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authorAnthony Barbier <anthony.barbier@arm.com>2017-10-26 15:23:08 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:35:24 +0000
commit7068f9900d136312318ff430aef588b14e0c87ad (patch)
treeb57ca81231860f1d8755e6f18e5be7c959fb60c6 /src/core/GLES_COMPUTE/cs_shaders/activation_layer.cs
parentd60737592736715dcfd0520535c48190d4ac77d2 (diff)
downloadComputeLibrary-7068f9900d136312318ff430aef588b14e0c87ad.tar.gz
COMPMID-631: Merge branches/gles_compute branch
Last commit: commit b25c5f68042b0c81bf611d59a1bb8535e1c42497 Author: Xinghang Zhou <xinghang.zhou@arm.com> Date: Wed Oct 25 18:48:10 2017 +0800 Synced validation's tolerances of GCSoftmax from cl side Change-Id: Ibe72054205c1c8721845d679a31af7ed0a7c5cf6 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/93283 Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
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+/*
+ * Copyright (c) 2017 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * Permission is hereby granted, free of charge, to any person obtaining a copy
+ * of this software and associated documentation files (the "Software"), to
+ * deal in the Software without restriction, including without limitation the
+ * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or
+ * sell copies of the Software, and to permit persons to whom the Software is
+ * furnished to do so, subject to the following conditions:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+ * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+ * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+ * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+ * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+ * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+ * SOFTWARE.
+ */
+layout(local_size_x = LOCAL_SIZE_X, local_size_y = LOCAL_SIZE_Y, local_size_z = LOCAL_SIZE_Z) in;
+
+#include "helpers.h"
+
+#ifdef DATA_TYPE_FP32
+precision highp float;
+#elif defined(DATA_TYPE_FP16)
+#if defined(LOGISTIC) || defined(TANH) || defined(SRELU) || defined(SQRT)
+precision highp float;
+#else /*LOGISTIC_TANH_SRELU_SQRT*/
+precision mediump float;
+#endif /*LOGISTIC_TANH_SRELU_SQRT*/
+#endif /*DATA_TYPE_FP32*/
+
+#define ABS_OP(a) abs((a))
+#define ADD_OP(a, b) ((a) + (b))
+#define SUB_OP(a, b) ((a) - (b))
+#define MUL_OP(a, b) ((a) * (b))
+#define MLA_OP(a, b, c) ((b) * (c) + (a))
+#define DIV_OP(a, b) ((a) / (b))
+#define EXP_OP(a) exp((a))
+#define LOG_OP(a) log((a))
+#define SQRT_OP(a) sqrt((a))
+#define CONST_ONE (1.f)
+
+// Logistic Activation
+float logistic_op(float x)
+{
+ return DIV_OP(CONST_ONE, ADD_OP(CONST_ONE, EXP_OP(-x)));
+}
+// Hyperbolic Tangent Activation
+float tanh_op(float x)
+{
+ float tmp = float(B_VAL) * x;
+ if(tmp > 10.f)
+ {
+ return MUL_OP(float(A_VAL), 1.f);
+ }
+ else if(tmp < -10.f)
+ {
+ return MUL_OP(float(A_VAL), -1.f);
+ }
+ else
+ {
+ return MUL_OP(float(A_VAL), tanh(tmp + 0.000001f));
+ }
+}
+// RELU Tangent Activation
+float relu_op(float x)
+{
+ return max(0.f, x);
+}
+// Bounded RELU Activation
+float brelu_op(float x)
+{
+ return min(float(A_VAL), max(float(0.0), x));
+}
+// Lower Upper Bounded RELU Activation
+float lu_brelu_op(float x)
+{
+ return min(max(x, float(B_VAL)), float(A_VAL));
+}
+// Leaky RELU Activation
+float lrelu_op(float x)
+{
+ return (x > float(0.0)) ? x : MUL_OP(float(A_VAL), x);
+}
+// Soft RELU Activation
+float srelu_op(float x)
+{
+ return LOG_OP(ADD_OP(CONST_ONE, EXP_OP(x)));
+}
+// Absolute Activation
+float abs_op(float x)
+{
+ return ABS_OP(x);
+}
+// Square Activation
+float square_op(float x)
+{
+ return MUL_OP(x, x);
+}
+// Square-root Activation
+float sqrt_op(float x)
+{
+ return SQRT_OP(x);
+}
+// Linear Activation
+float linear_op(float x)
+{
+ return MLA_OP(float(B_VAL), float(A_VAL), x);
+}
+
+layout(std140) uniform shader_params
+{
+ TENSOR3D_PARAM_DECLARATION(src);
+ TENSOR3D_PARAM_DECLARATION(dst);
+};
+
+#ifdef DATA_TYPE_FP32
+BUFFER_DECLARATION(src, 1, float, readonly);
+BUFFER_DECLARATION(dst, 2, float, writeonly);
+
+/** This performs an activation function floating point inputs.
