From 6a9d49e003a25b91cb1f2c715303f6efd32df0a7 Mon Sep 17 00:00:00 2001 From: me-no-dev Date: Wed, 9 Jan 2019 16:47:00 +0100 Subject: [PATCH 1/3] Update IDF to e931fe9 and add esp-face --- boards.txt | 3 + .../CameraWebServer/CameraWebServer.ino | 4 +- .../Camera/CameraWebServer/app_httpd.cpp | 345 ++++++++++++- .../Camera/CameraWebServer/camera_index.h | 462 +++++++++--------- platform.txt | 4 +- tools/partitions/huge_app.csv | 6 + tools/platformio-build.py | 4 +- tools/sdk/bin/bootloader_qout_40m.bin | Bin 17680 -> 17680 bytes tools/sdk/bin/bootloader_qout_80m.bin | Bin 17664 -> 17664 bytes tools/sdk/include/bt/esp_gap_ble_api.h | 2 +- tools/sdk/include/config/sdkconfig.h | 2 + tools/sdk/include/esp-face/dl_lib.h | 336 +++++++++++++ .../include/esp-face/dl_lib_coefgetter_if.h | 47 ++ tools/sdk/include/esp-face/dl_lib_matrix.h | 216 ++++++++ tools/sdk/include/esp-face/dl_lib_matrix3d.h | 420 ++++++++++++++++ tools/sdk/include/esp-face/dl_lib_matrix3dq.h | 119 +++++ tools/sdk/include/esp-face/dl_lib_matrixq.h | 359 ++++++++++++++ tools/sdk/include/esp-face/fd_forward.h | 64 +++ tools/sdk/include/esp-face/fr_flash.h | 45 ++ tools/sdk/include/esp-face/fr_forward.h | 116 +++++ tools/sdk/include/esp-face/frmn.h | 28 ++ tools/sdk/include/esp-face/image_util.h | 275 +++++++++++ tools/sdk/include/esp-face/mtmn.h | 99 ++++ tools/sdk/include/esp32/esp_attr.h | 2 + .../esp_https_server/esp_https_server.h | 12 + tools/sdk/include/fb_gfx/fb_gfx.h | 44 ++ tools/sdk/include/lwip/arch/sys_arch.h | 20 +- tools/sdk/include/lwip/lwip/api.h | 9 - tools/sdk/include/lwip/sys_arch.h | 20 +- tools/sdk/lib/libapp_trace.a | Bin 23000 -> 23000 bytes tools/sdk/lib/libapp_update.a | Bin 77222 -> 77222 bytes tools/sdk/lib/libasio.a | Bin 2004696 -> 2004696 bytes tools/sdk/lib/libbootloader_support.a | Bin 308294 -> 308294 bytes tools/sdk/lib/libbt.a | Bin 13129006 -> 13130114 bytes tools/sdk/lib/libcoap.a | Bin 458066 -> 458066 bytes tools/sdk/lib/libcoexist.a | Bin 45304 -> 45304 bytes tools/sdk/lib/libconsole.a | Bin 401616 -> 401616 bytes tools/sdk/lib/libcore.a | Bin 6724 -> 6724 bytes tools/sdk/lib/libcxx.a | Bin 63624 -> 63624 bytes tools/sdk/lib/libdl_lib.a | Bin 0 -> 641850 bytes tools/sdk/lib/libdriver.a | Bin 2479858 -> 2479858 bytes tools/sdk/lib/libesp-tls.a | Bin 80236 -> 80236 bytes tools/sdk/lib/libesp32-camera.a | Bin 482444 -> 482788 bytes tools/sdk/lib/libesp32.a | Bin 1338820 -> 1340192 bytes tools/sdk/lib/libesp_adc_cal.a | Bin 39920 -> 39920 bytes tools/sdk/lib/libesp_event.a | Bin 88654 -> 88654 bytes tools/sdk/lib/libesp_http_client.a | Bin 181314 -> 181530 bytes tools/sdk/lib/libesp_http_server.a | Bin 255858 -> 255858 bytes tools/sdk/lib/libesp_https_ota.a | Bin 20518 -> 20518 bytes tools/sdk/lib/libesp_https_server.a | Bin 32984 -> 32984 bytes tools/sdk/lib/libesp_ringbuf.a | Bin 118268 -> 118268 bytes tools/sdk/lib/libespnow.a | Bin 46530 -> 46530 bytes tools/sdk/lib/libethernet.a | Bin 164444 -> 164444 bytes tools/sdk/lib/libexpat.a | Bin 1219082 -> 1219082 bytes tools/sdk/lib/libface_detection.a | Bin 0 -> 35660 bytes tools/sdk/lib/libface_recognition.a | Bin 0 -> 53802 bytes tools/sdk/lib/libfatfs.a | Bin 466476 -> 466476 bytes tools/sdk/lib/libfb_gfx.a | Bin 0 -> 22804 bytes tools/sdk/lib/libfd_coefficients.a | Bin 0 -> 360000 bytes tools/sdk/lib/libfr_coefficients.a | Bin 0 -> 1229838 bytes tools/sdk/lib/libfreemodbus.a | Bin 247040 -> 247040 bytes tools/sdk/lib/libfreertos.a | Bin 535988 -> 535988 bytes tools/sdk/lib/libfrmn.a | Bin 0 -> 76668 bytes tools/sdk/lib/libheap.a | Bin 236234 -> 236234 bytes tools/sdk/lib/libimage_util.a | Bin 0 -> 48310 bytes tools/sdk/lib/libjsmn.a | Bin 21694 -> 21694 bytes tools/sdk/lib/libjson.a | Bin 300090 -> 300090 bytes tools/sdk/lib/liblib.a | 1 + tools/sdk/lib/liblibsodium.a | Bin 1814296 -> 1814296 bytes tools/sdk/lib/liblog.a | Bin 41348 -> 41348 bytes tools/sdk/lib/liblwip.a | Bin 3295892 -> 3295156 bytes tools/sdk/lib/libmbedtls.a | Bin 3430756 -> 3430756 bytes tools/sdk/lib/libmdns.a | Bin 676268 -> 676268 bytes tools/sdk/lib/libmesh.a | Bin 883212 -> 883212 bytes tools/sdk/lib/libmicro-ecc.a | Bin 155340 -> 155340 bytes tools/sdk/lib/libmqtt.a | Bin 177780 -> 177780 bytes tools/sdk/lib/libmtmn.a | Bin 0 -> 27132 bytes tools/sdk/lib/libnet80211.a | Bin 1012204 -> 1013540 bytes tools/sdk/lib/libnewlib.a | Bin 134510 -> 134510 bytes tools/sdk/lib/libnghttp.a | Bin 1560590 -> 1560590 bytes tools/sdk/lib/libnvs_flash.a | Bin 840512 -> 840512 bytes tools/sdk/lib/libopenssl.a | Bin 288624 -> 288624 bytes tools/sdk/lib/libpp.a | Bin 477730 -> 477166 bytes tools/sdk/lib/libprotobuf-c.a | Bin 329210 -> 329210 bytes tools/sdk/lib/libprotocomm.a | Bin 424886 -> 424886 bytes tools/sdk/lib/libpthread.a | Bin 122114 -> 123322 bytes tools/sdk/lib/libsdmmc.a | Bin 255528 -> 255528 bytes tools/sdk/lib/libsmartconfig.a | Bin 104474 -> 104474 bytes tools/sdk/lib/libsmartconfig_ack.a | Bin 22294 -> 22294 bytes tools/sdk/lib/libsoc.a | Bin 232708 -> 232708 bytes tools/sdk/lib/libspi_flash.a | Bin 223100 -> 223100 bytes tools/sdk/lib/libspiffs.a | Bin 590326 -> 590326 bytes tools/sdk/lib/libtcp_transport.a | Bin 145892 -> 145892 bytes tools/sdk/lib/libtcpip_adapter.a | Bin 134932 -> 134932 bytes tools/sdk/lib/libulp.a | Bin 37430 -> 37430 bytes tools/sdk/lib/libunity.a | Bin 174150 -> 174150 bytes tools/sdk/lib/libvfs.a | Bin 243510 -> 243510 bytes tools/sdk/lib/libwear_levelling.a | Bin 235920 -> 235920 bytes tools/sdk/lib/libwifi_provisioning.a | Bin 147522 -> 147522 bytes tools/sdk/lib/libwpa.a | Bin 158180 -> 158180 bytes tools/sdk/lib/libwpa2.a | Bin 25158 -> 25158 bytes tools/sdk/lib/libwpa_supplicant.a | Bin 3099006 -> 3099006 bytes tools/sdk/lib/libwps.a | Bin 53020 -> 53020 bytes tools/sdk/lib/libxtensa-debug-module.a | Bin 12130 -> 12130 bytes tools/sdk/sdkconfig | 3 + 105 files changed, 2792 insertions(+), 275 deletions(-) create mode 100644 tools/partitions/huge_app.csv create mode 100644 tools/sdk/include/esp-face/dl_lib.h create mode 100644 tools/sdk/include/esp-face/dl_lib_coefgetter_if.h create mode 100644 tools/sdk/include/esp-face/dl_lib_matrix.h create mode 100644 tools/sdk/include/esp-face/dl_lib_matrix3d.h create mode 100644 tools/sdk/include/esp-face/dl_lib_matrix3dq.h create mode 100644 tools/sdk/include/esp-face/dl_lib_matrixq.h create mode 100644 tools/sdk/include/esp-face/fd_forward.h create mode 100644 tools/sdk/include/esp-face/fr_flash.h create mode 100644 tools/sdk/include/esp-face/fr_forward.h create mode 100644 tools/sdk/include/esp-face/frmn.h create mode 100644 tools/sdk/include/esp-face/image_util.h create mode 100644 tools/sdk/include/esp-face/mtmn.h create mode 100644 tools/sdk/include/fb_gfx/fb_gfx.h create mode 100644 tools/sdk/lib/libdl_lib.a create mode 100644 tools/sdk/lib/libface_detection.a create mode 100644 tools/sdk/lib/libface_recognition.a create mode 100644 tools/sdk/lib/libfb_gfx.a create mode 100644 tools/sdk/lib/libfd_coefficients.a create mode 100644 tools/sdk/lib/libfr_coefficients.a create mode 100644 tools/sdk/lib/libfrmn.a create mode 100644 tools/sdk/lib/libimage_util.a create mode 100644 tools/sdk/lib/liblib.a create mode 100644 tools/sdk/lib/libmtmn.a diff --git a/boards.txt b/boards.txt index ed1e85f66cd..270d52cf242 100644 --- a/boards.txt +++ b/boards.txt @@ -44,6 +44,9 @@ esp32.menu.PartitionScheme.minimal.build.partitions=minimal esp32.menu.PartitionScheme.no_ota=No OTA (Large APP) esp32.menu.PartitionScheme.no_ota.build.partitions=no_ota esp32.menu.PartitionScheme.no_ota.upload.maximum_size=2097152 +esp32.menu.PartitionScheme.huge_app=Huge APP (3MB No OTA) +esp32.menu.PartitionScheme.huge_app.build.partitions=huge_app +esp32.menu.PartitionScheme.huge_app.upload.maximum_size=3145728 esp32.menu.PartitionScheme.min_spiffs=Minimal SPIFFS (Large APPS with OTA) esp32.menu.PartitionScheme.min_spiffs.build.partitions=min_spiffs esp32.menu.PartitionScheme.min_spiffs.upload.maximum_size=1966080 diff --git a/libraries/ESP32/examples/Camera/CameraWebServer/CameraWebServer.ino b/libraries/ESP32/examples/Camera/CameraWebServer/CameraWebServer.ino index 19b916109cf..0b20604b759 100644 --- a/libraries/ESP32/examples/Camera/CameraWebServer/CameraWebServer.ino +++ b/libraries/ESP32/examples/Camera/CameraWebServer/CameraWebServer.ino @@ -124,7 +124,7 @@ void setup() { //drop down frame size for higher initial frame rate sensor_t * s = esp_camera_sensor_get(); - s->set_framesize(s, FRAMESIZE_CIF); + s->set_framesize(s, FRAMESIZE_QVGA); WiFi.begin(ssid, password); @@ -144,5 +144,5 @@ void setup() { void loop() { // put your main code here, to run repeatedly: - + delay(10000); } diff --git a/libraries/ESP32/examples/Camera/CameraWebServer/app_httpd.cpp b/libraries/ESP32/examples/Camera/CameraWebServer/app_httpd.cpp index a78767b5ee4..2b454f4a52c 100644 --- a/libraries/ESP32/examples/Camera/CameraWebServer/app_httpd.cpp +++ b/libraries/ESP32/examples/Camera/CameraWebServer/app_httpd.cpp @@ -18,6 +18,23 @@ #include "camera_index.h" #include "Arduino.h" +#include "fb_gfx.h" +#include "fd_forward.h" +#include "dl_lib.h" +#include "fr_forward.h" + +#define ENROLL_CONFIRM_TIMES 5 +#define FACE_ID_SAVE_NUMBER 7 + +#define FACE_COLOR_WHITE 0x00FFFFFF +#define FACE_COLOR_BLACK 0x00000000 +#define FACE_COLOR_RED 0x000000FF +#define FACE_COLOR_GREEN 0x0000FF00 +#define FACE_COLOR_BLUE 0x00FF0000 +#define FACE_COLOR_YELLOW (FACE_COLOR_RED | FACE_COLOR_GREEN) +#define FACE_COLOR_CYAN (FACE_COLOR_BLUE | FACE_COLOR_GREEN) +#define FACE_COLOR_PURPLE (FACE_COLOR_BLUE | FACE_COLOR_RED) + typedef struct { size_t size; //number of values used for filtering size_t index; //current value index @@ -40,6 +57,12 @@ static ra_filter_t ra_filter; httpd_handle_t stream_httpd = NULL; httpd_handle_t camera_httpd = NULL; +static mtmn_config_t mtmn_config = {0}; +static int8_t detection_enabled = 0; +static int8_t recognition_enabled = 0; +static int8_t is_enrolling = 0; +static face_id_list id_list = {0}; + static ra_filter_t * ra_filter_init(ra_filter_t * filter, size_t sample_size){ memset(filter, 0, sizeof(ra_filter_t)); @@ -68,6 +91,119 @@ static int ra_filter_run(ra_filter_t * filter, int value){ return filter->sum / filter->count; } +static void rgb_print(dl_matrix3du_t *image_matrix, uint32_t color, const char * str){ + fb_data_t fb; + fb.width = image_matrix->w; + fb.height = image_matrix->h; + fb.data = image_matrix->item; + fb.bytes_per_pixel = 3; + fb.format = FB_BGR888; + fb_gfx_print(&fb, (fb.width - (strlen(str) * 14)) / 2, 10, color, str); +} + +static int rgb_printf(dl_matrix3du_t *image_matrix, uint32_t color, const char *format, ...){ + char loc_buf[64]; + char * temp = loc_buf; + int len; + va_list arg; + va_list copy; + va_start(arg, format); + va_copy(copy, arg); + len = vsnprintf(loc_buf, sizeof(loc_buf), format, arg); + va_end(copy); + if(len >= sizeof(loc_buf)){ + temp = (char*)malloc(len+1); + if(temp == NULL) { + return 0; + } + } + vsnprintf(temp, len+1, format, arg); + va_end(arg); + rgb_print(image_matrix, color, temp); + if(len > 64){ + free(temp); + } + return len; +} + +static void draw_face_boxes(dl_matrix3du_t *image_matrix, box_array_t *boxes, int face_id){ + int x, y, w, h, i; + uint32_t color = FACE_COLOR_YELLOW; + if(face_id < 0){ + color = FACE_COLOR_RED; + } else if(face_id > 0){ + color = FACE_COLOR_GREEN; + } + fb_data_t fb; + fb.width = image_matrix->w; + fb.height = image_matrix->h; + fb.data = image_matrix->item; + fb.bytes_per_pixel = 3; + fb.format = FB_BGR888; + for (i = 0; i < boxes->len; i++){ + // rectangle box + x = (int)boxes->box[i].box_p[0]; + y = (int)boxes->box[i].box_p[1]; + w = (int)boxes->box[i].box_p[2] - x + 1; + h = (int)boxes->box[i].box_p[3] - y + 1; + fb_gfx_drawFastHLine(&fb, x, y, w, color); + fb_gfx_drawFastHLine(&fb, x, y+h-1, w, color); + fb_gfx_drawFastVLine(&fb, x, y, h, color); + fb_gfx_drawFastVLine(&fb, x+w-1, y, h, color); +#if 0 + // landmark + int x0, y0, j; + for (j = 0; j < 10; j+=2) { + x0 = (int)boxes->landmark[i].landmark_p[j]; + y0 = (int)boxes->landmark[i].landmark_p[j+1]; + fb_gfx_fillRect(&fb, x0, y0, 3, 3, color); + } +#endif + } +} + +static int run_face_recognition(dl_matrix3du_t *image_matrix, box_array_t *net_boxes){ + dl_matrix3du_t *aligned_face = NULL; + int matched_id = 0; + + aligned_face = dl_matrix3du_alloc(1, FACE_WIDTH, FACE_HEIGHT, 3); + if(!aligned_face){ + Serial.println("Could not allocate face recognition buffer"); + return matched_id; + } + if (align_face(net_boxes, image_matrix, aligned_face) == ESP_OK){ + if (is_enrolling == 1){ + int8_t left_sample_face = enroll_face(&id_list, aligned_face); + + if(left_sample_face == (ENROLL_CONFIRM_TIMES - 1)){ + Serial.printf("Enrolling Face ID: %d\n", id_list.tail); + } + Serial.printf("Enrolling Face ID: %d sample %d\n", id_list.tail, ENROLL_CONFIRM_TIMES - left_sample_face); + rgb_printf(image_matrix, FACE_COLOR_CYAN, "ID[%u] Sample[%u]", id_list.tail, ENROLL_CONFIRM_TIMES - left_sample_face); + if (left_sample_face == 0){ + is_enrolling = 0; + Serial.printf("Enrolled Face ID: %d\n", id_list.tail); + } + } else { + matched_id = recognize_face(&id_list, aligned_face); + if (matched_id >= 0) { + Serial.printf("Match Face ID: %u\n", matched_id); + rgb_printf(image_matrix, FACE_COLOR_GREEN, "Hello Subject %u", matched_id); + } else { + Serial.println("No Match Found"); + rgb_print(image_matrix, FACE_COLOR_RED, "Intruder Alert!"); + matched_id = -1; + } + } + } else { + Serial.println("Face Not Aligned"); + //rgb_print(image_matrix, FACE_COLOR_YELLOW, "Human Detected"); + } + + dl_matrix3du_free(aligned_face); + return matched_id; +} + static size_t jpg_encode_stream(void * arg, size_t index, const void* data, size_t len){ jpg_chunking_t *j = (jpg_chunking_t *)arg; if(!index){ @@ -87,7 +223,7 @@ static esp_err_t capture_handler(httpd_req_t *req){ fb = esp_camera_fb_get(); if (!fb) { - Serial.printf("Camera capture failed"); + Serial.println("Camera capture failed"); httpd_resp_send_500(req); return ESP_FAIL; } @@ -95,19 +231,73 @@ static esp_err_t capture_handler(httpd_req_t *req){ httpd_resp_set_type(req, "image/jpeg"); httpd_resp_set_hdr(req, "Content-Disposition", "inline; filename=capture.jpg"); - size_t fb_len = 0; - if(fb->format == PIXFORMAT_JPEG){ - fb_len = fb->len; - res = httpd_resp_send(req, (const char *)fb->buf, fb->len); - } else { - jpg_chunking_t jchunk = {req, 0}; - res = frame2jpg_cb(fb, 80, jpg_encode_stream, &jchunk)?ESP_OK:ESP_FAIL; - httpd_resp_send_chunk(req, NULL, 0); - fb_len = jchunk.len; + size_t out_len, out_width, out_height; + uint8_t * out_buf; + bool s; + bool detected = false; + int face_id = 0; + if(!detection_enabled || fb->width > 400){ + size_t fb_len = 0; + if(fb->format == PIXFORMAT_JPEG){ + fb_len = fb->len; + res = httpd_resp_send(req, (const char *)fb->buf, fb->len); + } else { + jpg_chunking_t jchunk = {req, 0}; + res = frame2jpg_cb(fb, 80, jpg_encode_stream, &jchunk)?ESP_OK:ESP_FAIL; + httpd_resp_send_chunk(req, NULL, 0); + fb_len = jchunk.len; + } + esp_camera_fb_return(fb); + int64_t fr_end = esp_timer_get_time(); + Serial.printf("JPG: %uB %ums\n", (uint32_t)(fb_len), (uint32_t)((fr_end - fr_start)/1000)); + return res; + } + + dl_matrix3du_t *image_matrix = dl_matrix3du_alloc(1, fb->width, fb->height, 3); + if (!image_matrix) { + esp_camera_fb_return(fb); + Serial.println("dl_matrix3du_alloc failed"); + httpd_resp_send_500(req); + return ESP_FAIL; } + + out_buf = image_matrix->item; + out_len = fb->width * fb->height * 3; + out_width = fb->width; + out_height = fb->height; + + s = fmt2rgb888(fb->buf, fb->len, fb->format, out_buf); esp_camera_fb_return(fb); + if(!s){ + dl_matrix3du_free(image_matrix); + Serial.println("to rgb888 failed"); + httpd_resp_send_500(req); + return ESP_FAIL; + } + + box_array_t *net_boxes = face_detect(image_matrix, &mtmn_config); + + if (net_boxes){ + detected = true; + if(recognition_enabled){ + face_id = run_face_recognition(image_matrix, net_boxes); + } + draw_face_boxes(image_matrix, net_boxes, face_id); + free(net_boxes->box); + free(net_boxes->landmark); + free(net_boxes); + } + + jpg_chunking_t jchunk = {req, 0}; + s = fmt2jpg_cb(out_buf, out_len, out_width, out_height, PIXFORMAT_RGB888, 90, jpg_encode_stream, &jchunk); + dl_matrix3du_free(image_matrix); + if(!s){ + Serial.println("JPEG compression failed"); + return ESP_FAIL; + } + int64_t fr_end = esp_timer_get_time(); - Serial.printf("JPG: %uB %ums", (uint32_t)(fb_len), (uint32_t)((fr_end - fr_start)/1000)); + Serial.printf("FACE: %uB %ums %s%d\n", (uint32_t)(jchunk.len), (uint32_t)((fr_end - fr_start)/1000), detected?"DETECTED ":"", face_id); return res; } @@ -117,6 +307,14 @@ static esp_err_t stream_handler(httpd_req_t *req){ size_t _jpg_buf_len = 0; uint8_t * _jpg_buf = NULL; char * part_buf[64]; + dl_matrix3du_t *image_matrix = NULL; + bool detected = false; + int face_id = 0; + int64_t fr_start = 0; + int64_t fr_ready = 0; + int64_t fr_face = 0; + int64_t fr_recognize = 0; + int64_t fr_encode = 0; static int64_t last_frame = 0; if(!last_frame) { @@ -129,22 +327,76 @@ static esp_err_t stream_handler(httpd_req_t *req){ } while(true){ + detected = false; + face_id = 0; fb = esp_camera_fb_get(); if (!fb) { - Serial.printf("Camera capture failed"); + Serial.println("Camera capture failed"); res = ESP_FAIL; } else { - if(fb->format != PIXFORMAT_JPEG){ - bool jpeg_converted = frame2jpg(fb, 80, &_jpg_buf, &_jpg_buf_len); - esp_camera_fb_return(fb); - fb = NULL; - if(!jpeg_converted){ - Serial.printf("JPEG compression failed"); - res = ESP_FAIL; + fr_start = esp_timer_get_time(); + fr_ready = fr_start; + fr_face = fr_start; + fr_encode = fr_start; + fr_recognize = fr_start; + if(!detection_enabled || fb->width > 400){ + if(fb->format != PIXFORMAT_JPEG){ + bool jpeg_converted = frame2jpg(fb, 80, &_jpg_buf, &_jpg_buf_len); + esp_camera_fb_return(fb); + fb = NULL; + if(!jpeg_converted){ + Serial.println("JPEG compression failed"); + res = ESP_FAIL; + } + } else { + _jpg_buf_len = fb->len; + _jpg_buf = fb->buf; } } else { - _jpg_buf_len = fb->len; - _jpg_buf = fb->buf; + + image_matrix = dl_matrix3du_alloc(1, fb->width, fb->height, 3); + + if (!image_matrix) { + Serial.println("dl_matrix3du_alloc failed"); + res = ESP_FAIL; + } else { + if(!fmt2rgb888(fb->buf, fb->len, fb->format, image_matrix->item)){ + Serial.println("fmt2rgb888 failed"); + res = ESP_FAIL; + } else { + fr_ready = esp_timer_get_time(); + box_array_t *net_boxes = NULL; + if(detection_enabled){ + net_boxes = face_detect(image_matrix, &mtmn_config); + } + fr_face = esp_timer_get_time(); + fr_recognize = fr_face; + if (net_boxes || fb->format != PIXFORMAT_JPEG){ + if(net_boxes){ + detected = true; + if(recognition_enabled){ + face_id = run_face_recognition(image_matrix, net_boxes); + } + fr_recognize = esp_timer_get_time(); + draw_face_boxes(image_matrix, net_boxes, face_id); + free(net_boxes->box); + free(net_boxes->landmark); + free(net_boxes); + } + if(!fmt2jpg(image_matrix->item, fb->width*fb->height*3, fb->width, fb->height, PIXFORMAT_RGB888, 90, &_jpg_buf, &_jpg_buf_len)){ + Serial.println("fmt2jpg failed"); + res = ESP_FAIL; + } + esp_camera_fb_return(fb); + fb = NULL; + } else { + _jpg_buf = fb->buf; + _jpg_buf_len = fb->len; + } + fr_encode = esp_timer_get_time(); + } + dl_matrix3du_free(image_matrix); + } } } if(res == ESP_OK){ @@ -170,14 +422,22 @@ static esp_err_t stream_handler(httpd_req_t *req){ } int64_t fr_end = esp_timer_get_time(); + int64_t ready_time = (fr_ready - fr_start)/1000; + int64_t face_time = (fr_face - fr_ready)/1000; + int64_t recognize_time = (fr_recognize - fr_face)/1000; + int64_t encode_time = (fr_encode - fr_recognize)/1000; + int64_t process_time = (fr_encode - fr_start)/1000; + int64_t frame_time = fr_end - last_frame; last_frame = fr_end; frame_time /= 1000; uint32_t avg_frame_time = ra_filter_run(&ra_filter, frame_time); - Serial.printf("MJPG: %uB %ums (%.1ffps), AVG: %ums (%.1ffps)" - ,(uint32_t)(_jpg_buf_len), + Serial.printf("MJPG: %uB %ums (%.1ffps), AVG: %ums (%.1ffps), %u+%u+%u+%u=%u %s%d\n", + (uint32_t)(_jpg_buf_len), (uint32_t)frame_time, 1000.0 / (uint32_t)frame_time, - avg_frame_time, 1000.0 / avg_frame_time + avg_frame_time, 1000.0 / avg_frame_time, + (uint32_t)ready_time, (uint32_t)face_time, (uint32_t)recognize_time, (uint32_t)encode_time, (uint32_t)process_time, + (detected)?"DETECTED ":"", face_id ); } @@ -247,6 +507,19 @@ static esp_err_t cmd_handler(httpd_req_t *req){ else if(!strcmp(variable, "special_effect")) res = s->set_special_effect(s, val); else if(!strcmp(variable, "wb_mode")) res = s->set_wb_mode(s, val); else if(!strcmp(variable, "ae_level")) res = s->set_ae_level(s, val); + else if(!strcmp(variable, "face_detect")) { + detection_enabled = val; + if(!detection_enabled) { + recognition_enabled = 0; + } + } + else if(!strcmp(variable, "face_enroll")) is_enrolling = val; + else if(!strcmp(variable, "face_recognize")) { + recognition_enabled = val; + if(recognition_enabled){ + detection_enabled = val; + } + } else { res = -1; } @@ -286,9 +559,13 @@ static esp_err_t status_handler(httpd_req_t *req){ p+=sprintf(p, "\"wpc\":%u,", s->status.wpc); p+=sprintf(p, "\"raw_gma\":%u,", s->status.raw_gma); p+=sprintf(p, "\"lenc\":%u,", s->status.lenc); + p+=sprintf(p, "\"vflip\":%u,", s->status.vflip); p+=sprintf(p, "\"hmirror\":%u,", s->status.hmirror); p+=sprintf(p, "\"dcw\":%u,", s->status.dcw); - p+=sprintf(p, "\"colorbar\":%u", s->status.colorbar); + p+=sprintf(p, "\"colorbar\":%u,", s->status.colorbar); + p+=sprintf(p, "\"face_detect\":%u,", detection_enabled); + p+=sprintf(p, "\"face_enroll\":%u,", is_enrolling); + p+=sprintf(p, "\"face_recognize\":%u", recognition_enabled); *p++ = '}'; *p++ = 0; httpd_resp_set_type(req, "application/json"); @@ -342,7 +619,21 @@ void startCameraServer(){ ra_filter_init(&ra_filter, 20); - Serial.printf("Starting web server on port: '%d'", config.server_port); + + mtmn_config.min_face = 80; + mtmn_config.pyramid = 0.7; + mtmn_config.p_threshold.score = 0.6; + mtmn_config.p_threshold.nms = 0.7; + mtmn_config.r_threshold.score = 0.7; + mtmn_config.r_threshold.nms = 0.7; + mtmn_config.r_threshold.candidate_number = 4; + mtmn_config.o_threshold.score = 0.7; + mtmn_config.o_threshold.nms = 0.4; + mtmn_config.o_threshold.candidate_number = 1; + + face_id_init(&id_list, FACE_ID_SAVE_NUMBER, ENROLL_CONFIRM_TIMES); + + Serial.printf("Starting web server on port: '%d'\n", config.server_port); if (httpd_start(&camera_httpd, &config) == ESP_OK) { httpd_register_uri_handler(camera_httpd, &index_uri); httpd_register_uri_handler(camera_httpd, &cmd_uri); @@ -352,7 +643,7 @@ void startCameraServer(){ config.server_port += 1; config.ctrl_port += 1; - Serial.printf("Starting stream server on port: '%d'", config.server_port); + Serial.printf("Starting stream server on port: '%d'\n", config.server_port); if (httpd_start(&stream_httpd, &config) == ESP_OK) { httpd_register_uri_handler(stream_httpd, &stream_uri); } diff --git a/libraries/ESP32/examples/Camera/CameraWebServer/camera_index.h b/libraries/ESP32/examples/Camera/CameraWebServer/camera_index.h index e2da72779b7..346ea41c9ae 100644 --- a/libraries/ESP32/examples/Camera/CameraWebServer/camera_index.h +++ b/libraries/ESP32/examples/Camera/CameraWebServer/camera_index.h @@ -1,233 +1,233 @@ - -//File: index.html.gz, Size: 3635 -#define index_html_gz_len 3635 +//File: index.html.gz, Size: 3663 +#define index_html_gz_len 3663 const uint8_t index_html_gz[] = { - 0x1F, 0x8B, 0x08, 0x08, 0x8A, 0xF8, 0xFE, 0x5B, 0x00, 0x03, 0x69, 0x6E, 0x64, 0x65, 0x78, 0x2E, - 0x68, 0x74, 0x6D, 0x6C, 0x00, 0xDD, 0x5C, 0xFD, 0x72, 0xDA, 0xB8, 0x16, 0xFF, 0x7F, 0x9F, 0xC2, - 0x71, 0x77, 0x8B, 0x3D, 0x6B, 0x08, 0x10, 0x92, 0xA6, 0x26, 0x90, 0x0D, 0x84, 0xB6, 0x3B, 0xD3, - 0xAF, 0x6D, 0xF6, 0xEE, 0xEE, 0xCC, 0xCE, 0x4E, 0x2B, 0x6C, 0x19, 0xD4, 0x18, 0x8B, 0xDA, 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0xBC, 0x97, 0x20, + 0xFF, 0x4E, 0x05, 0xE8, 0x12, 0x2D, 0xE8, 0x12, 0xE9, 0x46, 0x94, 0xE9, 0x92, 0x95, 0xBD, 0x74, + 0xF6, 0xD1, 0x3D, 0xC2, 0xD3, 0x82, 0xA7, 0x1B, 0xE3, 0xD5, 0x54, 0x85, 0x57, 0x24, 0x41, 0x81, + 0xD1, 0x82, 0x02, 0x23, 0xDD, 0x18, 0x65, 0x0A, 0x64, 0x25, 0x33, 0x55, 0x60, 0xB2, 0x26, 0xFD, + 0xE4, 0x0D, 0x15, 0xE8, 0xF0, 0x65, 0x0D, 0xE1, 0xAC, 0xF8, 0xEA, 0xC6, 0xE5, 0x3D, 0xB4, 0xE9, + 0x1E, 0x4F, 0xD0, 0xF5, 0x72, 0x41, 0xD7, 0x4B, 0xDD, 0x78, 0x72, 0x7E, 0x29, 0x1B, 0x09, 0x14, + 0x6F, 0xA2, 0x4D, 0x78, 0x45, 0x33, 0x88, 0xF6, 0x85, 0x7F, 0x42, 0xF0, 0x4E, 0xE6, 0x58, 0x92, + 0xBA, 0x9A, 0x31, 0x5D, 0x68, 0xC8, 0xC3, 0x01, 0xD3, 0x4A, 0xEF, 0x3C, 0x0C, 0xAB, 0x8C, 0xE4, + 0xAD, 0x4B, 0xA5, 0xFD, 0xF3, 0x73, 0x85, 0x06, 0x8A, 0xF8, 0x0F, 0x03, 0x4A, 0x90, 0xED, 0x50, + 0x55, 0xE4, 0x26, 0x72, 0x05, 0xF3, 0x7F, 0xCB, 0x01, 0x21, 0xA5, 0xB0, 0x1E, 0x09, 0x15, 0x17, + 0xF3, 0xFD, 0x1B, 0xF8, 0x88, 0x63, 0x4F, 0x89, 0xA3, 0x24, 0x5A, 0xE8, 0x26, 0x3F, 0xD2, 0x3A, + 0xDA, 0x44, 0x37, 0x8E, 0x26, 0xA9, 0x47, 0x41, 0x4B, 0xDE, 0x5B, 0x32, 0x15, 0x41, 0xC7, 0x2F, + 0x07, 0xD1, 0xF1, 0x4B, 0x41, 0xC7, 0x2F, 0x00, 0xD8, 0x2C, 0x03, 0x7A, 0x52, 0x43, 0x30, 0xA3, + 0xAA, 0x27, 0xBD, 0x10, 0x5A, 0x57, 0x33, 0xBF, 0xCC, 0x4C, 0x16, 0x95, 0xF2, 0x48, 0x6E, 0xD7, + 0x3E, 0x3F, 0x16, 0xFF, 0x6A, 0xEE, 0xFF, 0x81, 0x09, 0x07, 0x8B, 0x81, 0x4E, 0x00, 0x00 }; diff --git a/platform.txt b/platform.txt index f351df79711..6587caa6eb5 100644 --- a/platform.txt +++ b/platform.txt @@ -22,7 +22,7 @@ compiler.warning_flags.all=-Wall -Werror=all -Wextra compiler.path={runtime.tools.xtensa-esp32-elf-gcc.path}/bin/ compiler.sdk.path={runtime.platform.path}/tools/sdk -compiler.cpreprocessor.flags=-DESP_PLATFORM -DMBEDTLS_CONFIG_FILE="mbedtls/esp_config.h" -DHAVE_CONFIG_H "-I{compiler.sdk.path}/include/config" "-I{compiler.sdk.path}/include/app_trace" "-I{compiler.sdk.path}/include/app_update" "-I{compiler.sdk.path}/include/asio" "-I{compiler.sdk.path}/include/bootloader_support" "-I{compiler.sdk.path}/include/bt" "-I{compiler.sdk.path}/include/coap" "-I{compiler.sdk.path}/include/console" "-I{compiler.sdk.path}/include/driver" "-I{compiler.sdk.path}/include/esp-tls" "-I{compiler.sdk.path}/include/esp32" "-I{compiler.sdk.path}/include/esp_adc_cal" "-I{compiler.sdk.path}/include/esp_event" "-I{compiler.sdk.path}/include/esp_http_client" "-I{compiler.sdk.path}/include/esp_http_server" "-I{compiler.sdk.path}/include/esp_https_ota" "-I{compiler.sdk.path}/include/esp_https_server" "-I{compiler.sdk.path}/include/esp_ringbuf" "-I{compiler.sdk.path}/include/ethernet" "-I{compiler.sdk.path}/include/expat" "-I{compiler.sdk.path}/include/fatfs" "-I{compiler.sdk.path}/include/freemodbus" "-I{compiler.sdk.path}/include/freertos" "-I{compiler.sdk.path}/include/heap" "-I{compiler.sdk.path}/include/idf_test" "-I{compiler.sdk.path}/include/jsmn" "-I{compiler.sdk.path}/include/json" "-I{compiler.sdk.path}/include/libsodium" "-I{compiler.sdk.path}/include/log" "-I{compiler.sdk.path}/include/lwip" "-I{compiler.sdk.path}/include/mbedtls" "-I{compiler.sdk.path}/include/mdns" "-I{compiler.sdk.path}/include/micro-ecc" "-I{compiler.sdk.path}/include/mqtt" "-I{compiler.sdk.path}/include/newlib" "-I{compiler.sdk.path}/include/nghttp" "-I{compiler.sdk.path}/include/nvs_flash" "-I{compiler.sdk.path}/include/openssl" "-I{compiler.sdk.path}/include/protobuf-c" "-I{compiler.sdk.path}/include/protocomm" "-I{compiler.sdk.path}/include/pthread" "-I{compiler.sdk.path}/include/sdmmc" "-I{compiler.sdk.path}/include/smartconfig_ack" "-I{compiler.sdk.path}/include/soc" "-I{compiler.sdk.path}/include/spi_flash" "-I{compiler.sdk.path}/include/spiffs" "-I{compiler.sdk.path}/include/tcp_transport" "-I{compiler.sdk.path}/include/tcpip_adapter" "-I{compiler.sdk.path}/include/ulp" "-I{compiler.sdk.path}/include/unity" "-I{compiler.sdk.path}/include/vfs" "-I{compiler.sdk.path}/include/wear_levelling" "-I{compiler.sdk.path}/include/wifi_provisioning" "-I{compiler.sdk.path}/include/wpa_supplicant" "-I{compiler.sdk.path}/include/xtensa-debug-module" "-I{compiler.sdk.path}/include/esp32-camera" +compiler.cpreprocessor.flags=-DESP_PLATFORM -DMBEDTLS_CONFIG_FILE="mbedtls/esp_config.h" -DHAVE_CONFIG_H "-I{compiler.sdk.path}/include/config" "-I{compiler.sdk.path}/include/app_trace" "-I{compiler.sdk.path}/include/app_update" "-I{compiler.sdk.path}/include/asio" "-I{compiler.sdk.path}/include/bootloader_support" "-I{compiler.sdk.path}/include/bt" "-I{compiler.sdk.path}/include/coap" "-I{compiler.sdk.path}/include/console" "-I{compiler.sdk.path}/include/driver" "-I{compiler.sdk.path}/include/esp-tls" "-I{compiler.sdk.path}/include/esp32" "-I{compiler.sdk.path}/include/esp_adc_cal" "-I{compiler.sdk.path}/include/esp_event" "-I{compiler.sdk.path}/include/esp_http_client" "-I{compiler.sdk.path}/include/esp_http_server" "-I{compiler.sdk.path}/include/esp_https_ota" "-I{compiler.sdk.path}/include/esp_https_server" "-I{compiler.sdk.path}/include/esp_ringbuf" "-I{compiler.sdk.path}/include/ethernet" "-I{compiler.sdk.path}/include/expat" "-I{compiler.sdk.path}/include/fatfs" "-I{compiler.sdk.path}/include/freemodbus" "-I{compiler.sdk.path}/include/freertos" "-I{compiler.sdk.path}/include/heap" "-I{compiler.sdk.path}/include/idf_test" "-I{compiler.sdk.path}/include/jsmn" "-I{compiler.sdk.path}/include/json" "-I{compiler.sdk.path}/include/libsodium" "-I{compiler.sdk.path}/include/log" "-I{compiler.sdk.path}/include/lwip" "-I{compiler.sdk.path}/include/mbedtls" "-I{compiler.sdk.path}/include/mdns" "-I{compiler.sdk.path}/include/micro-ecc" "-I{compiler.sdk.path}/include/mqtt" "-I{compiler.sdk.path}/include/newlib" "-I{compiler.sdk.path}/include/nghttp" "-I{compiler.sdk.path}/include/nvs_flash" "-I{compiler.sdk.path}/include/openssl" "-I{compiler.sdk.path}/include/protobuf-c" "-I{compiler.sdk.path}/include/protocomm" "-I{compiler.sdk.path}/include/pthread" "-I{compiler.sdk.path}/include/sdmmc" "-I{compiler.sdk.path}/include/smartconfig_ack" "-I{compiler.sdk.path}/include/soc" "-I{compiler.sdk.path}/include/spi_flash" "-I{compiler.sdk.path}/include/spiffs" "-I{compiler.sdk.path}/include/tcp_transport" "-I{compiler.sdk.path}/include/tcpip_adapter" "-I{compiler.sdk.path}/include/ulp" "-I{compiler.sdk.path}/include/unity" "-I{compiler.sdk.path}/include/vfs" "-I{compiler.sdk.path}/include/wear_levelling" "-I{compiler.sdk.path}/include/wifi_provisioning" "-I{compiler.sdk.path}/include/wpa_supplicant" "-I{compiler.sdk.path}/include/xtensa-debug-module" "-I{compiler.sdk.path}/include/esp32-camera" "-I{compiler.sdk.path}/include/esp-face" "-I{compiler.sdk.path}/include/fb_gfx" compiler.c.cmd=xtensa-esp32-elf-gcc compiler.c.flags=-std=gnu99 -Os -g3 -fstack-protector -ffunction-sections -fdata-sections -fstrict-volatile-bitfields -mlongcalls -nostdlib -Wpointer-arith {compiler.warning_flags} -Wno-error=unused-function -Wno-error=unused-but-set-variable -Wno-error=unused-variable -Wno-error=deprecated-declarations -Wno-unused-parameter -Wno-sign-compare -Wno-old-style-declaration -MMD -c @@ -35,7 +35,7 @@ compiler.S.flags=-c -g3 -x assembler-with-cpp -MMD -mlongcalls compiler.c.elf.cmd=xtensa-esp32-elf-gcc compiler.c.elf.flags=-nostdlib "-L{compiler.sdk.path}/lib" "-L{compiler.sdk.path}/ld" -T esp32_out.ld -T esp32.common.ld -T esp32.rom.ld -T esp32.peripherals.ld -T esp32.rom.spiram_incompatible_fns.ld -u ld_include_panic_highint_hdl -u call_user_start_cpu0 -Wl,--gc-sections -Wl,-static -Wl,--undefined=uxTopUsedPriority -u __cxa_guard_dummy -u __cxx_fatal_exception -compiler.c.elf.libs=-lgcc -lopenssl -lbtdm_app -lfatfs -lwps -lcoexist -lwear_levelling -lesp_http_client -lprotobuf-c -lhal -lnewlib -ldriver -lbootloader_support -lpp -lfreemodbus -lmesh -lsmartconfig -ljsmn -lwpa -lethernet -lphy -lapp_trace -lconsole -lulp -lwpa_supplicant -lfreertos -lbt -lmicro-ecc -lesp32-camera -lcxx -lxtensa-debug-module -ltcp_transport -lmdns -lvfs -lesp_ringbuf -lsoc -lcore -lsdmmc -llibsodium -lcoap -ltcpip_adapter -lprotocomm -lesp_event -lc_nano -lesp-tls -lasio -lrtc -lspi_flash -lwpa2 -lwifi_provisioning -lesp32 -lapp_update -lnghttp -lspiffs -lunity -lesp_https_server -lespnow -lnvs_flash -lesp_adc_cal -llog -lsmartconfig_ack -lexpat -lm -lmqtt -lc -lheap -lmbedtls -llwip -lnet80211 -lesp_http_server -lpthread -ljson -lesp_https_ota -lstdc++ +compiler.c.elf.libs=-lgcc -lopenssl -lbtdm_app -lfatfs -lwps -lcoexist -lwear_levelling -lesp_http_client -lprotobuf-c -lhal -lnewlib -ldriver -lbootloader_support -lpp -lfreemodbus -lmesh -lsmartconfig -ljsmn -lwpa -lethernet -lphy -lfrmn -lapp_trace -lfr_coefficients -lconsole -lulp -lwpa_supplicant -lfreertos -lbt -lmicro-ecc -lesp32-camera -lcxx -lxtensa-debug-module -ltcp_transport -lmdns -lvfs -lmtmn -lesp_ringbuf -lsoc -lcore -lfb_gfx -lsdmmc -llibsodium -lcoap -ltcpip_adapter -lprotocomm -lesp_event -limage_util -lc_nano -lesp-tls -lasio -lrtc -lspi_flash -lwpa2 -lwifi_provisioning -lesp32 -lface_recognition -lapp_update -lnghttp -llib -lspiffs -lface_detection -lunity -lesp_https_server -lespnow -lnvs_flash -lesp_adc_cal -llog -ldl_lib -lsmartconfig_ack -lexpat -lfd_coefficients -lm -lmqtt -lc -lheap -lmbedtls -llwip -lnet80211 -lesp_http_server -lpthread -ljson -lesp_https_ota -lstdc++ compiler.as.cmd=xtensa-esp32-elf-as diff --git a/tools/partitions/huge_app.csv b/tools/partitions/huge_app.csv new file mode 100644 index 00000000000..7c1c548d700 --- /dev/null +++ b/tools/partitions/huge_app.csv @@ -0,0 +1,6 @@ +# Name, Type, SubType, Offset, Size, Flags +nvs, data, nvs, 0x9000, 0x5000, +otadata, data, ota, 0xe000, 0x2000, +app0, app, ota_0, 0x10000, 0x300000, +eeprom, data, 0x99, 0x310000,0x1000, +spiffs, data, spiffs, 0x311000,0xEF000, diff --git a/tools/platformio-build.py b/tools/platformio-build.py index 63c390c7ea5..d69113ffa84 100644 --- a/tools/platformio-build.py +++ b/tools/platformio-build.py @@ -152,6 +152,8 @@ join(FRAMEWORK_DIR, "tools", "sdk", "include", "wpa_supplicant"), join(FRAMEWORK_DIR, "tools", "sdk", "include", "xtensa-debug-module"), join(FRAMEWORK_DIR, "tools", "sdk", "include", "esp32-camera"), + join(FRAMEWORK_DIR, "tools", "sdk", "include", "esp-face"), + join(FRAMEWORK_DIR, "tools", "sdk", "include", "fb_gfx"), join(FRAMEWORK_DIR, "cores", env.BoardConfig().get("build.core")) ], @@ -161,7 +163,7 @@ ], LIBS=[ - "-lgcc", "-lopenssl", "-lbtdm_app", "-lfatfs", "-lwps", "-lcoexist", "-lwear_levelling", "-lesp_http_client", "-lprotobuf-c", "-lhal", "-lnewlib", "-ldriver", "-lbootloader_support", "-lpp", "-lfreemodbus", "-lmesh", "-lsmartconfig", "-ljsmn", "-lwpa", "-lethernet", "-lphy", "-lapp_trace", "-lconsole", "-lulp", "-lwpa_supplicant", "-lfreertos", "-lbt", "-lmicro-ecc", "-lesp32-camera", "-lcxx", "-lxtensa-debug-module", "-ltcp_transport", "-lmdns", "-lvfs", "-lesp_ringbuf", "-lsoc", "-lcore", "-lsdmmc", "-llibsodium", "-lcoap", "-ltcpip_adapter", "-lprotocomm", "-lesp_event", "-lc_nano", "-lesp-tls", "-lasio", "-lrtc", "-lspi_flash", "-lwpa2", "-lwifi_provisioning", "-lesp32", "-lapp_update", "-lnghttp", "-lspiffs", "-lunity", "-lesp_https_server", "-lespnow", "-lnvs_flash", "-lesp_adc_cal", "-llog", "-lsmartconfig_ack", "-lexpat", "-lm", "-lmqtt", "-lc", "-lheap", "-lmbedtls", "-llwip", "-lnet80211", "-lesp_http_server", "-lpthread", "-ljson", "-lesp_https_ota", "-lstdc++" + "-lgcc", "-lopenssl", "-lbtdm_app", "-lfatfs", "-lwps", "-lcoexist", "-lwear_levelling", "-lesp_http_client", "-lprotobuf-c", "-lhal", "-lnewlib", "-ldriver", "-lbootloader_support", "-lpp", "-lfreemodbus", "-lmesh", "-lsmartconfig", "-ljsmn", "-lwpa", "-lethernet", "-lphy", "-lfrmn", "-lapp_trace", "-lfr_coefficients", "-lconsole", "-lulp", "-lwpa_supplicant", "-lfreertos", "-lbt", "-lmicro-ecc", "-lesp32-camera", "-lcxx", "-lxtensa-debug-module", "-ltcp_transport", "-lmdns", "-lvfs", "-lmtmn", "-lesp_ringbuf", "-lsoc", "-lcore", "-lfb_gfx", "-lsdmmc", "-llibsodium", "-lcoap", "-ltcpip_adapter", "-lprotocomm", "-lesp_event", "-limage_util", "-lc_nano", "-lesp-tls", "-lasio", "-lrtc", "-lspi_flash", "-lwpa2", "-lwifi_provisioning", "-lesp32", "-lface_recognition", "-lapp_update", "-lnghttp", "-llib", "-lspiffs", "-lface_detection", "-lunity", "-lesp_https_server", "-lespnow", "-lnvs_flash", "-lesp_adc_cal", "-llog", "-ldl_lib", "-lsmartconfig_ack", "-lexpat", "-lfd_coefficients", "-lm", "-lmqtt", "-lc", "-lheap", "-lmbedtls", "-llwip", "-lnet80211", "-lesp_http_server", "-lpthread", "-ljson", "-lesp_https_ota", "-lstdc++" ], LIBSOURCE_DIRS=[ diff --git a/tools/sdk/bin/bootloader_qout_40m.bin b/tools/sdk/bin/bootloader_qout_40m.bin index 06b6f0f44b430d9b2ace88eac47cf6e416add3d4..99b549af03a565cbf92da5454df4798c37712eec 100644 GIT binary patch delta 50 zcmV-20L}l9iUE*{0kHlx0UERaHSi80Y~S57rFgRNgM_WhjdPN;xRq?ZwfNE6{m4(q IDz7H}sg=GQX8-^I delta 50 zcmV-20L}l9iUE*{0kHlx0SdGKHSi80eEnCPrRED8lX&Yf;i19pnwZjIPS^@Qiv?7*_W?!3X;4MN@0L8g Id!EbDuN%M@DF6Tf delta 50 zcmV-20L}k^iUEL%0kHlx0SdGKHQ){*ohMWGiQcOrNm7}tgKP}nHhEDo-=r@w4fK&J IPIAO#RxkDz1ONa4 diff --git a/tools/sdk/include/bt/esp_gap_ble_api.h b/tools/sdk/include/bt/esp_gap_ble_api.h index 5a65decf1b0..d067f421084 100644 --- a/tools/sdk/include/bt/esp_gap_ble_api.h +++ b/tools/sdk/include/bt/esp_gap_ble_api.h @@ -1140,7 +1140,7 @@ esp_err_t esp_ble_passkey_reply(esp_bd_addr_t bd_addr, bool accept, uint32_t pas /** -* @brief Reply the confirm value to the peer device in the legacy connection stage. +* @brief Reply the confirm value to the peer device in the secure connection stage. * * @param[in] bd_addr : BD address of the peer device * @param[in] accept : numbers to compare are the same or different. diff --git a/tools/sdk/include/config/sdkconfig.h b/tools/sdk/include/config/sdkconfig.h index 38b612e19d9..34bff7fec3a 100644 --- a/tools/sdk/include/config/sdkconfig.h +++ b/tools/sdk/include/config/sdkconfig.h @@ -190,6 +190,7 @@ #define CONFIG_LWIP_SO_REUSE_RXTOALL 1 #define CONFIG_MB_CONTROLLER_NOTIFY_TIMEOUT 20 #define CONFIG_PARTITION_TABLE_SINGLE_APP 1 +#define CONFIG_XTENSA_IMPL 1 #define CONFIG_UNITY_ENABLE_FLOAT 1 #define CONFIG_ESP32_WIFI_RX_BA_WIN 6 #define CONFIG_MBEDTLS_X509_CSR_PARSE_C 1 @@ -233,6 +234,7 @@ #define CONFIG_LOG_BOOTLOADER_LEVEL 0 #define CONFIG_MBEDTLS_TLS_ENABLED 1 #define CONFIG_LWIP_MAX_RAW_PCBS 16 +#define CONFIG_BTU_TASK_STACK_SIZE 4096 #define CONFIG_SMP_ENABLE 1 #define CONFIG_SPIRAM_SIZE -1 #define CONFIG_MBEDTLS_SSL_SESSION_TICKETS 1 diff --git a/tools/sdk/include/esp-face/dl_lib.h b/tools/sdk/include/esp-face/dl_lib.h new file mode 100644 index 00000000000..c95fb1dce16 --- /dev/null +++ b/tools/sdk/include/esp-face/dl_lib.h @@ -0,0 +1,336 @@ +#ifndef DL_LIB_H +#define DL_LIB_H +#ifdef __cplusplus +extern "C" { +#endif + +#include "dl_lib_matrix.h" +#include "dl_lib_matrixq.h" +#include "dl_lib_matrix3d.h" +#include "dl_lib_matrix3dq.h" + + typedef int padding_state; + /** + * @brief Does a fast version of the exp() operation on a floating point number. + * + * As described in https://codingforspeed.com/using-faster-exponential-approximation/ + * Should be good til an input of 5 or so with a steps factor of 8. + * + * @param in Floating point input + * @param steps Approximation steps. More is more precise. 