├── CMakeLists.txt ├── README.md ├── esp32c3.toolchain.cmake ├── esp32c6.toolchain.cmake ├── esp32s3.toolchain.cmake ├── image ├── 4.png ├── fs.h └── img2c.py └── main ├── CMakeLists.txt ├── fs.h ├── main.cpp ├── mnist-int8.bin ├── mnist-int8.id.h ├── mnist-int8.mem.h ├── mnist-int8.param ├── mnist-int8.param.bin ├── mnist.bin ├── mnist.id.h ├── mnist.mem.h ├── mnist.param └── mnist.param.bin /CMakeLists.txt: -------------------------------------------------------------------------------- 1 | cmake_minimum_required(VERSION 3.5) 2 | 3 | set(CMAKE_BUILD_TYPE release) 4 | 5 | set(ncnn_DIR "/home/nihui/dev/ncnn/build-esp32/install/lib/cmake/ncnn") 6 | find_package(ncnn REQUIRED) 7 | 8 | include($ENV{IDF_PATH}/tools/cmake/project.cmake) 9 | project(main) 10 | 11 | target_link_libraries(${CMAKE_PROJECT_NAME}.elf PRIVATE ncnn) 12 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # ncnn on esp32 2 | 3 | ### 1. setup esp-idf 4 | 5 | see https://github.com/espressif/esp-idf 6 | 7 | ### 2. build ncnn library for esp32 8 | 9 | ```shell 10 | git clone https://github.com/Tencent/ncnn.git 11 | 12 | mkdir build-esp32 13 | cd build-esp32 14 | cmake -DCMAKE_TOOLCHAIN_FILE=../toolchains/esp32c6.toolchain.cmake .. 15 | make -j4 16 | make install 17 | ``` 18 | 19 | ### 3. build ncnn esp32 mnist sample 20 | 21 | modify `ncnn_DIR` in `CMakeLists.txt` to your ncnn installation 22 | ```cmake 23 | set(ncnn_DIR "/home/nihui/dev/ncnn/build-esp32/install/lib/cmake/ncnn") 24 | ``` 25 | 26 | enable sgemm convolution for esp32c6 / esp32s3 with larger ram, edit `main/main.cpp` 27 | 28 | ```cpp 29 | // but esp32c3 has lower memory 30 | net.opt.use_sgemm_convolution = true; 31 | ``` 32 | 33 | build project with idf.py 34 | ```shell 35 | idf.py set-target esp32c6 36 | idf.py menuconfig 37 | 38 | idf.py build 39 | ``` 40 | 41 | ### 4. flash to device and monitor serial port 42 | 43 | ```shell 44 | idf.py flash 45 | ``` 46 | 47 | ```shell 48 | tio /dev/ttyACM0 49 | ``` 50 | or 51 | ```shell 52 | tio /dev/ttyUSB0 53 | ``` 54 | 55 | ### esp32c3 56 | 57 | ``` 58 | ESP-ROM:esp32c3-api1-20210207 59 | Build:Feb 7 2021 60 | rst:0xc (RTC_SW_CPU_RST),boot:0xc (SPI_FAST_FLASH_BOOT) 61 | Saved PC:0x40380700 62 | SPIWP:0xee 63 | mode:DIO, clock div:1 64 | load:0x3fcd5820,len:0x1738 65 | load:0x403cc710,len:0xb9c 66 | load:0x403ce710,len:0x2e40 67 | entry 0x403cc71a 68 | I (35) boot: ESP-IDF v5.3-dev-2815-gbe06a6f5ff 2nd stage bootloader 69 | I (35) boot: compile time Apr 14 2024 13:28:16 70 | I (36) boot: chip revision: v0.3 71 | I (40) boot.esp32c3: SPI Speed : 80MHz 72 | I (45) boot.esp32c3: SPI Mode : DIO 73 | I (49) boot.esp32c3: SPI Flash Size : 2MB 74 | I (54) boot: Enabling RNG early entropy source... 75 | I (59) boot: Partition Table: 76 | I (63) boot: ## Label Usage Type ST Offset Length 77 | I (70) boot: 0 nvs WiFi data 01 02 00009000 00006000 78 | I (78) boot: 1 phy_init RF data 01 01 0000f000 00001000 79 | I (85) boot: 2 factory factory app 00 00 00010000 00100000 80 | I (93) boot: End of partition table 81 | I (97) esp_image: segment 0: paddr=00010020 vaddr=3c0c0020 size=0d884h ( 55428) map 82 | I (114) esp_image: segment 1: paddr=0001d8ac vaddr=3fc89400 size=00f74h ( 3956) load 83 | I (115) esp_image: segment 2: paddr=0001e828 vaddr=40380000 size=017f0h ( 6128) load 84 | I (123) esp_image: segment 3: paddr=00020020 vaddr=42000020 size=b7cb4h (752820) map 85 | I (248) esp_image: segment 4: paddr=000d7cdc vaddr=403817f0 size=07a04h ( 31236) load 86 | I (257) boot: Loaded app from partition at offset 0x10000 87 | I (257) boot: Disabling RNG early entropy source... 88 | I (269) cpu_start: Unicore app 89 | I (278) cpu_start: Pro cpu start user code 90 | I (278) cpu_start: cpu freq: 160000000 Hz 91 | I (278) app_init: Application information: 92 | I (281) app_init: Project name: main 93 | I (285) app_init: App version: a36153d-dirty 94 | I (291) app_init: Compile time: Apr 14 2024 13:28:13 95 | I (297) app_init: ELF file SHA256: 99b26c75b... 96 | I (302) app_init: ESP-IDF: v5.3-dev-2815-gbe06a6f5ff 97 | I (308) efuse_init: Min chip rev: v0.3 98 | I (313) efuse_init: Max chip rev: v1.99 99 | I (318) efuse_init: Chip rev: v0.3 100 | I (323) heap_init: Initializing. RAM available for dynamic allocation: 101 | I (330) heap_init: At 3FC8B320 len 00034CE0 (211 KiB): RAM 102 | I (336) heap_init: At 3FCC0000 len 0001C710 (113 KiB): Retention RAM 103 | I (343) heap_init: At 3FCDC710 len 00002950 (10 KiB): Retention RAM 104 | I (350) heap_init: At 50000200 len 00001DE8 (7 KiB): RTCRAM 105 | I (357) spi_flash: detected chip: generic 106 | I (361) spi_flash: flash io: dio 107 | W (365) spi_flash: Detected size(4096k) larger than the size in the binary image header(2048k). Using the size in the binary image header. 108 | I (378) sleep: Configure to isolate all GPIO pins in sleep state 109 | I (385) sleep: Enable automatic switching of GPIO sleep configuration 110 | I (392) main_task: Started on CPU0 111 | I (402) main_task: Calling app_main() 112 | Loading ncnn mnist model...Done. 113 | Preparing input...Start Mesuring! 114 | Done! 115 | 0: -1.63 116 | 1: 3.05 117 | 2: 12.36 118 | 3: 7.95 119 | 4: -17.89 120 | 5: -9.99 121 | 6: -15.13 122 | 7: 16.36 123 | 8: 0.45 124 | 9: -3.34 125 | I think it is number 7! 126 | Latency, avg: 105.66ms, max: 105.71, min: 105.64. Avg Flops: 7.38MFlops 127 | Restarting now. 128 | ``` 129 | 130 | ### esp32c6 131 | 132 | ``` 133 | ESP-ROM:esp32c6-20220919 134 | Build:Sep 19 2022 135 | rst:0xc (SW_CPU),boot:0xc (SPI_FAST_FLASH_BOOT) 136 | Saved PC:0x4001975a 137 | SPIWP:0xee 138 | mode:DIO, clock div:2 139 | load:0x40875720,len:0x1804 140 | load:0x4086c110,len:0xe2c 141 | load:0x4086e610,len:0x2e30 142 | entry 0x4086c11a 143 | I (22) boot: ESP-IDF v5.3-dev-2815-gbe06a6f5ff 2nd stage bootloader 144 | I (23) boot: compile time Apr 14 2024 11:52:36 145 | I (24) boot: chip revision: v0.0 146 | I (26) boot.esp32c6: SPI Speed : 80MHz 147 | I (31) boot.esp32c6: SPI Mode : DIO 148 | I (36) boot.esp32c6: SPI Flash Size : 2MB 149 | I (41) boot: Enabling RNG early entropy source... 150 | I (46) boot: Partition Table: 151 | I (50) boot: ## Label Usage Type ST Offset Length 152 | I (57) boot: 0 nvs WiFi data 01 02 00009000 00006000 153 | I (64) boot: 1 phy_init RF data 01 01 0000f000 00001000 154 | I (72) boot: 2 factory factory app 00 00 00010000 00100000 155 | I (79) boot: End of partition table 156 | I (83) esp_image: segment 0: paddr=00010020 vaddr=420b0020 size=0a9e0h ( 43488) map 157 | I (110) esp_image: segment 1: paddr=0001aa08 vaddr=40800000 size=05610h ( 22032) load 158 | I (122) esp_image: segment 2: paddr=00020020 vaddr=42000020 size=aa960h (698720) map 159 | I (407) esp_image: segment 3: paddr=000ca988 vaddr=40805610 size=03e74h ( 15988) load 160 | I (416) esp_image: segment 4: paddr=000ce804 vaddr=40809490 size=00f64h ( 3940) load 161 | I (424) boot: Loaded app from partition at offset 0x10000 162 | I (425) boot: Disabling RNG early entropy source... 163 | I (436) cpu_start: Unicore app 164 | I (446) cpu_start: Pro cpu start user code 165 | I (446) cpu_start: cpu freq: 160000000 Hz 166 | I (447) app_init: Application information: 167 | I (449) app_init: Project name: main 168 | I (454) app_init: App version: a36153d-dirty 169 | I (459) app_init: Compile time: Apr 14 2024 11:52:33 170 | I (465) app_init: ELF file SHA256: 0a0e007ce... 171 | I (470) app_init: ESP-IDF: v5.3-dev-2815-gbe06a6f5ff 172 | I (477) efuse_init: Min chip rev: v0.0 173 | I (482) efuse_init: Max chip rev: v0.99 174 | I (487) efuse_init: Chip rev: v0.0 175 | I (491) heap_init: Initializing. RAM available for dynamic allocation: 176 | I (499) heap_init: At 4080B3B0 len 00071260 (452 KiB): RAM 177 | I (505) heap_init: At 4087C610 len 00002F54 (11 KiB): RAM 178 | I (511) heap_init: At 50000000 len 00003FE8 (15 KiB): RTCRAM 179 | I (518) spi_flash: detected chip: generic 180 | I (522) spi_flash: flash io: dio 181 | W (526) spi_flash: Detected size(4096k) larger than the size in the binary image header(2048k). Using the size in the binary image header. 