + d11 + d21 - (d02 + d12 + d22) - (d03 + d13 + d23)
// out10 = d10 - d20 - d30 + (d11 - d21 - d31) + (d12 - d22 - d32)
// out11 = d11 - d21 - d31 - (d12 - d22 - d32) - (d13 - d23 - d33)
- float out00 = d10;
- float out01 = -d13;
- float out10 = d10;
- float out11 = -d13;
+ DATA_TYPE out00 = d10;
+ DATA_TYPE out01 = -d13;
+ DATA_TYPE out10 = d10;
+ DATA_TYPE out11 = -d13;
out00 += d00 + d20 + k0 + k1;
out01 += k0 - k1 - (d03 + d23);
@@ -123,31 +124,31 @@
// Add bias
Vector bias = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bias);
- float b = (float) * ((__global float *)(vector_offset(&bias, z_out)));
+ DATA_TYPE b = (DATA_TYPE) * ((__global DATA_TYPE *)(vector_offset(&bias, z_out)));
- out00 += (float)b;
- out01 += (float)b;
+ out00 += (DATA_TYPE)b;
+ out01 += (DATA_TYPE)b;
#endif // defined(HAS_BIAS)
// Get output address
- __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_out * sizeof(float) + y_out * dst_stride_y + z_out * dst_stride_z;
+ __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_out * sizeof(DATA_TYPE) + y_out * dst_stride_y + z_out * dst_stride_z;
// Store the output tile
#if defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- *((__global float *)(dst_addr + 0 * dst_stride_y)) = out00;
- *((__global float *)(dst_addr + 1 * dst_stride_y)) = out01;
+ *((__global DATA_TYPE *)(dst_addr + 0 * dst_stride_y)) = out00;
+ *((__global DATA_TYPE *)(dst_addr + 1 * dst_stride_y)) = out01;
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- vstore2((float2)(out00, out01), 0, (__global float *)(dst_addr + 0 * dst_stride_y));
+ vstore2((VEC_DATA_TYPE(DATA_TYPE, 2))(out00, out01), 0, (__global DATA_TYPE *)(dst_addr + 0 * dst_stride_y));
#endif // defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
#if !defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) && !defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
#if defined(HAS_BIAS)
// Add bias
- out10 += (float)b;
- out11 += (float)b;
+ out10 += (DATA_TYPE)b;
+ out11 += (DATA_TYPE)b;
#endif // defined(HAS_BIAS)
- vstore2((float2)(out10, out11), 0, (__global float *)(dst_addr + 1 * dst_stride_y));
+ vstore2((VEC_DATA_TYPE(DATA_TYPE, 2))(out10, out11), 0, (__global DATA_TYPE *)(dst_addr + 1 * dst_stride_y));
#endif // !defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) && !defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
}
@@ -158,8 +159,9 @@
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=4
* @note If this kernel is used to perform Winograd output transform 3x1, -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
* @note If this kernel is used to perform Winograd output transform 1x3, -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -191,63 +193,63 @@
const __global uchar *src_addr = tensor3D_offset(&src, 0, 0, 0);
// Load the values across the channels to compose the 6x6 or 6x1 tile
- float d00 = *((__global float *)(src_addr + 0 * src_stride_z));
- float d01 = *((__global float *)(src_addr + 1 * src_stride_z));
- float d02 = *((__global float *)(src_addr + 2 * src_stride_z));
- float d03 = *((__global float *)(src_addr + 3 * src_stride_z));
- float d04 = *((__global float *)(src_addr + 4 * src_stride_z));
- float d05 = *((__global float *)(src_addr + 5 * src_stride_z));
+ DATA_TYPE d00 = *((__global DATA_TYPE *)(src_addr + 0 * src_stride_z));
+ DATA_TYPE d01 = *((__global DATA_TYPE *)(src_addr + 1 * src_stride_z));
+ DATA_TYPE d02 = *((__global DATA_TYPE *)(src_addr + 2 * src_stride_z));
+ DATA_TYPE d03 = *((__global DATA_TYPE *)(src_addr + 3 * src_stride_z));
+ DATA_TYPE d04 = *((__global DATA_TYPE *)(src_addr + 4 * src_stride_z));
+ DATA_TYPE d05 = *((__global DATA_TYPE *)(src_addr + 5 * src_stride_z));
#if defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
// Compute out00, out01, out02 and out03
- float out00 = d00 + d01 + d02 + d03 + d04;
- float out01 = d01 - d02 + 2.0f * d03 - 2.0f * d04;
- float out02 = d01 + d02 + 4.0f * d03 + 4.0f * d04;
- float out03 = d01 - d02 + 8.0f * d03 - 8.0f * d04 + d05;
+ DATA_TYPE out00 = d00 + d01 + d02 + d03 + d04;
+ DATA_TYPE out01 = d01 - d02 + 2.0f * d03 - 2.0f * d04;
+ DATA_TYPE out02 = d01 + d02 + 4.0f * d03 + 4.0f * d04;
+ DATA_TYPE out03 = d01 - d02 + 8.0f * d03 - 8.0f * d04 + d05;
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- float d10 = *((__global float *)(src_addr + 6 * src_stride_z));
- float d11 = *((__global float *)(src_addr + 7 * src_stride_z));
- float d12 = *((__global float *)(src_addr + 8 * src_stride_z));
- float d13 = *((__global float *)(src_addr + 9 * src_stride_z));
- float d14 = *((__global float *)(src_addr + 10 * src_stride_z));
- float d15 = *((__global float *)(src_addr + 11 * src_stride_z));
+ DATA_TYPE d10 = *((__global DATA_TYPE *)(src_addr + 6 * src_stride_z));
+ DATA_TYPE d11 = *((__global DATA_TYPE *)(src_addr + 7 * src_stride_z));
+ DATA_TYPE d12 = *((__global DATA_TYPE *)(src_addr + 8 * src_stride_z));
+ DATA_TYPE d13 = *((__global DATA_TYPE *)(src_addr + 9 * src_stride_z));
+ DATA_TYPE d14 = *((__global DATA_TYPE *)(src_addr + 10 * src_stride_z));
+ DATA_TYPE d15 = *((__global DATA_TYPE *)(src_addr + 11 * src_stride_z));
- float d20 = *((__global float *)(src_addr + 12 * src_stride_z));
- float d21 = *((__global float *)(src_addr + 13 * src_stride_z));
- float d22 = *((__global float *)(src_addr + 14 * src_stride_z));
- float d23 = *((__global float *)(src_addr + 15 * src_stride_z));
- float d24 = *((__global float *)(src_addr + 16 * src_stride_z));
- float d25 = *((__global float *)(src_addr + 17 * src_stride_z));
+ DATA_TYPE d20 = *((__global DATA_TYPE *)(src_addr + 12 * src_stride_z));
+ DATA_TYPE d21 = *((__global DATA_TYPE *)(src_addr + 13 * src_stride_z));
+ DATA_TYPE d22 = *((__global DATA_TYPE *)(src_addr + 14 * src_stride_z));
+ DATA_TYPE d23 = *((__global DATA_TYPE *)(src_addr + 15 * src_stride_z));
+ DATA_TYPE d24 = *((__global DATA_TYPE *)(src_addr + 16 * src_stride_z));
+ DATA_TYPE d25 = *((__global DATA_TYPE *)(src_addr + 17 * src_stride_z));
- float d30 = *((__global float *)(src_addr + 18 * src_stride_z));
- float d31 = *((__global float *)(src_addr + 19 * src_stride_z));
- float d32 = *((__global float *)(src_addr + 20 * src_stride_z));
- float d33 = *((__global float *)(src_addr + 21 * src_stride_z));
- float d34 = *((__global float *)(src_addr + 22 * src_stride_z));
- float d35 = *((__global float *)(src_addr + 23 * src_stride_z));
+ DATA_TYPE d30 = *((__global DATA_TYPE *)(src_addr + 18 * src_stride_z));
+ DATA_TYPE d31 = *((__global DATA_TYPE *)(src_addr + 19 * src_stride_z));
+ DATA_TYPE d32 = *((__global DATA_TYPE *)(src_addr + 20 * src_stride_z));
+ DATA_TYPE d33 = *((__global DATA_TYPE *)(src_addr + 21 * src_stride_z));
+ DATA_TYPE d34 = *((__global DATA_TYPE *)(src_addr + 22 * src_stride_z));
+ DATA_TYPE d35 = *((__global DATA_TYPE *)(src_addr + 23 * src_stride_z));
- float d40 = *((__global float *)(src_addr + 24 * src_stride_z));
- float d41 = *((__global float *)(src_addr + 25 * src_stride_z));
- float d42 = *((__global float *)(src_addr + 26 * src_stride_z));
- float d43 = *((__global float *)(src_addr + 27 * src_stride_z));
- float d44 = *((__global float *)(src_addr + 28 * src_stride_z));
- float d45 = *((__global float *)(src_addr + 29 * src_stride_z));
+ DATA_TYPE d40 = *((__global DATA_TYPE *)(src_addr + 24 * src_stride_z));
+ DATA_TYPE d41 = *((__global DATA_TYPE *)(src_addr + 25 * src_stride_z));
+ DATA_TYPE d42 = *((__global DATA_TYPE *)(src_addr + 26 * src_stride_z));
+ DATA_TYPE d43 = *((__global DATA_TYPE *)(src_addr + 27 * src_stride_z));
+ DATA_TYPE d44 = *((__global DATA_TYPE *)(src_addr + 28 * src_stride_z));
+ DATA_TYPE d45 = *((__global DATA_TYPE *)(src_addr + 29 * src_stride_z));
- float d50 = *((__global float *)(src_addr + 30 * src_stride_z));
- float d51 = *((__global float *)(src_addr + 31 * src_stride_z));
- float d52 = *((__global float *)(src_addr + 32 * src_stride_z));
- float d53 = *((__global float *)(src_addr + 33 * src_stride_z));
- float d54 = *((__global float *)(src_addr + 34 * src_stride_z));
- float d55 = *((__global float *)(src_addr + 35 * src_stride_z));
+ DATA_TYPE d50 = *((__global DATA_TYPE *)(src_addr + 30 * src_stride_z));
+ DATA_TYPE d51 = *((__global DATA_TYPE *)(src_addr + 31 * src_stride_z));
+ DATA_TYPE d52 = *((__global DATA_TYPE *)(src_addr + 32 * src_stride_z));
+ DATA_TYPE d53 = *((__global DATA_TYPE *)(src_addr + 33 * src_stride_z));
+ DATA_TYPE d54 = *((__global DATA_TYPE *)(src_addr + 34 * src_stride_z));
+ DATA_TYPE d55 = *((__global DATA_TYPE *)(src_addr + 35 * src_stride_z));
// Compute out00, out01, out02 and out03
- float out00 = d01 + d21 + d41 + d11 + d31;
- float out01 = d01 + d21 + d41 + d11 + d31;
- float out02 = d01 + d21 + d41 + d11 + d31;
- float out03 = d01 + d21 + d41 + d11 + d31;
+ DATA_TYPE out00 = d01 + d21 + d41 + d11 + d31;
+ DATA_TYPE out01 = d01 + d21 + d41 + d11 + d31;
+ DATA_TYPE out02 = d01 + d21 + d41 + d11 + d31;
+ DATA_TYPE out03 = d01 + d21 + d41 + d11 + d31;
- float k0 = d03 + d04 + d13 + d14 + d23 + d24 + d33 + d34 + d43 + d44;