8 or 10 should be good enough for most purposes. + * @return Exp()'ed output + */ + fptp_t fast_exp(double x, int steps); + + /** + * @brief Does a softmax operation on a matrix. + * + * @param in Input matrix + * @param out Output matrix. Can be the same as the input matrix; if so, + output results overwrite the input. + */ + void dl_softmax(const dl_matrix2d_t *in, + dl_matrix2d_t *out); + + /** + * @brief Does a softmax operation on a quantized matrix. + * + * @param in Input matrix + * @param out Output matrix. Can be the same as the input matrix; if so, output results overwrite the input. + */ + void dl_softmax_q(const dl_matrix2dq_t *in, dl_matrix2dq_t *out); + + /** + * @brief Does a sigmoid operation on a floating point number + * + * @param in Floating point input + * @return Sigmoid output + */ + fptp_t dl_sigmoid_op(fptp_t in); + + /** + * @brief Does a sigmoid operation on a matrix. + * + * @param in Input matrix + * @param out Output matrix. Can be the same as the input matrix; if so, output results overwrite the input. + */ + void dl_sigmoid(const dl_matrix2d_t *in, dl_matrix2d_t *out); + + /** + * @brief Does a tanh operation on a floating point number + * + * @param in Floating point input number + * @return Tanh value + */ + fptp_t dl_tanh_op(fptp_t v); + + /** + * @brief Does a tanh operation on a matrix. + * + * @param in Input matrix + * @param out Output matrix. Can be the same as the input matrix; if so, output results overwrite the input. + */ + void dl_tanh(const dl_matrix2d_t *in, dl_matrix2d_t *out); + + /** + * @brief Does a relu (Rectifier Linear Unit) operation on a floating point number + * + * @param in Floating point input + * @param clip If value is higher than this, it will be clipped to this value + * @return Relu output + */ + fptp_t dl_relu_op(fptp_t in, fptp_t clip); + + /** + * @brief Does a ReLu operation on a matrix. + * + * @param in Input matrix + * @param clip If values are higher than this, they will be clipped to this value + * @param out Output matrix. Can be the same as the input matrix; if so, output results overwrite the input. + */ + void dl_relu(const dl_matrix2d_t *in, fptp_t clip, dl_matrix2d_t *out); + + /** + * @brief Fully connected layer operation + * + * @param in Input vector + * @param weight Weights of the neurons + * @param bias Biases for the neurons. Can be NULL if a bias of 0 is required. + * @param out Output array. Outputs are placed here. Needs to be an initialized, weight->w by in->h in size, matrix. + */ + void dl_fully_connect_layer(const dl_matrix2d_t *in, + const dl_matrix2d_t *weight, + const dl_matrix2d_t *bias, + dl_matrix2d_t *out); + + /** + * @brief Pre-calculate the sqrtvari variable for the batch_normalize function. + * The sqrtvari matrix depends on the variance and epsilon values, which normally are constant. Hence, + * this matrix only needs to be calculated once. This function does that. + * + * @param + * @return + */ + void dl_batch_normalize_get_sqrtvar(const dl_matrix2d_t *variance, + fptp_t epsilon, + dl_matrix2d_t *out); + + /** + * @brief Batch-normalize a matrix + * + * @param m The matrix to normalize + * @param offset Offset matrix + * @param scale Scale matrix + * @param mean Mean matrix + * @param sqrtvari Matrix precalculated using dl_batch_normalize_get_sqrtvar + * @return + */ + void dl_batch_normalize(dl_matrix2d_t *m, + const dl_matrix2d_t *offset, + const dl_matrix2d_t *scale, + const dl_matrix2d_t *mean, + const dl_matrix2d_t *sqrtvari); + + /** + * @brief Do a basic LSTM layer pass. + * + * @warning Returns state_h pointer, so do not free result. + + * @param in Input vector + * @param state_c Internal state of the LSTM network + * @param state_h Internal state (previous output values) of the LSTM network + * @param weights Weights for the neurons + * @param bias Bias for the neurons. Can be NULL if no bias is required + * @return Output values of the neurons + */ + dl_matrix2d_t *dl_basic_lstm_layer(const dl_matrix2d_t *in, + dl_matrix2d_t *state_c, + dl_matrix2d_t *state_h, + const dl_matrix2d_t *weight, + const dl_matrix2d_t *bias); + + /** + * @brief Do a basic LSTM layer pass, partial quantized version. + * This LSTM function accepts 16-bit fixed-point weights and 32-bit float-point bias. + * + * @warning Returns state_h pointer, so do not free result. + + * @param in Input vector + * @param state_c Internal state of the LSTM network + * @param state_h Internal state (previous output values) of the LSTM network + * @param weights Weights for the neurons, need to be quantised + * @param bias Bias for the neurons. Can be NULL if no bias is required + * @return Output values of the neurons + */ + dl_matrix2d_t *dl_basic_lstm_layer_quantised_weights(const dl_matrix2d_t *in, + dl_matrix2d_t *state_c, + dl_matrix2d_t *state_h, + const dl_matrix2dq_t *weight, + const dl_matrix2d_t *bias); + + /** + * @brief Do a fully-connected layer pass, fully-quantized version. + * + * @param in Input vector + * @param weight Weights of the neurons + * @param bias Bias values of the neurons. Can be NULL if no bias is needed. + * @param shift Number of bits to shift the result back by. See dl_lib_matrixq.h for more info + * @return Output values of the neurons + */ + void dl_fully_connect_layer_q(const dl_matrix2dq_t *in, + const dl_matrix2dq_t *weight, + const dl_matrix2dq_t *bias, + dl_matrix2dq_t *out, + int shift); + + /** + * @brief Do a basic LSTM layer pass, fully-quantized version + * + * @warning Returns state_h pointer, so do not free result. + + * @param in Input vector + * @param state_c Internal state of the LSTM network + * @param state_h Internal state (previous output values) of the LSTM network + * @param weights Weights for the neurons + * @param bias Bias for the neurons. Can be NULL if no bias is required + * @param shift Number of bits to shift the result back by. See dl_lib_matrixq.h for more info + * @return Output values of the neurons + */ + dl_matrix2dq_t *dl_basic_lstm_layer_q(const dl_matrix2dq_t *in, + dl_matrix2dq_t *state_c, + dl_matrix2dq_t *state_h, + const dl_matrix2dq_t *weight, + const dl_matrix2dq_t *bias, + int shift); + + /** + * @brief Batch-normalize a matrix, fully-quantized version + * + * @param m The matrix to normalize + * @param offset Offset matrix + * @param scale Scale matrix + * @param mean Mean matrix + * @param sqrtvari Matrix precalculated using dl_batch_normalize_get_sqrtvar + * @param shift Number of bits to shift the result back by. See dl_lib_matrixq.h for more info + * @return + */ + void dl_batch_normalize_q(dl_matrix2dq_t *m, + const dl_matrix2dq_t *offset, + const dl_matrix2dq_t *scale, + const dl_matrix2dq_t *mean, + const dl_matrix2dq_t *sqrtvari, + int shift); + + /** + * @brief Does a relu (Rectifier Linear Unit) operation on a fixed-point number + * This accepts and returns fixed-point 32-bit number with the last 15 bits being the bits after the decimal + * point. (Equivalent to a mantissa in a quantized matrix with exponent -15.) + * + * @param in Fixed-point input + * @param clip If value is higher than this, it will be clipped to this value + * @return Relu output + */ + qtp_t dl_relu_q_op(qtp_t in, + qtp_t clip); + + /** + * @brief Does a ReLu operation on a matrix, quantized version + * + * @param in Input matrix + * @param clip If values are higher than this, they will be clipped to this value + * @param out Output matrix. Can be the same as the input matrix; if so, output results overwrite the input. + */ + void dl_relu_q(const dl_matrix2dq_t *in, + fptp_t clip, + dl_matrix2dq_t *out); + + /** + * @brief Does a sigmoid operation on a fixed-point number. + * This accepts and returns a fixed-point 32-bit number with the last 15 bits being the bits after the decimal + * point. (Equivalent to a mantissa in a quantized matrix with exponent -15.) + * + * @param in Fixed-point input + * @return Sigmoid output + */ + int dl_sigmoid_op_q(const int in); + + /** + * @brief Does a sigmoid operation on a matrix, quantized version + * + * @param in Input matrix + * @param out Output matrix. Can be the same as the input matrix; if so, output results overwrite the input. + */ + void dl_sigmoid_q(const dl_matrix2dq_t *in, + dl_matrix2dq_t *out); + + /** + * @brief Does a tanh operation on a matrix, quantized version + * + * @param in Input matrix + * @param out Output matrix. Can be the same as the input matrix; if so, output results overwrite the input. + */ + void dl_tanh_q(const dl_matrix2dq_t *in, + dl_matrix2dq_t *out); + + /** + * @brief Do a basic CNN layer pass. + * + * @Warning This just supports the single channel input image, and the output is single row matrix. + That is to say, the height of output is 1, and the weight of output is out_channels*out_image_width*out_image_height + * + * @param in Input single channel image + * @param weight Weights of the neurons, weight->w = out_channels, weight->h = filter_width*filter_height + * @param bias Bias for the CNN layer. + * @param filter_height The height of convolution kernel + * @param filter_width The width of convolution kernel + * @param out_channels The number of output channels of convolution kernel + * @param stride_x The step length of the convolution window in x(width) direction + * @param stride_y The step length of the convolution window in y(height) direction + * @param pad One of `"VALID"` or `"SAME"`, 0 is "VALID" and the other is "SAME" + * @param out The result of CNN layer, out->h=1. + * @return The result of CNN layer. + */ + dl_matrix2d_t *dl_basic_conv_layer(const dl_matrix2d_t *in, + const dl_matrix2d_t *weight, + const dl_matrix2d_t *bias, + int filter_width, + int filter_height, + const int out_channels, + const int stride_x, + const int stride_y, + padding_state pad, + const dl_matrix2d_t *out); + + /** + * @brief Do a basic CNN layer pass, quantised wersion. + * + * @Warning This just supports the single channel input image, and the output is single row matrix. + That is to say, the height of output is 1, and the weight of output is out_channels*out_image_width*out_image_height + * + * @param in Input single channel image + * @param weight Weights of the neurons, weight->w = out_channels, weight->h = filter_width*filter_height, + * @param bias Bias of the neurons. + * @param filter_height The height of convolution kernel + * @param filter_width The width of convolution kernel + * @param out_channels The number of output channels of convolution kernel + * @param stride_x The step length of the convolution window in x(width) direction + * @param stride_y The step length of the convolution window in y(height) direction + * @param pad One of `"VALID"` or `"SAME"`, 0 is "VALID" and the other is "SAME" + * @param out The result of CNN layer, out->h=1 + * @return The result of CNN layer + */ + dl_matrix2d_t *dl_basic_conv_layer_quantised_weight(const dl_matrix2d_t *in, + const dl_matrix2dq_t *weight, + const dl_matrix2d_t *bias, + int filter_width, + int filter_height, + const int out_channels, + const int stride_x, + const int stride_y, + padding_state pad, + const dl_matrix2d_t *out); + +#ifdef __cplusplus +} +#endif +#endif diff --git a/tools/sdk/include/esp-face/dl_lib_coefgetter_if.h b/tools/sdk/include/esp-face/dl_lib_coefgetter_if.h new file mode 100644 index 00000000000..3fa532ce836 --- /dev/null +++ b/tools/sdk/include/esp-face/dl_lib_coefgetter_if.h @@ -0,0 +1,47 @@ +#ifndef DL_LIB_COEFGETTER_IF_H +#define DL_LIB_COEFGETTER_IF_H + +#include "dl_lib_matrix.h" +#include "dl_lib_matrixq.h" +#include "dl_lib_matrix3d.h" +#include "dl_lib_matrix3dq.h" + +//Set this if the coefficient requested is a batch-normalization popvar matrix which needs to be preprocessed by +//dl_batch_normalize_get_sqrtvar first. +#define COEF_GETTER_HINT_BNVAR (1<<0) + +/* +This struct describes the basic information of model data: +word_num: the number of wake words or speech commands +word_list: the name list of wake words or speech commands +thres_list: the threshold list