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Open Source Computer Vision Library
https://opencv.org/
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1011 lines
34 KiB
1011 lines
34 KiB
/* |
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// The example of interoperability between OpenCL and OpenCV. |
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// This will loop through frames of video either from input media file |
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// or camera device and do processing of these data in OpenCL and then |
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// in OpenCV. In OpenCL it does inversion of pixels in left half of frame and |
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// in OpenCV it does bluring in the right half of frame. |
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*/ |
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#include <cstdio> |
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#include <cstdlib> |
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#include <iostream> |
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#include <fstream> |
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#include <string> |
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#include <sstream> |
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#include <iomanip> |
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#include <stdexcept> |
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#if __APPLE__ |
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#include <OpenCL/cl.h> |
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#else |
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#include <CL/cl.h> |
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#endif |
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#include <opencv2/core/ocl.hpp> |
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#include <opencv2/core/utility.hpp> |
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#include <opencv2/video.hpp> |
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#include <opencv2/highgui.hpp> |
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#include <opencv2/imgproc.hpp> |
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using namespace std; |
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using namespace cv; |
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namespace opencl { |
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class PlatformInfo |
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{ |
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public: |
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PlatformInfo() |
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{} |
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~PlatformInfo() |
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{} |
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cl_int QueryInfo(cl_platform_id id) |
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{ |
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query_param(id, CL_PLATFORM_PROFILE, m_profile); |
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query_param(id, CL_PLATFORM_VERSION, m_version); |
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query_param(id, CL_PLATFORM_NAME, m_name); |
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query_param(id, CL_PLATFORM_VENDOR, m_vendor); |
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query_param(id, CL_PLATFORM_EXTENSIONS, m_extensions); |
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return CL_SUCCESS; |
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} |
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std::string Profile() { return m_profile; } |
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std::string Version() { return m_version; } |
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std::string Name() { return m_name; } |
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std::string Vendor() { return m_vendor; } |
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std::string Extensions() { return m_extensions; } |
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private: |
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cl_int query_param(cl_platform_id id, cl_platform_info param, std::string& paramStr) |
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{ |
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cl_int res; |
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size_t psize; |
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cv::AutoBuffer<char> buf; |
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res = clGetPlatformInfo(id, param, 0, 0, &psize); |
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if (CL_SUCCESS != res) |
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throw std::runtime_error(std::string("clGetPlatformInfo failed")); |
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buf.resize(psize); |
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res = clGetPlatformInfo(id, param, psize, buf, 0); |
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if (CL_SUCCESS != res) |
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throw std::runtime_error(std::string("clGetPlatformInfo failed")); |
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// just in case, ensure trailing zero for ASCIIZ string |
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buf[psize] = 0; |
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paramStr = buf; |
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return CL_SUCCESS; |
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} |
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private: |
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std::string m_profile; |
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std::string m_version; |
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std::string m_name; |
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std::string m_vendor; |
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std::string m_extensions; |
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}; |
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class DeviceInfo |
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{ |