- float k1 = 2.0f * d03 - 2.0f * d04 + 2.0f * d13 - 2.0f * d14 + 2.0f * d23 - 2.0f * d24 + 2.0f * d33 - 2.0f * d34 + 2.0f * d43 - 2.0f * d44;
+ DATA_TYPE k0 = d03 + d04 + d13 + d14 + d23 + d24 + d33 + d34 + d43 + d44;
+ DATA_TYPE k1 = 2.0f * d03 - 2.0f * d04 + 2.0f * d13 - 2.0f * d14 + 2.0f * d23 - 2.0f * d24 + 2.0f * d33 - 2.0f * d34 + 2.0f * d43 - 2.0f * d44;
out00 += k0 + d00 + d02 + d10 + d12 + d20 + d22 + d30 + d32 + d40 + d42;
out01 += k1 - d02 - d12 - d22 - d32 - d42;
@@ -255,10 +257,10 @@
out03 += 4.0f * k1 - d02 - d12 - d22 - d32 - d42 + d05 + d15 + d25 + d35 + d45;
// Compute out10, out11, out12 and out13
- float out10 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
- float out11 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
- float out12 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
- float out13 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
+ DATA_TYPE out10 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
+ DATA_TYPE out11 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
+ DATA_TYPE out12 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
+ DATA_TYPE out13 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
k0 = d13 + d14 - d23 - d24 + 2.0f * d33 + 2.0f * d34 - 2.0f * d43 - 2.0f * d44;
k1 = 2.0f * d13 - 2.0f * d14 - 2.0f * d23 + 2.0f * d24 + 4.0f * d33 - 4.0f * d34 - 4.0f * d43 + 4.0f * d44;
@@ -269,10 +271,10 @@
out13 += 4.0f * k1 - d12 + d15 + d22 - d25 - 2.0f * d32 + 2.0f * d35 + 2.0f * d42 - 2.0f * d45;
// Compute out20, out21, out22 and out23
- float out20 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
- float out21 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
- float out22 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
- float out23 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
+ DATA_TYPE out20 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
+ DATA_TYPE out21 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
+ DATA_TYPE out22 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
+ DATA_TYPE out23 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
k0 = d13 + d14 + d23 + d24 + 4.0f * d33 + 4.0f * d34 + 4.0f * d43 + 4.0f * d44;
k1 = 2.0f * d13 - 2.0f * d14 + 2.0f * d23 - 2.0f * d24 + 8.0f * d33 - 8.0f * d34 + 8.0f * d43 - 8.0f * d44;
@@ -283,10 +285,10 @@
out23 += 4.0f * k1 - d12 + d15 - d22 + d25 - 4.0f * d32 + 4.0f * d35 - 4.0f * d42 + 4.0f * d45;
// Compute out30, out31, out32 and out33
- float out30 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
- float out31 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
- float out32 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
- float out33 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
+ DATA_TYPE out30 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
+ DATA_TYPE out31 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
+ DATA_TYPE out32 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
+ DATA_TYPE out33 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
k0 = d13 + d14 - d23 - d24 + 8.0f * d33 + 8.0f * d34 - 8.0f * d43 - 8.0f * d44 + d53 + d54;
k1 = 2.0f * d13 - 2.0f * d14 - 2.0f * d23 + 2.0f * d24 + 16.0f * d33 - 16.0f * d34 - 16.0f * d43 + 16.0f * d44 + 2.0f * d53 - 2.0f * d54;
@@ -306,48 +308,48 @@
// Add bias
Vector bias = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bias);
- float b = (float) * ((__global float *)(vector_offset(&bias, z_out)));
+ DATA_TYPE b = (DATA_TYPE) * ((__global DATA_TYPE *)(vector_offset(&bias, z_out)));
- out00 += (float)b;
- out01 += (float)b;
- out02 += (float)b;
- out03 += (float)b;
+ out00 += (DATA_TYPE)b;
+ out01 += (DATA_TYPE)b;
+ out02 += (DATA_TYPE)b;
+ out03 += (DATA_TYPE)b;
#endif // defined(HAS_BIAS)
// Get output address
- __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_out * sizeof(float) + y_out * dst_stride_y + z_out * dst_stride_z;
+ __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_out * sizeof(DATA_TYPE) + y_out * dst_stride_y + z_out * dst_stride_z;
// Store the output tile
#if defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- *((__global float *)(dst_addr + 0 * dst_stride_y)) = out00;
- *((__global float *)(dst_addr + 1 * dst_stride_y)) = out01;
- *((__global float *)(dst_addr + 2 * dst_stride_y)) = out02;
- *((__global float *)(dst_addr + 3 * dst_stride_y)) = out03;
+ *((__global DATA_TYPE *)(dst_addr + 0 * dst_stride_y)) = out00;
+ *((__global DATA_TYPE *)(dst_addr + 1 * dst_stride_y)) = out01;
+ *((__global DATA_TYPE *)(dst_addr + 2 * dst_stride_y)) = out02;
+ *((__global DATA_TYPE *)(dst_addr + 3 * dst_stride_y)) = out03;
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- vstore4((float4)(out00, out01, out02, out03), 0, (__global float *)(dst_addr + 0 * dst_stride_y));
+ vstore4((VEC_DATA_TYPE(DATA_TYPE, 4))(out00, out01, out02, out03), 0, (__global DATA_TYPE *)(dst_addr + 0 * dst_stride_y));
#endif // defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
#if !defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) && !defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
#if defined(HAS_BIAS)
// Add bias
- out10 += (float)b;
- out11 += (float)b;
- out12 += (float)b;
- out13 += (float)b;
+ out10 += (DATA_TYPE)b;
+ out11 += (DATA_TYPE)b;
+ out12 += (DATA_TYPE)b;
+ out13 += (DATA_TYPE)b;
- out20 += (float)b;
- out21 += (float)b;
- out22 += (float)b;
- out23 += (float)b;
+ out20 += (DATA_TYPE)b;
+ out21 += (DATA_TYPE)b;
+ out22 += (DATA_TYPE)b;
+ out23 += (DATA_TYPE)b;
- out30 += (float)b;
- out31 += (float)b;
- out32 += (float)b;
- out33 += (float)b;
+ out30 += (DATA_TYPE)b;
+ out31 += (DATA_TYPE)b;
+ out32 += (DATA_TYPE)b;
+ out33 += (DATA_TYPE)b;
#endif // defined(HAS_BIAS)
- vstore4((float4)(out10, out11, out12, out13), 0, (__global float *)(dst_addr + 1 * dst_stride_y));
- vstore4((float4)(out20, out21, out22, out23), 0, (__global float *)(dst_addr + 2 * dst_stride_y));
- vstore4((float4)(out30, out31, out32, out33), 0, (__global float *)(dst_addr + 3 * dst_stride_y));
+ vstore4((VEC_DATA_TYPE(DATA_TYPE, 4))(out10, out11, out12, out13), 0, (__global DATA_TYPE *)(dst_addr + 1 * dst_stride_y));
+ vstore4((VEC_DATA_TYPE(DATA_TYPE, 4))(out20, out21, out22, out23), 0, (__global DATA_TYPE *)(dst_addr + 2 * dst_stride_y));
+ vstore4((VEC_DATA_TYPE(DATA_TYPE, 4))(out30, out31, out32, out33), 0, (__global DATA_TYPE *)(dst_addr + 3 * dst_stride_y));
#endif // !defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) && !defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
}
@@ -358,8 +360,9 @@
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=4
* @note If this kernel is used to perform Winograd output transform 3x1, -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
* @note If this kernel is used to perform Winograd output transform 1x3, -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -391,64 +394,64 @@
const __global uchar *src_addr = tensor3D_offset(&src, 0, 0, 0);
// Load the values across the 36 channels to compose the 6x6 or 6x1 tile
- float d00 = *((__global float *)(src_addr + 0 * src_stride_z));
- float d01 = *((__global float *)(src_addr + 1 * src_stride_z));
- float d02 = *((__global float *)(src_addr + 2 * src_stride_z));
- float d03 = *((__global float *)(src_addr + 3 * src_stride_z));
- float d04 = *((__global float *)(src_addr + 4 * src_stride_z));
- float d05 = *((__global float *)(src_addr + 5 * src_stride_z));
+ DATA_TYPE d00 = *((__global DATA_TYPE *)(src_addr + 0 * src_stride_z));
+ DATA_TYPE d01 = *((__global DATA_TYPE *)(src_addr + 1 * src_stride_z));
+ DATA_TYPE d02 = *((__global DATA_TYPE *)(src_addr + 2 * src_stride_z));
+ DATA_TYPE d03 = *((__global DATA_TYPE *)(src_addr + 3 * src_stride_z));
+ DATA_TYPE d04 = *((__global DATA_TYPE *)(src_addr + 4 * src_stride_z));
+ DATA_TYPE d05 = *((__global DATA_TYPE *)(src_addr + 5 * src_stride_z));
#if defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
// Compute out00, out01, out02 and out03
- float out00 = d00 + d01 + d02 + d03 + d04;
- float out01 = d01 - d02 + 2.0f * d03 - 2.0f * d04;
- float out02 = d01 + d02 + 4.0f * d03 + 4.0f * d04;
- float out03 = d01 - d02 + 8.0f * d03 - 8.0f * d04 + d05;
+ DATA_TYPE out00 = d00 + d01 + d02 + d03 + d04;
+ DATA_TYPE out01 = d01 - d02 + 2.0f * d03 - 2.0f * d04;
+ DATA_TYPE out02 = d01 + d02 + 4.0f * d03 + 4.0f * d04;
+ DATA_TYPE out03 = d01 - d02 + 8.0f * d03 - 8.0f * d04 + d05;
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- float d10 = *((__global float *)(src_addr + 6 * src_stride_z));
- float d11 = *((__global float *)(src_addr + 7 * src_stride_z));
- float d12 = *((__global float *)(src_addr + 8 * src_stride_z));
- float d13 = *((__global float *)(src_addr + 9 * src_stride_z));
- float d14 = *((__global float *)(src_addr + 10 * src_stride_z));
- float d15 = *((__global float *)(src_addr + 11 * src_stride_z));
+ DATA_TYPE d10 = *((__global DATA_TYPE *)(src_addr + 6 * src_stride_z));
+ DATA_TYPE d11 = *((__global DATA_TYPE *)(src_addr + 7 * src_stride_z));
+ DATA_TYPE d12 = *((__global DATA_TYPE *)(src_addr + 8 * src_stride_z));
+ DATA_TYPE d13 = *((__global DATA_TYPE *)(src_addr + 9 * src_stride_z));
