#pragma once #include "host_interface.hpp" enum ConvDataType { F32_F32_F32, // 0 F16_F16_F16, // 1 BF16_BF16_BF16, // 2 INT8_INT8_INT8, // 3 }; enum ConvInputLayout { NCHW, // 0 NHWC, // 1 }; enum ConvWeightLayout { KCYX, // 0 KYXC, // 1 }; enum ConvOutputLayout { NKHW, // 0 NHWK, // 1 }; void check_hip_error(void) { hipError_t err = hipGetLastError(); if(err != hipSuccess) { std::cerr << "Error: " << hipGetErrorString(err) << std::endl; exit(err); } } std::string getDeviceName(int device) { struct hipDeviceProp_t prop; hipGetDeviceProperties(&prop, device); check_hip_error(); return std::string(prop.name); } int getDriver(void) { int driver; hipDriverGetVersion(&driver); check_hip_error(); return driver; } namespace ck { namespace app { struct DeviceMem { DeviceMem() = delete; DeviceMem(std::size_t mem_size); void* GetDeviceBuffer(); void ToDevice(const void* p); void FromDevice(void* p); ~DeviceMem(); void* mpDeviceBuf; std::size_t mMemSize; }; DeviceMem::DeviceMem(std::size_t mem_size) : mMemSize(mem_size) { hipGetErrorString(hipMalloc(static_cast(&mpDeviceBuf), mMemSize)); } void* DeviceMem::GetDeviceBuffer() { return mpDeviceBuf; } void DeviceMem::ToDevice(const void* p) { hipGetErrorString( hipMemcpy(mpDeviceBuf, const_cast(p), mMemSize, hipMemcpyHostToDevice)); } void DeviceMem::FromDevice(void* p) { hipGetErrorString(hipMemcpy(p, mpDeviceBuf, mMemSize, hipMemcpyDeviceToHost)); } DeviceMem::~DeviceMem() { hipGetErrorString(hipFree(mpDeviceBuf)); } void profile_conv_fwd_impl(int do_verification, int init_method, bool do_log, bool time_kernel, ConvDataType data_type, ck::index_t N, ck::index_t K, ck::index_t C, std::vector input_spatial_lengths, std::vector filter_spatial_lengths, std::vector output_spatial_lengths, std::vector conv_filter_strides, std::vector conv_filter_dilations, std::vector input_left_pads, std::vector input_right_pads) { const ck::index_t Y = filter_spatial_lengths[0]; const ck::index_t X = filter_spatial_lengths[1]; const ck::index_t Hi = input_spatial_lengths[0]; const ck::index_t Wi = input_spatial_lengths[1]; const ck::index_t Ho = output_spatial_lengths[0]; const ck::index_t Wo = output_spatial_lengths[1]; const auto in_sz = N * C * Hi * Wi; const auto wei_sz = K * C * Y * X; const auto out_sz = N * K * Ho * Wo; using WeiDataType = float; using InDataType = float; using OutDataType = float; app::DeviceMem in_device_buf(sizeof(InDataType) * in_sz); app::DeviceMem wei_device_buf(sizeof(WeiDataType) * wei_sz); app::DeviceMem out_device_buf(sizeof(OutDataType) * out_sz); // data is already on device! // add device Conv instances std::vector conv_ptrs; if(data_type == F16_F16_F16) { add_device_conv2d_fwd_xdl_c_shuffle_nhwc_kyxc_nhwk_f16_instances_t(conv_ptrs); add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_f16_instances_t(conv_ptrs); } else if(data_type == BF16_BF16_BF16) add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_bf16_instances_t(conv_ptrs); else if(data_type == F32_F32_F32) add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_f32_instances_t(conv_ptrs); else if(data_type == INT8_INT8_INT8) add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_int8_instances_t(conv_ptrs); else throw std::runtime_error("wrong! Invalid data type"); if(conv_ptrs.empty()) { throw std::runtime_error("wrong! no device Conv instance found"); } std::string best_conv_name; float best_ave_time = 0; float best_tflops = 0; float best_gb_per_sec = 0; int deviceIndex = 0; hipSetDevice(deviceIndex); check_hip_error(); StreamConfig stream_config{nullptr, time_kernel}; hipStreamCreate(&stream_config.stream_id_); check_hip_error(); // profile device Conv instances for(auto& conv_ptr : conv_ptrs) { auto argument_ptr = conv_ptr.MakeArgumentPointer(static_cast(in_device_buf.GetDeviceBuffer()), static_cast(wei_device_buf.GetDeviceBuffer()), static_cast(out_device_buf.GetDeviceBuffer()), N, K, C, input_spatial_lengths, filter_spatial_lengths, output_spatial_lengths, conv_filter_strides, conv_filter_dilations, input_left_pads, input_right_pads); auto invoker_ptr = conv_ptr.MakeInvokerPointer(); if(conv_ptr.IsSupportedArgument(argument_ptr.get())) { std::string conv_name = conv_ptr.GetTypeString(); float ave_time = invoker_ptr->Run(argument_ptr.get(), stream_config); std::size_t flop = std::size_t(2) * N * K * Ho * Wo * C * Y * X; std::size_t num_btype = sizeof(InDataType) * (N * C * Hi * Wi) + sizeof(WeiDataType) * (K * C * Y * X) + sizeof(OutDataType) * (N * K * Ho * Wo); float tflops = static_cast(flop) / 1.E9 / ave_time; float gb_per_sec = num_btype / 1.E6 / ave_time; std::cout << "Perf: " << ave_time << " ms, " << tflops << " TFlops, " << gb_per_sec << " GB/s, " << conv_name << std::endl; if(tflops > best_tflops) { best_conv_name = conv_name; best_tflops = tflops; best_ave_time = ave_time; best_gb_per_sec = gb_per_sec; } } } std::cout << "Best Perf: " << best_ave_time << " ms, " << best_tflops << " TFlops, " << best_gb_per_sec << " GB/s, " << best_conv_name << std::endl; } } // namespace app } // namespace ck