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public: |
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DeviceInfo() |
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{} |
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~DeviceInfo() |
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{} |
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cl_int QueryInfo(cl_device_id id) |
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{ |
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query_param(id, CL_DEVICE_TYPE, m_type); |
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query_param(id, CL_DEVICE_VENDOR_ID, m_vendor_id); |
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query_param(id, CL_DEVICE_MAX_COMPUTE_UNITS, m_max_compute_units); |
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query_param(id, CL_DEVICE_MAX_WORK_ITEM_DIMENSIONS, m_max_work_item_dimensions); |
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query_param(id, CL_DEVICE_MAX_WORK_ITEM_SIZES, m_max_work_item_sizes); |
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query_param(id, CL_DEVICE_MAX_WORK_GROUP_SIZE, m_max_work_group_size); |
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query_param(id, CL_DEVICE_PREFERRED_VECTOR_WIDTH_CHAR, m_preferred_vector_width_char); |
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query_param(id, CL_DEVICE_PREFERRED_VECTOR_WIDTH_SHORT, m_preferred_vector_width_short); |
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query_param(id, CL_DEVICE_PREFERRED_VECTOR_WIDTH_INT, m_preferred_vector_width_int); |
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query_param(id, CL_DEVICE_PREFERRED_VECTOR_WIDTH_LONG, m_preferred_vector_width_long); |
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query_param(id, CL_DEVICE_PREFERRED_VECTOR_WIDTH_FLOAT, m_preferred_vector_width_float); |
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query_param(id, CL_DEVICE_PREFERRED_VECTOR_WIDTH_DOUBLE, m_preferred_vector_width_double); |
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#if defined(CL_VERSION_1_1) |
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query_param(id, CL_DEVICE_PREFERRED_VECTOR_WIDTH_HALF, m_preferred_vector_width_half); |
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query_param(id, CL_DEVICE_NATIVE_VECTOR_WIDTH_CHAR, m_native_vector_width_char); |
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query_param(id, CL_DEVICE_NATIVE_VECTOR_WIDTH_SHORT, m_native_vector_width_short); |
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query_param(id, CL_DEVICE_NATIVE_VECTOR_WIDTH_INT, m_native_vector_width_int); |
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query_param(id, CL_DEVICE_NATIVE_VECTOR_WIDTH_LONG, m_native_vector_width_long); |
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query_param(id, CL_DEVICE_NATIVE_VECTOR_WIDTH_FLOAT, m_native_vector_width_float); |
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query_param(id, CL_DEVICE_NATIVE_VECTOR_WIDTH_DOUBLE, m_native_vector_width_double); |
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query_param(id, CL_DEVICE_NATIVE_VECTOR_WIDTH_HALF, m_native_vector_width_half); |
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#endif |
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query_param(id, CL_DEVICE_MAX_CLOCK_FREQUENCY, m_max_clock_frequency); |
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query_param(id, CL_DEVICE_ADDRESS_BITS, m_address_bits); |
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query_param(id, CL_DEVICE_MAX_MEM_ALLOC_SIZE, m_max_mem_alloc_size); |
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query_param(id, CL_DEVICE_IMAGE_SUPPORT, m_image_support); |
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query_param(id, CL_DEVICE_MAX_READ_IMAGE_ARGS, m_max_read_image_args); |
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query_param(id, CL_DEVICE_MAX_WRITE_IMAGE_ARGS, m_max_write_image_args); |
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#if defined(CL_VERSION_2_0) |
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query_param(id, CL_DEVICE_MAX_READ_WRITE_IMAGE_ARGS, m_max_read_write_image_args); |
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#endif |
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query_param(id, CL_DEVICE_IMAGE2D_MAX_WIDTH, m_image2d_max_width); |
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query_param(id, CL_DEVICE_IMAGE2D_MAX_HEIGHT, m_image2d_max_height); |
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query_param(id, CL_DEVICE_IMAGE3D_MAX_WIDTH, m_image3d_max_width); |
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query_param(id, CL_DEVICE_IMAGE3D_MAX_HEIGHT, m_image3d_max_height); |
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query_param(id, CL_DEVICE_IMAGE3D_MAX_DEPTH, m_image3d_max_depth); |
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#if defined(CL_VERSION_1_2) |
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query_param(id, CL_DEVICE_IMAGE_MAX_BUFFER_SIZE, m_image_max_buffer_size); |
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query_param(id, CL_DEVICE_IMAGE_MAX_ARRAY_SIZE, m_image_max_array_size); |
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#endif |
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query_param(id, CL_DEVICE_MAX_SAMPLERS, m_max_samplers); |
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#if defined(CL_VERSION_1_2) |
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query_param(id, CL_DEVICE_IMAGE_PITCH_ALIGNMENT, m_image_pitch_alignment); |
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query_param(id, CL_DEVICE_IMAGE_BASE_ADDRESS_ALIGNMENT, m_image_base_address_alignment); |
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#endif |
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#if defined(CL_VERSION_2_0) |
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query_param(id, CL_DEVICE_MAX_PIPE_ARGS, m_max_pipe_args); |
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query_param(id, CL_DEVICE_PIPE_MAX_ACTIVE_RESERVATIONS, m_pipe_max_active_reservations); |
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query_param(id, CL_DEVICE_PIPE_MAX_PACKET_SIZE, m_pipe_max_packet_size); |
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#endif |
