/* Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ #include #include #include #include #include #include #include #include #include #include #include "lite/backends/fpga/KD/llapi/zynqmp_api.h" namespace paddle { namespace zynqmp { #define PADDLE_MOBILE_OS_LINUX static int fd = -1; static const char *device_path = "/dev/fpgadrv0"; static std::map memory_map; static size_t memory_size_max = 0; static size_t memory_size = 0; static inline int do_ioctl(uint64_t req, const void *arg) { #ifdef PADDLE_MOBILE_OS_LINUX return ioctl(fd, req, arg); #else return -1; #endif } int open_device() { if (fd == -1) { fd = open(device_path, O_RDWR); } return fd; } void close_device() { close(fd); } void reset_device() { FpgaResetArgs args; do_ioctl(IOCTL_FPGA_RESET, &args); } // memory management; void *fpga_malloc(size_t size) { #ifdef PADDLE_MOBILE_OS_LINUX void *ptr = reinterpret_cast( mmap64(NULL, size, PROT_READ | PROT_WRITE, MAP_SHARED, fd, 0)); if (ptr == MAP_FAILED) { std::cout << "not enough memory !"; exit(-1); } if (errno == ENOMEM) { std::cout << "mmap failed with not enough memory !"; exit(-1); } if (errno == EINVAL) { std::cout << "mmap failed with invalid arguments ! (size=" << size << ")" << std::endl; exit(-1); } if (ptr == NULL) { std::cout << "NULL returned, errno=" << errno << ", mmap failed with other errors other than memory usage !" << std::endl; exit(-1); } memory_map.insert(std::make_pair(ptr, size)); memory_size += size; if (memory_size > memory_size_max) { memory_size_max = memory_size; } return ptr; #else return malloc(size); #endif } size_t fpga_get_memory_size(void *ptr) { return memory_map[ptr]; } size_t fpga_get_memory_size_max() { return memory_size_max; } size_t fpga_diagnose_memory(int detailed) { size_t total = 0; auto iter = memory_map.begin(); while (iter != memory_map.end()) { total += iter->second; iter++; } return total; } void fpga_free(void *ptr) { size_t size = 0; auto iter = memory_map.find(ptr); if (iter != memory_map.end()) { size = iter->second; memory_map.erase(iter); } memory_size -= size; #ifdef PADDLE_MOBILE_OS_LINUX munmap(ptr, size); #else free(ptr); #endif } void fpga_copy(void *dst, const void *src, int size) { memcpy(dst, src, size); } int fpga_flush(void *address, size_t size) { struct MemoryCacheArgs args; args.address = address; args.size = size; return do_ioctl(IOCTL_MEMCACHE_FLUSH, &args); } int fpga_invalidate(void *address, size_t size) { struct MemoryCacheArgs args; args.address = address; args.size = size; return do_ioctl(IOCTL_MEMCACHE_INVAL, &args); } int invalidate_cache(void *addr, int size) { struct MemoryCacheArgs args; args.address = addr; args.size = size; return do_ioctl(IOCTL_MEMCACHE_INVAL, &args); } int flush_cache(void *addr, int size) { struct MemoryCacheArgs args; args.address = addr; args.size = size; return do_ioctl(IOCTL_MEMCACHE_FLUSH, &args); } void fpga_copy(void *dest, const void *src, size_t num) { memcpy(dest, src, num); } int fpga_reset() { struct FpgaResetArgs args; return do_ioctl(IOCTL_FPGA_RESET, &args); } int ioctl_conv(const struct ConvArgs &args) { return do_ioctl(IOCTL_CONFIG_CONV, &args); } int compute_fpga_conv_basic(const struct ConvArgs &args) { return do_ioctl(IOCTL_CONFIG_CONV, &args); } int compute_fpga_conv(const struct SplitConvArgs &args) { int split_num = args.split_num; int ret = -1; for (int i = 0; i < split_num; i++) { ret = compute_fpga_conv_basic(args.conv_arg[i]); } if (split_num > 1) { exit(-1); } return ret; } int compute_fpga_pool(const struct PoolingArgs &args) { return do_ioctl(IOCTL_CONFIG_POOLING, &args); } int compute_fpga_ewadd(const struct EWAddArgs &args) { return do_ioctl(IOCTL_CONFIG_EW, &args); } int get_device_info(const struct DeviceInfo &args) { int ret = do_ioctl(IOCTL_DEVICE_INFO, &args); return ret; } int perform_bypass(const struct BypassArgs &args) { int ret = -1; int size = args.image.channels * args.image.width * args.image.height; int max_size = 1 << 21; float times = 1.0 * size / max_size; int count = static_cast(times); void *input_address = args.image.address; int type_size = args.input_data_type == DATA_TYPE_FP32 ? sizeof(float) : sizeof(int16_t); void *output_address = args.output.address; int out_type_size = args.output_data_type == DATA_TYPE_FP32 ? sizeof(float) : sizeof(int16_t); float scales[2]; struct BypassArgs bypassArgs = args; bypassArgs.image.width = 1; bypassArgs.image.height = 1; bypassArgs.output.scale_address = scales; float scale = 0; for (int i = 0; i < count; ++i) { bypassArgs.image.channels = max_size; bypassArgs.image.address = reinterpret_cast(input_address + i * max_size * type_size); bypassArgs.output.address = reinterpret_cast(output_address + i * max_size * out_type_size); ret = do_ioctl(IOCTL_CONFIG_BYPASS, &bypassArgs); scale = std::max(scale, scales[0]); if (ret != 0) { return ret; } } int remainder = size - max_size * count; if (remainder > 0) { bypassArgs.image.channels = remainder; bypassArgs.image.address = reinterpret_cast(input_address + count * max_size * type_size); bypassArgs.output.address = reinterpret_cast( output_address + count * max_size * out_type_size); ret = do_ioctl(IOCTL_CONFIG_BYPASS, &bypassArgs); scale = std::max(scale, scales[0]); } args.output.scale_address[0] = scale; args.output.scale_address[1] = 1.0f / scale; return ret; } int compute_fpga_concat(const struct ConcatArgs &args) { return -1; } int compute_fpga_scale(const struct ScaleArgs &args) { #ifdef ENABLE_DEBUG std::cout << "======Compute Scale======"; std::cout << "scale_address:" << args.scale_address << std::endl; std::cout << "bias_address:" << args.bias_address << std::endl; std::cout << "wc_alignment:" << args.wc_alignment << std::endl; std::cout << "channel_alignment:" << args.channel_alignment << std::endl; std::cout << " image_address:" << args.image.address << " image_scale_address:" << args.image.scale_address << " image_channels:" << args.image.channels << " image_height:" << args.image.height << " image_width:" << args.image.width << " pad_height:" << args.image.pad_height << " pad_width:" << args.image.pad_width; std::cout << " out_address:" << args.output.address << " out_scale_address:" << args.output.scale_address; #endif return do_ioctl(IOCTL_CONFIG_SCALE, &args); } int compute_fpga_dwconv(const struct DWconvArgs &args) { return do_ioctl(IOCTL_CONFIG_DWCONV, &args); } int config_activation(const struct ActiveParamterArgs &args) { return do_ioctl(IOCTL_CONFIG_ACTIVATION_PARAMETER, &args); } int config_inplace(const struct InplaceArgs &args) { return do_ioctl(IOCTL_CONFIG_INPLACE, &args); } int config_norm_param(const struct NormalizeParameterArgs &args) { return do_ioctl(IOCTL_CONFIG_NORMALIZE_PARAMETER, &args); } int compute_norm(const struct NormalizeArgs &args) { return do_ioctl(IOCTL_CONFIG_NORMALIZE, &args); } int compute_fpga_resize(const struct ResizeArgs &args) { return do_ioctl(IOCTL_CONFIG_RESIZE, &args); } int16_t fp32_2_fp16(float fp32_num) { unsigned long tmp = *(unsigned long *)(&fp32_num); // NOLINT auto t = (int16_t)(((tmp & 0x007fffff) >> 13) | ((tmp & 0x80000000) >> 16) | (((tmp & 0x7f800000) >> 13) - (112 << 10))); if (tmp & 0x1000) { t++; // roundoff } return t; } float fp16_2_fp32(int16_t fp16_num) { if (0 == fp16_num) { return 0; } int frac = (fp16_num & 0x3ff); int exp = ((fp16_num & 0x7c00) >> 10) + 112; int s = fp16_num & 0x8000; int tmp = 0; float fp32_num = 0; tmp = s << 16 | exp << 23 | frac << 13; fp32_num = *(float *)&tmp; // NOLINT return fp32_num; } } // namespace zynqmp } // namespace paddle