+ *
+ * @note Activation function should be given as a preprocessor argument using "#define act_name". e.g. "#define TANH"
+ * @note A, B variables required by some activation functions are set using A_VAL= and B_VAL= respectively.
+ *
+ * @param[in] src_ptr Pointer to the source image. Supported data types: F32
+ * @param[in] src_stride_x Stride of the source image 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 image 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 image
+ * @param[out] dst_ptr Pointer to the destination image. Supported data types: same as @p src_ptr
+ * @param[in] dst_stride_x Stride of the destination image 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 ride of the destination image 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 source 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 image
+ */
+void main(void)
+{
+ Tensor3D src = CONVERT_TO_TENSOR3D_STRUCT(src);
+ Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT(dst);
+
+ float data = src_ptr[src.current_offset];
+ float data_out = 0.f;
+ // Perform activation
+
+#ifdef LOGISTIC
+ data_out = logistic_op(data);
+#elif defined(TANH) /*LOGISTIC*/
+ data_out = tanh_op(data);
+#elif defined(RELU) /*RELU*/
+ data_out = relu_op(data);
+#elif defined(BRELU) /*BRELU*/
+ data_out = brelu_op(data);
+#elif defined(LU_BRELU) /*LU_BRELU*/
+ data_out = lu_brelu_op(data);
+#elif defined(LRELU) /*LRELU*/
+ data_out = lrelu_op(data);
+#elif defined(SRELU) /*SRELU*/
+ data_out = srelu_op(data);
+#elif defined(ABS) /*ABS*/
+ data_out = abs_op(data);
+#elif defined(SQUARE) /*SQUARE*/
+ data_out = square_op(data);
+#elif defined(SQRT) /*SQRT*/
+ data_out = sqrt_op(data);
+#elif defined(LINEAR) /*LINEAR*/
+ data_out = linear_op(data);
+#else /*LOGISTIC*/
+#error Activation function not provided
+#endif /*LOGISTIC*/
+
+ dst_ptr[dst.current_offset] = data_out;
+}
+
+#elif defined(DATA_TYPE_FP16)
+BUFFER_DECLARATION(src, 1, uint, readonly);
+BUFFER_DECLARATION(dst, 2, uint, writeonly);
+
+/** This performs an activation function floating point inputs.
+ *
+ * @note Activation function should be given as a preprocessor argument using "#define act_name". e.g. "#define TANH"
+ * @note A, B variables required by some activation functions are set using A_VAL= and B_VAL= respectively.
+ *
+ * @param[in] src_ptr Pointer to the source image. Supported data types: F16
+ * @param[in] src_stride_x Stride of the source image 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 image 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 image
+ * @param[out] dst_ptr Pointer to the destination image. Supported data types: same as @p src_ptr
+ * @param[in] dst_stride_x Stride of the destination image 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 ride of the destination image 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 source 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 image
+ */
+void main(void)
+{
+ Tensor3D src = CONVERT_TO_TENSOR3D_STRUCT_FP16(src);
+ Tensor3D dst = CONVERT_TO_TENSOR3D_STRUCT_FP16(dst);
+
+ uint data = src_ptr[src.current_offset >> 2];
+ // Perform activation
+ float a = unpackHalf2x16(data).x;
+ float b = unpackHalf2x16(data).y;
+ vec2 data_out;
+#ifdef LOGISTIC /*LOGISTIC*/
+ data_out.x = logistic_op(a);
+ data_out.y = logistic_op(b);
+#elif defined(TANH) /*TANH*/
+ data_out.x = tanh_op(a);
+ data_out.y = tanh_op(b);
+#elif defined(RELU) /*RELU*/
+ data_out.x = relu_op(a);
+ data_out.y = relu_op(b);
+#elif defined(BRELU) /*BRELU*/
+ data_out.x = brelu_op(a);
+ data_out.y = brelu_op(b);
+#elif defined(LU_BRELU) /*LU_BRELU*/
+ data_out.x = lu_brelu_op(a);
+ data_out.y = lu_brelu_op(b);
+#elif defined(LRELU) /*LRELU*/
+ data_out.x = lrelu_op(a);
+ data_out.y = lrelu_op(b);
+#elif defined(SRELU) /*SRELU*/
+ data_out.x = srelu_op(a);
+ data_out.y = srelu_op(b);
+#elif defined(ABS) /*ABS*/
+ data_out.x = abs_op(a);
+ data_out.y = abs_op(b);
+#elif defined(SQUARE) /*SQUARE*/
+ data_out.x = square_op(a);
+ data_out.y = square_op(b);
+#elif defined(SQRT) /*SQRT*/
+ data_out.x = sqrt_op(a);
+ data_out.y = sqrt_op(b);
+#elif defined(LINEAR) /*LINEAR*/
+ data_out.x = linear_op(a);
+ data_out.y = linear_op(b);
+#else /*LOGISTIC*/
+#error Activation function not provided
+#endif /*LOGISTIC*/
+
+ dst_ptr[dst.current_offset >> 2] = packHalf2x16(data_out);
+}
+#endif /*DATA_TYPE_FP32*/