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query_param(id, CL_DEVICE_MAX_PARAMETER_SIZE, m_max_parameter_size); |
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query_param(id, CL_DEVICE_MEM_BASE_ADDR_ALIGN, m_mem_base_addr_align); |
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query_param(id, CL_DEVICE_SINGLE_FP_CONFIG, m_single_fp_config); |
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#if defined(CL_VERSION_1_2) |
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query_param(id, CL_DEVICE_DOUBLE_FP_CONFIG, m_double_fp_config); |
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#endif |
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query_param(id, CL_DEVICE_GLOBAL_MEM_CACHE_TYPE, m_global_mem_cache_type); |
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query_param(id, CL_DEVICE_GLOBAL_MEM_CACHELINE_SIZE, m_global_mem_cacheline_size); |
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query_param(id, CL_DEVICE_GLOBAL_MEM_CACHE_SIZE, m_global_mem_cache_size); |
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query_param(id, CL_DEVICE_GLOBAL_MEM_SIZE, m_global_mem_size); |
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query_param(id, CL_DEVICE_MAX_CONSTANT_BUFFER_SIZE, m_max_constant_buffer_size); |
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query_param(id, CL_DEVICE_MAX_CONSTANT_ARGS, m_max_constant_args); |
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#if defined(CL_VERSION_2_0) |
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query_param(id, CL_DEVICE_MAX_GLOBAL_VARIABLE_SIZE, m_max_global_variable_size); |
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query_param(id, CL_DEVICE_GLOBAL_VARIABLE_PREFERRED_TOTAL_SIZE, m_global_variable_preferred_total_size); |
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#endif |
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query_param(id, CL_DEVICE_LOCAL_MEM_TYPE, m_local_mem_type); |
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query_param(id, CL_DEVICE_LOCAL_MEM_SIZE, m_local_mem_size); |
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query_param(id, CL_DEVICE_ERROR_CORRECTION_SUPPORT, m_error_correction_support); |
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#if defined(CL_VERSION_1_1) |
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query_param(id, CL_DEVICE_HOST_UNIFIED_MEMORY, m_host_unified_memory); |
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#endif |
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query_param(id, CL_DEVICE_PROFILING_TIMER_RESOLUTION, m_profiling_timer_resolution); |
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query_param(id, CL_DEVICE_ENDIAN_LITTLE, m_endian_little); |
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query_param(id, CL_DEVICE_AVAILABLE, m_available); |
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query_param(id, CL_DEVICE_COMPILER_AVAILABLE, m_compiler_available); |
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#if defined(CL_VERSION_1_2) |
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query_param(id, CL_DEVICE_LINKER_AVAILABLE, m_linker_available); |
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#endif |
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query_param(id, CL_DEVICE_EXECUTION_CAPABILITIES, m_execution_capabilities); |
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query_param(id, CL_DEVICE_QUEUE_PROPERTIES, m_queue_properties); |
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#if defined(CL_VERSION_2_0) |
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query_param(id, CL_DEVICE_QUEUE_ON_HOST_PROPERTIES, m_queue_on_host_properties); |
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query_param(id, CL_DEVICE_QUEUE_ON_DEVICE_PROPERTIES, m_queue_on_device_properties); |
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query_param(id, CL_DEVICE_QUEUE_ON_DEVICE_PREFERRED_SIZE, m_queue_on_device_preferred_size); |
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query_param(id, CL_DEVICE_QUEUE_ON_DEVICE_MAX_SIZE, m_queue_on_device_max_size); |
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query_param(id, CL_DEVICE_MAX_ON_DEVICE_QUEUES, m_max_on_device_queues); |
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query_param(id, CL_DEVICE_MAX_ON_DEVICE_EVENTS, m_max_on_device_events); |
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#endif |
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#if defined(CL_VERSION_1_2) |
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query_param(id, CL_DEVICE_BUILT_IN_KERNELS, m_built_in_kernels); |
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#endif |
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query_param(id, CL_DEVICE_PLATFORM, m_platform); |
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query_param(id, CL_DEVICE_NAME, m_name); |
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query_param(id, CL_DEVICE_VENDOR, m_vendor); |
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query_param(id, CL_DRIVER_VERSION, m_driver_version); |
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query_param(id, CL_DEVICE_PROFILE, m_profile); |
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query_param(id, CL_DEVICE_VERSION, m_version); |
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#if defined(CL_VERSION_1_1) |
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query_param(id, CL_DEVICE_OPENCL_C_VERSION, m_opencl_c_version); |
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#endif |
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query_param(id, CL_DEVICE_EXTENSIONS, m_extensions); |
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#if defined(CL_VERSION_1_2) |
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query_param(id, CL_DEVICE_PRINTF_BUFFER_SIZE, m_printf_buffer_size); |
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query_param(id, CL_DEVICE_PREFERRED_INTEROP_USER_SYNC, m_preferred_interop_user_sync); |
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query_param(id, CL_DEVICE_PARENT_DEVICE, m_parent_device); |
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query_param(id, CL_DEVICE_PARTITION_MAX_SUB_DEVICES, m_partition_max_sub_devices); |
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query_param(id, CL_DEVICE_PARTITION_PROPERTIES, m_partition_properties); |