182 | I (539) sleep: Configure to isolate all GPIO pins in sleep state 183 | I (546) sleep: Enable automatic switching of GPIO sleep configuration 184 | I (553) coexist: coex firmware version: d96c1e51f 185 | I (558) coexist: coexist rom version 5b8dcfa 186 | I (563) main_task: Started on CPU0 187 | I (563) main_task: Calling app_main() 188 | Loading ncnn mnist model...Done. 189 | Preparing input...Start Mesuring! 190 | Done! 191 | 0: -1.63 192 | 1: 3.05 193 | 2: 12.36 194 | 3: 7.95 195 | 4: -17.89 196 | 5: -9.99 197 | 6: -15.13 198 | 7: 16.36 199 | 8: 0.45 200 | 9: -3.34 201 | I think it is number 7! 202 | Latency, avg: 78.77ms, max: 79.48, min: 78.68. Avg Flops: 9.90MFlops 203 | Restarting now. 204 | ``` 205 | -------------------------------------------------------------------------------- /esp32c3.toolchain.cmake: -------------------------------------------------------------------------------- 1 | set(CMAKE_SYSTEM_NAME freertos) 2 | set(CMAKE_SYSTEM_PROCESSOR riscv) 3 | 4 | include($ENV{IDF_PATH}/tools/cmake/toolchain-esp32c3.cmake) 5 | 6 | set(CMAKE_TRY_COMPILE_TARGET_TYPE STATIC_LIBRARY) 7 | 8 | set(CMAKE_FIND_ROOT_PATH_MODE_PROGRAM NEVER) 9 | set(CMAKE_FIND_ROOT_PATH_MODE_LIBRARY ONLY) 10 | set(CMAKE_FIND_ROOT_PATH_MODE_INCLUDE ONLY) 11 | set(CMAKE_FIND_ROOT_PATH_MODE_PACKAGE ONLY) 12 | 13 | # cache flags 14 | set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS}" CACHE STRING "c flags") 15 | set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS}" CACHE STRING "c++ flags") 16 | 17 | option(NCNN_DISABLE_RTTI "" ON) 18 | option(NCNN_DISABLE_EXCEPTION "" ON) 19 | option(NCNN_DISABLE_PIC "" ON) 20 | option(NCNN_PLATFORM_API "" OFF) 21 | option(NCNN_RUNTIME_CPU "" OFF) 22 | 23 | option(NCNN_THREADS "" OFF) 24 | option(NCNN_OPENMP "" OFF) 25 | 26 | option(NCNN_BUILD_BENCHMARK "" OFF) 27 | option(NCNN_BUILD_TESTS "" OFF) 28 | option(NCNN_BUILD_TOOLS "" OFF) 29 | option(NCNN_BUILD_EXAMPLES "" OFF) 30 | -------------------------------------------------------------------------------- /esp32c6.toolchain.cmake: -------------------------------------------------------------------------------- 1 | set(CMAKE_SYSTEM_NAME freertos) 2 | set(CMAKE_SYSTEM_PROCESSOR riscv) 3 | 4 | include($ENV{IDF_PATH}/tools/cmake/toolchain-esp32c6.cmake) 5 | 6 | set(CMAKE_TRY_COMPILE_TARGET_TYPE STATIC_LIBRARY) 7 | 8 | set(CMAKE_FIND_ROOT_PATH_MODE_PROGRAM NEVER) 9 | set(CMAKE_FIND_ROOT_PATH_MODE_LIBRARY ONLY) 10 | set(CMAKE_FIND_ROOT_PATH_MODE_INCLUDE ONLY) 11 | set(CMAKE_FIND_ROOT_PATH_MODE_PACKAGE ONLY) 12 | 13 | # cache flags 14 | set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS}" CACHE STRING "c flags") 15 | set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS}" CACHE STRING "c++ flags") 16 | 17 | option(NCNN_DISABLE_RTTI "" ON) 18 | option(NCNN_DISABLE_EXCEPTION "" ON) 19 | option(NCNN_DISABLE_PIC "" ON) 20 | option(NCNN_PLATFORM_API "" OFF) 21 | option(NCNN_RUNTIME_CPU "" OFF) 22 | 23 | option(NCNN_THREADS "" OFF) 24 | option(NCNN_OPENMP "" OFF) 25 | 26 | option(NCNN_BUILD_BENCHMARK "" OFF) 27 | option(NCNN_BUILD_TESTS "" OFF) 28 | option(NCNN_BUILD_TOOLS "" OFF) 29 | option(NCNN_BUILD_EXAMPLES "" OFF) 30 | -------------------------------------------------------------------------------- /esp32s3.toolchain.cmake: -------------------------------------------------------------------------------- 1 | set(CMAKE_SYSTEM_NAME freertos) 2 | set(CMAKE_SYSTEM_PROCESSOR xtensa) 3 | 4 | include($ENV{IDF_PATH}/tools/cmake/toolchain-esp32s3.cmake) 5 | 6 | set(CMAKE_TRY_COMPILE_TARGET_TYPE STATIC_LIBRARY) 7 | 8 | set(CMAKE_FIND_ROOT_PATH_MODE_PROGRAM NEVER) 9 | set(CMAKE_FIND_ROOT_PATH_MODE_LIBRARY ONLY) 10 | set(CMAKE_FIND_ROOT_PATH_MODE_INCLUDE ONLY) 11 | set(CMAKE_FIND_ROOT_PATH_MODE_PACKAGE ONLY) 12 | 13 | # cache flags 14 | set(CMAKE_C_FLAGS "${CMAKE_C_FLAGS}" CACHE STRING "c flags") 15 | set(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS}" CACHE STRING "c++ flags") 16 | 17 | option(NCNN_DISABLE_RTTI "" ON) 18 | option(NCNN_DISABLE_EXCEPTION "" ON) 19 | option(NCNN_DISABLE_PIC "" ON) 20 | option(NCNN_PLATFORM_API "" OFF) 21 | option(NCNN_RUNTIME_CPU "" OFF) 22 | 23 | option(NCNN_THREADS "" OFF) 24 | option(NCNN_OPENMP "" OFF) 25 | 26 | option(NCNN_BUILD_BENCHMARK "" OFF) 27 | option(NCNN_BUILD_TESTS "" OFF) 28 | option(NCNN_BUILD_TOOLS "" OFF) 29 | option(NCNN_BUILD_EXAMPLES "" OFF) 30 | -------------------------------------------------------------------------------- /image/4.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nihui/ncnn_on_esp32/087ae12943e0952b178e3d24e09ffd8cfd9236d9/image/4.png -------------------------------------------------------------------------------- /image/fs.h: -------------------------------------------------------------------------------- 1 | const int IMAGE_H = 28; 2 | const int IMAGE_W = 28; 3 | const unsigned char IN_IMG[] __attribute__((aligned(128))) ={ 4 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 5 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 6 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 7 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 8 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 9 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 10 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 11 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 12 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 13 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 14 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 15 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 16 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 17 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 18 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 19 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 20 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 21 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 22 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x18, 0x20, 0x17, 23 | 0xd, 0x8, 0x8, 0x8, 0x8, 0x8, 0xb, 0x10, 24 | 0x12, 0xa, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 25 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 26 | 0x8, 0x3d, 0x55, 0x3a, 0x19, 0x8, 0x8, 0x8, 27 | 0x8, 0x9, 0x13, 0x1f, 0x26, 0xe, 0x8, 0x8, 28 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 29 | 0x8, 0x8, 0x8, 0x9, 0xc, 0x68, 0x8d, 0x50, 30 | 0x20, 0x8, 0x8, 0x8, 0x8, 0x10, 0x48, 0x85, 31 | 0x9e, 0x2c, 0xc, 0x8, 0x8, 0x8, 0x8, 0x8, 32 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0xa, 33 | 0xf, 0x7c, 0xa2, 0x50, 0x1f, 0x8, 0x8, 0x8, 34 | 0x9, 0x19, 0x86, 0xc4, 0xc3, 0x35, 0xd, 0x8, 35 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 36 | 0x8, 0x8, 0x8, 0xa, 0x12, 0x78, 0x97, 0x3b, 37 | 0x18, 0x8, 0x8, 0x8, 0xc, 0x27, 0xca, 0xd6, 38 | 0x91, 0x25, 0x9, 0x8, 0x8, 0x8, 0x8, 0x8, 39 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0xf, 40 | 0x21, 0x9a, 0xb6, 0x37, 0x17, 0x8, 0x8, 0x8, 41 | 0xf, 0x2d, 0xcc, 0xb9, 0x5a, 0x18, 0x8, 0x8, 42 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 43 | 0x8, 0x8, 0x8, 0x12, 0x31, 0xa1, 0xb1, 0x27, 44 | 0x11, 0x8, 0x8, 0x8, 0x18, 0x44, 0xd1, 0xa0, 45 | 0x2d, 0xf, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 46 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x16, 