of wake words or speech commands +info_str: the string used to reflect the version and information of model data + which consist of the architecture of network, the version of model data, wake words and their threshold +*/ +typedef struct { + int word_num; + char **word_list; + int *win_list; + float *thresh_list; + char *info_str; +} model_info_t; + +/* +This struct describes a generic coefficient getter: a way to get the constant coefficients needed for a neural network. +For the two getters, the name describes the name of the coefficient matrix, usually the same as the Numpy filename the +coefficient was originally stored in. The arg argument can be used to optionally pass an additional user-defined argument +to the getter (e.g. the directory to look for files in the case of the Numpy file loader getter). The hint argument +is a bitwise OR of the COEF_GETTER_HINT_* flags or 0 when none is needed. Use the free_f/free_q functions to release the +memory for the returned matrices, when applicable. +*/ +typedef struct { + const dl_matrix2d_t* (*getter_f)(const char *name, void *arg, int hint); + const dl_matrix2dq_t* (*getter_q)(const char *name, void *arg, int hint); + const dl_matrix3d_t* (*getter_3d)(const char *name, void *arg, int hint); + const dl_matrix3dq_t* (*getter_3dq)(const char *name, void *arg, int hint); + void (*free_f)(const dl_matrix2d_t *m); + void (*free_q)(const dl_matrix2dq_t *m); + const model_info_t* (*getter_info)(void *arg); +} model_coeff_getter_t; + +#endif diff --git a/tools/sdk/include/esp-face/dl_lib_matrix.h b/tools/sdk/include/esp-face/dl_lib_matrix.h new file mode 100644 index 00000000000..41964a248e6 --- /dev/null +++ b/tools/sdk/include/esp-face/dl_lib_matrix.h @@ -0,0 +1,216 @@ +#ifndef DL_LIB_MATRIX_H +#define DL_LIB_MATRIX_H + +typedef float fptp_t; + + +//Flags for matrices +#define DL_MF_FOREIGNDATA (1<<0) /*< Matrix *item data actually points to another matrix and should not be freed */ + +//'Normal' float matrix +typedef struct { + int w; /*< Width */ + int h; /*< Height */ + int stride; /*< Row stride, essentially how many items to skip to get to the same position in the next row */ + int flags; /*< Flags. OR of DL_MF_* values */ + fptp_t *item; /*< Pointer to item array */ +} dl_matrix2d_t; + +//Macro to quickly access the raw items in a matrix +#define DL_ITM(m, x, y) m->item[(x)+(y)*m->stride] + + +//#define DL_ITM3D(m, n, x, y, z) (m)->item[(n) * (m)->stride * (m)->c + (z) * (m)->stride + (y) * (m)->w + (x)] + +/** + * @brief Allocate a matrix + * + * @param w Width of the matrix + * @param h Height of the matrix + * @return The matrix, or NULL if out of memory + */ +dl_matrix2d_t *dl_matrix_alloc(int w, int h); + + +/** + * @brief Free a matrix + * Frees the matrix structure and (if it doesn't have the DL_MF_FOREIGNDATA flag set) the m->items space as well. + * + * @param m Matrix to free + */ +void dl_matrix_free(dl_matrix2d_t *m); + +/** + * @brief Zero out the matrix + * Sets all entries in the matrix to 0. + * + * @param m Matrix to zero + */ +void dl_matrix_zero(dl_matrix2d_t *m); + +/** + * @brief Generate a new matrix using a range of items from an existing matrix. + * When using this, the data of the new matrix is not allocated/copied but it re-uses a pointer + * to the existing data. Changing the data in the resulting matrix, as a result, will also change + * the data in the existing matrix that has been sliced. + * + * @param x X-offset of the origin of the returned matrix within the sliced matrix + * @param y Y-offset of the origin of the returned matrix within the sliced matrix + * @param w Width of the resulting matrix + * @param h Height of the resulting matrix + * @param in Old matrix (with foreign data) to re-use. Passing NULL will allocate a new matrix. + * @return The resulting slice matrix, or NULL if out of memory + */ +dl_matrix2d_t *dl_matrix_slice(const dl_matrix2d_t *src, int x, int y, int w, int h, dl_matrix2d_t *in); + +/** + * @brief select a range of items from an existing matrix and flatten them into one dimension. + * + * @Warning The results are flattened in row-major order. + * + * @param x X-offset of the origin of the returned matrix within the sliced matrix + * @param y Y-offset of the origin of the returned matrix within the sliced matrix + * @param w Width of the resulting matrix + * @param h Height of the resulting matrix + * @param in Old matrix to re-use. Passing NULL will allocate a new matrix. + * @return The resulting flatten matrix, or NULL if out of memory + */ +dl_matrix2d_t *dl_matrix_flatten(const dl_matrix2d_t *src, int x, int y, int w, int h, dl_matrix2d_t *in); + +/** + * @brief Generate a matrix from existing floating-point data + * + * @param w Width of resulting matrix + * @param h Height of resulting matrix + * @param data Data to populate matrix with + * @return A newaly allocated matrix populated with the given input data, or NULL if out of memory. + */ +dl_matrix2d_t *dl_matrix_from_data(int w, int h, int stride, const void *data); + + +/** + * @brief Multiply a pair of matrices item-by-item: res=a*b + * + * @param a First multiplicand + * @param b Second multiplicand + * @param res Multiplicated data. Can be equal to a or b to overwrite that. + */ +void dl_matrix_mul(const dl_matrix2d_t *a, const dl_matrix2d_t *b, dl_matrix2d_t *res); + +/** + * @brief Do a dotproduct of two matrices : res=a.b + * + * @param a First multiplicand + * @param b Second multiplicand + * @param res Dotproduct data. *Must* be a *different* matrix from a or b! + */ +void dl_matrix_dot(const dl_matrix2d_t *a, const dl_matrix2d_t *b, dl_matrix2d_t *res); + +/** + * @brief Add a pair of matrices item-by-item: res=a-b + * + * @param a First matrix + * @param b Second matrix + * @param res Added data. Can be equal to a or b to overwrite that. + */ +void dl_matrix_add(const dl_matrix2d_t *a, const dl_matrix2d_t *b, dl_matrix2d_t *out); + + +/** + * @brief Divide a pair of matrices item-by-item: res=a/b + * + * @param a First matrix + * @param b Second matrix + * @param res Divided data. Can be equal to a or b to overwrite that. + */ +void dl_matrix_div(const dl_matrix2d_t *a, const dl_matrix2d_t *b, dl_matrix2d_t *out); + +/** + * @brief Subtract a matrix from another, item-by-item: res=a-b + * + * @param a First matrix + * @param b Second matrix + * @param res Subtracted data. Can be equal to a or b to overwrite that. + */ +void dl_matrix_sub(const dl_matrix2d_t *a, const dl_matrix2d_t *b, dl_matrix2d_t *out); + +/** + * @brief Add a constant to every item of the matrix + * + * @param subj Matrix to add the constant to + * @param add The constant + */ +void dl_matrix_add_const(dl_matrix2d_t *subj, const fptp_t add); + + +/** + * @brief Concatenate the rows of two matrices into a new matrix + * + * @param a First matrix + * @param b Second matrix + * @return A newly allocated array with as avlues a|b + */ +dl_matrix2d_t *dl_matrix_concat(const dl_matrix2d_t *a, const dl_matrix2d_t *b); + + +/** + * @brief Print the contents of a matrix to stdout. Used for debugging. + * + * @param a The matrix to print. + */ +void dl_printmatrix(const dl_matrix2d_t *a); + +/** + * @brief Return the average square error given a correct and a test matrix. + * + * ...Well, more or less. If anything, it gives an indication of the error between + * the two. Check the code for the exact implementation. + * + * @param a First of the two matrices to compare + * @param b Second of the two matrices to compare + * @return value indicating the relative difference between matrices + */ +float dl_matrix_get_avg_sq_err(const dl_matrix2d_t *a, const dl_matrix2d_t *b); + + + +/** + * @brief Check if two matrices have the same shape, that is, the same amount of rows and columns + * + * @param a First of the two matrices to compare + * @param b Second of the two matrices to compare + * @return true if the two matrices are shaped the same, false otherwise. + */ +int dl_matrix_same_shape(const dl_matrix2d_t *a, const dl_matrix2d_t *b); + + +/** + * @brief Get a specific item from the matrix + * + * Please use these for external matrix access instead of DL_ITM + * + * @param m Matrix to access + * @param x Column address + * @param y Row address + * @return Value in that position + */ +inline static fptp_t dl_matrix_get(const dl_matrix2d_t *m, const int x, const int y) { + return DL_ITM(m, x, y); +} + +/** + * @brief Set a specific item in the matrix to the given value + * + * Please use these for external matrix access instead of DL_ITM + * + * @param m Matrix to access + * @param x Column address + * @param y Row address + * @param val Value to write to that position + */ +inline static void dl_matrix_set(dl_matrix2d_t *m, const int x, const int y, fptp_t val) { + DL_ITM(m, x, y)=val; +} + +#endif + diff --git a/tools/sdk/include/esp-face/dl_lib_matrix3d.h b/tools/sdk/include/esp-face/dl_lib_matrix3d.h new file mode 100644 index 00000000000..fc304e251b4 --- /dev/null +++ b/tools/sdk/include/esp-face/dl_lib_matrix3d.h @@ -0,0 +1,420 @@ +#pragma once + +typedef float fptp_t; +typedef uint8_t uc_t; + +typedef enum +{ + DL_C_IMPL = 0, + DL_XTENSA_IMPL = 1 +} dl_conv_mode; + +typedef enum +{ + INPUT_UINT8 = 0, + INPUT_FLOAT = 1, +} dl_op_type; + +typedef enum +{ + PADDING_VALID = 0, + PADDING_SAME = 1, +} dl_padding_type; + +/* + * Matrix for 3d + * @Warning: the sequence of variables is fixed, cannot be modified, otherwise there will be errors in esp_dsp_dot_float + */ +typedef struct +{ + /******* fix start *******/ + int w; // Width + int h; // Height + int c; // Channel + int n; // Number, to record filter's out_channels. input and output must be 1 + int stride; + fptp_t *item; + /******* fix end *******/ +} dl_matrix3d_t; + +typedef struct +{ + int w; // Width + int h; // Height + int c; // Channel + int n; // Number, to record filter's out_channels. input and output must be 1 + int stride; + uc_t *item; +} dl_matrix3du_t; + +typedef struct +{ + int stride_x; + int stride_y; + dl_padding_type padding; + dl_conv_mode mode; + dl_op_type type; +} dl_matrix3d_conv_config_t; + +/* + * @brief Allocate a 3D matrix with float items, the access sequence is NHWC + * + * @param n Number of matrix3d, for filters it is out channels, for others it is 1 + * @param w Width of matrix3d + * @param h Height of matrix3d + * @param c Channel of matrix3d + * @return 3d matrix + */ +dl_matrix3d_t *dl_matrix3d_alloc(int n, int w, int h, int c); + +/* + * @brief Allocate a 3D matrix with 8-bits items, the access sequence is NHWC + * + * @param n Number of matrix3d, for filters it is out channels, for others it is 1 + * @param w Width of matrix3d + * @param h Height of matrix3d + * @param c Channel of matrix3d + * @return 3d matrix + */ +dl_matrix3du_t *dl_matrix3du_alloc(int n, int w, int h, int c); + +/* + * @brief Free a matrix3d + * + * @param m matrix3d with float items + */ +void dl_matrix3d_free(dl_matrix3d_t *m); + +/* + * @brief Free a matrix3d + * + * @param m matrix3d with 8-bits items + */ +void dl_matrix3du_free(dl_matrix3du_t *m); + +/** + * @brief Do a relu (Rectifier Linear Unit) operation, update the input matrix3d + * + * @param in Floating point input matrix3d + * @param clip If value is higher than this, it will be clipped to this value + */ +void dl_matrix3d_relu(dl_matrix3d_t *m, fptp_t clip); + +/** + * @brief Do a leaky relu (Rectifier Linear Unit) operation, update the input matrix3d + * + * @param in Floating point input matrix3d + * @param clip If value is higher than this, it will be clipped to this value + * @param alpha If value is less than zero, it will be updated by multiplying this factor + */ +void dl_matrix3d_leaky_relu(dl_matrix3d_t *m, fptp_t clip, fptp_t alpha); + +/** + * @brief Do a softmax operation on a matrix3d + * + * @param in Input matrix3d + */ +void dl_matrix3d_softmax(dl_matrix3d_t *m); + +/** + * @brief Do a general fully connected layer pass, dimension is (number, width, height, channel) + * + * @param in Input matrix3d, size is (1, w, 1, 1) + * @param filter Weights of the neurons, size is (1, w, h, 1) + * @param bias Bias for the fc layer, size is (1, 1, 1, h) + * @return The result of fc layer, size is (1, 1, 1, h) + */ +dl_matrix3d_t *dl_matrix3d_fc(dl_matrix3d_t *in, + dl_matrix3d_t *filter, + dl_matrix3d_t *bias); + +/** + * @brief Copy a range of float items from an existing matrix to a preallocated matrix + * + * @param dst The destination slice matrix + * @param src The source matrix to slice + * @param x X-offset of the origin of the returned matrix within the sliced matrix + * @param y Y-offset of the origin of the returned matrix within the sliced matrix + * @param w Width of the resulting matrix + * @param h Height of the