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query_param(id, CL_DEVICE_PARTITION_AFFINITY_DOMAIN, m_partition_affinity_domain); |
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query_param(id, CL_DEVICE_PARTITION_TYPE, m_partition_type); |
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query_param(id, CL_DEVICE_REFERENCE_COUNT, m_reference_count); |
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#endif |
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return CL_SUCCESS; |
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} |
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std::string Name() { return m_name; } |
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private: |
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template<typename T> |
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cl_int query_param(cl_device_id id, cl_device_info param, T& value) |
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{ |
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cl_int res; |
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size_t size = 0; |
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res = clGetDeviceInfo(id, param, 0, 0, &size); |
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if (CL_SUCCESS != res && size != 0) |
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throw std::runtime_error(std::string("clGetDeviceInfo failed")); |
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if (0 == size) |
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return CL_SUCCESS; |
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if (sizeof(T) != size) |
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throw std::runtime_error(std::string("clGetDeviceInfo: param size mismatch")); |
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res = clGetDeviceInfo(id, param, size, &value, 0); |
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if (CL_SUCCESS != res) |
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throw std::runtime_error(std::string("clGetDeviceInfo failed")); |
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return CL_SUCCESS; |
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} |
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template<typename T> |
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cl_int query_param(cl_device_id id, cl_device_info param, std::vector<T>& value) |
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{ |
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cl_int res; |
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size_t size; |
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res = clGetDeviceInfo(id, param, 0, 0, &size); |
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if (CL_SUCCESS != res) |
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throw std::runtime_error(std::string("clGetDeviceInfo failed")); |
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if (0 == size) |
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return CL_SUCCESS; |
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value.resize(size / sizeof(T)); |
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res = clGetDeviceInfo(id, param, size, &value[0], 0); |
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if (CL_SUCCESS != res) |
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throw std::runtime_error(std::string("clGetDeviceInfo failed")); |
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return CL_SUCCESS; |
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} |
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cl_int query_param(cl_device_id id, cl_device_info param, std::string& value) |
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{ |
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cl_int res; |
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size_t size; |
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res = clGetDeviceInfo(id, param, 0, 0, &size); |
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if (CL_SUCCESS != res) |
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throw std::runtime_error(std::string("clGetDeviceInfo failed")); |
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value.resize(size + 1); |
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res = clGetDeviceInfo(id, param, size, &value[0], 0); |
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if (CL_SUCCESS != res) |
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throw std::runtime_error(std::string("clGetDeviceInfo failed")); |
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// just in case, ensure trailing zero for ASCIIZ string |
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value[size] = 0; |
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return CL_SUCCESS; |
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} |
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private: |
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cl_device_type m_type; |
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cl_uint m_vendor_id; |
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cl_uint m_max_compute_units; |
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cl_uint m_max_work_item_dimensions; |
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std::vector<size_t> m_max_work_item_sizes; |
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size_t m_max_work_group_size; |
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cl_uint m_preferred_vector_width_char; |
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cl_uint m_preferred_vector_width_short; |
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cl_uint m_preferred_vector_width_int; |
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cl_uint m_preferred_vector_width_long; |
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cl_uint m_preferred_vector_width_float; |
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cl_uint m_preferred_vector_width_double; |
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#if defined(CL_VERSION_1_1) |
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cl_uint m_preferred_vector_width_half; |
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cl_uint m_native_vector_width_char; |