47 | 0x3f, 0x93, 0x93, 0x13, 0xe, 0xe, 0xe, 0xc, 48 | 0x2d, 0x6d, 0xd9, 0x8c, 0xa, 0x8, 0x8, 0x8, 49 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 50 | 0x8, 0x8, 0x8, 0x1d, 0x5f, 0xb1, 0xba, 0x5b, 51 | 0x5b, 0x5a, 0x53, 0x41, 0x71, 0xc5, 0xd9, 0x7b, 52 | 0x9, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 53 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x1f, 54 | 0x66, 0xbe, 0xdf, 0xb0, 0xb1, 0xb0, 0xaa, 0x9b, 55 | 0xbb, 0xf0, 0xd7, 0x73, 0x8, 0x8, 0x8, 0x8, 56 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 57 | 0x8, 0x8, 0x8, 0x1b, 0x56, 0xb4, 0xed, 0xeb, 58 | 0xeb, 0xea, 0xe9, 0xed, 0xf5, 0xf9, 0xcc, 0x69, 59 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 60 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0xe, 61 | 0x1e, 0x4f, 0x65, 0x50, 0x4f, 0x4a, 0x43, 0x62, 62 | 0xa9, 0xf1, 0x89, 0x3a, 0x8, 0x8, 0x8, 0x8, 63 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 64 | 0x8, 0x8, 0x8, 0x8, 0xa, 0x1c, 0x22, 0x12, 65 | 0x11, 0xe, 0xb, 0x53, 0xaa, 0xee, 0x69, 0x25, 66 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 67 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 68 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0xd, 0x7d, 69 | 0xcd, 0xed, 0x5e, 0x1d, 0x8, 0x8, 0x8, 0x8, 70 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 71 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 72 | 0x8, 0x8, 0xe, 0x83, 0xd1, 0xed, 0x5b, 0x1b, 73 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 74 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 75 | 0x8, 0x8, 0x8, 0x8, 0x8, 0xd, 0x1b, 0x9a, 76 | 0xe2, 0xec, 0x59, 0x1a, 0x8, 0x8, 0x8, 0x8, 77 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 78 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 79 | 0x8, 0x10, 0x25, 0xaa, 0xe7, 0xdd, 0x52, 0x17, 80 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 81 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 82 | 0x8, 0x8, 0x8, 0x8, 0x8, 0xa, 0x12, 0x85, 83 | 0xb2, 0xa2, 0x3a, 0x11, 0x8, 0x8, 0x8, 0x8, 84 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 85 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 86 | 0x8, 0x8, 0xb, 0x40, 0x55, 0x4c, 0x1d, 0xc, 87 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 88 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 89 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 90 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 91 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 92 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 93 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 94 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 95 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 96 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 97 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 98 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 99 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 100 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 101 | 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 0x8, 102 | 103 | }; 104 | -------------------------------------------------------------------------------- /image/img2c.py: -------------------------------------------------------------------------------- 1 | import cv2 2 | import os 3 | import sys 4 | import numpy as np 5 | import glob 6 | 7 | shape = (28, 28) 8 | if __name__ == '__main__': 9 | 10 | im = cv2.imread(sys.argv[1], 0) 11 | im = cv2.resize(im, shape) 12 | 13 | img = im.flatten() 14 | 15 | print(img.shape, img.dtype) 16 | 17 | with open(os.getcwd() + '/fs.h', 'w+') as f: 18 | print('const int IMAGE_H = %d;' % shape[0], file=f) 19 | print('const int IMAGE_W = %d;' % shape[1], file=f) 20 | print('const unsigned char IN_IMG[] __attribute__((aligned(128))) ={', file=f) 21 | counter = 0 22 | for pixel in img: 23 | counter += 1 24 | print('0x%x, ' % (255 - pixel), end='', file=f) 25 | if counter % 8 == 0: 26 | print(file=f) 27 | print(file=f) 28 | print('};', file=f) 29 | -------------------------------------------------------------------------------- /main/CMakeLists.txt: -------------------------------------------------------------------------------- 1 | idf_component_register(SRCS "main.cpp" INCLUDE_DIRS "." "${ncnn_DIR}/../../../include") 2 | -------------------------------------------------------------------------------- /main/fs.h: -------------------------------------------------------------------------------- 1 | const int IMAGE_H = 28; 2 | const int IMAGE_W = 28; 3 | const unsigned char IN_IMG[] __attribute__((aligned(128))) ={ 4 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 5 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 6 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 7 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 8 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 9 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 10 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 11 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 12 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 13 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 14 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 15 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 16 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 17 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 18 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 19 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x1, 20 | 0x3, 0x4, 0x4, 0x4, 0x4, 0x2, 0x0, 0x0, 21 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 22 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 23 | 0x0, 0x0, 0xa, 0x34, 0x77, 0xa9, 0xb1, 0xb1, 24 | 0xa5, 0x49, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 25 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x1, 26 | 0x7, 0x35, 0x64, 0xb2, 0xbb, 0xbb, 0xbf, 0xd4, 27 | 0xee, 0xfc, 0xff, 0xff, 0xf9, 0xa3, 0x15, 0x1, 28 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 29 | 0x0, 0x0, 0x0, 0x14, 0x7d, 0xce, 0xe8, 0xfa, 30 | 0xfc, 0xfc, 0xfc, 0xfe, 0xff, 0xff, 0xff, 0xff, 31 | 0xfe, 0xc5, 0x32, 0x1, 0x0, 0x0, 0x0, 0x0, 32 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x36, 33 | 0xcc, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xfd, 34 | 0xfa, 0xf3, 0xfc, 0xff, 0xfb, 0xa5, 0xb, 0x0, 35 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 36 | 0x0, 0x0, 0x0, 0x22, 0x98, 0xd4, 0xed, 0xd1, 37 | 0xcd, 0xcd, 0xc7, 0xaa, 0x94, 0x77, 0xdf, 0xff, 38 | 0xf9, 0x9b, 0x1, 0x0, 0x0, 0x0, 0x0, 0x0, 39 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x1, 40 | 0x22, 0x49, 0x76, 0x42, 0x3b, 0x3b, 0x34, 0x15, 41 | 0x17, 0x4d, 0xdb, 0xff, 0xf4, 0x87, 0x0, 0x0, 42 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 43 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 44 | 0x0, 0x0, 0x0, 0x7, 0x62, 0xd2, 0xf9, 0xf7, 45 | 0xac, 0x37, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 46 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 47 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x7, 0x51, 48 | 0xc9, 0xfb, 0xff, 0xea, 0x49, 0x5, 0x0, 0x0, 49 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 50 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 51 | 0x0, 0x8, 0x54, 0xcb, 0xfa, 0xff, 0xf5, 0x97, 52 | 0x15, 0x1, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 53 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 54 | 0x0, 0x0, 0x0, 0x0, 0x3, 0x39, 0xc7, 0xfa, 55 | 0xff, 0xff, 0xc8, 0x2c, 0x2, 0x0, 0x0, 0x0, 56 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 57 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x4, 58 | 0x28, 0x92, 0xf7, 0xff, 0xfe, 0xf4, 0x50, 0x5, 59 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 