resulting matrix + */ +void dl_matrix3d_slice_copy(dl_matrix3d_t *dst, + dl_matrix3d_t *src, + int x, + int y, + int w, + int h); + +/** + * @brief Copy a range of 8-bits items from an existing matrix to a preallocated matrix + * + * @param dst The destination slice matrix + * @param src The source matrix to slice + * @param x X-offset of the origin of the returned matrix within the sliced matrix + * @param y Y-offset of the origin of the returned matrix within the sliced matrix + * @param w Width of the resulting matrix + * @param h Height of the resulting matrix + */ +void dl_matrix3du_slice_copy(dl_matrix3du_t *dst, + dl_matrix3du_t *src, + int x, + int y, + int w, + int h); + +/** + * @brief Do a general CNN layer pass, dimension is (number, width, height, channel) + * + * @param in Input matrix3d + * @param filter Weights of the neurons + * @param bias Bias for the CNN layer + * @param stride_x The step length of the convolution window in x(width) direction + * @param stride_y The step length of the convolution window in y(height) direction + * @param padding One of VALID or SAME + * @param mode Do convolution using C implement or xtensa implement, 0 or 1, with respect + * If ESP_PLATFORM is not defined, this value is not used. Default is 0 + * @return The result of CNN layer + */ +dl_matrix3d_t *dl_matrix3d_conv(dl_matrix3d_t *in, + dl_matrix3d_t *filter, + dl_matrix3d_t *bias, + int stride_x, + int stride_y, + int padding, + int mode); + +/** + * @brief Do a general CNN layer pass, dimension is (number, width, height, channel) + * + * @param in Input matrix3d + * @param filter Weights of the neurons + * @param bias Bias for the CNN layer + * @param stride_x The step length of the convolution window in x(width) direction + * @param stride_y The step length of the convolution window in y(height) direction + * @param padding One of VALID or SAME + * @param mode Do convolution using C implement or xtensa implement, 0 or 1, with respect + * If ESP_PLATFORM is not defined, this value is not used. Default is 0 + * @return The result of CNN layer + */ +dl_matrix3d_t *dl_matrix3du_conv(dl_matrix3du_t *in, + dl_matrix3d_t *filter, + dl_matrix3d_t *bias, + int stride_x, + int stride_y, + int padding, + int mode); + +/** + * @brief Do a depthwise CNN layer pass, dimension is (number, width, height, channel) + * + * @param in Input matrix3d + * @param filter Weights of the neurons + * @param stride_x The step length of the convolution window in x(width) direction + * @param stride_y The step length of the convolution window in y(height) direction + * @param padding One of VALID or SAME + * @param mode Do convolution using C implement or xtensa implement, 0 or 1, with respect + * If ESP_PLATFORM is not defined, this value is not used. Default is 0 + * @return The result of depthwise CNN layer + */ +dl_matrix3d_t *dl_matrix3d_depthwise_conv(dl_matrix3d_t *in, + dl_matrix3d_t *filter, + int stride_x, + int stride_y, + int padding, + int mode); + +/** + * @brief Do a mobilenet block forward, dimension is (number, width, height, channel) + * + * @param in Input matrix3d + * @param filter Weights of the neurons + * @param stride_x The step length of the convolution window in x(width) direction + * @param stride_y The step length of the convolution window in y(height) direction + * @param padding One of VALID or SAME + * @param mode Do convolution using C implement or xtensa implement, 0 or 1, with respect + * If ESP_PLATFORM is not defined, this value is not used. Default is 0 + * @return The result of depthwise CNN layer + */ +dl_matrix3d_t *dl_matrix3d_mobilenet(void *in, + dl_matrix3d_t *dilate, + dl_matrix3d_t *depthwise, + dl_matrix3d_t *compress, + dl_matrix3d_t *bias, + dl_matrix3d_t *prelu, + dl_matrix3d_conv_config_t *config); + +/** + * @brief Do a global average pooling layer pass, dimension is (number, width, height, channel) + * + * @param in Input matrix3d + * + * @return The result of global average pooling layer + */ +dl_matrix3d_t *dl_matrix3d_global_pool(dl_matrix3d_t *in); + +/** + * @brief Do a batch normalization operation, update the input matrix3d: input = input * scale + offset + * + * @param m Input matrix3d + * @param scale scale matrix3d, scale = gamma/((moving_variance+sigma)^(1/2)) + * @param Offset Offset matrix3d, offset = beta-(moving_mean*gamma/((moving_variance+sigma)^(1/2))) + */ +void dl_matrix3d_batch_normalize(dl_matrix3d_t *m, + dl_matrix3d_t *scale, + dl_matrix3d_t *offset); + +/** + * @brief Add a pair of matrix3d item-by-item: res=in_1+in_2 + * + * @param in_1 First Floating point input matrix3d + * @param in_2 Second Floating point input matrix3d + * + * @return Added data + */ +dl_matrix3d_t *dl_matrix3d_add(dl_matrix3d_t *in_1, dl_matrix3d_t *in_2); + +/** + * @brief Do a standard relu operation, update the input matrix3d + * + * @param m Floating point input matrix3d + */ +void dl_matrix3d_relu_std(dl_matrix3d_t *m); + +/** + * @brief Concatenate the channels of two matrix3ds into a new matrix3d + * + * @param in_1 First Floating point input matrix3d + * @param in_2 Second Floating point input matrix3d + * + * @return A newly allocated matrix3d with as avlues in_1|in_2 + */ +dl_matrix3d_t *dl_matrix3d_concat(dl_matrix3d_t *in_1, dl_matrix3d_t *in_2); + +/** + * @brief Concatenate the channels of four matrix3ds into a new matrix3d + * + * @param in_1 First Floating point input matrix3d + * @param in_2 Second Floating point input matrix3d + * @param in_3 Third Floating point input matrix3d + * @param in_4 Fourth Floating point input matrix3d + * + * @return A newly allocated matrix3d with as avlues in_1|in_2|in_3|in_4 + */ +dl_matrix3d_t *dl_matrix3d_concat_4(dl_matrix3d_t *in_1, + dl_matrix3d_t *in_2, + dl_matrix3d_t *in_3, + dl_matrix3d_t *in_4); + +/** + * @brief Concatenate the channels of eight matrix3ds into a new matrix3d + * + * @param in_1 First Floating point input matrix3d + * @param in_2 Second Floating point input matrix3d + * @param in_3 Third Floating point input matrix3d + * @param in_4 Fourth Floating point input matrix3d + * @param in_5 Fifth Floating point input matrix3d + * @param in_6 Sixth Floating point input matrix3d + * @param in_7 Seventh Floating point input matrix3d + * @param in_8 eighth Floating point input matrix3d + * + * @return A newly allocated matrix3d with as avlues in_1|in_2|in_3|in_4|in_5|in_6|in_7|in_8 + */ +dl_matrix3d_t *dl_matrix3d_concat_8(dl_matrix3d_t *in_1, + dl_matrix3d_t *in_2, + dl_matrix3d_t *in_3, + dl_matrix3d_t *in_4, + dl_matrix3d_t *in_5, + dl_matrix3d_t *in_6, + dl_matrix3d_t *in_7, + dl_matrix3d_t *in_8); + +/** + * @brief Do a mobilefacenet block forward, dimension is (number, width, height, channel) + * + * @param in Input matrix3d + * @param pw Weights of the pointwise conv layer + * @param pw_bn_scale The scale params of the batch_normalize layer after the pointwise conv layer + * @param pw_bn_offset The offset params of the batch_normalize layer after the pointwise conv layer + * @param dw Weights of the depthwise conv layer + * @param dw_bn_scale The scale params of the batch_normalize layer after the depthwise conv layer + * @param dw_bn_offset The offset params of the batch_normalize layer after the depthwise conv layer + * @param pw_linear Weights of the pointwise linear conv layer + * @param pw_linear_bn_scale The scale params of the batch_normalize layer after the pointwise linear conv layer + * @param pw_linear_bn_offset The offset params of the batch_normalize layer after the pointwise linear conv layer + * @param stride_x The step length of the convolution window in x(width) direction + * @param stride_y The step length of the convolution window in y(height) direction + * @param padding One of VALID or SAME + * @param mode Do convolution using C implement or xtensa implement, 0 or 1, with respect + * If ESP_PLATFORM is not defined, this value is not used. Default is 0 + * @return The result of a mobilefacenet block + */ +dl_matrix3d_t *dl_matrix3d_mobilefaceblock(void *in, + dl_matrix3d_t *pw, + dl_matrix3d_t *pw_bn_scale, + dl_matrix3d_t *pw_bn_offset, + dl_matrix3d_t *dw, + dl_matrix3d_t *dw_bn_scale, + dl_matrix3d_t *dw_bn_offset, + dl_matrix3d_t *pw_linear, + dl_matrix3d_t *pw_linear_bn_scale, + dl_matrix3d_t *pw_linear_bn_offset, + int stride_x, + int stride_y, + int padding, + int mode, + int shortcut); + +/** + * @brief Do a mobilefacenet block forward with 1x1 split conv, dimension is (number, width, height, channel) + * + * @param in Input matrix3d + * @param pw_1 Weights of the pointwise conv layer 1 + * @param pw_2 Weights of the pointwise conv layer 2 + * @param pw_bn_scale The scale params of the batch_normalize layer after the pointwise conv layer + * @param pw_bn_offset The offset params of the batch_normalize layer after the pointwise conv layer + * @param dw Weights of the depthwise conv layer + * @param dw_bn_scale The scale params of the batch_normalize layer after the depthwise conv layer + * @param dw_bn_offset The offset params of the batch_normalize layer after the depthwise conv layer + * @param pw_linear_1 Weights of the pointwise linear conv layer 1 + * @param pw_linear_2 Weights of the pointwise linear conv layer 2 + * @param pw_linear_bn_scale The scale params of the batch_normalize layer after the pointwise linear conv layer + * @param pw_linear_bn_offset The offset params of the batch_normalize layer after the pointwise linear conv layer + * @param stride_x The step length of the convolution window in x(width) direction + * @param stride_y The step length of the convolution window in y(height) direction + * @param padding One of VALID or SAME + * @param mode Do convolution using C implement or xtensa implement, 0 or 1, with respect + * If ESP_PLATFORM is not defined, this value is not used. Default is 0 + * @return The result of a mobilefacenet block + */ +dl_matrix3d_t *dl_matrix3d_mobilefaceblock_split(void *in, + dl_matrix3d_t *pw_1, + dl_matrix3d_t *pw_2, + dl_matrix3d_t *pw_bn_scale, + dl_matrix3d_t *pw_bn_offset, + dl_matrix3d_t *dw, + dl_matrix3d_t *dw_bn_scale, + dl_matrix3d_t *dw_bn_offset, + dl_matrix3d_t *pw_linear_1, + dl_matrix3d_t *pw_linear_2, + dl_matrix3d_t *pw_linear_bn_scale, + dl_matrix3d_t *pw_linear_bn_offset, + int stride_x, + int stride_y, + int padding, + int mode, + int shortcut); +/** + * @brief Print the matrix3d items + * + * @param m dl_matrix3d_t to be printed + * @param message name of matrix + */ +void dl_matrix3d_print(dl_matrix3d_t *m, char *message); + +/** + * @brief Print the matrix3du items + * + * @param m dl_matrix3du_t to be printed + * @param message name of matrix + */ +void dl_matrix3du_print(dl_matrix3du_t *m, char *message); diff --git a/tools/sdk/include/esp-face/dl_lib_matrix3dq.h b/tools/sdk/include/esp-face/dl_lib_matrix3dq.h new file mode 100644 index 00000000000..08bb8949aa2 --- /dev/null +++ b/tools/sdk/include/esp-face/dl_lib_matrix3dq.h @@ -0,0 +1,119 @@ +#pragma once +#include "dl_lib_matrix3d.h" + +typedef int16_t qtp_t; + +/* + * Matrix for 3d + * @Warning: the sequence of variables is fixed, cannot be modified, otherwise there will be errors in esp_dsp_dot_float + */ +typedef struct +{ + /******* fix start *******/ + int w; // Width + int h; // Height + int c; // Channel + int n; // Number, to record filter's out_channels. input and output must be 1 + int stride; + int exponent; + qtp_t *item; + /******* fix end *******/ +} dl_matrix3dq_t; + +#define DL_QTP_SHIFT 15 +#define DL_QTP_RANGE ((1<itemq[(y)+(x)*m->stride] +#define DL_QTP_EXP_NA 255 //non-applicable exponent because matrix is null + +#define DL_SHIFT_AUTO 32 + +/* + * @brief Allocate a 3D matrix + * + * @param n,w,h,c number, width, height, channel + * @return 3d matrix + */ +dl_matrix3dq_t *dl_matrix3dq_alloc(int n, int w, int h, int c, int e); + +/* + * @brief Free a 3D matrix + * + * @param m matrix + */ +void dl_matrix3dq_free(dl_matrix3dq_t *m); + +/** + * @brief Zero out the matrix + * Sets all entries in the matrix to 0. + * + * @param m Matrix to zero + */ + + dl_matrix3d_t *dl_matrix3d_from_matrixq(dl_matrix3dq_t *m); + dl_matrix3dq_t *dl_matrixq_from_matrix3d_qmf(dl_matrix3d_t *m,int exponent); + dl_matrix3dq_t *dl_matrixq_from_matrix3d(dl_matrix3d_t *m); +/** + * @brief Copy a range of items from an existing matrix to a preallocated matrix + * + * @param in Old matrix (with foreign data) to re-use. Passing NULL will allocate a new matrix. + * @param x X-offset of the origin of the returned matrix within the sliced matrix + * @param y Y-offset of the origin of the returned matrix within the sliced matrix + * @param w Width of the resulting matrix + * @param h Height of the resulting matrix + * @return The resulting slice matrix + */ +void