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cl_uint m_native_vector_width_short; |
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cl_uint m_native_vector_width_int; |
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cl_uint m_native_vector_width_long; |
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cl_uint m_native_vector_width_float; |
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cl_uint m_native_vector_width_double; |
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cl_uint m_native_vector_width_half; |
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#endif |
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cl_uint m_max_clock_frequency; |
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cl_uint m_address_bits; |
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cl_ulong m_max_mem_alloc_size; |
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cl_bool m_image_support; |
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cl_uint m_max_read_image_args; |
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cl_uint m_max_write_image_args; |
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#if defined(CL_VERSION_2_0) |
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cl_uint m_max_read_write_image_args; |
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#endif |
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size_t m_image2d_max_width; |
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size_t m_image2d_max_height; |
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size_t m_image3d_max_width; |
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size_t m_image3d_max_height; |
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size_t m_image3d_max_depth; |
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#if defined(CL_VERSION_1_2) |
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size_t m_image_max_buffer_size; |
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size_t m_image_max_array_size; |
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#endif |
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cl_uint m_max_samplers; |
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#if defined(CL_VERSION_1_2) |
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cl_uint m_image_pitch_alignment; |
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cl_uint m_image_base_address_alignment; |
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#endif |
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#if defined(CL_VERSION_2_0) |
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cl_uint m_max_pipe_args; |
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cl_uint m_pipe_max_active_reservations; |
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cl_uint m_pipe_max_packet_size; |
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#endif |
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size_t m_max_parameter_size; |
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cl_uint m_mem_base_addr_align; |
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cl_device_fp_config m_single_fp_config; |
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#if defined(CL_VERSION_1_2) |
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cl_device_fp_config m_double_fp_config; |
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#endif |
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cl_device_mem_cache_type m_global_mem_cache_type; |
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cl_uint m_global_mem_cacheline_size; |
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cl_ulong m_global_mem_cache_size; |
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cl_ulong m_global_mem_size; |
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cl_ulong m_max_constant_buffer_size; |
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cl_uint m_max_constant_args; |
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#if defined(CL_VERSION_2_0) |
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size_t m_max_global_variable_size; |
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size_t m_global_variable_preferred_total_size; |
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#endif |
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cl_device_local_mem_type m_local_mem_type; |
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cl_ulong m_local_mem_size; |
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cl_bool m_error_correction_support; |
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#if defined(CL_VERSION_1_1) |
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cl_bool m_host_unified_memory; |
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#endif |
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size_t m_profiling_timer_resolution; |
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cl_bool m_endian_little; |
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cl_bool m_available; |
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cl_bool m_compiler_available; |
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#if defined(CL_VERSION_1_2) |
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cl_bool m_linker_available; |
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#endif |
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cl_device_exec_capabilities m_execution_capabilities; |
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cl_command_queue_properties m_queue_properties; |
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#if defined(CL_VERSION_2_0) |
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cl_command_queue_properties m_queue_on_host_properties; |
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cl_command_queue_properties m_queue_on_device_properties; |
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cl_uint m_queue_on_device_preferred_size; |
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cl_uint m_queue_on_device_max_size; |
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cl_uint m_max_on_device_queues; |
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cl_uint m_max_on_device_events; |
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#endif |
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#if defined(CL_VERSION_1_2) |