60 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 61 | 0x0, 0x0, 0x2, 0x30, 0xb3, 0xf7, 0xff, 0xff, 62 | 0xda, 0x88, 0x1b, 0x0, 0x0, 0x0, 0x0, 0x0, 63 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 64 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x3, 0x28, 0x9c, 65 | 0xf6, 0xff, 0xff, 0xe8, 0x72, 0xe, 0x0, 0x0, 66 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 67 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 68 | 0x0, 0x2e, 0xa0, 0xf6, 0xff, 0xff, 0xf1, 0x91, 69 | 0x1e, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 70 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 71 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x4f, 0xde, 0xfe, 72 | 0xff, 0xff, 0xe6, 0x63, 0x3, 0x0, 0x0, 0x0, 73 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 74 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 75 | 0x0, 0x7f, 0xef, 0xff, 0xff, 0xfa, 0xae, 0x2c, 76 | 0x1, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 77 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 78 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x4b, 0xd5, 0xfd, 79 | 0xff, 0xef, 0x7f, 0xd, 0x0, 0x0, 0x0, 0x0, 80 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 81 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 82 | 0x0, 0xb, 0x7e, 0xe5, 0xf9, 0xbd, 0x2b, 0x0, 83 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 84 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 85 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x2, 0x14, 0x5d, 86 | 0x8e, 0x41, 0x9, 0x0, 0x0, 0x0, 0x0, 0x0, 87 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 88 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 89 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 90 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 91 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 92 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 93 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 94 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 95 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 96 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 97 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 98 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 99 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 100 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 101 | 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 0x0, 102 | 103 | }; 104 | -------------------------------------------------------------------------------- /main/main.cpp: -------------------------------------------------------------------------------- 1 | #include 2 | 3 | #include "esp_timer.h" 4 | #include "freertos/FreeRTOS.h" 5 | #include "freertos/task.h" 6 | #include "esp_log.h" 7 | #include "sdkconfig.h" 8 | 9 | #include "ncnn/net.h" 10 | #include "ncnn/cpu.h" 11 | 12 | #include "fs.h" 13 | 14 | // #include "mnist.mem.h" 15 | #include "mnist-int8.mem.h" 16 | 17 | extern "C" void app_main(void) 18 | { 19 | ncnn::Net net; 20 | net.opt.use_local_pool_allocator = false; 21 | 22 | // but esp32c3 has lower memory 23 | net.opt.use_sgemm_convolution = false; 24 | 25 | printf("Loading ncnn mnist model..."); 26 | // net.load_param(mnist_param_bin); 27 | // net.load_model(mnist_bin); 28 | net.load_param(mnist_int8_param_bin); 29 | net.load_model(mnist_int8_bin); 30 | printf("Done.\n"); 31 | 32 | printf("Preparing input..."); 33 | 34 | ncnn::Mat in = ncnn::Mat::from_pixels(IN_IMG, ncnn::Mat::PIXEL_GRAY, IMAGE_W, IMAGE_H); 35 | ncnn::Mat out; 36 | 37 | const float mean_vals[1] = {0.f}; 38 | const float norm_vals[1] = {1/255.f}; 39 | in.substract_mean_normalize(mean_vals, norm_vals); 40 | 41 | printf("Start Mesuring!\n"); 42 | 43 | double total_latency = 0; 44 | float max = -1; 45 | float min = 10000000000000000; 46 | 47 | for(int i=0; i<10; i++){ 48 | vTaskDelay(20 / portTICK_PERIOD_MS); 49 | 50 | long start = esp_timer_get_time(); 51 | 52 | ncnn::Extractor ex = net.create_extractor(); 53 | ex.input(0, in); 54 | ex.extract(5, out); 55 | 56 | long end = esp_timer_get_time(); 57 | 58 | float lat = (end - start)/1000.0; 59 | total_latency += lat; 60 | if(lat > max){ 61 | max = lat; 62 | } 63 | if(lat < min){ 64 | min = lat; 65 | } 66 | } 67 | 68 | printf("Done!\n"); 69 | 70 | const float* ptr = out; 71 | int gussed = -1; 72 | float guss_exp = -10000000; 73 | for(int i=0; i<10; i++){ 74 | printf("%d: %.2f\n", i, ptr[i]); 75 | if(guss_exp < ptr[i]){ 76 | gussed = i; 77 | guss_exp = ptr[i]; 78 | } 79 | } 80 | 81 | printf("I think it is number %d!\n", gussed); 82 | 83 | printf("Latency, avg: %.2fms, max: %.2f, min: %.2f. Avg Flops: %.2fMFlops\n",total_latency / 10.0, max, min, 0.78 / (total_latency / 10.0 / 1000.0)); 84 | 85 | printf("Restarting now.\n"); 86 | fflush(stdout); 87 | esp_restart(); 88 | } 89 | -------------------------------------------------------------------------------- /main/mnist-int8.bin: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nihui/ncnn_on_esp32/087ae12943e0952b178e3d24e09ffd8cfd9236d9/main/mnist-int8.bin -------------------------------------------------------------------------------- /main/mnist-int8.id.h: -------------------------------------------------------------------------------- 1 | #ifndef NCNN_INCLUDE_GUARD_mnist_int8_id_h 2 | #define NCNN_INCLUDE_GUARD_mnist_int8_id_h 3 | namespace mnist_int8_param_id { 4 | const int LAYER_in = 0; 5 | const int BLOB_data = 0; 6 | const int LAYER_conv0 = 1; 7 | const int BLOB_conv0 = 1; 8 | const int LAYER_pool0 = 2; 9 | const int BLOB_pool0 = 2; 10 | const int LAYER_conv1 = 3; 11 | const int BLOB_conv1 = 3; 12 | const int LAYER_pool1 = 4; 13 | const int BLOB_pool1 = 4; 14 | const int LAYER_fc = 5; 15 | const int BLOB_fc = 5; 16 | } // namespace mnist_int8_param_id 17 | #endif // NCNN_INCLUDE_GUARD_mnist_int8_id_h 18 | -------------------------------------------------------------------------------- /main/mnist-int8.mem.h: -------------------------------------------------------------------------------- 1 | #ifndef NCNN_INCLUDE_GUARD_mnist_int8_mem_h 2 | #define NCNN_INCLUDE_GUARD_mnist_int8_mem_h 3 | 4 | #ifdef _MSC_VER 5 | __declspec(align(4)) 6 | #else 7 | __attribute__((aligned(4))) 8 | #endif 9 | static const unsigned char mnist_int8_param_bin[] = { 10 | 0xdd,0x85,0x76,0x00,0x06,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 11 | 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 12 | 0x1c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 13 | 0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 14 | 0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 15 | 0x08,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 16 | 0x02,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 17 | 0xc8,0x00,0x00,0x00,0x08,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 18 | 0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff,0x15,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 19 | 0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 20 | 0x02,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 21 | 0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 22 | 0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 23 | 0x10,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 24 | 0x02,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 25 | 0x80,0x0c,0x00,0x00,0x08,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x09,0x00,0x00,0x00, 26 | 0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff,0x15,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 27 | 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 28 | 0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 29 | 