dl_matrix3dq_slice_copy (dl_matrix3dq_t *dst, dl_matrix3dq_t *src, int x, int y, int w, int h); + + +/** + * @brief Do a general CNN layer pass, dimension is (number, width, height, channel) + * + * @param in Input image + * @param filter Weights of the neurons + * @param bias Bias for the CNN layer. + * @param stride_x The step length of the convolution window in x(width) direction + * @param stride_y The step length of the convolution window in y(height) direction + * @param padding One of VALID or SAME + * @param mode Do convolution using C implement or xtensa implement, 0 or 1, with respect. + * If ESP_PLATFORM is not defined, this value is not used. + * @return The result of CNN layer. + */ +dl_matrix3dq_t *dl_matrix3dq_fc (dl_matrix3dq_t *in, dl_matrix3dq_t *filter, dl_matrix3dq_t *bias, int exponent,int mode); + +dl_matrix3dq_t *dl_matrix3dq_conv (dl_matrix3dq_t *in, dl_matrix3dq_t *filter, dl_matrix3dq_t *bias, + int stride_x, int stride_y, int padding, int exponent, int mode); +dl_matrix3dq_t *dl_matrix3dq_conv_normal (dl_matrix3dq_t *in, dl_matrix3dq_t *filter, dl_matrix3dq_t *bias, + int stride_x, int stride_y, int padding, int exponent, int mode); + +/** + * @brief Print the matrix3d items + * + * @param m dl_matrix3d_t to be printed + * @param message name of matrix + */ +void dl_matrix3dq_print (dl_matrix3dq_t *m, char *message); + +dl_matrix3dq_t *dl_matrix3dq_depthwise_conv (dl_matrix3dq_t *in, dl_matrix3dq_t *filter, + int stride_x, int stride_y, int padding, int exponent, int mode); + +void dl_matrix3dq_relu (dl_matrix3dq_t *m, fptp_t clip); + + + +dl_matrix3dq_t *dl_matrix3dq_global_pool (dl_matrix3dq_t *in); +void dl_matrix3dq_batch_normalize (dl_matrix3dq_t *m, dl_matrix3dq_t *scale, dl_matrix3dq_t *offset); +dl_matrix3dq_t *dl_matrix3dq_add (dl_matrix3dq_t *in_1, dl_matrix3dq_t *in_2, int exponent); +void dl_matrix3dq_relu_std (dl_matrix3dq_t *m); +dl_matrix3dq_t *dl_matrix3dq_mobilefaceblock (void *in, dl_matrix3dq_t *pw, dl_matrix3dq_t *pw_bn_scale,dl_matrix3dq_t *pw_bn_offset, + dl_matrix3dq_t *dw, dl_matrix3dq_t *dw_bn_scale,dl_matrix3dq_t *dw_bn_offset, + dl_matrix3dq_t *pw_linear, dl_matrix3dq_t *pw_linear_bn_scale,dl_matrix3dq_t *pw_linear_bn_offset, + int pw_exponent,int dw_exponent,int pw_linear_exponent,int stride_x, int stride_y, int padding, int mode, int shortcut); + +dl_matrix3dq_t *dl_matrix3dq_concat(dl_matrix3dq_t *in_1, dl_matrix3dq_t *in_2); +dl_matrix3dq_t *dl_matrix3dq_concat_4(dl_matrix3dq_t *in_1, dl_matrix3dq_t *in_2, dl_matrix3dq_t *in_3, dl_matrix3dq_t *in_4); +dl_matrix3dq_t *dl_matrix3dq_concat_8(dl_matrix3dq_t *in_1, dl_matrix3dq_t *in_2, dl_matrix3dq_t *in_3, dl_matrix3dq_t *in_4, dl_matrix3dq_t *in_5, dl_matrix3dq_t *in_6, dl_matrix3dq_t *in_7, dl_matrix3dq_t *in_8); + +dl_matrix3dq_t *dl_matrix3dq_mobilefaceblock_split (void *in, dl_matrix3dq_t *pw_1, dl_matrix3dq_t *pw_2, dl_matrix3dq_t *pw_bn_scale,dl_matrix3dq_t *pw_bn_offset, + dl_matrix3dq_t *dw, dl_matrix3dq_t *dw_bn_scale,dl_matrix3dq_t *dw_bn_offset, + dl_matrix3dq_t *pw_linear_1, dl_matrix3dq_t *pw_linear_2, dl_matrix3dq_t *pw_linear_bn_scale,dl_matrix3dq_t *pw_linear_bn_offset, + int pw_exponent,int dw_exponent,int pw_linear_exponent,int stride_x, int stride_y, int padding, int mode, int shortcut); diff --git a/tools/sdk/include/esp-face/dl_lib_matrixq.h b/tools/sdk/include/esp-face/dl_lib_matrixq.h new file mode 100644 index 00000000000..a2ff3e38d56 --- /dev/null +++ b/tools/sdk/include/esp-face/dl_lib_matrixq.h @@ -0,0 +1,359 @@ +#ifndef DL_LIB_MATRIXQ_H +#define DL_LIB_MATRIXQ_H + +#include +#include "dl_lib_matrix.h" + +typedef int16_t qtp_t; + +//Quantized matrix. Uses fixed numbers and has the storage for the rows/columns inverted +//for easy use as a multiplicand without stressing out the flash cache too much. +typedef struct { + int w; + int h; + int stride; //Normally equals h, not w! + int flags; + int exponent; //The values in items should be multiplied by pow(2,exponent) to get the real values. + qtp_t *itemq; +} dl_matrix2dq_t; + +#define DL_QTP_SHIFT 15 +#define DL_QTP_RANGE ((1<itemq[(y)+(x)*m->stride] +#define DL_QTP_EXP_NA 255 //non-applicable exponent because matrix is null + +#define DL_SHIFT_AUTO 32 + +/** + * @info About quantized matrices and shift values + * + * Grab a coffee (or tea, or hot water) and sit down when you read this for the first + * time. Quantized matrices can speed up your operations, but come with some quirks, and + * it's good to understand how they work before using them. + * + * The data in the quantized matrix type is stored similarily to floating-point types: + * when storing a real value, the value is stored as a mantissa (base number) and an + * exponent. The 'real' value that can be re-derived from those two numbers is something + * similar to mantissa*2^exponent. Up to this point, there's not that much difference from + * the standard floating point implementations like e.g. IEEE-754. + * + * The difference with respect to quantized matrices is that for a quantized matrix, it is + * assumed all values stored have more-or-less the same order of magnitude. This allows the + * matrix to only store all the mantissas, while the exponents are shared; there is only one + * exponent for the entire matrix. This makes it quicker to handle matrix operations - the + * logic to fix the exponents only needs to happen once, while the rest can be done in simple + * integer arithmetic. It also nets us some memory savings - while normally a floating point + * number is 32-bit, storing only 16-bit mantissas as the matrix items almost halves the + * memory requirements. + * + * While most of the details of handling the intricacies of the quantized matrixes are done + * transparently by the code in dl_lib_matrixq.c, some implementation details leak out, + * specifically in places where addition/subtraction/division happens. + * + * The problem is that the routines do not know what the size of the resulting operation is. For + * instance, when adding two matrices of numbers, the resulting numbers *could* be large enough + * to overflow the mantissa of the result if the exponent is the same. However, if by default we + * assume the mantissas needs to be scaled back, we may lose precision. + * + * In order to counter this, all operations that have this issue have a ``shift`` argument. If + * the argument is zero, the routine will be conservative, that is, increase the exponent of + * the result to such an extent it's mathematically impossible a value in the result will exceed + * the maximum value that can be stored. However, when this argument is larger than zero, the + * algorithm will hold back on this scaling by the indicated amount of bits, preserving precision + * but increasing the chance of some of the calculated values not fitting in the mantissa anymore. + * If this happens, the value will be clipped to the largest (or, for negative values, smallest) + * value possible. (Neural networks usually are okay with this happening for a limited amount + * of matrix indices). + * + * For deciding on these shift values, it is recommended to start with a shift value of one, then + * use dl_matrixq_check_sanity on the result. If this indicates clipping, lower the shift value. + * If it indicates bits are under-used, increase it. Note that for adding and subtraction, only + * shift values of 0 or 1 make sense; these routines will error out if you try to do something + * else. + * + * For neural networks and other noise-tolerant applications, note that even when + * dl_matrixq_check_sanity does not indicate any problems, twiddling with the shift value may lead + * to slightly improved precision. Feel free to experiment. + **/ + + +/** + * @brief Allocate a matrix + * + * @param w Width of the matrix + * @param h Height of the matrix + * @return The matrix, or NULL if out of memory + */ +dl_matrix2dq_t *dl_matrixq_alloc(int w, int h); + +/** + * @brief Convert a floating-point matrix to a quantized matrix + * + * @param m Floating-point matrix to convert + * @param out Quantized matrix to re-use. If NULL, allocate a new one. + * @Return The quantized version of the floating-point matrix + */ +dl_matrix2dq_t *dl_matrixq_from_matrix2d(const dl_matrix2d_t *m, dl_matrix2dq_t *out); + + +/** + * TODO: DESCRIBE THIS FUNCTION + */ +dl_matrix2dq_t *dl_matrixq_from_matrix2d_by_qmf(const dl_matrix2d_t *m, dl_matrix2dq_t *out, int m_bit, int f_bit); + + +/** + * @brief Convert a quantized matrix to a floating-point one. + * + * @param m Floating-point matrix to convert + * @param out Quantized matrix to re-use. If NULL, allocate a new one. + * @Return The quantized version of the floating-point matrix + **/ +dl_matrix2d_t *dl_matrix2d_from_matrixq(const dl_matrix2dq_t *m, dl_matrix2d_t *out); + + +/** + * @brief Free a quantized matrix + * Frees the matrix structure and (if it doesn't have the DL_MF_FOREIGNDATA flag set) the m->items space as well. + * + * @param m Matrix to free + */ +void dl_matrixq_free(dl_matrix2dq_t *m); + +/** + * @brief Zero out the matrix + * Sets all entries in the matrix to 0. + * + * @param m Matrix to zero + */ +void dl_matrixq_zero(dl_matrix2dq_t *m); + + +/** + * @brief Do a dotproduct of two quantized matrices : res=a.b, Result is a fixed-point matrix. + * + * @param a First multiplicand + * @param b Second multiplicand + * @param res Dotproduct data. *Must* be a *different* matrix from a or b! + * @param shift Shift ratio + */ +void dl_matrixq_dot(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b, dl_matrix2dq_t *res, int shift); + +/** + * @brief Do a dotproduct of two quantized matrices: res=a.b, Result is a floating-point matrix. + * + * @param a First multiplicand + * @param b Second multiplicand + * @param res Dotproduct data. *Must* be a *different* matrix from a or b! + */ +void dl_matrixq_dot_matrix_out(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b, dl_matrix2d_t *res); + +/** + * @brief Do a dotproduct of two quantized matrices : res=a.b. This always uses the simple & stupid C algo for the dot product. + * + * Result is a fixed-point matrix. + * + * Use this only if you expect something is wrong with the accelerated routines that dl_matrixq_dot calls; this function can be + * much slower than dl_matrixq_dot . + * + * @param a First multiplicand + * @param b Second multiplicand + * @param res Dotproduct data. *Must* be a *different* matrix from a or b! + * @param shift Shift ratio + */ +void dl_matrixq_dot_c_impl(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b, dl_matrix2dq_t *res, int shift); + +/** + * @brief Do a dotproduct of two quantized matrices : res=a.b. This always uses the simple & stupid C algo for the dot product. + * + * Result is a floating-point matrix. + * + * Use this only if you expect something is wrong with the accelerated routines that dl_matrixq_dot_matrix_out calls; this function can be + * much slower than dl_matrixq_dot_matrix_out. + * + * @param a First multiplicand + * @param b Second multiplicand + * @param res Dotproduct data. *Must* be a *different* matrix from a or b! + */ +void dl_matrixq_dot_matrix_out_c_impl(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b, dl_matrix2d_t *res); + +/** + * @brief Do a dotproduct of a floating point and a quantized matrix. Result is a floating-point matrix. + * + * @param a First multiplicand; float matrix + * @param b Second multiplicand; quantized matrix + * @param res Dotproduct data; float matrix. *Must* be a *different* matrix from a or b! + */ +void dl_matrix_matrixq_dot(const dl_matrix2d_t *a, const dl_matrix2dq_t *b, dl_matrix2d_t *res); + + +/** + * @brief Print the contents of a quantized matrix to stdout. Used for debugging. + * + * @param a The matrix to print. + */ +void dl_printmatrixq(const dl_matrix2dq_t *a); + + +/** + * @brief Add a pair of quantizedmatrices item-by-item: res=a-b + * + * @param a First matrix + * @param b Second matrix + * @param res Added data. Can be equal to a or b to overwrite that. + * @param shift Shift value. Only 0 or 1 makes sense here. + */ +void dl_matrixq_add(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b, dl_matrix2dq_t *res, int shift); + +/** + * @brief Generate a new matrix using a range of items from an existing matrix. + * When using this, the data of the new matrix is not allocated/copied but it re-uses a pointer + * to the existing data. Changing the data in the resulting matrix, as a result, will also change + * the data in the existing matrix that has been sliced. + * + * @Warning In contrast to the floating point equivalent of this function, the fixed-point version + * of this has the issue that as soon as the output exponent of one of the slices changes, the data + * in the sliced