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std::string m_built_in_kernels; |
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#endif |
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cl_platform_id m_platform; |
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std::string m_name; |
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std::string m_vendor; |
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std::string m_driver_version; |
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std::string m_profile; |
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std::string m_version; |
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#if defined(CL_VERSION_1_1) |
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std::string m_opencl_c_version; |
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#endif |
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std::string m_extensions; |
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#if defined(CL_VERSION_1_2) |
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size_t m_printf_buffer_size; |
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cl_bool m_preferred_interop_user_sync; |
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cl_device_id m_parent_device; |
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cl_uint m_partition_max_sub_devices; |
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std::vector<cl_device_partition_property> m_partition_properties; |
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cl_device_affinity_domain m_partition_affinity_domain; |
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std::vector<cl_device_partition_property> m_partition_type; |
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cl_uint m_reference_count; |
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#endif |
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}; |
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} // namespace opencl |
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class App |
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{ |
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public: |
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App(CommandLineParser& cmd); |
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~App(); |
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int initOpenCL(); |
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int initVideoSource(); |
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int process_frame_with_open_cl(cv::Mat& frame, bool use_buffer, cl_mem* cl_buffer); |
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int process_cl_buffer_with_opencv(cl_mem buffer, size_t step, int rows, int cols, int type, cv::UMat& u); |
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int process_cl_image_with_opencv(cl_mem image, cv::UMat& u); |
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int run(); |
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bool isRunning() { return m_running; } |
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bool doProcess() { return m_process; } |
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bool useBuffer() { return m_use_buffer; } |
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void setRunning(bool running) { m_running = running; } |
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void setDoProcess(bool process) { m_process = process; } |
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void setUseBuffer(bool use_buffer) { m_use_buffer = use_buffer; } |
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protected: |
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bool nextFrame(cv::Mat& frame) { return m_cap.read(frame); } |
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void handleKey(char key); |
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void timerStart(); |
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void timerEnd(); |
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std::string timeStr() const; |
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std::string message() const; |
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private: |
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bool m_running; |
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bool m_process; |
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bool m_use_buffer; |
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int64 m_t0; |
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int64 m_t1; |
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float m_time; |
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float m_frequency; |
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string m_file_name; |
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int m_camera_id; |
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cv::VideoCapture m_cap; |
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cv::Mat m_frame; |
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cv::Mat m_frameGray; |
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opencl::PlatformInfo m_platformInfo; |
|
opencl::DeviceInfo m_deviceInfo; |
|
std::vector<cl_platform_id> m_platform_ids; |
|
cl_context m_context; |
|
cl_device_id m_device_id; |
|
cl_command_queue m_queue; |
|
cl_program m_program; |
|
cl_kernel m_kernelBuf; |
|
cl_kernel m_kernelImg; |
|
cl_mem m_img_src; // used as src in case processing of cl image |
|
cl_mem m_mem_obj; |
|
cl_event m_event; |
|
}; |
|
|
|
|
|
App::App(CommandLineParser& cmd) |
|
{ |
|
cout << "\nPress ESC to exit\n" << endl; |
|
cout << "\n 'p' to toggle ON/OFF processing\n" << endl; |
|
cout << "\n SPACE to switch between OpenCL buffer/image\n" << endl; |
|
|
|
m_camera_id = cmd.get<int>("camera"); |
|
m_file_name = cmd.get<string>("video"); |
|
|
|
m_running = false; |
|
m_process = false; |
|
m_use_buffer = false; |
|
|
|
m_t0 = 0; |
|
m_t1 = 0; |
|
m_time = 0.0; |
|
m_frequency = (float)cv::getTickFrequency(); |
|
|
|
m_context = 0; |
|
m_device_id = 0; |
|
m_queue = 0; |
|
m_program = 0; |
|
m_kernelBuf = 0; |
|
m_kernelImg = 0; |
|
m_img_src = 0; |
|
m_mem_obj = 0; |
|
m_event = 0; |
|
} // ctor |
|
|
|
|
|
App::~App() |
|
{ |
|
if (m_queue) |
|
{ |
|
clFinish(m_queue); |
|
clReleaseCommandQueue(m_queue); |
|
m_queue = 0; |
|
} |
|
|
|
if (m_program) |
|
{ |
|