0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff,0x0f,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 30 | 0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 31 | 0x0a,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 32 | 0x00,0x0a,0x00,0x00,0x08,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x17,0xff,0xff,0xff, 33 | }; 34 | 35 | #ifdef _MSC_VER 36 | __declspec(align(4)) 37 | #else 38 | __attribute__((aligned(4))) 39 | #endif 40 | static const unsigned char mnist_int8_bin[] = { 41 | 0x38,0x4b,0x0d,0x00,0xff,0xe2,0xc1,0xf8,0x12,0xb6,0xc5,0xfa,0x60,0x21,0xc3,0x07, 42 | 0x7f,0x45,0xc9,0xec,0x45,0x4a,0xdb,0xb4,0x05,0x1c,0xe5,0xc5,0xdc,0xf7,0x31,0x70, 43 | 0x5f,0x0b,0xe9,0xc2,0xff,0x76,0x5a,0xde,0xb7,0xdc,0x50,0x53,0x81,0xaa,0xd9,0x33, 44 | 0x4a,0xab,0xcd,0xf1,0xfd,0x40,0xfd,0x0e,0x21,0x2f,0x5a,0x2c,0x36,0x32,0x2b,0x20, 45 | 0xc3,0xf6,0xed,0xe9,0xe0,0x81,0xa3,0xba,0xaf,0xc5,0xe6,0xd4,0xd2,0xed,0xf8,0xb1, 46 | 0xa7,0xa9,0xeb,0xc5,0x81,0xc8,0xf1,0x2c,0x2b,0x98,0xfa,0x21,0x0b,0x3d,0x19,0x63, 47 | 0x3a,0xfd,0x30,0x57,0x5e,0x08,0x38,0x5b,0xd8,0xe9,0x00,0xd6,0xe2,0x11,0x26,0xe3, 48 | 0xd6,0x98,0xf5,0x4c,0xfd,0xa8,0x97,0xeb,0x1a,0x33,0x08,0xfe,0x02,0x2e,0x74,0x7f, 49 | 0x2c,0xe3,0xc6,0xdf,0x09,0x19,0x20,0xa1,0x81,0x9a,0xbd,0x5e,0x3c,0xd4,0xc4,0xdb, 50 | 0x26,0x72,0x3f,0x16,0xed,0x0a,0x34,0x29,0x51,0x27,0x16,0x7f,0xcf,0x98,0xd0,0x53, 51 | 0x6f,0xa3,0x9f,0xc8,0x5e,0x44,0x98,0xbb,0xec,0x3f,0x1a,0xd9,0xb0,0xdd,0x4f,0x2a, 52 | 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0xdf,0x18,0x00,0x3c,0x12,0xbf,0xde,0x2f,0xf4,0xef,0xee,0x35,0x36,0xea,0xd0,0x1e, 108 | 0xe5,0x0c,0xda,0xc9,0xf5,0xdb,0xec,0xfc,0xc7,0x36,0x46,0x22,0x1a,0xdb,0x35,0x41, 109 | 0x11,0x4f,0xf2,0xe9,0xf7,0x75,0x24,0x05,0xc9,0xfb,0x20,0x02,0xee,0xff,0xd5,0xec, 110 | 0xc4,0xf1,0x04,0xf0,0x1e,0x38,0x53,0x2d,0xdf,0xfe,0x04,0x09,0xf3,0xd3,0xaf,0xc2, 111 | 0xb9,0x3b,0x29,0xd1,0xbd,0xa6,0xea,0xf0,0x16,0x33,0x32,0xf2,0xcd,0xd0,0xe6,0xfd, 112 | 0xec,0xdc,0xa7,0xd4,0xeb,0xea,0x0e,0x16,0x04,0x00,0x52,0x7f,0x66,0x10,0xe4,0xe4, 113 | 0xe7,0xe8,0xd1,0xeb,0xcf,0x05,0x05,0xe0,0xd2,0xd7,0xfc,0xf8,0x25,0xc3,0xf8,0x08, 114 | 0xee,0x01,0xe3,0xd8,0xb8,0xdf,0xae,0xeb,0x08,0x5a,0x4a,0x23,0x1d,0xff,0x15,0x09, 115 | 0xf6,0xe6,0xf4,0x0b,0xee,0x1a,0xeb,0x0c,0x23,0xff,0xf0,0xec,0xf4,0xfb,0xbe,0xaf, 116 | 0xb8,0xf5,0x1e,0x38,0x31,0x4b,0x0d,0x3c,0x17,0x45,0xee,0xfb,0xe2,0xe3,0x02,0xda, 117 | 0x1e,0x31,0xe3,0xaf,0xc2,0x04,0x0c,0xe3,0xd0,0xea,0xdf,0xf6,0x0b,0xe4,0xe6,0xd9, 118 | 0xd2,0x02,0x10,0x06,0x22,0xe0,0x0b,0x14,0x08,0x04,0xde,0xb9,0x0e,0x19,0xbb,0xe1, 119 | 0xdf,0xe2,0xf7,0x3a,0x0e,0xfa,0xd7,0xcc,0x37,0x21,0xfb,0xd6,0xbd,0xdc,0xe4,0xd9, 120 | 0xee,0xe3,0xce,0xeb,0x11,0x19,0xd9,0x18,0x64,0x31,0xf4,0xd9,0x4a,0x5b,0x21,0x54, 121 | 0x75,0xee,0x1b,0xe3,0xeb,0x05,0xdd,0x14,0xa5,0x81,0xc4,0xf4,0xc6,0xc7,0xc0,0xa4, 122 | 0xf3,0xd4,0xce,0xe7,0xa3,0x1e,0x53,0x1a,0xe2,0xdf,0x20,0x2e,0x36,0xfb,0xe6,0x02, 123 | 0xe7,0x3f,0x5a,0xd9,0x11,0x03,0x10,0x3f,0x0c,0xff,0x00,0x50,0x08,0xf6,0xc6,0xc3, 124 | 0x8b,0xc8,0xc3,0xdb,0xc1,0xb8,0xed,0xdb,0x08,0x13,0xfa,0xe8,0x2f,0x27,0x0f,0xd5, 125 | 0xce,0x3a,0xf0,0xd4,0xb8,0x0d,0x2f,0x58,0x03,0x11,0xd5,0x08,0xf3,0xe4,0x1a,0xdd, 126 | 0xf0,0xe4,0xf8,0xe4,0xfe,0xcd,0xee,0xf8,0xb3,0xcd,0x97,0x04,0xc2,0xfb,0xd4,0xd1, 127 | 0xdb,0xb3,0xf4,0x2d,0x20,0x17,0xc8,0x9b,0x27,0x3e,0x09,0xfd,0xbf,0xfc,0x30,0x2c, 128 | 0x12,0xd4,0x04,0x0a,0xf9,0xf9,0xfd,0x0c,0x02,0x1e,0xd1,0x9e,0xe9,0xed,0xfe,0xd1, 129 | 0x96,0xc2,0x23,0x14,0xdf,0xb6,0xe0,0x5f,0x1b,0x1a,0x00,0x0d,0x1f,0xec,0x14,0x0b, 130 | 0xfb,0xf5,0xd4,0x23,0x3b,0xfe,0x05,0x26,0x13,0xd7,0x0e,0x2d,0x2f,0xdf,0xd8,0xec, 131 | 0x23,0xe4,0xf7,0xec,0xf1,0xc3,0xd3,0x21,0x00,0x2a,0xfc,0x16,0xfe,0xe5,0xfa,0x23, 132 | 0x25,0x16,0x19,0x0f,0x0e,0xf1,0x0b,0x11,0x17,0x39,0x34,0xee,0xfc,0x1c,0x39,0xe5, 133 | 0xd3,0xbf,0xed,0xea,0x14,0x0b,0xf0,0xc8,0xd8,0x0d,0x04,0xdc,0x20,0x18,0xea,0xed, 134 | 0x06,0x4a,0x4b,0xe7,0xe6,0x32,0xfc,0x12,0xd2,0x04,0xfe,0x98,0xa2,0x06,0xe2,0xcd, 135 | 0xc1,0xb4,0xe7,0xb3,0xca,0xef,0xe8,0xde,0xec,0xfc,0xde,0x1a,0xd0,0x1e,0x24,0xde, 136 | 0x05,0x03,0x04,0xe0,0xd3,0x1c,0xcb,0xff,0xeb,0xfc,0x38,0xcd,0xd5,0xef,0xdf,0x22, 137 | 0xd9,0xe5,0xef,0x19,0x72,0xe2,0xcf,0xd5,0xde,0xf1,0xcb,0xb2,0xdc,0x03,0x2a,0x0f, 138 | 0xc8,0xdb,0xf3,0x11,0xfa,0xca,0xde,0x36,0x4d,0x9a,0x00,0x2a,0x27,0xd4,0xc6,0xe0, 139 | 0x08,0xea,0xc2,0xca,0xe3,0xec,0x81,0xbd,0x18,0xf0,0xd4,0xe7,0x3d,0x08,0xdd,0xe2, 140 | 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0x1d,0x26,0x2c,0xcf,0xd0,0x30,0x1a,0xdd,0xc0,0xd4,0xee,0xe7,0xb8,0xc6,0xdb,0xcd, 163 | 0x02,0x0b,0xfe,0xdd,0xd6,0xf4,0x07,0xfe,0xd6,0xeb,0xe8,0xfb,0xf1,0xff,0xd3,0x02, 164 | 0x0c,0x2d,0x5a,0x1f,0x37,0x41,0x2e,0xee,0xfb,0x19,0xfe,0xfa,0x44,0xf7,0x36,0x2b, 165 | 0xda,0x10,0xe7,0xd4,0xef,0xf6,0x14,0xb3,0x17,0xe1,0x0a,0xde,0xf3,0xf0,0xf6,0xfd, 166 | 0xe6,0xfb,0x00,0xfa,0xee,0x4b,0xfa,0x29,0x28,0x0d,0x38,0x0c,0xed,0xff,0xe7,0xea, 167 | 0xe1,0x06,0x16,0xeb,0xcc,0xe4,0x14,0xde,0xb9,0xf2,0x31,0xfe,0x25,0x02,0x11,0xe6, 168 | 0xf4,0xfc,0x1b,0x0b,0xeb,0xc5,0xb5,0xcd,0xfc,0x9c,0xb1,0x8f,0x97,0xbb,0xae,0xa8, 169 | 0xb3,0xe8,0x1c,0xd1,0xea,0xfd,0xed,0xf8,0xe9,0xf3,0x15,0xde,0xe7,0x24,0x27,0xe7, 170 | 0xeb,0xd1,0xfa,0xf0,0x0c,0x19,0x25,0xd3,0xe7,0x23,0x18,0x06,0xbd,0xfa,0xb2,0xd6, 171 | 0x2e,0x19,0x0f,0xc4,0x0c,0x3d,0x28,0x01,0xe2,0x24,0x03,0x44,0xa2,0xe7,0xd7,0xc3, 172 | 0x05,0xe4,0x99,0x8a,0xdf,0xfa,0x21,0x31,0x0b,0xcd,0x02,0xee,0x21,0x74,0xe1,0x1d, 173 | 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0xee,0xe8,0xfc,0xf4,0x00,0x43,0xf6,0x18,0xf6,0x24,0x42,0xdf,0x03,0xf4,0xf3,0x06, 383 | 0x09,0x21,0xf3,0x03,0x0b,0xf7,0x15,0x0f,0xf6,0xd9,0xaf,0xcc,0x15,0xf8,0x03,0x11, 384 | 0x1b,0x00,0x00,0xec,0xd4,0xe6,0xea,0x0d,0xe0,0xda,0x0c,0xc4,0x08,0xd6,0xf7,0xfb, 385 | 0xe7,0x06,0xf5,0x15,0x29,0x11,0xcc,0xdc,0xfd,0x37,0x19,0x03,0xfa,0xf7,0xfa,0x0a, 386 | 0x18,0x09,0x59,0x1d,0xfa,0x0f,0x47,0xfd,0xbb,0x3a,0xf3,0xe4,0xdd,0xae,0xc4,0xef, 387 | 0x15,0xe5,0x0b,0x04,0xfb,0xe1,0x21,0x0f,0xff,0x12,0x24,0x0c,0xed,0xe5,0xe2,0xf1, 388 | 0xf9,0xd7,0x38,0xfe,0xe2,0xe2,0x09,0xe7,0xe2,0x15,0x63,0xec,0x1b,0xf2,0x05,0xe3, 389 | 0x04,0x00,0x4d,0x01,0xff,0x04,0xef,0x2c,0x0e,0xf8,0xf1,0xcd,0x1e,0xef,0xdc,0x28, 390 | 0x1a,0xe4,0x1d,0x15,0xc9,0xf7,0x02,0xf2,0x1a,0x15,0xe7,0x07,0x09,0xfe,0xe5,0x18, 391 | 0x01,0x0c,0xe6,0x1b,0x29,0x32,0x2e,0xf7,0xfc,0xd8,0x18,0xeb,0x06,0x19,0xf4,0xf2, 392 | 0xdd,0xd2,0x2d,0xe8,0xf4,0xf8,0xdd,0x26,0x10,0x4b,0x5d,0x0a,0xfa,0x11,0x05,0xff, 393 | 0x17,0x07,0x1d,0xe3,0x16,0x23,0x16,0xc7,0xf0,0x0a,0x15,0xe1,0xeb,0x1d,0xff,0xfb, 394 | 0xed,0x04,0x05,0x2e,0x16,0x58,0xfa,0x44,0x01,0x00,0x0a,0x28,0xf0,0xee,0x03,0x06, 395 | 0x09,0xf5,0xf2,0xfc,0x06,0xf1,0x05,0x13,0x09,0xe6,0x09,0x1d,0xf0,0xe7,0x0d,0x01, 396 | 0xf8,0xfb,0xf1,0xff,0xf3,0x03,0x13,0x06,0xe8,0xf9,0x0a,0xf6,0xfc,0x0f,0x1f,0xfe, 397 | 0x07,0x0a,0xe7,0xe8,0x1e,0xfd,0xf1,0xf6,0x05,0xf8,0x06,0xe7,0xf4,0xf1,0xf5,0xf6, 398 | 0xfb,0xe2,0xea,0xfa,0x0d,0xd5,0xda,0xea,0xf7,0x1f,0x1b,0x00,0x03,0x05,0xde,0xe2, 399 | 0x0c,0xdd,0xfe,0x24,0xeb,0xf7,0xfa,0x0c,0xf0,0x04,0x30,0x10,0xfb,0x0a,0xf8,0xf1, 400 | 0x0b,0xf4,0xd5,0xe7,0x20,0x13,0x13,0x10,0x0f,0x11,0xf3,0xfc,0x09,0x0e,0x03,0x0c, 401 | 0xfb,0x15,0x10,0x00,0x0c,0x01,0x00,0xf8,0xe0,0xe5,0x06,0x22,0x0d,0x01,0xf0,0x09, 402 | 0xeb,0xe3,0xce,0xed,0x05,0x1a,0xea,0x03,0x13,0xfe,0xe7,0xf5,0xff,0x1f,0xf5,0xf0, 403 | 0xfd,0x03,0xd2,0x14,0x0e,0x7f,0xec,0x00,0xf5,0xe7,0xe0,0xf9,0xff,0xff,0x09,0x0a, 404 | 0x14,0x02,0xd8,0x07,0x1c,0x06,0xf0,0xf5,0x13,0x1d,0xe5,0x04,0x04,0x06,0xe8,0x05, 405 | 0x08,0xfe,0xee,0x0d,0xf4,0x10,0x04,0xeb,0x09,0x08,0xf9,0xfa,0x19,0x08,0x02,0x02, 406 | 0xe7,0xe2,0xe5,0x23,0xf9,0x36,0xe8,0x01,0x0e,0xf1,0xfd,0xfb,0xff,0x11,0xf5,0x03, 407 | 