+ DATA_TYPE d14 = *((__global DATA_TYPE *)(src_addr + 10 * src_stride_z));
+ DATA_TYPE d15 = *((__global DATA_TYPE *)(src_addr + 11 * src_stride_z));
- float d20 = *((__global float *)(src_addr + 12 * src_stride_z));
- float d21 = *((__global float *)(src_addr + 13 * src_stride_z));
- float d22 = *((__global float *)(src_addr + 14 * src_stride_z));
- float d23 = *((__global float *)(src_addr + 15 * src_stride_z));
- float d24 = *((__global float *)(src_addr + 16 * src_stride_z));
- float d25 = *((__global float *)(src_addr + 17 * src_stride_z));
+ DATA_TYPE d20 = *((__global DATA_TYPE *)(src_addr + 12 * src_stride_z));
+ DATA_TYPE d21 = *((__global DATA_TYPE *)(src_addr + 13 * src_stride_z));
+ DATA_TYPE d22 = *((__global DATA_TYPE *)(src_addr + 14 * src_stride_z));
+ DATA_TYPE d23 = *((__global DATA_TYPE *)(src_addr + 15 * src_stride_z));
+ DATA_TYPE d24 = *((__global DATA_TYPE *)(src_addr + 16 * src_stride_z));
+ DATA_TYPE d25 = *((__global DATA_TYPE *)(src_addr + 17 * src_stride_z));
- float d30 = *((__global float *)(src_addr + 18 * src_stride_z));
- float d31 = *((__global float *)(src_addr + 19 * src_stride_z));
- float d32 = *((__global float *)(src_addr + 20 * src_stride_z));
- float d33 = *((__global float *)(src_addr + 21 * src_stride_z));
- float d34 = *((__global float *)(src_addr + 22 * src_stride_z));
- float d35 = *((__global float *)(src_addr + 23 * src_stride_z));
+ DATA_TYPE d30 = *((__global DATA_TYPE *)(src_addr + 18 * src_stride_z));
+ DATA_TYPE d31 = *((__global DATA_TYPE *)(src_addr + 19 * src_stride_z));
+ DATA_TYPE d32 = *((__global DATA_TYPE *)(src_addr + 20 * src_stride_z));
+ DATA_TYPE d33 = *((__global DATA_TYPE *)(src_addr + 21 * src_stride_z));
+ DATA_TYPE d34 = *((__global DATA_TYPE *)(src_addr + 22 * src_stride_z));
+ DATA_TYPE d35 = *((__global DATA_TYPE *)(src_addr + 23 * src_stride_z));
- float d40 = *((__global float *)(src_addr + 24 * src_stride_z));
- float d41 = *((__global float *)(src_addr + 25 * src_stride_z));
- float d42 = *((__global float *)(src_addr + 26 * src_stride_z));
- float d43 = *((__global float *)(src_addr + 27 * src_stride_z));
- float d44 = *((__global float *)(src_addr + 28 * src_stride_z));
- float d45 = *((__global float *)(src_addr + 29 * src_stride_z));
+ DATA_TYPE d40 = *((__global DATA_TYPE *)(src_addr + 24 * src_stride_z));
+ DATA_TYPE d41 = *((__global DATA_TYPE *)(src_addr + 25 * src_stride_z));
+ DATA_TYPE d42 = *((__global DATA_TYPE *)(src_addr + 26 * src_stride_z));
+ DATA_TYPE d43 = *((__global DATA_TYPE *)(src_addr + 27 * src_stride_z));
+ DATA_TYPE d44 = *((__global DATA_TYPE *)(src_addr + 28 * src_stride_z));
+ DATA_TYPE d45 = *((__global DATA_TYPE *)(src_addr + 29 * src_stride_z));
- float d50 = *((__global float *)(src_addr + 30 * src_stride_z));
- float d51 = *((__global float *)(src_addr + 31 * src_stride_z));
- float d52 = *((__global float *)(src_addr + 32 * src_stride_z));
- float d53 = *((__global float *)(src_addr + 33 * src_stride_z));
- float d54 = *((__global float *)(src_addr + 34 * src_stride_z));
- float d55 = *((__global float *)(src_addr + 35 * src_stride_z));
+ DATA_TYPE d50 = *((__global DATA_TYPE *)(src_addr + 30 * src_stride_z));
+ DATA_TYPE d51 = *((__global DATA_TYPE *)(src_addr + 31 * src_stride_z));
+ DATA_TYPE d52 = *((__global DATA_TYPE *)(src_addr + 32 * src_stride_z));
+ DATA_TYPE d53 = *((__global DATA_TYPE *)(src_addr + 33 * src_stride_z));
+ DATA_TYPE d54 = *((__global DATA_TYPE *)(src_addr + 34 * src_stride_z));
+ DATA_TYPE d55 = *((__global DATA_TYPE *)(src_addr + 35 * src_stride_z));
// Compute out00, out01, out02 and out03
- float out00 = d01 + d21 + d41 + d11 + d31;
- float out01 = d01 + d21 + d41 + d11 + d31;
- float out02 = d01 + d21 + d41 + d11 + d31;
- float out03 = d01 + d21 + d41 + d11 + d31;
+ DATA_TYPE out00 = d01 + d21 + d41 + d11 + d31;
+ DATA_TYPE out01 = d01 + d21 + d41 + d11 + d31;
+ DATA_TYPE out02 = d01 + d21 + d41 + d11 + d31;
+ DATA_TYPE out03 = d01 + d21 + d41 + d11 + d31;
- float k0 = d03 + d04 + d13 + d14 + d23 + d24 + d33 + d34 + d43 + d44;
- float k1 = 2.0f * d03 - 2.0f * d04 + 2.0f * d13 - 2.0f * d14 + 2.0f * d23 - 2.0f * d24 + 2.0f * d33 - 2.0f * d34 + 2.0f * d43 - 2.0f * d44;
+ DATA_TYPE k0 = d03 + d04 + d13 + d14 + d23 + d24 + d33 + d34 + d43 + d44;
+ DATA_TYPE k1 = 2.0f * d03 - 2.0f * d04 + 2.0f * d13 - 2.0f * d14 + 2.0f * d23 - 2.0f * d24 + 2.0f * d33 - 2.0f * d34 + 2.0f * d43 - 2.0f * d44;
out00 += k0 + d00 + d02 + d10 + d12 + d20 + d22 + d30 + d32 + d40 + d42;
out01 += k1 - d02 - d12 - d22 - d32 - d42;
@@ -456,10 +459,10 @@
out03 += 4.0f * k1 - d02 - d12 - d22 - d32 - d42 + d05 + d15 + d25 + d35 + d45;
// Compute out10, out11, out12 and out13
- float out10 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
- float out11 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
- float out12 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
- float out13 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
+ DATA_TYPE out10 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
+ DATA_TYPE out11 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
+ DATA_TYPE out12 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
+ DATA_TYPE out13 = d11 - d21 + 2.0f * d31 - 2.0f * d41;
k0 = d13 + d14 - d23 - d24 + 2.0f * d33 + 2.0f * d34 - 2.0f * d43 - 2.0f * d44;
k1 = 2.0f * d13 - 2.0f * d14 - 2.0f * d23 + 2.0f * d24 + 4.0f * d33 - 4.0f * d34 - 4.0f * d43 + 4.0f * d44;
@@ -470,10 +473,10 @@
out13 += 4.0f * k1 - d12 + d15 + d22 - d25 - 2.0f * d32 + 2.0f * d35 + 2.0f * d42 - 2.0f * d45;
// Compute out20, out21, out22 and out23
- float out20 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
- float out21 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
- float out22 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
- float out23 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
+ DATA_TYPE out20 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
+ DATA_TYPE out21 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
+ DATA_TYPE out22 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
+ DATA_TYPE out23 = d11 + d21 + 4.0f * d31 + 4.0f * d41;
k0 = d13 + d14 + d23 + d24 + 4.0f * d33 + 4.0f * d34 + 4.0f * d43 + 4.0f * d44;
k1 = 2.0f * d13 - 2.0f * d14 + 2.0f * d23 - 2.0f * d24 + 8.0f * d33 - 8.0f * d34 + 8.0f * d43 - 8.0f * d44;
@@ -484,10 +487,10 @@
out23 += 4.0f * k1 - d12 + d15 - d22 + d25 - 4.0f * d32 + 4.0f * d35 - 4.0f * d42 + 4.0f * d45;
// Compute out30, out31, out32 and out33
- float out30 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
- float out31 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
- float out32 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
- float out33 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
+ DATA_TYPE out30 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
+ DATA_TYPE out31 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
+ DATA_TYPE out32 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
+ DATA_TYPE out33 = d11 - d21 + 8.0f * d31 - 8.0f * d41 + d51;
k0 = d13 + d14 - d23 - d24 + 8.0f * d33 + 8.0f * d34 - 8.0f * d43 - 8.0f * d44 + d53 + d54;
k1 = 2.0f * d13 - 2.0f * d14 - 2.0f * d23 + 2.0f * d24 + 16.0f * d33 - 16.0f * d34 - 16.0f * d43 + 16.0f * d44 + 2.0f * d53 - 2.0f * d54;
@@ -507,72 +510,72 @@
// Add bias
Vector bias = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bias);
- float b = (float) * ((__global float *)(vector_offset(&bias, x_out)));
+ DATA_TYPE b = (DATA_TYPE) * ((__global DATA_TYPE *)(vector_offset(&bias, x_out)));
- out00 += (float)b;
- out01 += (float)b;
- out02 += (float)b;
- out03 += (float)b;
+ out00 += (DATA_TYPE)b;
+ out01 += (DATA_TYPE)b;
+ out02 += (DATA_TYPE)b;
+ out03 += (DATA_TYPE)b;
#if !defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) & !defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- out10 += (float)b;
- out11 += (float)b;
- out12 += (float)b;
- out13 += (float)b;
+ out10 += (DATA_TYPE)b;
+ out11 += (DATA_TYPE)b;
+ out12 += (DATA_TYPE)b;
+ out13 += (DATA_TYPE)b;
- out20 += (float)b;
- out21 += (float)b;
- out22 += (float)b;
- out23 += (float)b;
+ out20 += (DATA_TYPE)b;
+ out21 += (DATA_TYPE)b;
+ out22 += (DATA_TYPE)b;
+ out23 += (DATA_TYPE)b;
- out30 += (float)b;
- out31 += (float)b;
- out32 += (float)b;
- out33 += (float)b;
+ out30 += (DATA_TYPE)b;
+ out31 += (DATA_TYPE)b;
+ out32 += (DATA_TYPE)b;
+ out33 += (DATA_TYPE)b;
#endif // !defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) & !defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
#endif // defined(HAS_BIAS)
#if defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- int4 offset = (int4)(dst_offset_first_element_in_bytes + x_out * sizeof(float) + y_out * dst_stride_y + z_out * dst_stride_z);
+ int4 offset = (int4)(dst_offset_first_element_in_bytes + x_out * sizeof(DATA_TYPE) + y_out * dst_stride_y + z_out * dst_stride_z);
offset = min(offset + (int4)(0, 1, 2, 3) * (int4)dst_stride_z, (int4)dst_size); // If address is beyond the last plane, clamp it to dst_size (which points to the last padding).