clReleaseProgram(m_program); |
|
m_program = 0; |
|
} |
|
|
|
if (m_img_src) |
|
{ |
|
clReleaseMemObject(m_img_src); |
|
m_img_src = 0; |
|
} |
|
|
|
if (m_mem_obj) |
|
{ |
|
clReleaseMemObject(m_mem_obj); |
|
m_mem_obj = 0; |
|
} |
|
|
|
if (m_event) |
|
{ |
|
clReleaseEvent(m_event); |
|
} |
|
|
|
if (m_kernelBuf) |
|
{ |
|
clReleaseKernel(m_kernelBuf); |
|
m_kernelBuf = 0; |
|
} |
|
|
|
if (m_kernelImg) |
|
{ |
|
clReleaseKernel(m_kernelImg); |
|
m_kernelImg = 0; |
|
} |
|
|
|
if (m_device_id) |
|
{ |
|
clReleaseDevice(m_device_id); |
|
m_device_id = 0; |
|
} |
|
|
|
if (m_context) |
|
{ |
|
clReleaseContext(m_context); |
|
m_context = 0; |
|
} |
|
} // dtor |
|
|
|
|
|
int App::initOpenCL() |
|
{ |
|
cl_int res = CL_SUCCESS; |
|
cl_uint num_entries = 0; |
|
|
|
res = clGetPlatformIDs(0, 0, &num_entries); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
m_platform_ids.resize(num_entries); |
|
|
|
res = clGetPlatformIDs(num_entries, &m_platform_ids[0], 0); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
unsigned int i; |
|
|
|
// create context from first platform with GPU device |
|
for (i = 0; i < m_platform_ids.size(); i++) |
|
{ |
|
cl_context_properties props[] = |
|
{ |
|
CL_CONTEXT_PLATFORM, |
|
(cl_context_properties)(m_platform_ids[i]), |
|
0 |
|
}; |
|
|
|
m_context = clCreateContextFromType(props, CL_DEVICE_TYPE_GPU, 0, 0, &res); |
|
if (0 == m_context || CL_SUCCESS != res) |
|
continue; |
|
|
|
res = clGetContextInfo(m_context, CL_CONTEXT_DEVICES, sizeof(cl_device_id), &m_device_id, 0); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
m_queue = clCreateCommandQueue(m_context, m_device_id, 0, &res); |
|
if (0 == m_queue || CL_SUCCESS != res) |
|
return -1; |
|
|
|
const char* kernelSrc = |
|
"__kernel " |
|
"void bitwise_inv_buf_8uC1(" |
|
" __global unsigned char* pSrcDst," |
|
" int srcDstStep," |
|
" int rows," |
|
" int cols)" |
|
"{" |
|
" int x = get_global_id(0);" |
|
" int y = get_global_id(1);" |
|
" int idx = mad24(y, srcDstStep, x);" |
|
" pSrcDst[idx] = ~pSrcDst[idx];" |
|
"}" |
|
"__kernel " |
|
"void bitwise_inv_img_8uC1(" |
|
" read_only image2d_t srcImg," |
|
" write_only image2d_t dstImg)" |
|
"{" |
|
" int x = get_global_id(0);" |
|
" int y = get_global_id(1);" |
|
" int2 coord = (int2)(x, y);" |
|
" uint4 val = read_imageui(srcImg, coord);" |
|
" val.x = (~val.x) & 0x000000FF;" |
|
" write_imageui(dstImg, coord, val);" |
|
"}"; |
|
size_t len = strlen(kernelSrc); |
|
m_program = clCreateProgramWithSource(m_context, 1, &kernelSrc, &len, &res); |
|
if (0 == m_program || CL_SUCCESS != res) |
|
return -1; |
|
|
|
res = clBuildProgram(m_program, 1, &m_device_id, 0, 0, 0); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
m_kernelBuf = clCreateKernel(m_program, "bitwise_inv_buf_8uC1", &res); |
|
if (0 == m_kernelBuf || CL_SUCCESS != res) |
|
return -1; |
|
|
|
m_kernelImg = clCreateKernel(m_program, "bitwise_inv_img_8uC1", &res); |
|
if (0 == m_kernelImg || CL_SUCCESS != res) |
|
return -1; |
|
|
|
m_platformInfo.QueryInfo(m_platform_ids[i]); |
|
m_deviceInfo.QueryInfo(m_device_id); |
|
|
|
// attach OpenCL context to OpenCV |
|
cv::ocl::attachContext(m_platformInfo.Name(), m_platform_ids[i], m_context, m_device_id); |
|
|
|
break; |
|
} |
|
|
|
return m_context != 0 ? CL_SUCCESS : -1; |
|
} // initOpenCL() |
|
|
|
|
|
int App::initVideoSource() |
|
{ |
|
try |
|
{ |
|
if (!m_file_name.empty() && m_camera_id == -1) |
|
{ |
|
m_cap.open(m_file_name.c_str()); |
|
if (!m_cap.isOpened()) |
|
throw std::runtime_error(std::string("can't open video file: " + m_file_name)); |
|
} |
|
else if (m_camera_id != -1) |
|
{ |
|
m_cap.open(m_camera_id); |
|
if (!m_cap.isOpened()) |
|
{ |
|
std::stringstream msg; |
|
msg << "can't open camera: " << m_camera_id; |
|
throw std::runtime_error(msg.str()); |
|
} |
|
} |
|
else |
|
throw std::runtime_error(std::string("specify video source")); |
|
} |
|
|
|
catch (std::exception e) |
|
{ |
|
cerr << "ERROR: " << e.what() << std::endl; |
|
return -1; |
|
} |
|
|
|
return 0; |
|
} // initVideoSource() |
|
|
|
|
|
// this function is an example of "typical" OpenCL processing pipeline |
|
// It creates OpenCL buffer or image, depending on use_buffer flag, |
|
// from input media frame and process these data |
|
// (inverts each pixel value in half of frame) with OpenCL kernel |
|
int App::process_frame_with_open_cl(cv::Mat& frame, bool use_buffer, cl_mem* mem_obj) |
|
{ |
|
cl_int res = CL_SUCCESS; |
|
|
|
CV_Assert(mem_obj); |
|
|
|
cl_kernel kernel = 0; |
|
cl_mem mem = mem_obj[0]; |
|
|
|
if (0 == mem || 0 == m_img_src) |
|
{ |
|
// allocate/delete cl memory objects every frame for the simplicity. |
|
// in real applicaton more efficient pipeline can be built. |
|
|
|
if (use_buffer) |
|
{ |
|
cl_mem_flags flags = CL_MEM_READ_WRITE | CL_MEM_USE_HOST_PTR; |
|
|
|
mem = clCreateBuffer(m_context, flags, frame.total(), frame.ptr(), &res); |
|
if (0 == mem || CL_SUCCESS != res) |
|
return -1; |
|
|
|
res = clSetKernelArg(m_kernelBuf, 0, sizeof(cl_mem), &mem); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
res = clSetKernelArg(m_kernelBuf, 1, sizeof(int), &frame.step[0]); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
res = clSetKernelArg(m_kernelBuf, 2, sizeof(int), &frame.rows); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
int cols2 = frame.cols / 2; |
|
res = clSetKernelArg(m_kernelBuf, 3, sizeof(int), &cols2); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
kernel = m_kernelBuf; |
|
} |
|
else |
|
{ |
|
cl_mem_flags flags_src = CL_MEM_READ_ONLY | CL_MEM_USE_HOST_PTR; |
|
|
|
cl_image_format fmt; |
|
fmt.image_channel_order = CL_R; |
|
fmt.image_channel_data_type = CL_UNSIGNED_INT8; |
|
|
|
cl_image_desc desc_src; |
|
desc_src.image_type = CL_MEM_OBJECT_IMAGE2D; |
|
desc_src.image_width = frame.cols; |
|
desc_src.image_height = frame.rows; |
|
desc_src.image_depth = 0; |
|
desc_src.image_array_size = 0; |
|
desc_src.image_row_pitch = frame.step[0]; |
|
desc_src.image_slice_pitch = 0; |
|
desc_src.num_mip_levels = 0; |
|
desc_src.num_samples = 0; |
|
desc_src.buffer = 0; |
|
m_img_src = clCreateImage(m_context, flags_src, &fmt, &desc_src, frame.ptr(), &res); |
|
if (0 == m_img_src || CL_SUCCESS != res) |
|
return -1; |
|
|
|
cl_mem_flags flags_dst = CL_MEM_READ_WRITE | CL_MEM_ALLOC_HOST_PTR; |
|
|
|
cl_image_desc desc_dst; |
|
desc_dst.image_type = CL_MEM_OBJECT_IMAGE2D; |
|
desc_dst.image_width = frame.cols; |