0xf3,0xfe,0xea,0xec,0x16,0xef,0xf5,0x33,0xf6,0xe9,0xe5,0xf8,0x0c,0xed,0x01,0xf9, 408 | 0x16,0x05,0x09,0x1e,0x1b,0x11,0xed,0x03,0xfd,0xf5,0xdb,0x18,0xf5,0xfa,0x0a,0xf5, 409 | 0xf3,0xe3,0xdf,0xf8,0xf4,0xf1,0xfc,0x2b,0xf3,0x1d,0xf6,0x32,0x06,0xfe,0xf3,0xfa, 410 | 0x0f,0x06,0xd8,0x08,0xf2,0xfd,0x1b,0xff,0x01,0xec,0xd8,0xfc,0x06,0xc2,0xcd,0x00, 411 | 0xe3,0xad,0x08,0x18,0x04,0xe3,0xd9,0xed,0x0a,0x03,0xd3,0xde,0x11,0x01,0xff,0x0d, 412 | 0x00,0xf9,0xf6,0x12,0xe2,0x38,0xfe,0x81,0x03,0x11,0xd0,0xe8,0xec,0xfe,0x2a,0x06, 413 | 0xf5,0xd2,0x05,0x00,0xc1,0x67,0xf8,0xe1,0x05,0x23,0xce,0xd2,0x01,0xff,0xe3,0xf5, 414 | 0xf1,0xff,0x13,0xfe,0x10,0xe0,0x23,0x2f,0xf4,0xc4,0x05,0x02,0xfb,0x0e,0xfc,0x03, 415 | 0xf9,0xde,0x68,0xf9,0xed,0x14,0x2a,0xe0,0x16,0xe4,0xcd,0xf5,0xf5,0x07,0x07,0xf9, 416 | 0xdd,0x0f,0xea,0xd2,0x49,0x3c,0x40,0xf9,0xf1,0xd8,0xf4,0xec,0x0e,0x00,0xda,0xf1, 417 | 0x2b,0x4f,0xf9,0x98,0xca,0xb9,0xeb,0x40,0xf1,0x13,0x1e,0xfc,0x0a,0x05,0xf9,0x16, 418 | 0x22,0xee,0xd9,0xe3,0x05,0xe4,0xea,0xfb,0xf8,0x03,0x0e,0xef,0x12,0x18,0x44,0xe5, 419 | 0x08,0xe4,0xf0,0xe4,0xd8,0xdd,0x0b,0x06,0x09,0x12,0x40,0x09,0xd8,0xea,0xd6,0xf2, 420 | 0xf1,0x18,0xc4,0xd9,0x1e,0xe5,0x26,0x1f,0xcd,0xf9,0x77,0x20,0x0e,0x26,0xee,0xeb, 421 | 0xe4,0xdf,0xda,0xeb,0xed,0x1c,0x34,0xea,0x05,0x17,0x1c,0x27,0xe2,0x1b,0xf9,0xef, 422 | 0x1f,0xff,0xf7,0xea,0x01,0xa9,0x40,0xe8,0x13,0x07,0x28,0xdc,0x12,0x08,0x0b,0xe0, 423 | 0xf7,0xdd,0xf0,0xf2,0xf9,0xff,0xd3,0x35,0x2c,0xdf,0x03,0xf3,0xf9,0xd7,0xb8,0xca, 424 | 0x0e,0xfd,0xd7,0x17,0x14,0x3d,0x06,0xf7,0xf9,0x42,0x54,0x06,0xf0,0xdd,0xb3,0x0d, 425 | 0xfb,0xe4,0xea,0x2a,0xfa,0xfd,0x11,0xe6,0x03,0xfb,0x17,0xe5,0xe8,0xe0,0xe9,0x0b, 426 | 0x12,0x24,0x02,0xee,0x11,0x06,0xd4,0xd5,0xff,0xed,0x57,0x14,0xf4,0xba,0x37,0xbd, 427 | 0x31,0x51,0xff,0x3b,0x71,0x78,0x8b,0x3d,0x6f,0xb5,0xf5,0x3c,0x87,0x71,0x01,0xbe, 428 | 0x81,0x95,0x0f,0x3e,0x6c,0x72,0x62,0xbd,0xaf,0x46,0x4a,0xbd,0x0a,0xb1,0xac,0x3d, 429 | 0xc5,0x65,0x5f,0xbd,0xe7,0xe3,0x29,0x43,0xea,0x79,0x5b,0x43,0xcd,0xe1,0x24,0x43, 430 | 0x61,0x61,0x59,0x43,0x83,0x5c,0x24,0x43,0xdf,0x1a,0x3a,0x43,0x62,0xf9,0x2c,0x43, 431 | 0xb2,0x34,0x2a,0x43,0x40,0x24,0xd6,0x42,0x4d,0x36,0x27,0x43,0x71,0xa7,0x3b,0x41, 432 | }; 433 | #endif // NCNN_INCLUDE_GUARD_mnist_int8_mem_h 434 | -------------------------------------------------------------------------------- /main/mnist-int8.param: -------------------------------------------------------------------------------- 1 | 7767517 2 | 6 6 3 | Input in 0 1 data 0=28 1=28 2=1 4 | Convolution conv0 1 1 data conv0 0=8 1=5 4=2 5=1 6=200 8=2 9=1 5 | Pooling pool0 1 1 conv0 pool0 1=2 2=2 5=1 6 | Convolution conv1 1 1 pool0 conv1 0=16 1=5 4=2 5=1 6=3200 8=2 9=1 7 | Pooling pool1 1 1 conv1 pool1 1=3 2=3 5=1 8 | InnerProduct fc 1 1 pool1 fc 0=10 1=1 2=2560 8=2 9 | -------------------------------------------------------------------------------- /main/mnist-int8.param.bin: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nihui/ncnn_on_esp32/087ae12943e0952b178e3d24e09ffd8cfd9236d9/main/mnist-int8.param.bin -------------------------------------------------------------------------------- /main/mnist.bin: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/nihui/ncnn_on_esp32/087ae12943e0952b178e3d24e09ffd8cfd9236d9/main/mnist.bin -------------------------------------------------------------------------------- /main/mnist.id.h: -------------------------------------------------------------------------------- 1 | #ifndef NCNN_INCLUDE_GUARD_mnist_id_h 2 | #define NCNN_INCLUDE_GUARD_mnist_id_h 3 | namespace mnist_param_id { 4 | const int LAYER_in = 0; 5 | const int BLOB_data = 0; 6 | const int LAYER_conv0 = 1; 7 | const int BLOB_conv0 = 1; 8 | const int LAYER_pool0 = 2; 9 | const int BLOB_pool0 = 2; 10 | const int LAYER_conv1 = 3; 11 | const int BLOB_conv1 = 3; 12 | const int LAYER_pool1 = 4; 13 | const int BLOB_pool1 = 4; 14 | const int LAYER_fc = 5; 15 | const int BLOB_fc = 5; 16 | } // namespace mnist_param_id 17 | #endif // NCNN_INCLUDE_GUARD_mnist_id_h 18 | -------------------------------------------------------------------------------- /main/mnist.mem.h: -------------------------------------------------------------------------------- 1 | #ifndef NCNN_INCLUDE_GUARD_mnist_mem_h 2 | #define NCNN_INCLUDE_GUARD_mnist_mem_h 3 | 4 | #ifdef _MSC_VER 5 | __declspec(align(4)) 6 | #else 7 | __attribute__((aligned(4))) 8 | #endif 9 | static const unsigned char mnist_param_bin[] = { 10 | 0xdd,0x85,0x76,0x00,0x06,0x00,0x00,0x00,0x07,0x00,0x00,0x00,0x10,0x00,0x00,0x00, 11 | 0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 12 | 0x1c,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x1c,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 13 | 0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff,0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 14 | 0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 15 | 0x08,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00, 16 | 0x02,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00, 17 | 0xc8,0x00,0x00,0x00,0x09,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff, 18 | 0x15,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 19 | 0x02,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 20 | 0x02,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff, 21 | 0x06,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 22 | 0x03,0x00,0x00,0x00,0x00,0x00,0x00,0x00,0x10,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 23 | 0x05,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 24 | 0x01,0x00,0x00,0x00,0x06,0x00,0x00,0x00,0x80,0x0c,0x00,0x00,0x09,0x00,0x00,0x00, 25 | 0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff,0x15,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 26 | 0x01,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 27 | 0x03,0x00,0x00,0x00,0x02,0x00,0x00,0x00,0x03,0x00,0x00,0x00,0x05,0x00,0x00,0x00, 28 | 0x01,0x00,0x00,0x00,0x17,0xff,0xff,0xff,0x0f,0x00,0x00,0x00,0x01,0x00,0x00,0x00, 29 | 0x01,0x00,0x00,0x00,0x04,0x00,0x00,0x00,0x05,0x00,0x00,0x00,0x00,0x00,0x00,0x00, 30 | 0x0a,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x01,0x00,0x00,0x00,0x02,0x00,0x00,0x00, 31 | 0x00,0x0a,0x00,0x00,0x17,0xff,0xff,0xff,}; 32 | 33 | #ifdef _MSC_VER 34 | __declspec(align(4)) 35 | #else 36 | __attribute__((aligned(4))) 37 | #endif 38 | static const unsigned char mnist_bin[] = { 39 | 0x00,0x00,0x00,0x00,0x16,0xe9,0x11,0xbc,0xdd,0x97,0x72,0xbe,0x23,0x42,0x02,0xbf, 40 | 0xf7,0x38,0x84,0xbd,0x20,0x37,0x11,0x3e,0xc0,0x8b,0x17,0xbf,0x9b,0x58,0xf3,0xbe, 41 | 0x48,0x21,0x4a,0xbd,0xc7,0xa9,0x44,0x3f,0xe9,0xe4,0x86,0x3e,0x6b,0xc8,0xfb,0xbe, 42 | 0x56,0xcf,0x63,0x3d,0x6e,0x6d,0x82,0x3f,0x18,0x01,0x0e,0x3f,0xd6,0x21,0xe2,0xbe, 43 | 0xaa,0x5d,0x23,0xbe,0x0a,0xbb,0x0e,0x3f,0x4b,0x93,0x17,0x3f,0x58,0xe8,0x96,0xbe, 44 | 0x5a,0xf9,0x1c,0xbf,0xf8,0xb0,0x1d,0x3d,0x9b,0x71,0x67,0x3e,0x39,0xcd,0x5f,0xbe, 45 | 0xd0,0x52,0xf4,0xbe,0x5a,0x5a,0x95,0xbe,0xac,0x5b,0x23,0xbd,0xa1,0xd8,0x5f,0x3e, 46 | 0x27,0x59,0xff,0x3e,0x82,0xeb,0xd8,0x3e,0x0c,0xda,0x46,0x3d,0x5e,0x38,0xcf,0xbd, 47 | 0x14,0xc7,0x8d,0xbe,0xb5,0x25,0x90,0xbb,0xc2,0xf4,0x06,0x3f,0xb3,0x8b,0xce,0x3e, 48 | 0x40,0x75,0x1a,0xbe,0xe7,0x44,0xa7,0xbe,0x28,0xcd,0x22,0xbe,0x4e,0xce,0xb7,0x3e, 49 | 0x17,0xca,0xbe,0x3e,0x42,0x53,0x11,0xbf,0xa0,0x7c,0xc5,0xbe,0x44,0xdd,0x31,0xbe, 50 | 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0x10,0x4f,0x0c,0xbf,0x4d,0xb8,0x3b,0xbf,0xb2,0x98,0x16,0xbf,0x03,0xb9,0xc4,0xbe, 73 | 0x09,0x50,0x0a,0x3f,0x8e,0x37,0xb1,0x3e,0x9d,0x2c,0x81,0xbe,0x06,0x6d,0xb1,0xbe, 74 | 0x26,0xfa,0x57,0xbe,0x29,0x6f,0x61,0x3e,0xaf,0xae,0x28,0x3f,0xfe,0xc4,0xba,0x3e, 75 | 0x8e,0x7a,0x04,0x3e,0xbe,0x60,0xe0,0xbd,0x85,0xb0,0x76,0x3d,0x8f,0x0f,0x9b,0x3e, 