| | |
| | | #include "maxpool_layer.h" |
| | | #include "cuda.h" |
| | | #include <stdio.h> |
| | | |
| | | image get_maxpool_image(maxpool_layer layer) |
| | |
| | | layer->output = calloc(output_size, sizeof(float)); |
| | | layer->delta = calloc(output_size, sizeof(float)); |
| | | #ifdef GPU |
| | | layer->indexes_cl = cl_make_int_array(layer->indexes, output_size); |
| | | layer->output_cl = cl_make_array(layer->output, output_size); |
| | | layer->delta_cl = cl_make_array(layer->delta, output_size); |
| | | layer->indexes_gpu = cuda_make_int_array(output_size); |
| | | layer->output_gpu = cuda_make_array(layer->output, output_size); |
| | | layer->delta_gpu = cuda_make_array(layer->delta, output_size); |
| | | #endif |
| | | return layer; |
| | | } |
| | |
| | | } |
| | | } |
| | | |
| | | #ifdef GPU |
| | | cl_kernel get_forward_kernel() |
| | | { |
| | | static int init = 0; |
| | | static cl_kernel kernel; |
| | | if(!init){ |
| | | kernel = get_kernel("src/maxpool_layer.cl", "forward", 0); |
| | | init = 1; |
| | | } |
| | | return kernel; |
| | | } |
| | | |
| | | void forward_maxpool_layer_gpu(maxpool_layer layer, cl_mem input) |
| | | { |
| | | int h = (layer.h-1)/layer.stride + 1; |
| | | int w = (layer.w-1)/layer.stride + 1; |
| | | int c = layer.c; |
| | | cl_setup(); |
| | | cl_kernel kernel = get_forward_kernel(); |
| | | cl_command_queue queue = cl.queue; |
| | | |
| | | cl_uint i = 0; |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.h), (void*) &layer.h); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.w), (void*) &layer.w); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.c), (void*) &layer.c); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.stride), (void*) &layer.stride); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.size), (void*) &layer.size); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(input), (void*) &input); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.output_cl), (void*) &layer.output_cl); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.indexes_cl), (void*) &layer.indexes_cl); |
| | | check_error(cl); |
| | | |
| | | const size_t global_size[] = {h*w*c*layer.batch}; |
| | | |
| | | clEnqueueNDRangeKernel(queue, kernel, 1, 0, global_size, 0, 0, 0, 0); |
| | | check_error(cl); |
| | | } |
| | | |
| | | cl_kernel get_backward_kernel() |
| | | { |
| | | static int init = 0; |
| | | static cl_kernel kernel; |
| | | if(!init){ |
| | | kernel = get_kernel("src/maxpool_layer.cl", "backward", 0); |
| | | init = 1; |
| | | } |
| | | return kernel; |
| | | } |
| | | |
| | | void backward_maxpool_layer_gpu(maxpool_layer layer, cl_mem delta) |
| | | { |
| | | cl_setup(); |
| | | cl_kernel kernel = get_backward_kernel(); |
| | | cl_command_queue queue = cl.queue; |
| | | |
| | | cl_uint i = 0; |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.h), (void*) &layer.h); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.w), (void*) &layer.w); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.c), (void*) &layer.c); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.stride), (void*) &layer.stride); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.size), (void*) &layer.size); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.delta_cl), (void*) &layer.delta_cl); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(delta), (void*) &delta); |
| | | cl.error = clSetKernelArg(kernel, i++, sizeof(layer.indexes_cl), (void*) &layer.indexes_cl); |
| | | check_error(cl); |
| | | |
| | | const size_t global_size[] = {layer.h*layer.w*layer.c*layer.batch}; |
| | | |
| | | clEnqueueNDRangeKernel(queue, kernel, 1, 0, global_size, 0, 0, 0, 0); |
| | | check_error(cl); |
| | | } |
| | | |
| | | #endif |