// Store the 1x4 output tile
- *((__global float *)(dst_ptr + offset.s0)) = out00;
- *((__global float *)(dst_ptr + offset.s1)) = out01;
- *((__global float *)(dst_ptr + offset.s2)) = out02;
- *((__global float *)(dst_ptr + offset.s3)) = out03;
+ *((__global DATA_TYPE *)(dst_ptr + offset.s0)) = out00;
+ *((__global DATA_TYPE *)(dst_ptr + offset.s1)) = out01;
+ *((__global DATA_TYPE *)(dst_ptr + offset.s2)) = out02;
+ *((__global DATA_TYPE *)(dst_ptr + offset.s3)) = out03;
#elif defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL)
// Store the 4x1 output tile
- int offset = dst_offset_first_element_in_bytes + x_out * sizeof(float) + y_out * dst_stride_y + z_out * dst_stride_z;
+ int offset = dst_offset_first_element_in_bytes + x_out * sizeof(DATA_TYPE) + y_out * dst_stride_y + z_out * dst_stride_z;
int mult_y = min(dst_size - offset, 1);
- *((__global float *)(dst_ptr + mult_y * 0 * dst_stride_y + offset)) = out00;
- *((__global float *)(dst_ptr + mult_y * 1 * dst_stride_y + offset)) = out01;
- *((__global float *)(dst_ptr + mult_y * 2 * dst_stride_y + offset)) = out02;
- *((__global float *)(dst_ptr + mult_y * 3 * dst_stride_y + offset)) = out03;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y * 0 * dst_stride_y + offset)) = out00;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y * 1 * dst_stride_y + offset)) = out01;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y * 2 * dst_stride_y + offset)) = out02;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y * 3 * dst_stride_y + offset)) = out03;
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL)
// Get output address
- int4 offset = (int4)(dst_offset_first_element_in_bytes + x_out * sizeof(float) + y_out * dst_stride_y + z_out * dst_stride_z);
+ int4 offset = (int4)(dst_offset_first_element_in_bytes + x_out * sizeof(DATA_TYPE) + y_out * dst_stride_y + z_out * dst_stride_z);
offset = min(offset + (int4)(0, 1, 2, 3) * (int4)dst_stride_z, (int4)dst_size); // If address is beyond the last plane, clamp it to dst_size (which points to the last padding).
- int4 mult_y = min((int4)dst_size - offset, (int4)1); // If out of bound, we don't want to increase dst_stride_y, so we set the multiplier to 0. It will be 1 otherwise.
+ int4 mult_y = min((int4)dst_size - offset, (int4)1); // If out of bound, we don't want to increase dst_stride_y, so we set the multiplier to 0. It will be 1 otherwise.
// Store the 4x4 output tile
- *((__global float *)(dst_ptr + mult_y.s0 * 0 * dst_stride_y + offset.s0)) = out00;
- *((__global float *)(dst_ptr + mult_y.s0 * 1 * dst_stride_y + offset.s0)) = out01;
- *((__global float *)(dst_ptr + mult_y.s0 * 2 * dst_stride_y + offset.s0)) = out02;
- *((__global float *)(dst_ptr + mult_y.s0 * 3 * dst_stride_y + offset.s0)) = out03;
- *((__global float *)(dst_ptr + mult_y.s1 * 0 * dst_stride_y + offset.s1)) = out10;
- *((__global float *)(dst_ptr + mult_y.s1 * 1 * dst_stride_y + offset.s1)) = out11;
- *((__global float *)(dst_ptr + mult_y.s1 * 2 * dst_stride_y + offset.s1)) = out12;
- *((__global float *)(dst_ptr + mult_y.s1 * 3 * dst_stride_y + offset.s1)) = out13;
- *((__global float *)(dst_ptr + mult_y.s2 * 0 * dst_stride_y + offset.s2)) = out20;
- *((__global float *)(dst_ptr + mult_y.s2 * 1 * dst_stride_y + offset.s2)) = out21;
- *((__global float *)(dst_ptr + mult_y.s2 * 2 * dst_stride_y + offset.s2)) = out22;
- *((__global float *)(dst_ptr + mult_y.s2 * 3 * dst_stride_y + offset.s2)) = out23;
- *((__global float *)(dst_ptr + mult_y.s3 * 0 * dst_stride_y + offset.s3)) = out30;
- *((__global float *)(dst_ptr + mult_y.s3 * 1 * dst_stride_y + offset.s3)) = out31;
- *((__global float *)(dst_ptr + mult_y.s3 * 2 * dst_stride_y + offset.s3)) = out32;
- *((__global float *)(dst_ptr + mult_y.s3 * 3 * dst_stride_y + offset.s3)) = out33;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s0 * 0 * dst_stride_y + offset.s0)) = out00;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s0 * 1 * dst_stride_y + offset.s0)) = out01;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s0 * 2 * dst_stride_y + offset.s0)) = out02;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s0 * 3 * dst_stride_y + offset.s0)) = out03;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s1 * 0 * dst_stride_y + offset.s1)) = out10;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s1 * 1 * dst_stride_y + offset.s1)) = out11;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s1 * 2 * dst_stride_y + offset.s1)) = out12;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s1 * 3 * dst_stride_y + offset.s1)) = out13;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s2 * 0 * dst_stride_y + offset.s2)) = out20;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s2 * 1 * dst_stride_y + offset.s2)) = out21;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s2 * 2 * dst_stride_y + offset.s2)) = out22;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s2 * 3 * dst_stride_y + offset.s2)) = out23;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s3 * 0 * dst_stride_y + offset.s3)) = out30;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s3 * 1 * dst_stride_y + offset.s3)) = out31;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s3 * 2 * dst_stride_y + offset.s3)) = out32;
+ *((__global DATA_TYPE *)(dst_ptr + mult_y.s3 * 3 * dst_stride_y + offset.s3)) = out33;
#endif // defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL)
}
@@ -601,8 +604,9 @@
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=4
* @note If this kernel is used to perform Winograd output transform 3x1, -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
* @note If this kernel is used to perform Winograd output transform 1x3, -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -639,114 +643,116 @@
int y_out = (y_in / NUM_TILES_X) * OUTPUT_TILE_H;
int z_out = get_global_id(0);
- __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_out * sizeof(float) + y_out * dst_stride_y + z_out * dst_stride_z;
+ __global uchar *dst_addr = dst_ptr + dst_offset_first_element_in_bytes + x_out * sizeof(DATA_TYPE) + y_out * dst_stride_y + z_out * dst_stride_z;
// Load the values across the channels to compose the input tile
- float d00 = *((__global float *)(src_addr + 0 * src_stride_z));
- float d01 = *((__global float *)(src_addr + 1 * src_stride_z));
- float d02 = *((__global float *)(src_addr + 2 * src_stride_z));
- float d03 = *((__global float *)(src_addr + 3 * src_stride_z));
- float d04 = *((__global float *)(src_addr + 4 * src_stride_z));
- float d05 = *((__global float *)(src_addr + 5 * src_stride_z));
- float d06 = *((__global float *)(src_addr + 6 * src_stride_z));
- float d07 = *((__global float *)(src_addr + 7 * src_stride_z));
+ DATA_TYPE d00 = *((__global DATA_TYPE *)(src_addr + 0 * src_stride_z));
+ DATA_TYPE d01 = *((__global DATA_TYPE *)(src_addr + 1 * src_stride_z));
+ DATA_TYPE d02 = *((__global DATA_TYPE *)(src_addr + 2 * src_stride_z));
+ DATA_TYPE d03 = *((__global DATA_TYPE *)(src_addr + 3 * src_stride_z));
+ DATA_TYPE d04 = *((__global DATA_TYPE *)(src_addr + 4 * src_stride_z));
+ DATA_TYPE d05 = *((__global DATA_TYPE *)(src_addr + 5 * src_stride_z));
+ DATA_TYPE d06 = *((__global DATA_TYPE *)(src_addr + 6 * src_stride_z));
+ DATA_TYPE d07 = *((__global DATA_TYPE *)(src_addr + 7 * src_stride_z));
#if defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
// Compute out00, out01, out02 and out03
- float out00 = d00 + d01 + d02 + d03 + d04 + 8.0f * d05 + 8.0f * d06;
- float out01 = d01 - d02 + 2.0f * d03 - 2.0f * d04 + 4.0f * d05 - 4.0f * d06;
- float out02 = d01 + d02 + 4.0f * d03 + 4.0f * d04 + 2.0f * d05 + 2.0f * d06;
- float out03 = d01 - d02 + 8.0f * d03 - 8.0f * d04 + d05 - d06 + d07;
+ DATA_TYPE out00 = d00 + d01 + d02 + d03 + d04 + 8.0f * d05 + 8.0f * d06;
+ DATA_TYPE out01 = d01 - d02 + 2.0f * d03 - 2.0f * d04 + 4.0f * d05 - 4.0f * d06;
+ DATA_TYPE out02 = d01 + d02 + 4.0f * d03 + 4.0f * d04 + 2.0f * d05 + 2.0f * d06;
+ DATA_TYPE out03 = d01 - d02 + 8.0f * d03 - 8.0f * d04 + d05 - d06 + d07;
#if defined(HAS_BIAS)