76 | 0x78,0xac,0x72,0x3e,0xb0,0x34,0xf0,0x3e,0xef,0xa6,0x64,0x3e,0x47,0xa5,0xc8,0x3d, 77 | 0x64,0x3a,0x0f,0x3f,0x16,0x94,0x5b,0xbe,0xa9,0x54,0xea,0xbe,0xe4,0xe8,0x58,0xbe, 78 | 0xec,0x93,0xba,0x3e,0x45,0x60,0xf9,0x3e,0x56,0xbb,0xd0,0xbe,0x69,0xc0,0xdb,0xbe, 79 | 0x01,0x7c,0x7d,0xbe,0x8c,0x71,0xd4,0x3e,0x58,0x9b,0x99,0x3e,0x01,0x71,0xea,0xbe, 80 | 0xd0,0x9a,0x9b,0xbe,0x59,0x60,0xb7,0xbd,0x34,0x5d,0x8e,0x3e,0xdd,0x5a,0xea,0x3d, 81 | 0x17,0x73,0x30,0xbe,0x25,0x0f,0xb4,0xbe,0x71,0xad,0x1b,0xbe,0xf8,0x84,0xb2,0x3e, 82 | 0x88,0x41,0x3e,0x3e,0x14,0x2d,0x91,0x3d,0x93,0x65,0x09,0x3e,0x3c,0x2a,0x3d,0xbd, 83 | 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0x9c,0xd1,0x22,0x3d,0x1a,0xee,0x40,0xbc,0x31,0x69,0x81,0xbd,0x07,0x7b,0x1a,0xbe, 95 | 0xfb,0x48,0xe6,0xbd,0x3f,0x19,0x8f,0x3d,0x89,0x87,0x49,0x3a,0x89,0xb7,0xaa,0x3d, 96 | 0x45,0x64,0x39,0xbe,0x2a,0xb3,0xf2,0xbd,0x45,0x8e,0x5d,0x3b,0x81,0xaa,0x80,0x3e, 97 | 0x19,0x43,0x46,0x3e,0xf7,0x53,0x5f,0xbd,0x35,0x37,0x03,0xbe,0xdd,0x1c,0xd9,0xbe, 98 | 0x46,0x8f,0x8a,0xbe,0x8c,0xd6,0x84,0xbe,0x21,0xf7,0xa5,0x3d,0xed,0x29,0xb4,0x3d, 99 | 0x8f,0x00,0x1f,0x3c,0x3c,0xef,0x6a,0xbe,0x23,0x1b,0x83,0xbd,0x78,0xbb,0xb2,0x3c, 100 | 0xa5,0x47,0x4b,0xbd,0xa6,0x88,0x2d,0x3e,0x04,0x44,0x71,0x3e,0xfb,0x35,0x9f,0xbc, 101 | 0x19,0x46,0x0a,0xbe,0x44,0x58,0x2f,0xbd,0x3e,0x42,0x87,0xbd,0x02,0x9b,0x3e,0x3e, 102 | 0x55,0xd7,0x39,0x3e,0xf9,0x5c,0x14,0xbe,0xf6,0x9c,0xf6,0x3c,0x3a,0x34,0x0f,0xbe, 103 | 0x6f,0xa9,0xe8,0x3d,0x6d,0x23,0xd7,0x3d,0xb2,0x18,0x52,0x3d,0x03,0xb2,0x6c,0x3d, 104 | 0x67,0xc9,0x1e,0xbe,0xdf,0x31,0x09,0xbe,0xec,0x82,0xa1,0x3d,0x50,0x95,0xee,0x3d, 105 | 0x72,0x8d,0x0a,0xbe,0x9b,0x04,0xff,0xbd,0xf2,0x1c,0x54,0xbe,0x8d,0xd0,0x11,0xbe, 106 | 0xfc,0xb9,0x7b,0xbd,0x90,0xb3,0xad,0xbd,0x75,0xfb,0x41,0xbe,0x6a,0xec,0x61,0xbe, 107 | 0xcb,0xc3,0x5d,0xbe,0x18,0x87,0xb1,0xbd,0xa4,0xed,0x84,0x3d,0xad,0xc2,0x84,0xbe, 108 | 0x8b,0xdb,0xd4,0xbd,0x09,0x7b,0xaa,0xbe,0x9f,0xe1,0x09,0xbe,0x2b,0x9f,0x01,0xbd, 109 | 0x78,0xb2,0xe7,0x3c,0xed,0x6b,0xb7,0x3d,0x08,0xa7,0xde,0xbd,0x00,0xf0,0x3f,0xbe, 110 | 0x01,0x2e,0x65,0xbe,0xd8,0x51,0xd3,0x3d,0x67,0xfe,0x42,0xbd,0x19,0x14,0xd9,0xbc, 111 | 0x3c,0x14,0xb0,0xbc,0x4e,0x1d,0xeb,0x3c,0x61,0x07,0x44,0x3d,0x7f,0x51,0xcb,0xba, 112 | 0x3e,0xb5,0xd4,0x3d,0x46,0x4c,0xb4,0xbd,0xbe,0xfc,0x60,0xbd,0x8c,0x1b,0x9d,0x3d, 113 | 0x32,0x67,0xd8,0x3c,0x03,0xfb,0x83,0xbe,0xe6,0xab,0x91,0xbe,0x22,0xa1,0x55,0xbe, 114 | 0xaf,0x90,0x92,0x3c,0x1e,0xdd,0x8a,0x3d,0x3c,0xb8,0x0c,0xbd,0xfa,0xf4,0x9b,0xbe, 115 | 0xed,0xac,0x01,0xbe,0x68,0xce,0x2a,0xbc,0x84,0x7a,0xf0,0x3d,0x10,0xf7,0x2d,0x3e, 116 | 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0xba,0xb9,0x57,0x3e,0x01,0x1c,0xe1,0x3d,0xef,0x12,0x45,0x3d,0xcc,0x66,0xdf,0xbd, 997 | 0x1c,0xab,0xbb,0x3d,0x1d,0x3d,0xba,0xbd,0x06,0xbb,0x4a,0xbe,0xd8,0x73,0xb2,0xbe, 998 | 0x9c,0x62,0x2f,0xbd,0x28,0x8a,0xd0,0x3e,0x54,0x4d,0x26,0xbe,0x3b,0x8d,0x7e,0xbe, 999 | 0x96,0x65,0xff,0x3b,0xc4,0x51,0x46,0x3d,0xc0,0x9b,0xa6,0xbd,0xae,0x68,0x49,0xbd, 1000 | 0xe2,0x79,0xd7,0xbc,0x53,0xce,0xdc,0x3d,0xe7,0xcc,0x32,0x3b,0x7b,0xed,0xda,0xbd, 1001 | 0x72,0x58,0x40,0x3e,0x5a,0x75,0x0b,0x3e,0x89,0x84,0x5a,0xbe,0xb2,0xd6,0x02,0xbe, 1002 | 0x90,0x32,0x64,0x3e,0x13,0xb8,0x70,0x3c,0x9d,0x08,0xd1,0xbd,0x33,0xae,0xd9,0xbd, 1003 | 0xb2,0x7b,0xf7,0x3c,0x4c,0x5d,0xa3,0xbc,0xe4,0xd7,0x71,0x3d,0x4d,0x44,0xde,0xbd, 1004 | 0x66,0x9d,0x3a,0x3e,0x05,0xce,0x94,0x3d,0x1d,0x72,0x4b,0xbd,0x8c,0x87,0x51,0xbd, 1005 | 0xe4,0x14,0xe2,0xbc,0x10,0xe8,0x87,0x3e,0x23,0x5f,0x75,0xbd,0x2b,0x8c,0x1c,0xbe, 1006 | 0x06,0x1b,0x72,0x3e,0x33,0xb9,0x30,0xbc,0xee,0x3e,0x4e,0xbd,0xe3,0x00,0xb1,0x3d, 1007 | 0xc2,0x1a,0xd7,0xbd,0x93,0xb0,0x85,0x3d,0x45,0x2a,0xcc,0xbd,0x71,0x5f,0x59,0x3d, 1008 | 0x1f,0x20,0x19,0xbe,0x02,0x11,0x8d,0xbd,0x00,0x07,0x7e,0x3d,0xe9,0x20,0xe5,0x3d, 1009 | 0xdc,0xbc,0x0a,0x3d,0xeb,0x3f,0x01,0x3f,0x47,0x9c,0x21,0x3e,0xbf,0xcd,0xcd,0x3d, 1010 | 0xce,0xad,0x35,0x3e,0x32,0xb3,0xa4,0x3e,0x05,0x33,0xb5,0xbe,0xd4,0x92,0xc5,0xbe, 1011 | 0x70,0x3e,0xfb,0xbb,0xf4,0x04,0x8b,0x3d,0x92,0x56,0xb1,0xbe,0x1f,0x84,0x98,0xbd, 1012 | 0xe2,0x1b,0x9d,0x3e,0xcf,0xed,0x15,0x3e,0x2c,0x8d,0xc8,0x3e,0xe5,0x9d,0x08,0xbe, 1013 | 0x6e,0x22,0x14,0xbf,0xb9,0x67,0x80,0x3c,0xe2,0x1b,0xb8,0x3d,0xbe,0x2e,0x12,0xbe, 1014 | 0x02,0xa9,0xa0,0xbe,0xf0,0x86,0x3f,0xbd,0x7e,0x15,0x9f,0xbb,0x48,0xdd,0x13,0xbe, 1015 | 0xdb,0x81,0x91,0x3e,0x1a,0x06,0x74,0x3d,0xa8,0x73,0xa2,0xbd,0x44,0x2e,0xa2,0xbb, 1016 | 0x3f,0xbf,0xa5,0x3e,0x29,0x07,0x86,0x3e,0xb7,0x36,0xa7,0xbb,0x31,0xda,0x7c,0x3d, 1017 | 0x01,0x1d,0x53,0x3d,0x66,0xf0,0x47,0x3e,0x82,0xed,0x22,0xbe,0x71,0x43,0x36,0xbe, 1018 | 0x68,0xf1,0x6a,0xbc,0xe1,0x3d,0xeb,0x3d,0x75,0x0d,0xb9,0xbe,0xa3,0xc6,0x67,0xbd, 1019 | 0xb4,0xef,0x8a,0xbd,0x8d,0x55,0x33,0x3e,0x15,0x39,0x66,0x3b,0x6b,0x1f,0xa0,0xbc, 1020 | 0x9e,0x0d,0x29,0x3d,0x27,0x08,0x17,0x3e,0x00,0x04,0x47,0x3d,0x12,0x84,0x93,0xbd, 1021 | 0x50,0xc9,0x44,0xbe,0x41,0x60,0x88,0x3d,0x17,0x55,0x87,0x3e,0xf9,0x92,0xcd,0xbc, 1022 | 0xed,0x16,0x61,0xbe,0x79,0x36,0xbd,0x3e,0x70,0xbe,0x07,0xbe,0x39,0x84,0xf8,0xbd, 1023 | 0x90,0x66,0xe6,0x3e,0x58,0x04,0xc9,0x3d,0x77,0x14,0xf2,0xbd,0x52,0xcc,0xae,0x3d, 1024 | 0x5d,0x8f,0x15,0x3e,0x7d,0xe1,0xbf,0x3d,0xef,0x1f,0x93,0x3e,0xca,0x7c,0xdc,0x3d, 1025 | 0x45,0x7f,0x32,0xbe,0xce,0xa0,0xd2,0x3e,0x1c,0xd6,0xd0,0x3e,0x17,0xc4,0x12,0xbc, 1026 | 0x4b,0xba,0x22,0xbe,0x79,0x90,0x44,0x3e,0xc0,0xfc,0xbe,0xbe,0x39,0x57,0x1b,0xbb, 1027 | 0x69,0xb8,0x48,0xbe,0xaa,0xe3,0x22,0xbe,0x39,0x0a,0xd4,0xbc,0x5d,0xbf,0x65,0x3e, 1028 | 0xe6,0x20,0xa6,0xbd,0xc0,0x90,0xba,0x3d,0xcc,0x32,0x42,0x3d,0x7f,0x7c,0x78,0x3e, 1029 | 0xcd,0xb5,0x97,0x3e,0x1d,0x52,0x8a,0x3d,0x23,0x7b,0xf6,0xbe,0x4a,0xcc,0x2e,0x3e, 1030 | 0x23,0xb3,0x20,0xbe,0x0a,0x91,0x82,0xbe,0x85,0x86,0x25,0x3f,0xb7,0xc4,0x0c,0xbe, 1031 | 0x03,0x7e,0x4c,0x3d,0x02,0x90,0xc8,0x3d,0xc9,0xed,0x27,0x3f,0x7b,0x1c,0x39,0x3c, 1032 | 0x64,0xde,0x1b,0x3e,0xd9,0xb2,0x3d,0xbc,0x76,0x25,0x83,0xbe,0x96,0x63,0x90,0x3e, 1033 | 0x07,0x2b,0xfd,0x3e,0x7d,0x3f,0x64,0x3e,0xf5,0x57,0x4b,0xbc,0x49,0x94,0x33,0x3e, 1034 | 0x59,0xe1,0x33,0xbe,0x1e,0xd2,0x30,0x3c,0x28,0xa4,0x11,0xbb,0xde,0xcd,0x61,0x3c, 1035 | 0x65,0x70,0x3d,0xbe,0x65,0x4d,0x4c,0xbe,0xf3,0x2e,0x45,0x3f,0x10,0xf1,0x0a,0xbe, 1036 | 0x13,0x87,0x05,0xbd,0x12,0xb6,0x15,0x3e,0x4f,0xeb,0x12,0x3d,0xff,0xe0,0xe5,0x3d, 1037 | 0xd6,0xd4,0xa8,0x3e,0x33,0x99,0xd7,0x3d,0x3b,0xb0,0xf1,0x3d,0x76,0xb1,0xfd,0x3c, 1038 | 0x54,0xd9,0x27,0x3e,0xd8,0xea,0xb4,0xbe,0x06,0x00,0xb7,0xbe,0x5a,0xbf,0x22,0x3e, 1039 | 0x04,0xeb,0xb0,0x3e,0x7a,0xad,0xce,0xbe,0xfb,0x36,0x28,0xbe,0x2b,0x7e,0x15,0xbc, 1040 | 0xd9,0x2f,0xda,0xbd,0x2f,0x39,0xe2,0xbd,0x5f,0x2a,0x22,0xbe,0x10,0x80,0x4e,0x3e, 1041 | 0x4a,0x53,0x05,0x3e,0x17,0xa8,0x79,0x3d,0x3e,0x1f,0xd8,0xbd,0x7e,0xb4,0x6e,0xbc, 1042 | 0x12,0x8f,0x9a,0x3e,0xf8,0x2a,0xa7,0x3d,0x0d,0x98,0x28,0xbe,0xb6,0x33,0x0b,0x3e, 1043 | 0x66,0xd6,0xb6,0x3d,0xb6,0xd1,0x99,0xbc,0xd3,0xfc,0xb5,0xbd,0x3a,0x31,0xb2,0x3d, 1044 | 0x9e,0x68,0x13,0x3e,0x4c,0xe7,0x44,0x3e,0x8d,0x46,0x4c,0xbd,0x9a,0xf4,0x84,0xbe, 1045 | 0x6d,0x3b,0x1b,0xbe,0x62,0x5d,0x1e,0x3e,0xf1,0x5d,0x2a,0xbd,0x14,0xdd,0xcd,0xbe, 1046 | 0x75,0x50,0xc3,0xbe,0x02,0xb3,0xe7,0xbe,0x6d,0xf3,0x17,0x3d,0xaf,0x78,0x27,0x3e, 1047 | 0x8f,0xe9,0x25,0x3f,0x21,0x13,0xe9,0x3e,0xcc,0x59,0xb6,0xbd,0x17,0x3a,0x87,0x3e, 1048 | 0x02,0x98,0xbe,0x3e,0xe8,0xee,0x01,0xbe,0x2c,0x6b,0xbe,0xbd,0x96,0x51,0x53,0x3d, 1049 | 0x98,0x70,0xc2,0x3c,0xe2,0x4a,0x3e,0xbd,0xf3,0x42,0x0a,0xbe,0x11,0x0e,0xac,0x3e, 1050 | 0xd7,0xbb,0x4c,0x3e,0x62,0x8e,0x92,0xbe,0x73,0x1d,0x4d,0x3e,0x4e,0xb2,0xf2,0xbd, 1051 | 0x4e,0xb9,0x00,0xbe,0x3e,0x76,0x4a,0x3b,0xb9,0x28,0x79,0xbe,0x39,0x5d,0x8d,0x3d, 1052 | 0x08,0xb9,0x2d,0x3e,0x5b,0x04,0x4f,0x3c,0xd6,0x6c,0x93,0xbd,0x51,0x8c,0x2f,0x3b, 1053 | 