|
desc_dst.image_height = frame.rows; |
|
desc_dst.image_depth = 0; |
|
desc_dst.image_array_size = 0; |
|
desc_dst.image_row_pitch = 0; |
|
desc_dst.image_slice_pitch = 0; |
|
desc_dst.num_mip_levels = 0; |
|
desc_dst.num_samples = 0; |
|
desc_dst.buffer = 0; |
|
mem = clCreateImage(m_context, flags_dst, &fmt, &desc_dst, 0, &res); |
|
if (0 == mem || CL_SUCCESS != res) |
|
return -1; |
|
|
|
size_t origin[] = { 0, 0, 0 }; |
|
size_t region[] = { frame.cols, frame.rows, 1 }; |
|
res = clEnqueueCopyImage(m_queue, m_img_src, mem, origin, origin, region, 0, 0, &m_event); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
res = clWaitForEvents(1, &m_event); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
res = clSetKernelArg(m_kernelImg, 0, sizeof(cl_mem), &m_img_src); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
res = clSetKernelArg(m_kernelImg, 1, sizeof(cl_mem), &mem); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
kernel = m_kernelImg; |
|
} |
|
} |
|
|
|
m_event = clCreateUserEvent(m_context, &res); |
|
if (0 == m_event || CL_SUCCESS != res) |
|
return -1; |
|
|
|
// process left half of frame in OpenCL |
|
size_t size[] = { frame.cols / 2, frame.rows }; |
|
res = clEnqueueNDRangeKernel(m_queue, kernel, 2, 0, size, 0, 0, 0, &m_event); |
|
if (CL_SUCCESS != res) |
|
return -1; |
|
|
|
res = clWaitForEvents(1, &m_event); |
|
if (CL_SUCCESS != res) |
|
return - 1; |
|
|
|
mem_obj[0] = mem; |
|
|
|
return 0; |
|
} |
|
|
|
|
|
// this function is an example of interoperability between OpenCL buffer |
|
// and OpenCV UMat objects. It converts (without copying data) OpenCL buffer |
|
// to OpenCV UMat and then do blur on these data |
|
int App::process_cl_buffer_with_opencv(cl_mem buffer, size_t step, int rows, int cols, int type, cv::UMat& u) |
|
{ |
|
cv::ocl::convertFromBuffer(buffer, step, rows, cols, type, u); |
|
|
|
// process right half of frame in OpenCV |
|
cv::Point pt(u.cols / 2, 0); |
|
cv::Size sz(u.cols / 2, u.rows); |
|
cv::Rect roi(pt, sz); |
|
cv::UMat uroi(u, roi); |
|
cv::blur(uroi, uroi, cv::Size(7, 7), cv::Point(-3, -3)); |
|
|
|
if (buffer) |
|
clReleaseMemObject(buffer); |
|
m_mem_obj = 0; |
|
|
|
return 0; |
|
} |
|
|
|
|
|
// this function is an example of interoperability between OpenCL image |
|
// and OpenCV UMat objects. It converts OpenCL image |
|
// to OpenCV UMat and then do blur on these data |
|
int App::process_cl_image_with_opencv(cl_mem image, cv::UMat& u) |
|
{ |
|
cv::ocl::convertFromImage(image, u); |
|
|
|
// process right half of frame in OpenCV |
|
cv::Point pt(u.cols / 2, 0); |
|
cv::Size sz(u.cols / 2, u.rows); |
|
cv::Rect roi(pt, sz); |
|
cv::UMat uroi(u, roi); |
|
cv::blur(uroi, uroi, cv::Size(7, 7), cv::Point(-3, -3)); |
|
|
|
if (image) |
|
clReleaseMemObject(image); |
|
m_mem_obj = 0; |
|
|
|
if (m_img_src) |
|
clReleaseMemObject(m_img_src); |
|
m_img_src = 0; |
|
|
|
return 0; |
|
} |
|
|
|
|
|
int App::run() |
|
{ |
|
if (0 != initOpenCL()) |
|
return -1; |
|
|
|
if (0 != initVideoSource()) |
|
return -1; |
|
|
|
Mat img_to_show; |
|
|
|
// set running state until ESC pressed |
|
setRunning(true); |
|
// set process flag to show some data processing |
|
// can be toggled on/off by 'p' button |
|
setDoProcess(true); |
|
// set use buffer flag, |
|
// when it is set to true, will demo interop opencl buffer and cv::Umat, |
|
// otherwise demo interop opencl image and cv::UMat |
|
// can be switched on/of by SPACE button |
|
setUseBuffer(true); |
|
|
|
// Iterate over all frames |
|
while (isRunning() && nextFrame(m_frame)) |
|
{ |
|
cv::cvtColor(m_frame, m_frameGray, COLOR_BGR2GRAY); |
|
|
|
UMat uframe; |
|
|
|
// work |
|
timerStart(); |
|
|
|
if (doProcess()) |
|
{ |
|
process_frame_with_open_cl(m_frameGray, useBuffer(), &m_mem_obj); |
|
|
|
if (useBuffer()) |
|
process_cl_buffer_with_opencv( |
|
m_mem_obj, m_frameGray.step[0], m_frameGray.rows, m_frameGray.cols, m_frameGray.type(), uframe); |
|
else |
|
process_cl_image_with_opencv(m_mem_obj, uframe); |
|
} |
|
else |
|
{ |
|
m_frameGray.copyTo(uframe); |
|
} |
|
|
|
timerEnd(); |
|
|
|
uframe.copyTo(img_to_show); |
|
|
|
putText(img_to_show, "Version : " + m_platformInfo.Version(), Point(5, 30), FONT_HERSHEY_SIMPLEX, 1., Scalar(255, 100, 0), 2); |
|
putText(img_to_show, "Name : " + m_platformInfo.Name(), Point(5, 60), FONT_HERSHEY_SIMPLEX, 1., Scalar(255, 100, 0), 2); |
|
putText(img_to_show, "Device : " + m_deviceInfo.Name(), Point(5, 90), FONT_HERSHEY_SIMPLEX, 1., Scalar(255, 100, 0), 2); |
|
cv::String memtype = useBuffer() ? "buffer" : "image"; |
|
putText(img_to_show, "interop with OpenCL " + memtype, Point(5, 120), FONT_HERSHEY_SIMPLEX, 1., Scalar(255, 100, 0), 2); |
|
putText(img_to_show, "Time : " + timeStr() + " msec", Point(5, 150), FONT_HERSHEY_SIMPLEX, 1., Scalar(255, 100, 0), 2); |
|
|
|
imshow("opencl_interop", img_to_show); |
|
|
|
handleKey((char)waitKey(3)); |
|
} |
|
|
|
return 0; |
|
} |
|
|
|
|
|
void App::handleKey(char key) |
|
{ |
|
switch (key) |
|
{ |
|
case 27: |
|
setRunning(false); |
|
break; |
|
|
|
case ' ': |
|
setUseBuffer(!useBuffer()); |
|
break; |
|
|
|
case 'p': |
|
case 'P': |
|
setDoProcess( !doProcess() ); |
|
break; |
|
|
|
default: |
|
break; |
|
} |
|
} |
|
|
|
|
|
inline void App::timerStart() |
|
{ |
|
m_t0 = getTickCount(); |
|
} |
|
|
|
|
|
inline void App::timerEnd() |
|
{ |
|
m_t1 = getTickCount(); |
|
int64 delta = m_t1 - m_t0; |
|
m_time = (delta / m_frequency) * 1000; // units msec |
|
} |
|
|
|
|
|
inline string App::timeStr() const |
|
{ |
|
stringstream ss; |
|
ss << std::fixed << std::setprecision(1) << m_time; |
|
return ss.str(); |
|
} |
|
|
|
|
|
int main(int argc, char** argv) |
|
{ |
|
const char* keys = |
|
"{ help h ? | | print help message }" |
|
"{ camera c | -1 | use camera as input }" |
|
"{ video v | | use video as input }"; |
|
|
|
CommandLineParser cmd(argc, argv, keys); |
|
if (cmd.has("help")) |
|
{ |
|
cmd.printMessage(); |
|
return EXIT_SUCCESS; |
|
} |
|
|
|
App app(cmd); |
|
|
|
try |
|
{ |
|
app.run(); |
|
} |
|
|
|
catch (const cv::Exception& e) |
|
{ |
|
cout << "error: " << e.what() << endl; |
|
return 1; |
|
} |
|
|
|
catch (const std::exception& e) |
|
{ |
|
cout << "error: " << e.what() << endl; |
|
return 1; |
|
} |
|
|
|
catch (...) |
|
{ |
|
cout << "unknown exception" << endl; |
|
return 1; |
|
} |
|
|
|
return EXIT_SUCCESS; |
|
} // main()
|
|
|