// Add bias
Vector bias = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bias);
- float b = (float) * ((__global float *)(vector_offset(&bias, z_out)));
+ DATA_TYPE b = (DATA_TYPE) * ((__global DATA_TYPE *)(vector_offset(&bias, z_out)));
- out00 += (float)b;
- out01 += (float)b;
- out02 += (float)b;
- out03 += (float)b;
+ out00 += (DATA_TYPE)b;
+ out01 += (DATA_TYPE)b;
+ out02 += (DATA_TYPE)b;
+ out03 += (DATA_TYPE)b;
#endif // defined(HAS_BIAS)
// Store the output tile
#if defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- *((__global float *)(dst_addr + 0 * dst_stride_y)) = out00;
- *((__global float *)(dst_addr + 1 * dst_stride_y)) = out01;
- *((__global float *)(dst_addr + 2 * dst_stride_y)) = out02;
- *((__global float *)(dst_addr + 3 * dst_stride_y)) = out03;
+ *((__global DATA_TYPE *)(dst_addr + 0 * dst_stride_y)) = out00;
+ *((__global DATA_TYPE *)(dst_addr + 1 * dst_stride_y)) = out01;
+ *((__global DATA_TYPE *)(dst_addr + 2 * dst_stride_y)) = out02;
+ *((__global DATA_TYPE *)(dst_addr + 3 * dst_stride_y)) = out03;
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- vstore4((float4)(out00, out01, out02, out03), 0, (__global float *)(dst_addr));
+ vstore4((VEC_DATA_TYPE(DATA_TYPE, 4))(out00, out01, out02, out03), 0, (__global DATA_TYPE *)(dst_addr));
#endif // defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- float d10 = *((__global float *)(src_addr + 8 * src_stride_z));
- float d11 = *((__global float *)(src_addr + 9 * src_stride_z));
- float d12 = *((__global float *)(src_addr + 10 * src_stride_z));
- float d13 = *((__global float *)(src_addr + 11 * src_stride_z));
- float d14 = *((__global float *)(src_addr + 12 * src_stride_z));
- float d15 = *((__global float *)(src_addr + 13 * src_stride_z));
- float d16 = *((__global float *)(src_addr + 14 * src_stride_z));
- float d17 = *((__global float *)(src_addr + 15 * src_stride_z));
+ DATA_TYPE d10 = *((__global DATA_TYPE *)(src_addr + 8 * src_stride_z));
+ DATA_TYPE d11 = *((__global DATA_TYPE *)(src_addr + 9 * src_stride_z));
+ DATA_TYPE d12 = *((__global DATA_TYPE *)(src_addr + 10 * src_stride_z));
+ DATA_TYPE d13 = *((__global DATA_TYPE *)(src_addr + 11 * src_stride_z));
+ DATA_TYPE d14 = *((__global DATA_TYPE *)(src_addr + 12 * src_stride_z));
+ DATA_TYPE d15 = *((__global DATA_TYPE *)(src_addr + 13 * src_stride_z));
+ DATA_TYPE d16 = *((__global DATA_TYPE *)(src_addr + 14 * src_stride_z));
+ DATA_TYPE d17 = *((__global DATA_TYPE *)(src_addr + 15 * src_stride_z));
- float d20 = *((__global float *)(src_addr + 16 * src_stride_z));
- float d21 = *((__global float *)(src_addr + 17 * src_stride_z));
- float d22 = *((__global float *)(src_addr + 18 * src_stride_z));
- float d23 = *((__global float *)(src_addr + 19 * src_stride_z));
- float d24 = *((__global float *)(src_addr + 20 * src_stride_z));
- float d25 = *((__global float *)(src_addr + 21 * src_stride_z));
- float d26 = *((__global float *)(src_addr + 22 * src_stride_z));
- float d27 = *((__global float *)(src_addr + 23 * src_stride_z));
+ DATA_TYPE d20 = *((__global DATA_TYPE *)(src_addr + 16 * src_stride_z));
+ DATA_TYPE d21 = *((__global DATA_TYPE *)(src_addr + 17 * src_stride_z));
+ DATA_TYPE d22 = *((__global DATA_TYPE *)(src_addr + 18 * src_stride_z));
+ DATA_TYPE d23 = *((__global DATA_TYPE *)(src_addr + 19 * src_stride_z));
+ DATA_TYPE d24 = *((__global DATA_TYPE *)(src_addr + 20 * src_stride_z));
+ DATA_TYPE d25 = *((__global DATA_TYPE *)(src_addr + 21 * src_stride_z));
+ DATA_TYPE d26 = *((__global DATA_TYPE *)(src_addr + 22 * src_stride_z));
+ DATA_TYPE d27 = *((__global DATA_TYPE *)(src_addr + 23 * src_stride_z));
- float d30 = *((__global float *)(src_addr + 24 * src_stride_z));
- float d31 = *((__global float *)(src_addr + 25 * src_stride_z));
- float d32 = *((__global float *)(src_addr + 26 * src_stride_z));
- float d33 = *((__global float *)(src_addr + 27 * src_stride_z));
- float d34 = *((__global float *)(src_addr + 28 * src_stride_z));
- float d35 = *((__global float *)(src_addr + 29 * src_stride_z));
- float d36 = *((__global float *)(src_addr + 30 * src_stride_z));
- float d37 = *((__global float *)(src_addr + 31 * src_stride_z));
+ DATA_TYPE d30 = *((__global DATA_TYPE *)(src_addr + 24 * src_stride_z));
+ DATA_TYPE d31 = *((__global DATA_TYPE *)(src_addr + 25 * src_stride_z));
+ DATA_TYPE d32 = *((__global DATA_TYPE *)(src_addr + 26 * src_stride_z));
+ DATA_TYPE d33 = *((__global DATA_TYPE *)(src_addr + 27 * src_stride_z));
+ DATA_TYPE d34 = *((__global DATA_TYPE *)(src_addr + 28 * src_stride_z));
+ DATA_TYPE d35 = *((__global DATA_TYPE *)(src_addr + 29 * src_stride_z));
+ DATA_TYPE d36 = *((__global DATA_TYPE *)(src_addr + 30 * src_stride_z));
+ DATA_TYPE d37 = *((__global DATA_TYPE *)(src_addr + 31 * src_stride_z));
- float d40 = *((__global float *)(src_addr + 32 * src_stride_z));
- float d41 = *((__global float *)(src_addr + 33 * src_stride_z));
- float d42 = *((__global float *)(src_addr + 34 * src_stride_z));
- float d43 = *((__global float *)(src_addr + 35 * src_stride_z));
- float d44 = *((__global float *)(src_addr + 36 * src_stride_z));
- float d45 = *((__global float *)(src_addr + 37 * src_stride_z));
- float d46 = *((__global float *)(src_addr + 38 * src_stride_z));
- float d47 = *((__global float *)(src_addr + 39 * src_stride_z));
+ DATA_TYPE d40 = *((__global DATA_TYPE *)(src_addr + 32 * src_stride_z));
+ DATA_TYPE d41 = *((__global DATA_TYPE *)(src_addr + 33 * src_stride_z));
+ DATA_TYPE d42 = *((__global DATA_TYPE *)(src_addr + 34 * src_stride_z));
+ DATA_TYPE d43 = *((__global DATA_TYPE *)(src_addr + 35 * src_stride_z));
+ DATA_TYPE d44 = *((__global DATA_TYPE *)(src_addr + 36 * src_stride_z));
+ DATA_TYPE d45 = *((__global DATA_TYPE *)(src_addr + 37 * src_stride_z));
+ DATA_TYPE d46 = *((__global DATA_TYPE *)(src_addr + 38 * src_stride_z));
+ DATA_TYPE d47 = *((__global DATA_TYPE *)(src_addr + 39 * src_stride_z));
- float d50 = *((__global float *)(src_addr + 40 * src_stride_z));
- float d51 = *((__global float *)(src_addr + 41 * src_stride_z));
- float d52 = *((__global float *)(src_addr + 42 * src_stride_z));
- float d53 = *((__global float *)(src_addr + 43 * src_stride_z));
- float d54 = *((__global float *)(src_addr + 44 * src_stride_z));
- float d55 = *((__global float *)(src_addr + 45 * src_stride_z));
- float d56 = *((__global float *)(src_addr + 46 * src_stride_z));
- float d57 = *((__global float *)(src_addr + 47 * src_stride_z));
+ DATA_TYPE d50 = *((__global DATA_TYPE *)(src_addr + 40 * src_stride_z));
+ DATA_TYPE d51 = *((__global DATA_TYPE *)(src_addr + 41 * src_stride_z));
+ DATA_TYPE d52 = *((__global DATA_TYPE *)(src_addr + 42 * src_stride_z));
+ DATA_TYPE d53 = *((__global DATA_TYPE *)(src_addr + 43 * src_stride_z));
+ DATA_TYPE d54 = *((__global DATA_TYPE *)(src_addr + 44 * src_stride_z));
+ DATA_TYPE d55 = *((__global DATA_TYPE *)(src_addr + 45 * src_stride_z));
+ DATA_TYPE d56 = *((__global DATA_TYPE *)(src_addr + 46 * src_stride_z));
+ DATA_TYPE d57 = *((__global DATA_TYPE *)(src_addr + 47 * src_stride_z));
- float d60 = *((__global float *)(src_addr + 48 * src_stride_z));
- float d61 = *((__global float *)(src_addr + 49 * src_stride_z));
- float d62 = *((__global float *)(src_addr + 50 * src_stride_z));
- float d63 = *((__global float *)(src_addr + 51 * src_stride_z));
- float d64 = *((__global float *)(src_addr + 52 * src_stride_z));
- float d65 = *((__global float *)(src_addr + 53 * src_stride_z));
- float d66 = *((__global float *)(src_addr + 54 * src_stride_z));
- float d67 = *((__global float *)(src_addr + 55 * src_stride_z));
+ DATA_TYPE d60 = *((__global DATA_TYPE *)(src_addr + 48 * src_stride_z));
+ DATA_TYPE d61 = *((__global DATA_TYPE *)(src_addr + 49 * src_stride_z));
+ DATA_TYPE d62 = *((__global DATA_TYPE *)(src_addr + 50 * src_stride_z));
+ DATA_TYPE d63 = *((__global DATA_TYPE *)(src_addr + 51 * src_stride_z));
+ DATA_TYPE d64 = *((__global DATA_TYPE *)(src_addr + 52 * src_stride_z));
+ DATA_TYPE d65 = *((__global DATA_TYPE *)(src_addr + 53 * src_stride_z));