0x38,0x68,0xdb,0x3d,0xeb,0xf7,0x40,0x3e,0xef,0x3c,0x39,0x3e,0xf6,0xf6,0x91,0x3d, 1054 | 0x2e,0x16,0xf6,0x3d,0x17,0xac,0x11,0xbc,0x95,0xba,0x8e,0xbe,0x41,0xd2,0x8d,0x3e, 1055 | 0x8a,0x58,0x4d,0xbb,0x0b,0x45,0xa8,0x3d,0x91,0xfb,0x0d,0xbe,0x8b,0x5c,0x3d,0x3e, 1056 | 0xce,0xf2,0x94,0x3e,0x24,0x8f,0xa5,0x3d,0x70,0x9c,0xa8,0xbd,0x74,0x1f,0x79,0xbe, 1057 | 0xac,0xd6,0x83,0xbd,0x59,0xe0,0x28,0xbe,0x25,0x5c,0xb5,0x3e,0xd2,0x6f,0x98,0xbd, 1058 | 0xaa,0x18,0xde,0x3d,0xf0,0x2e,0xd0,0x3e,0xa2,0x56,0x44,0xbe,0x6a,0xfe,0xd5,0x3d, 1059 | 0x8f,0x04,0xa9,0xbe,0x22,0xc7,0x9e,0xbd,0x56,0x2e,0x89,0xbe,0x73,0xd0,0xe4,0xbd, 1060 | 0x1f,0xf6,0xd2,0xbd,0x58,0x9a,0xf9,0x3d,0x2e,0x33,0xe8,0xbc,0x6f,0x47,0x96,0xbe, 1061 | 0x38,0xc7,0x95,0xbd,0xcc,0xa5,0x1a,0x3e,0xf2,0xf2,0x5b,0xbe,0xe1,0x87,0x9d,0xbe, 1062 | 0x77,0x57,0x6d,0xbe,0x69,0xb0,0x97,0xbe,0xf6,0x3f,0xb9,0xbd,0xa8,0xc3,0x8a,0x3e, 1063 | 0x39,0x4f,0xb2,0x3d,0x2a,0x71,0x2f,0x3e,0xd8,0x2f,0x02,0x3e,0x86,0x4f,0x8c,0xbd, 1064 | 0x5b,0xbd,0x90,0xbd,0x35,0xe7,0x60,0x3d,0xd1,0xad,0x99,0xbc,0x9c,0x77,0x82,0x3d, 1065 | 0x7d,0x43,0xf8,0xbd,0xd8,0xa6,0x58,0x3e,0xe4,0xb2,0xc7,0xbd,0x51,0x3c,0xae,0x3d, 1066 | 0x40,0xab,0xec,0xbd,0xbb,0x71,0x46,0xbe,0x87,0x12,0xe6,0x3e,0x56,0x00,0x1c,0xbd, 1067 | 0xba,0x7e,0xec,0xbe,0x93,0xe2,0x89,0x3d,0x1a,0x00,0xeb,0x3e,0x0b,0xa9,0x41,0xbd, 1068 | 0x67,0xb5,0x78,0xbd,0x6b,0xf0,0x88,0xbe,0xe7,0x36,0x2d,0xbd,0x87,0xd3,0xd0,0x3c, 1069 | 0x53,0xa6,0xc0,0xbd,0x89,0xc1,0x07,0xbd,0x5b,0x84,0xbc,0xbd,0xd4,0x66,0xef,0x3e, 1070 | 0xd7,0x1b,0xed,0x3e,0x1a,0x94,0xc4,0x3e,0x2d,0x25,0x8f,0xbe,0xd3,0xa4,0xfc,0xbd, 1071 | 0xf6,0xb7,0x56,0x3e,0xe3,0x05,0xf0,0x3c,0xb3,0xb2,0xba,0xbd,0x05,0x7a,0x17,0xbe, 1072 | 0x86,0xa9,0x93,0x3d,0xcd,0x70,0x3e,0xbe,0x10,0x8a,0x85,0xbe,0x57,0x36,0x45,0x3e, 1073 | 0x32,0x21,0x8c,0x3e,0x20,0xcf,0xff,0x3d,0x48,0xe0,0x0c,0xbe,0x76,0xd6,0xb5,0xbd, 1074 | 0x1b,0xe4,0x09,0x3e,0xcc,0x0e,0x92,0x3d,0x2a,0x17,0x9a,0xbe,0x43,0x3a,0xce,0xbd, 1075 | 0x3f,0xfb,0xfc,0x3e,0x49,0x21,0x14,0x3e,0xfc,0x30,0xab,0x3c,0x9f,0xa2,0x1a,0xbd, 1076 | 0x17,0x63,0x2c,0xbe,0x05,0x15,0x00,0xbd,0x2d,0x87,0x9f,0xbe,0xe4,0xb5,0x70,0xbe, 1077 | 0x6f,0x00,0x45,0xbd,0x78,0x5d,0x66,0x3c,0x29,0x87,0xfa,0x3e,0xb4,0x9d,0xba,0xbe, 1078 | 0x09,0x53,0xe6,0x3d,0xc7,0xa9,0x48,0x3e,0xc6,0x4b,0x42,0xbe,0x47,0x64,0x28,0x3e, 1079 | 0xa3,0x81,0xf8,0xbe,0x85,0xfc,0x1c,0xbe,0xff,0x2a,0xc5,0xbe,0x09,0x8d,0x07,0xbe, 1080 | 0x38,0x89,0x89,0xbe,0x18,0x0d,0x0b,0xbe,0x46,0x1d,0x15,0x3e,0xa8,0x6c,0x89,0x3d, 1081 | 0xe6,0x71,0xb7,0xbd,0x1a,0xd5,0xdd,0xbc,0x2c,0xf3,0x7f,0xbc,0x95,0x5c,0x48,0x3c, 1082 | 0x0d,0x0f,0xe6,0xbd,0x6b,0x09,0x73,0xbd,0xa4,0xd4,0xd0,0xbe,0x48,0xc1,0xac,0xbd, 1083 | 0x1f,0xed,0x6f,0x3d,0x7c,0x53,0x1a,0xbe,0xa1,0x88,0x40,0x3e,0x82,0x3d,0x91,0xbd, 1084 | 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0x1b,0x43,0x2b,0xbe,0x5a,0xa1,0x9d,0xbe,0xe6,0x92,0x8a,0xbd,0x6e,0x7c,0x82,0xbd, 1492 | 0xc6,0x47,0x25,0x3d,0x2d,0x4c,0x27,0x3d,0x56,0xf2,0x25,0xbd,0x5f,0x65,0x54,0xbe, 1493 | 0xe8,0x14,0xba,0x3d,0x18,0xcc,0x05,0xbe,0xfd,0xb8,0x8d,0xbe,0xe6,0x43,0xe0,0x3e, 1494 | 0xde,0x2a,0xb7,0x3e,0x1b,0xec,0xc3,0x3e,0xd3,0x02,0x29,0xbd,0x40,0xc8,0xb8,0xbd, 1495 | 0x6f,0x95,0x75,0xbe,0xb2,0x42,0x93,0xbd,0x0f,0x70,0xf0,0xbd,0xc1,0x4f,0xae,0x3d, 1496 | 0x3c,0xc9,0x0f,0x3b,0x99,0xea,0x68,0xbe,0x7a,0xf1,0xb8,0xbd,0x6b,0xc1,0x83,0x3e, 1497 | 0x05,0x02,0xf2,0x3e,0x77,0x8d,0x24,0xbd,0xf4,0x45,0x1f,0xbf,0x9a,0x7a,0xa5,0xbe, 1498 | 0xef,0x6b,0xd9,0xbe,0xa4,0x24,0x00,0xbe,0xe8,0x51,0xc5,0x3e,0x7e,0x22,0xb8,0xbd, 1499 | 0x4c,0x4b,0xe3,0x3d,0xd9,0x6b,0x39,0x3e,0x62,0x81,0xae,0xbc,0x84,0xca,0x7e,0x3d, 1500 | 0x4a,0x3b,0xee,0x3c,0x65,0x30,0x2b,0xbd,0x5f,0x68,0x04,0x3e,0x05,0x76,0x4d,0x3e, 1501 | 0xf3,0x45,0xdc,0xbd,0x19,0x70,0x6e,0xbe,0xee,0xeb,0x31,0xbe,0xd8,0x1a,0xe8,0x3c, 1502 | 0xdf,0xa7,0x2a,0xbe,0x6d,0xb0,0x03,0xbe,0xf0,0x17,0x06,0xbd,0xe7,0x42,0x4d,0xbd, 1503 | 0xa5,0xf3,0x9b,0x3c,0x8b,0xbd,0xa9,0x3d,0x59,0x03,0xd1,0xbd,0xa6,0x74,0xe1,0x3d, 1504 | 0xd0,0xec,0x0f,0x3e,0x24,0x2e,0xd1,0x3e,0xa5,0xeb,0x22,0xbe,0xba,0x50,0x4d,0x3d, 1505 | 0xa3,0x28,0x2e,0xbe,0x6e,0xee,0xbe,0xbd,0x90,0x64,0x2d,0xbe,0x71,0x28,0x72,0xbe, 1506 | 0xbc,0x50,0x57,0xbe,0xb4,0x4f,0x86,0x3d,0x70,0xf2,0x16,0x3d,0x93,0x2b,0x67,0x3d, 1507 | 0x11,0x2b,0xde,0x3d,0x23,0x9f,0xc2,0x3e,0x6f,0xf9,0x65,0x3d,0x63,0xdb,0x72,0xbe, 1508 | 0xcb,0x77,0x09,0xbe,0x38,0xf3,0x7f,0xbe,0x9a,0x6f,0xa5,0xbd,0xcb,0xfc,0xb3,0xbd, 1509 | 0x5b,0x73,0x15,0x3e,0xcb,0xa8,0xb8,0xbe,0xe2,0xa7,0x6f,0xbe,0x50,0xcb,0x35,0x3e, 1510 | 0xc6,0xaa,0x26,0xbe,0x88,0x86,0x66,0x3e,0xfa,0x12,0x3c,0x3e,0x40,0x48,0x9c,0xbe, 1511 | 0x86,0x3d,0x2f,0xbd,0xd1,0xf2,0x35,0x3f,0x18,0xb0,0x43,0x3e,0xd9,0x06,0xa9,0x3d, 1512 | 0x77,0xaf,0x69,0x3e,0xa4,0x9c,0xda,0xbd,0x72,0x41,0x01,0xbe,0xc5,0x5e,0x2a,0xbe, 1513 | 0xf7,0x42,0x4b,0xbe,0x1a,0x5a,0x6a,0xbe,0x4c,0x8e,0xfe,0xbd,0x8f,0xef,0xe9,0xbd, 1514 | 0x09,0xb9,0x2a,0x3e,0x17,0x43,0x9f,0x3e,0x90,0xad,0x03,0xbe,0x8f,0xd7,0xfe,0x3c, 1515 | 0xa3,0xbf,0x0d,0x3e,0xea,0xd0,0x2d,0x3e,0xbc,0x11,0x6c,0x3e,0x63,0x84,0x38,0xbe, 1516 | 0x0b,0x65,0x26,0x3e,0xce,0xae,0x25,0xbd,0xd7,0x9c,0xd0,0xbd,0xe6,0xcf,0x3d,0x3e, 1517 | 0x55,0x73,0x63,0xbb,0xb3,0x3a,0x68,0xbd,0x06,0x7b,0x04,0xbe,0x5a,0x86,0xfc,0x3b, 1518 | 0x8b,0x4b,0x05,0xbf,0xc0,0xfc,0xc2,0x3e,0xf5,0x5d,0x14,0xbe,0x6d,0x7b,0xec,0x3d, 1519 | 0x5c,0x07,0x30,0x3d,0x60,0xda,0x74,0x3e,0xaa,0xc3,0x59,0xbe,0x32,0x01,0xd9,0x3d, 1520 | 0x85,0x19,0x3a,0x3d,0x53,0x01,0x8c,0x3d,0x27,0x0f,0x41,0xbe,0x19,0x39,0x5c,0xbd, 1521 | 0x2d,0xce,0x53,0xbe,0x14,0x4a,0xc3,0xbd,0x15,0x46,0xae,0xbd,0xc9,0x0f,0x33,0xbd, 1522 | 0x92,0x32,0x94,0xbb,0x38,0xfa,0x89,0xbe,0x51,0x4a,0xa1,0x3e,0xce,0xaa,0x85,0x3e, 1523 | 0x78,0xa9,0x4a,0xbe,0x29,0x04,0x7d,0x3c,0x96,0x21,0x99,0xbd,0x5f,0x46,0x27,0xbd, 1524 | 0x40,0xe1,0x79,0xbe,0x3d,0x94,0xdb,0xbe,0xf8,0x98,0xa4,0xbe,0x58,0x62,0xa5,0x3d, 1525 | 0x7c,0x2d,0x75,0xbc,0x02,0xa5,0x78,0xbe,0xc5,0x4c,0x0b,0x3e,0x78,0x02,0xf3,0x3d, 1526 | 0xb8,0xb8,0xbb,0x3e,0xa1,0x6b,0x08,0x3d,0xde,0x2e,0x66,0xbd,0x0c,0xe0,0x34,0xbd, 1527 | 0x15,0xef,0xc9,0x3e,0x64,0xbe,0x00,0x3f,0xdb,0x6c,0x10,0x3d,0xbf,0x44,0xc6,0xbd, 1528 | 0xb3,0x66,0x57,0xbe,0x62,0xf9,0xec,0xbe,0x01,0xc2,0xa2,0x3d,0x33,0xc5,0x04,0xbd, 1529 | 0x83,0xb9,0x2b,0xbe,0x66,0x70,0x05,0xbe,0x52,0x42,0x80,0x3e,0xed,0xb7,0x1a,0xbd, 1530 | 0x09,0xb5,0xa4,0xbc,0x6d,0x0c,0xd5,0x3d,0x9a,0xed,0x21,0xbe,0xcc,0x50,0x9a,0x3c, 1531 | 0x38,0xb3,0xe3,0xbc,0xac,0x81,0x0c,0x3e,0xc8,0x51,0x26,0xbe,0x4b,0xa8,0x12,0xbe, 1532 | 0xfb,0xf9,0x44,0xbe,0x53,0x04,0x0e,0xbe,0x5b,0x82,0x88,0x3d,0x1a,0xe9,0xd9,0x3d, 1533 | 0x91,0x7d,0x5e,0x3e,0x29,0x2e,0x4e,0x3c,0xb0,0x77,0xd9,0xbd,0x17,0x07,0xd0,0x3d, 1534 | 0x77,0x95,0x07,0x3d,0x82,0xa8,0x85,0xbe,0x9e,0xfb,0x82,0xbe,0xbc,0xdc,0x08,0xbc, 1535 | 0xf2,0xfc,0xe6,0xbd,0x7f,0xd3,0x04,0x3f,0x9e,0xe7,0xf9,0x3d,0xf4,0xba,0x37,0xbd, 1536 | 0x31,0x51,0xff,0x3b,0x71,0x78,0x8b,0x3d,0x6f,0xb5,0xf5,0x3c,0x87,0x71,0x01,0xbe, 1537 | 0x81,0x95,0x0f,0x3e,0x6c,0x72,0x62,0xbd,0xaf,0x46,0x4a,0xbd,0x0a,0xb1,0xac,0x3d, 1538 | 0xc5,0x65,0x5f,0xbd,}; 1539 | #endif // NCNN_INCLUDE_GUARD_mnist_mem_h 1540 | -------------------------------------------------------------------------------- /main/mnist.param: -------------------------------------------------------------------------------- 1 | 7767517 2 | 6 7 3 | Input in 0 1 data 0=28 1=28 2=1 4 | Convolution conv0 1 1 data conv0 0=8 1=5 4=2 5=1 6=200 9=1 5 | Pooling pool0 1 1 conv0 pool0 1=2 2=2 5=1 6 | Convolution conv1 1 1 pool0 conv1 0=16 1=5 4=2 5=1 6=3200 9=1 7 | Pooling pool1 1 1 conv1 pool1 1=3 2=3 5=1 8 | InnerProduct fc 1 1 pool1 fc 0=10 1=1 2=2560 9 | -------------------------------------------------------------------------------- /main/mnist.param.bin: 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