+ DATA_TYPE d66 = *((__global DATA_TYPE *)(src_addr + 54 * src_stride_z));
+ DATA_TYPE d67 = *((__global DATA_TYPE *)(src_addr + 55 * src_stride_z));
- float d70 = *((__global float *)(src_addr + 56 * src_stride_z));
- float d71 = *((__global float *)(src_addr + 57 * src_stride_z));
- float d72 = *((__global float *)(src_addr + 58 * src_stride_z));
- float d73 = *((__global float *)(src_addr + 59 * src_stride_z));
- float d74 = *((__global float *)(src_addr + 60 * src_stride_z));
- float d75 = *((__global float *)(src_addr + 61 * src_stride_z));
- float d76 = *((__global float *)(src_addr + 62 * src_stride_z));
- float d77 = *((__global float *)(src_addr + 63 * src_stride_z));
+ DATA_TYPE d70 = *((__global DATA_TYPE *)(src_addr + 56 * src_stride_z));
+ DATA_TYPE d71 = *((__global DATA_TYPE *)(src_addr + 57 * src_stride_z));
+ DATA_TYPE d72 = *((__global DATA_TYPE *)(src_addr + 58 * src_stride_z));
+ DATA_TYPE d73 = *((__global DATA_TYPE *)(src_addr + 59 * src_stride_z));
+ DATA_TYPE d74 = *((__global DATA_TYPE *)(src_addr + 60 * src_stride_z));
+ DATA_TYPE d75 = *((__global DATA_TYPE *)(src_addr + 61 * src_stride_z));
+ DATA_TYPE d76 = *((__global DATA_TYPE *)(src_addr + 62 * src_stride_z));
+ DATA_TYPE d77 = *((__global DATA_TYPE *)(src_addr + 63 * src_stride_z));
// Compute the 8x4 intermediate tensor
- float4 comm_fact0, comm_fact1, comm_fact2;
- float4 tmp_col0, tmp_col1, tmp_col2, tmp_col3, tmp_col4, tmp_col5, tmp_col6, tmp_col7;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ comm_fact0, comm_fact1, comm_fact2;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ tmp_col0, tmp_col1, tmp_col2, tmp_col3, tmp_col4, tmp_col5, tmp_col6, tmp_col7;
COMPUTE_TMP_COL(tmp_col0, d00, d10, d20, d30, d40, d50, d60, d70, comm_fact0);
COMPUTE_TMP_COL(tmp_col1, d01, d11, d21, d31, d41, d51, d61, d71, comm_fact0);
@@ -762,33 +768,37 @@
comm_fact1 = tmp_col3 + tmp_col4;
comm_fact2 = tmp_col5 + tmp_col6;
- float4 out_col0 = comm_fact0 + comm_fact1 + 8.f * comm_fact2 + tmp_col0;
- float4 out_col2 = comm_fact0 + 4.f * comm_fact1 + 2.f * comm_fact2;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ out_col0 = comm_fact0 + comm_fact1 + (DATA_TYPE)8.f * comm_fact2 + tmp_col0;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ out_col2 = comm_fact0 + (DATA_TYPE)4.f * comm_fact1 + (DATA_TYPE)2.f * comm_fact2;
comm_fact0 = tmp_col1 - tmp_col2;
comm_fact1 = tmp_col3 - tmp_col4;
comm_fact2 = tmp_col5 - tmp_col6;
- float4 out_col1 = comm_fact0 + 2.f * comm_fact1 + 4.f * comm_fact2;
- float4 out_col3 = comm_fact0 + 8.f * comm_fact1 + comm_fact2 + tmp_col7;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ out_col1 = comm_fact0 + (DATA_TYPE)2.f * comm_fact1 + (DATA_TYPE)4.f * comm_fact2;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ out_col3 = comm_fact0 + (DATA_TYPE)8.f * comm_fact1 + comm_fact2 + tmp_col7;
#if defined(HAS_BIAS)
// Add bias
Vector bias = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bias);
- float b = (float) * ((__global float *)(vector_offset(&bias, z_out)));
+ DATA_TYPE b = (DATA_TYPE) * ((__global DATA_TYPE *)(vector_offset(&bias, z_out)));
- out_col0 += (float4)b;
- out_col1 += (float4)b;
- out_col2 += (float4)b;
- out_col3 += (float4)b;
+ out_col0 += (VEC_DATA_TYPE(DATA_TYPE, 4))b;
+ out_col1 += (VEC_DATA_TYPE(DATA_TYPE, 4))b;
+ out_col2 += (VEC_DATA_TYPE(DATA_TYPE, 4))b;
+ out_col3 += (VEC_DATA_TYPE(DATA_TYPE, 4))b;
#endif // defined(HAS_BIAS)
// Store the output tile
- vstore4((float4)(out_col0.s0, out_col1.s0, out_col2.s0, out_col3.s0), 0, (__global float *)(dst_addr + 0 * dst_stride_y));
- vstore4((float4)(out_col0.s1, out_col1.s1, out_col2.s1, out_col3.s1), 0, (__global float *)(dst_addr + 1 * dst_stride_y));
- vstore4((float4)(out_col0.s2, out_col1.s2, out_col2.s2, out_col3.s2), 0, (__global float *)(dst_addr + 2 * dst_stride_y));
- vstore4((float4)(out_col0.s3, out_col1.s3, out_col2.s3, out_col3.s3), 0, (__global float *)(dst_addr + 3 * dst_stride_y));
+ vstore4((VEC_DATA_TYPE(DATA_TYPE, 4))(out_col0.s0, out_col1.s0, out_col2.s0, out_col3.s0), 0, (__global DATA_TYPE *)(dst_addr + 0 * dst_stride_y));
+ vstore4((VEC_DATA_TYPE(DATA_TYPE, 4))(out_col0.s1, out_col1.s1, out_col2.s1, out_col3.s1), 0, (__global DATA_TYPE *)(dst_addr + 1 * dst_stride_y));
+ vstore4((VEC_DATA_TYPE(DATA_TYPE, 4))(out_col0.s2, out_col1.s2, out_col2.s2, out_col3.s2), 0, (__global DATA_TYPE *)(dst_addr + 2 * dst_stride_y));
+ vstore4((VEC_DATA_TYPE(DATA_TYPE, 4))(out_col0.s3, out_col1.s3, out_col2.s3, out_col3.s3), 0, (__global DATA_TYPE *)(dst_addr + 3 * dst_stride_y));
#endif // !defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) && !defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
}
@@ -799,8 +809,9 @@
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=4
* @note If this kernel is used to perform Winograd output transform 5x1, -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
* @note If this kernel is used to perform Winograd output transform 1x5, -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -836,122 +847,124 @@
int z_out = (y_in / NUM_TILES_X) * OUTPUT_TILE_H;
// Load the values across the channels to compose the input tile
- float d00 = *((__global float *)(src_addr + 0 * src_stride_z));
- float d01 = *((__global float *)(src_addr + 1 * src_stride_z));
- float d02 = *((__global float *)(src_addr + 2 * src_stride_z));
- float d03 = *((__global float *)(src_addr + 3 * src_stride_z));
- float d04 = *((__global float *)(src_addr + 4 * src_stride_z));
- float d05 = *((__global float *)(src_addr + 5 * src_stride_z));
- float d06 = *((__global float *)(src_addr + 6 * src_stride_z));
- float d07 = *((__global float *)(src_addr + 7 * src_stride_z));
+ DATA_TYPE d00 = *((__global DATA_TYPE *)(src_addr + 0 * src_stride_z));
+ DATA_TYPE d01 = *((__global DATA_TYPE *)(src_addr + 1 * src_stride_z));
+ DATA_TYPE d02 = *((__global DATA_TYPE *)(src_addr + 2 * src_stride_z));
+ DATA_TYPE d03 = *((__global DATA_TYPE *)(src_addr + 3 * src_stride_z));
+ DATA_TYPE d04 = *((__global DATA_TYPE *)(src_addr + 4 * src_stride_z));
+ DATA_TYPE d05 = *((__global DATA_TYPE *)(src_addr + 5 * src_stride_z));
+ DATA_TYPE d06 = *((__global DATA_TYPE *)(src_addr + 6 * src_stride_z));
+ DATA_TYPE d07 = *((__global DATA_TYPE *)(src_addr + 7 * src_stride_z));
#if defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
// Compute out00, out01, out02 and out03
- float out00 = d00 + d01 + d02 + d03 + d04 + 8.0f * d05 + 8.0f * d06;
- float out01 = d01 - d02 + 2.0f * d03 - 2.0f * d04 + 4.0f * d05 - 4.0f * d06;
- float out02 = d01 + d02 + 4.0f * d03 + 4.0f * d04 + 2.0f * d05 + 2.0f * d06;
- float out03 = d01 - d02 + 8.0f * d03 - 8.0f * d04 + d05 - d06 + d07;
+ DATA_TYPE out00 = d00 + d01 + d02 + d03 + d04 + 8.0f * d05 + 8.0f * d06;
+ DATA_TYPE out01 = d01 - d02 + 2.0f * d03 - 2.0f * d04 + 4.0f * d05 - 4.0f * d06;
+ DATA_TYPE out02 = d01 + d02 + 4.0f * d03 + 4.0f * d04 + 2.0f * d05 + 2.0f * d06;
+ DATA_TYPE out03 = d01 - d02 + 8.0f * d03 - 8.0f * d04 + d05 - d06 + d07;
#if defined(HAS_BIAS)
// Add bias
Vector bias = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bias);
- float b = (float) * ((__global float *)(vector_offset(&bias, x_out)));
+ DATA_TYPE b = (DATA_TYPE) * ((__global DATA_TYPE *)(vector_offset(&bias, x_out)));
- out00 += (float)b;
- out01 += (float)b;
- out02 += (float)b;
- out03 += (float)b;
+ out00 += (DATA_TYPE)b;
+ out01 += (DATA_TYPE)b;
+ out02 += (DATA_TYPE)b;
+ out03 += (DATA_TYPE)b;
#endif // defined(HAS_BIAS)
// Store the output tile
#if defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
// Get output address
- int4 offset = (int4)(dst_offset_first_element_in_bytes + x_out * sizeof(float) + y_out * dst_stride_y + z_out * dst_stride_z);
+ int4 offset = (int4)(dst_offset_first_element_in_bytes + x_out * sizeof(DATA_TYPE) + y_out * dst_stride_y + z_out * dst_stride_z);
offset = min(offset + (int4)(0, 1, 2, 3) * (int4)dst_stride_z, (int4)dst_size); // If address is beyond the last plane, clamp it to dst_size (which points to the last padding).
- *(__global float *)(dst_ptr + offset.s0) = out00;
- *(__global float *)(dst_ptr + offset.s1) = out01;
- *(__global float *)(dst_ptr + offset.s2) = out02;
- *(__global float *)(dst_ptr + offset.s3) = out03;
+ *(__global DATA_TYPE *)(dst_ptr + offset.s0) = out00;
+ *(__global DATA_TYPE *)(dst_ptr + offset.s1) = out01;
+ *(__global DATA_TYPE *)(dst_ptr + offset.s2) = out02;
+ *(__global DATA_TYPE *)(dst_ptr + offset.s3) = out03;
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
// Get output address
- int offset = dst_offset_first_element_in_bytes + x_out * sizeof(float) + y_out * dst_stride_y + z_out * dst_stride_z;
+ int offset = dst_offset_first_element_in_bytes + x_out * sizeof(DATA_TYPE) + y_out * dst_stride_y + z_out * dst_stride_z;
- *(__global float *)(dst_ptr + 0 * dst_stride_y + offset) = out00;
- *(__global float *)(dst_ptr + 1 * dst_stride_y + offset) = out01;
- *(__global float *)(dst_ptr + 2 * dst_stride_y + offset) = out02;
- *(__global float *)(dst_ptr + 3 * dst_stride_y + offset) = out03;
+ *(__global DATA_TYPE *)(dst_ptr + 0 * dst_stride_y + offset) = out00;
+ *(__global DATA_TYPE *)(dst_ptr + 1 * dst_stride_y + offset) = out01;
+ *(__global DATA_TYPE *)(dst_ptr + 2 * dst_stride_y + offset) = out02;
+ *(__global DATA_TYPE *)(dst_ptr + 3 * dst_stride_y + offset) = out03;
#endif // defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
#else // defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
- float d10 = *((__global float *)(src_addr + 8 * src_stride_z));
- float d11 = *((__global float *)(src_addr + 9 * src_stride_z));
- float d12 = *((__global float *)(src_addr + 10 * src_stride_z));
- float d13 = *((__global float *)(src_addr + 11 * src_stride_z));
- float d14 = *((__global float *)(src_addr + 12 * src_stride_z));
- float d15 = *((__global float *)(src_addr + 13 * src_stride_z));
- float d16 = *((__global float *)(src_addr + 14 * src_stride_z));
- float d17 = *((__global float *)(src_addr + 15 * src_stride_z));
+ DATA_TYPE d10 = *((__global DATA_TYPE *)(src_addr + 8 * src_stride_z));
+ DATA_TYPE d11 = *((__global DATA_TYPE *)(src_addr + 9 * src_stride_z));
+ DATA_TYPE d12 = *((__global DATA_TYPE *)(src_addr + 10 * src_stride_z));
+ DATA_TYPE d13 = *((__global DATA_TYPE *)(src_addr + 11 * src_stride_z));
+ DATA_TYPE d14 = *((__global DATA_TYPE *)(src_addr + 12 * src_stride_z));
+ DATA_TYPE d15 = *((__global DATA_TYPE *)(src_addr + 13 * src_stride_z));
+ DATA_TYPE d16 = *((__global DATA_TYPE *)(src_addr + 14 * src_stride_z));
+ DATA_TYPE d17 = *((__global DATA_TYPE *)(src_addr + 15 * src_stride_z));
- float d20 = *((__global float *)(src_addr + 16 * src_stride_z));
- float d21 = *((__global float *)(src_addr + 17 * src_stride_z));
- float d22 = *((__global float *)(src_addr + 18 * src_stride_z));
- float d23 = *((__global float *)(src_addr + 19 * src_stride_z));
- float d24 = *((__global float *)(src_addr + 20 * src_stride_z));
- float d25 = *((__global float *)(src_addr + 21 * src_stride_z));
- float d26 = *((__global float *)(src_addr + 22 * src_stride_z));
- float d27 = *((__global float *)(src_addr + 23 * src_stride_z));
+ DATA_TYPE d20 = *((__global DATA_TYPE *)(src_addr + 16 * src_stride_z));
+ DATA_TYPE d21 = *((__global DATA_TYPE *)(src_addr + 17 * src_stride_z));
+ DATA_TYPE d22 = *((__global DATA_TYPE *)(src_addr + 18 * src_stride_z));
+ DATA_TYPE d23 = *((__global DATA_TYPE *)(src_addr + 19 * src_stride_z));
+ DATA_TYPE d24 = *((__global DATA_TYPE *)(src_addr + 20 * src_stride_z));
+ DATA_TYPE d25 = *((__global DATA_TYPE *)(src_addr + 21 * src_stride_z));
+ DATA_TYPE d26 = *((__global DATA_TYPE *)(src_addr + 22 * src_stride_z));
+ DATA_TYPE d27 = *((__global DATA_TYPE *)(src_addr + 23 * src_stride_z));
- float d30 = *((__global float *)(src_addr + 24 * src_stride_z));
- float d31 = *((__global float *)(src_addr + 25 * src_stride_z));
- float d32 = *((__global float *)(src_addr + 26 * src_stride_z));
- float d33 = *((__global float *)(src_addr + 27 * src_stride_z));
- float d34 = *((__global float *)(src_addr + 28 * src_stride_z));
- float d35 = *((__global float *)(src_addr + 29 * src_stride_z));
- float d36 = *((__global float *)(src_addr + 30 * src_stride_z));
- float d37 = *((__global float *)(src_addr + 31 * src_stride_z));
+ DATA_TYPE d30 = *((__global DATA_TYPE *)(src_addr + 24 * src_stride_z));
+ DATA_TYPE d31 = *((__global DATA_TYPE *)(src_addr + 25 * src_stride_z));
+ DATA_TYPE d32 = *((__global DATA_TYPE *)(src_addr + 26 * src_stride_z));
+ DATA_TYPE d33 = *((__global DATA_TYPE *)(src_addr + 27 * src_stride_z));
+ DATA_TYPE d34 = *((__global DATA_TYPE *)(src_addr + 28 * src_stride_z));
+ DATA_TYPE d35 = *((__global DATA_TYPE *)(src_addr + 29 * src_stride_z));
+ DATA_TYPE d36 = *((__global DATA_TYPE *)(src_addr + 30 * src_stride_z));
+ DATA_TYPE d37 = *((__global DATA_TYPE *)(src_addr + 31 * src_stride_z));
- float d40 = *((__global float *)(src_addr + 32 * src_stride_z));
- float d41 = *((__global float *)(src_addr + 33 * src_stride_z));
- float d42 = *((__global float *)(src_addr + 34 * src_stride_z));
- float d43 = *((__global float *)(src_addr + 35 * src_stride_z));
- float d44 = *((__global float *)(src_addr + 36 * src_stride_z));
- float d45 = *((__global float *)(src_addr + 37 * src_stride_z));
- float d46 = *((__global float *)(src_addr + 38 * src_stride_z));
- float d47 = *((__global float *)(src_addr + 39 * src_stride_z));
+ DATA_TYPE d40 = *((__global DATA_TYPE *)(src_addr + 32 * src_stride_z));
+ DATA_TYPE d41 = *((__global DATA_TYPE *)(src_addr + 33 * src_stride_z));
+ DATA_TYPE d42 = *((__global DATA_TYPE *)(src_addr + 34 * src_stride_z));
+ DATA_TYPE d43 = *((__global DATA_TYPE *)(src_addr + 35 * src_stride_z));
+ DATA_TYPE d44 = *((__global DATA_TYPE *)(src_addr + 36 * src_stride_z));
+ DATA_TYPE d45 = *((__global DATA_TYPE *)(src_addr + 37 * src_stride_z));
+ DATA_TYPE d46 = *((__global DATA_TYPE *)(src_addr + 38 * src_stride_z));
+ DATA_TYPE d47 = *((__global DATA_TYPE *)(src_addr + 39 * src_stride_z));
- float d50 = *((__global float *)(src_addr + 40 * src_stride_z));
- float d51 = *((__global float *)(src_addr + 41 * src_stride_z));
- float d52 = *((__global float *)(src_addr + 42 * src_stride_z));
- float d53 = *((__global float *)(src_addr + 43 * src_stride_z));
- float d54 = *((__global float *)(src_addr + 44 * src_stride_z));
- float d55 = *((__global float *)(src_addr + 45 * src_stride_z));
- float d56 = *((__global float *)(src_addr + 46 * src_stride_z));
- float d57 = *((__global float *)(src_addr + 47 * src_stride_z));
+ DATA_TYPE d50 = *((__global DATA_TYPE *)(src_addr + 40 * src_stride_z));
+ DATA_TYPE d51 = *((__global DATA_TYPE *)(src_addr + 41 * src_stride_z));
+ DATA_TYPE d52 = *((__global DATA_TYPE *)(src_addr + 42 * src_stride_z));
+ DATA_TYPE d53 = *((__global DATA_TYPE *)(src_addr + 43 * src_stride_z));
+ DATA_TYPE d54 = *((__global DATA_TYPE *)(src_addr + 44 * src_stride_z));
+ DATA_TYPE d55 = *((__global DATA_TYPE *)(src_addr + 45 * src_stride_z));
+ DATA_TYPE d56 = *((__global DATA_TYPE *)(src_addr + 46 * src_stride_z));
+ DATA_TYPE d57 = *((__global DATA_TYPE *)(src_addr + 47 * src_stride_z));
- float d60 = *((__global float *)(src_addr + 48 * src_stride_z));
- float d61 = *((__global float *)(src_addr + 49 * src_stride_z));
- float d62 = *((__global float *)(src_addr + 50 * src_stride_z));
- float d63 = *((__global float *)(src_addr + 51 * src_stride_z));
- float d64 = *((__global float *)(src_addr + 52 * src_stride_z));
- float d65 = *((__global float *)(src_addr + 53 * src_stride_z));
- float d66 = *((__global float *)(src_addr + 54 * src_stride_z));
- float d67 = *((__global float *)(src_addr + 55 * src_stride_z));
+ DATA_TYPE d60 = *((__global DATA_TYPE *)(src_addr + 48 * src_stride_z));
+ DATA_TYPE d61 = *((__global DATA_TYPE *)(src_addr + 49 * src_stride_z));
+ DATA_TYPE d62 = *((__global DATA_TYPE *)(src_addr + 50 * src_stride_z));
+ DATA_TYPE d63 = *((__global DATA_TYPE *)(src_addr + 51 * src_stride_z));
+ DATA_TYPE d64 = *((__global DATA_TYPE *)(src_addr + 52 * src_stride_z));
+ DATA_TYPE d65 = *((__global DATA_TYPE *)(src_addr + 53 * src_stride_z));
+ DATA_TYPE d66 = *((__global DATA_TYPE *)(src_addr + 54 * src_stride_z));
+ DATA_TYPE d67 = *((__global DATA_TYPE *)(src_addr + 55 * src_stride_z));
- float d70 = *((__global float *)(src_addr + 56 * src_stride_z));
- float d71 = *((__global float *)(src_addr + 57 * src_stride_z));
- float d72 = *((__global float *)(src_addr + 58 * src_stride_z));
- float d73 = *((__global float *)(src_addr + 59 * src_stride_z));
- float d74 = *((__global float *)(src_addr + 60 * src_stride_z));
- float d75 = *((__global float *)(src_addr + 61 * src_stride_z));
- float d76 = *((__global float *)(src_addr + 62 * src_stride_z));
- float d77 = *((__global float *)(src_addr + 63 * src_stride_z));
+ DATA_TYPE d70 = *((__global DATA_TYPE *)(src_addr + 56 * src_stride_z));
+ DATA_TYPE d71 = *((__global DATA_TYPE *)(src_addr + 57 * src_stride_z));
+ DATA_TYPE d72 = *((__global DATA_TYPE *)(src_addr + 58 * src_stride_z));
+ DATA_TYPE d73 = *((__global DATA_TYPE *)(src_addr + 59 * src_stride_z));
+ DATA_TYPE d74 = *((__global DATA_TYPE *)(src_addr + 60 * src_stride_z));
+ DATA_TYPE d75 = *((__global DATA_TYPE *)(src_addr + 61 * src_stride_z));
+ DATA_TYPE d76 = *((__global DATA_TYPE *)(src_addr + 62 * src_stride_z));
+ DATA_TYPE d77 = *((__global DATA_TYPE *)(src_addr + 63 * src_stride_z));
// Compute the 8x4 intermediate tensor
- float4 comm_fact0, comm_fact1, comm_fact2;
- float4 tmp_col0, tmp_col1, tmp_col2, tmp_col3, tmp_col4, tmp_col5, tmp_col6, tmp_col7;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ comm_fact0, comm_fact1, comm_fact2;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ tmp_col0, tmp_col1, tmp_col2, tmp_col3, tmp_col4, tmp_col5, tmp_col6, tmp_col7;
COMPUTE_TMP_COL(tmp_col0, d00, d10, d20, d30, d40, d50, d60, d70, comm_fact0);
COMPUTE_TMP_COL(tmp_col1, d01, d11, d21, d31, d41, d51, d61, d71, comm_fact0);
@@ -967,49 +980,53 @@
comm_fact1 = tmp_col3 + tmp_col4;
comm_fact2 = tmp_col5 + tmp_col6;
- float4 out_col0 = comm_fact0 + comm_fact1 + 8.f * comm_fact2 + tmp_col0;
- float4 out_col2 = comm_fact0 + 4.f * comm_fact1 + 2.f * comm_fact2;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ out_col0 = comm_fact0 + comm_fact1 + (DATA_TYPE)8.f * comm_fact2 + tmp_col0;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ out_col2 = comm_fact0 + (DATA_TYPE)4.f * comm_fact1 + (DATA_TYPE)2.f * comm_fact2;
comm_fact0 = tmp_col1 - tmp_col2;
comm_fact1 = tmp_col3 - tmp_col4;
comm_fact2 = tmp_col5 - tmp_col6;
- float4 out_col1 = comm_fact0 + 2.f * comm_fact1 + 4.f * comm_fact2;
- float4 out_col3 = comm_fact0 + 8.f * comm_fact1 + comm_fact2 + tmp_col7;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ out_col1 = comm_fact0 + (DATA_TYPE)2.f * comm_fact1 + (DATA_TYPE)4.f * comm_fact2;
+ VEC_DATA_TYPE(DATA_TYPE, 4)
+ out_col3 = comm_fact0 + (DATA_TYPE)8.f * comm_fact1 + comm_fact2 + tmp_col7;
#if defined(HAS_BIAS)
// Add bias
Vector bias = CONVERT_TO_VECTOR_STRUCT_NO_STEP(bias);
- float b = (float) * ((__global float *)(vector_offset(&bias, x_out)));
+ DATA_TYPE b = (DATA_TYPE) * ((__global DATA_TYPE *)(vector_offset(&bias, x_out)));
- out_col0 += (float4)b;
- out_col1 += (float4)b;
- out_col2 += (float4)b;
- out_col3 += (float4)b;
+ out_col0 += (VEC_DATA_TYPE(DATA_TYPE, 4))b;
+ out_col1 += (VEC_DATA_TYPE(DATA_TYPE, 4))b;
+ out_col2 += (VEC_DATA_TYPE(DATA_TYPE, 4))b;
+ out_col3 += (VEC_DATA_TYPE(DATA_TYPE, 4))b;
#endif // defined(HAS_BIAS)
// Get output address
- int4 offset = (int4)(dst_offset_first_element_in_bytes + x_out * sizeof(float) + y_out * dst_stride_y + z_out * dst_stride_z);
+ int4 offset = (int4)(dst_offset_first_element_in_bytes + x_out * sizeof(DATA_TYPE) + y_out * dst_stride_y + z_out * dst_stride_z);
offset = min(offset + (int4)(0, 1, 2, 3) * (int4)dst_stride_z, (int4)dst_size); // If address is beyond the last plane, clamp it to dst_size (which points to the last padding).
int4 mult_y = min((int4)dst_size - offset, (int4)1); // If out of bound, we don't want to increase dst_stride_y, so we set the multiplier to 0. It will be 1 otherwise.
// Store the output tile
- *(__global float *)(dst_ptr + mult_y.s0 * 0 * (int)dst_stride_y + offset.s0) = out_col0.s0;
- *(__global float *)(dst_ptr + mult_y.s0 * 1 * (int)dst_stride_y + offset.s0) = out_col1.s0;
- *(__global float *)(dst_ptr + mult_y.s0 * 2 * (int)dst_stride_y + offset.s0) = out_col2.s0;
- *(__global float *)(dst_ptr + mult_y.s0 * 3 * (int)dst_stride_y + offset.s0) = out_col3.s0;
- *(__global float *)(dst_ptr + mult_y.s1 * 0 * (int)dst_stride_y + offset.s1) = out_col0.s1;
- *(__global float *)(dst_ptr + mult_y.s1 * 1 * (int)dst_stride_y + offset.s1) = out_col1.s1;
- *(__global float *)(dst_ptr + mult_y.s1 * 2 * (int)dst_stride_y + offset.s1) = out_col2.s1;
- *(__global float *)(dst_ptr + mult_y.s1 * 3 * (int)dst_stride_y + offset.s1) = out_col3.s1;
- *(__global float *)(dst_ptr + mult_y.s2 * 0 * (int)dst_stride_y + offset.s2) = out_col0.s2;
- *(__global float *)(dst_ptr + mult_y.s2 * 1 * (int)dst_stride_y + offset.s2) = out_col1.s2;
- *(__global float *)(dst_ptr + mult_y.s2 * 2 * (int)dst_stride_y + offset.s2) = out_col2.s2;
- *(__global float *)(dst_ptr + mult_y.s2 * 3 * (int)dst_stride_y + offset.s2) = out_col3.s2;
- *(__global float *)(dst_ptr + mult_y.s3 * 0 * (int)dst_stride_y + offset.s3) = out_col0.s3;
- *(__global float *)(dst_ptr + mult_y.s3 * 1 * (int)dst_stride_y + offset.s3) = out_col1.s3;
- *(__global float *)(dst_ptr + mult_y.s3 * 2 * (int)dst_stride_y + offset.s3) = out_col2.s3;
- *(__global float *)(dst_ptr + mult_y.s3 * 3 * (int)dst_stride_y + offset.s3) = out_col3.s3;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s0 * 0 * (int)dst_stride_y + offset.s0) = out_col0.s0;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s0 * 1 * (int)dst_stride_y + offset.s0) = out_col1.s0;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s0 * 2 * (int)dst_stride_y + offset.s0) = out_col2.s0;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s0 * 3 * (int)dst_stride_y + offset.s0) = out_col3.s0;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s1 * 0 * (int)dst_stride_y + offset.s1) = out_col0.s1;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s1 * 1 * (int)dst_stride_y + offset.s1) = out_col1.s1;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s1 * 2 * (int)dst_stride_y + offset.s1) = out_col2.s1;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s1 * 3 * (int)dst_stride_y + offset.s1) = out_col3.s1;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s2 * 0 * (int)dst_stride_y + offset.s2) = out_col0.s2;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s2 * 1 * (int)dst_stride_y + offset.s2) = out_col1.s2;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s2 * 2 * (int)dst_stride_y + offset.s2) = out_col2.s2;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s2 * 3 * (int)dst_stride_y + offset.s2) = out_col3.s2;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s3 * 0 * (int)dst_stride_y + offset.s3) = out_col0.s3;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s3 * 1 * (int)dst_stride_y + offset.s3) = out_col1.s3;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s3 * 2 * (int)dst_stride_y + offset.s3) = out_col2.s3;
+ *(__global DATA_TYPE *)(dst_ptr + mult_y.s3 * 3 * (int)dst_stride_y + offset.s3) = out_col3.s3;
#endif // defined(WINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL) || defined(WINOGRAD_OUTPUT_TRANSFORM_VERTICAL)
}
@@ -1020,8 +1037,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=2
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=1
* @note -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -1079,8 +1097,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=4
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=1
* @note -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -1138,8 +1157,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=4
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=1
* @note -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -1197,8 +1217,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=4
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=1
* @note -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -1254,8 +1275,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=4
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=1
* @note -DWINOGRAD_OUTPUT_TRANSFORM_HORIZONTAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -1313,8 +1335,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=1
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=2
* @note -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -1372,8 +1395,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=1
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=4
* @note -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -1431,8 +1455,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=1
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=4
* @note -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -1490,8 +1515,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=1
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=4
* @note -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)
@@ -1547,8 +1573,9 @@
* @note The width of the output tile must be passed at compile time using -DOUTPUT_TILE_W: e.g. -DOUTPUT_TILE_W=1
* @note The height of the output tile must be passed at compile time using -DOUTPUT_TILE_H: e.g. -DOUTPUT_TILE_H=4
* @note -DWINOGRAD_OUTPUT_TRANSFORM_VERTICAL has to be passed at compile time
+ * @note The data type must be passed at compile time using -DDATA_TYPE e.g. -DDATA_TYPE=float. Supported data types: float/half.
*
- * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32
+ * @param[in] src_ptr Pointer to the source tensor. Supported data types: F32/F16
* @param[in] src_stride_x Stride of the source tensor in X dimension (in bytes)
* @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)