matrix gets corrupted (because the exponent of that matrix is still the same.) If you + * use this function, either treat the slices as read-only, or assume the sliced matrix contains + * garbage after modifying the data in one of the slices. + * + * @param x X-offset of the origin of the returned matrix within the sliced matrix + * @param y Y-offset of the origin of the returned matrix within the sliced matrix + * @param w Width of the resulting matrix + * @param h Height of the resulting matrix + * @param in Old matrix (with foreign data) to re-use. Passing NULL will allocate a new matrix. + * @return The resulting slice matrix, or NULL if out of memory + */ +dl_matrix2dq_t *dl_matrixq_slice(const dl_matrix2dq_t *src, int x, int y, int w, int h, dl_matrix2dq_t *in); + +/** + * @brief select a range of items from an existing matrix and flatten them into one dimension. + * + * @Warning The results are flattened in row-major order. + * + * @param x X-offset of the origin of the returned matrix within the sliced matrix + * @param y Y-offset of the origin of the returned matrix within the sliced matrix + * @param w Width of the resulting matrix + * @param h Height of the resulting matrix + * @param in Old matrix to re-use. Passing NULL will allocate a new matrix. + * @return The resulting flatten matrix, or NULL if out of memory + */ +dl_matrix2dq_t *dl_matrixq_flatten(const dl_matrix2dq_t *src, int x, int y, int w, int h, dl_matrix2dq_t *in); + +/** + * @brief Subtract a quantized matrix from another, item-by-item: res=a-b + * + * @param a First matrix + * @param b Second matrix + * @param res Subtracted data. Can be equal to a or b to overwrite that. + * @param shift Shift value. Only 0 or 1 makes sense here. + */ +void dl_matrixq_sub(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b, dl_matrix2dq_t *res, int shift); + +/** + * @brief Multiply a pair of quantized matrices item-by-item: res=a*b + * + * @param a First multiplicand + * @param b Second multiplicand + * @param res Multiplicated data. Can be equal to a or b to overwrite that matrix. + */ +void dl_matrixq_mul(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b, dl_matrix2dq_t *res); + +/** + * @brief Divide a pair of quantized matrices item-by-item: res=a/b + * + * @param a First matrix + * @param b Second matrix + * @param res Divided data. Can be equal to a or b to overwrite that. + */ +void dl_matrixq_div(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b, dl_matrix2dq_t *out, int shift); + +/** + * @brief Check if two quantized matrices have the same shape, that is, the same amount of + * rows and columns + * + * @param a First of the two matrices to compare + * @param b Second of the two matrices to compare + * @return true if the two matrices are shaped the same, false otherwise. + */ +int dl_matrixq_same_shape(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b); + +/** + * @brief Concatenate the rows of two quantized matrices into a new matrix + * + * @param a First matrix + * @param b Second matrix + * @return A newly allocated quantized matrix with as values a|b + */ +dl_matrix2dq_t *dl_matrixq_concat(const dl_matrix2dq_t *a, const dl_matrix2dq_t *b); + +/** + * @brief Add a constant to every item of the quantized matrix + * + * @param subj Matrix to add the constant to + * @param add The constant + */ +void dl_matrixq_add_const(dl_matrix2dq_t *subj, const fptp_t add, int shift); + +/** + * @brief Check the sanity of a quantized matrix + * + * Due to the nature of quantized matrices, depending on the calculations a quantized + * matrix is the result of and the shift values chosen in those calculations, a quantized + * matrix may have an exponent and mantissas that lead to a loss of precision, either because + * most significant mantissa bits are unused, or because a fair amount of mantissas are + * clipped. This function checks if this is the case and will report a message to stdout + * if significant loss of precision is detected. + * + * @param m The quantized matrix to check + * @param name A string to be displayed in the message if the sanity check fails + * @return True if matrix is sane, false otherwise + **/ + +int dl_matrixq_check_sanity(dl_matrix2dq_t *m, const char *name); + +/** + * @brief re-adjust the exponent of the matrix to fit the mantissa better + * + * This function will shift up all the data in the mantissas so there are no + * most-significant bits that are unused in all mantissas. It will also adjust + * the exponent to keep the actua values in the matrix the same. + * + * Some operations done on a matrix, especially operations that re-use the + * result of earlier operations done in the same way, can lead to the loss of + * data because the exponent of the quantized matrix is never re-adjusted. You + * can do that implicitely by calling this function. + * + * @param m The matrix to re-adjust +**/ +void dl_matrixq_readjust_exp(dl_matrix2dq_t *m); + + + +/** + * @brief Get the floating-point value of a specific item from the quantized matrix + * + * @param m Matrix to access + * @param x Column address + * @param y Row address + * @return Value in that position + */ +fptp_t dl_matrixq_get(const dl_matrix2dq_t *m, const int x, const int y); + +/** + * @brief Set a specific item in the quantized matrix to the given + * floating-point value + * + * @warning If the given value is more than the exponent in the quantized matrix + * allows for, all mantissas in the matrix will be shifted down to make the value + * 'fit'. If, however, the exponent is such that the value would result in a + * quantized mantissa of 0, nothing is done. + * + * @param m Matrix to access + * @param x Column address + * @param y Row address + * @param val Value to write to that position + */ +void dl_matrixq_set(dl_matrix2dq_t *m, const int x, const int y, fptp_t val); + +#endif diff --git a/tools/sdk/include/esp-face/fd_forward.h b/tools/sdk/include/esp-face/fd_forward.h new file mode 100644 index 00000000000..f990653d10b --- /dev/null +++ b/tools/sdk/include/esp-face/fd_forward.h @@ -0,0 +1,64 @@ +/* + * ESPRESSIF MIT License + * + * Copyright (c) 2018 + * + * Permission is hereby granted for use on ESPRESSIF SYSTEMS products only, in which case, + * it is free of charge, to any person obtaining a copy of this software and associated + * documentation files (the "Software"), to deal in the Software without restriction, including + * without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, + * and/or sell copies of the Software, and to permit persons to whom the Software is furnished + * to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all copies or + * substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS + * FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR + * COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER + * IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN + * CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + * + */ +#pragma once + +#if __cplusplus +extern "C" +{ +#endif + +#include "image_util.h" +#include "dl_lib.h" +#include "mtmn.h" + + static inline mtmn_config_t mtmn_init_config() + { + mtmn_config_t mtmn_config; + mtmn_config.min_face = 80; + mtmn_config.pyramid = 0.7; + mtmn_config.p_threshold.score = 0.6; + mtmn_config.p_threshold.nms = 0.7; + mtmn_config.r_threshold.score = 0.6; + mtmn_config.r_threshold.nms = 0.7; + mtmn_config.r_threshold.candidate_number = 4; + mtmn_config.o_threshold.score = 0.6; + mtmn_config.o_threshold.nms = 0.4; + mtmn_config.o_threshold.candidate_number = 1; + + return mtmn_config; + } + + /** + * @brief Do MTMN face detection, return box and landmark infomation. + * + * @param image_matrix Image matrix, rgb888 format + * @param config Configuration of MTMN i.e. score threshold, nms threshold, candidate number threshold, pyramid, min face size + * @return box_array_t* A list of boxes and score. + */ + box_array_t *face_detect(dl_matrix3du_t *image_matrix, + mtmn_config_t *config); + +#if __cplusplus +} +#endif diff --git a/tools/sdk/include/esp-face/fr_flash.h b/tools/sdk/include/esp-face/fr_flash.h new file mode 100644 index 00000000000..f42df90d5f7 --- /dev/null +++ b/tools/sdk/include/esp-face/fr_flash.h @@ -0,0 +1,45 @@ +#pragma once + +#if __cplusplus +extern "C" +{ +#endif + +#include "fr_forward.h" + +#define FR_FLASH_TYPE 32 +#define FR_FLASH_SUBTYPE 32 +#define FR_FLASH_PARTITION_NAME "fr" +#define FR_FLASH_INFO_FLAG 12138 + + /** + * @brief Produce face id according to the input aligned face, and save it to dest_id and flash. + * + * @param l Face id list + * @param aligned_face An aligned face + * @return -2 Flash partition not found + * @return 0 Enrollment finish + * @return >=1 The left piece of aligned faces should be input + */ + int8_t enroll_face_id_to_flash(face_id_list *l, + dl_matrix3du_t *aligned_face); + + /** + * @brief Read the enrolled face IDs from the flash. + * + * @param l Face id list + * @return int8_t The number of IDs remaining in flash + */ + int8_t read_face_id_from_flash(face_id_list *l); + + /** + * @brief Delete the enrolled face IDs in the flash. + * + * @param l Face id list + * @return int8_t The number of IDs remaining in flash + */ + int8_t delete_face_id_in_flash(face_id_list *l); + +#if __cplusplus +} +#endif diff --git a/tools/sdk/include/esp-face/fr_forward.h b/tools/sdk/include/esp-face/fr_forward.h new file mode 100644 index 00000000000..32f208810f2 --- /dev/null +++ b/tools/sdk/include/esp-face/fr_forward.h @@ -0,0 +1,116 @@ +#pragma once + +#if __cplusplus +extern "C" +{ +#endif + +#include "image_util.h" +#include "dl_lib.h" +#include "frmn.h" + +#define FACE_WIDTH 56 +#define FACE_HEIGHT 56 +#define FACE_ID_SIZE 512 +#define FACE_REC_THRESHOLD 0.5 + +#define LEFT_EYE_X 0 +#define LEFT_EYE_Y 1 +#define RIGHT_EYE_X 6 +#define RIGHT_EYE_Y 7 +#define NOSE_X 4 +#define NOSE_Y 5 + +#define EYE_DIST_SET 16.5f +#define NOSE_EYE_RATIO_THRES_MIN 0.49f +#define NOSE_EYE_RATIO_THRES_MAX 2.04f + +#define FLASH_INFO_FLAG 12138 +#define FLASH_PARTITION_NAME "fr" + +/** + * @brief HTTP Client events data + */ + typedef struct + { + uint8_t head; /*!< head index of the id list */ + uint8_t tail; /*!< tail index of the id list */ + uint8_t count; /*!< number of enrolled ids */ + uint8_t size; /*!< max len of id list */ + uint8_t confirm_times; /*!< images needed for one enrolling */ + dl_matrix3d_t **id_list; /*!< stores face id vectors */ + } face_id_list; + + + /** + * @brief Initialize face id list + * + * @param l Face id list + * @param size Size of list, one list contains one vector + * @param confirm_times Enroll times for one id + * @return dl_matrix3du_t* Size: 1xFACE_WIDTHxFACE_HEIGHTx3 + */ + void face_id_init(face_id_list *l, uint8_t size, uint8_t confirm_times); + + /** + * @brief Alloc memory for aligned face. + * + * @return dl_matrix3du_t* Size: 1xFACE_WIDTHxFACE_HEIGHTx3 + */ + dl_matrix3du_t *aligned_face_alloc(); + + /** + * @brief Align detected face to average face according to landmark + * + * @param onet_boxes Output of MTMN with box and landmark + * @param src Image matrix, rgb888 format + * @param dest Output image + * @return ESP_OK Input face is good for recognition + * @return ESP_FAIL Input face is not good for recognition + */ + int8_t align_face(box_array_t *onet_boxes, + dl_matrix3du_t *src, + dl_matrix3du_t *dest); + + /** + * @brief Add src_id to dest_id + * + * @param dest_id + * @param src_id + */ + void add_face_id(dl_matrix3d_t *dest_id, + dl_matrix3d_t *src_id); + + /** + * @brief Match face with the id_list, and return matched_id. + * + * @param algined_face An aligned face + * @param id_list An ID list + * @return int8_t Matched face id + */ + int8_t recognize_face(face_id_list *l, + dl_matrix3du_t *algined_face); + + /** + * @brief Produce face id according to the input aligned face, and save it to dest_id. + * + * @param l face id list + * @param aligned_face An aligned face + * @param enroll_confirm_times Confirm times for each face id enrollment + * @return -1 Wrong input enroll_confirm_times + * @return 0 Enrollment finish + * @return >=1 The left piece of aligned faces should be input + */ + int8_t enroll_face(face_id_list *l, + dl_matrix3du_t *aligned_face); + + /** + * @brief Alloc memory for aligned face. + * + * @param l face id list + * @return uint8_t left count + */ + uint8_t delete_face(face_id_list *l); +#if __cplusplus +} +#endif diff --git a/tools/sdk/include/esp-face/frmn.h b/tools/sdk/include/esp-face/frmn.h new file mode 100644 index 00000000000..b96b3070072 --- /dev/null +++ b/tools/sdk/include/esp-face/frmn.h @@ -0,0 +1,28 @@ +#pragma once + +#if __cplusplus +extern "C" +{ +#endif + +#include "dl_lib.h" + + /** + * @brief + * + * @param in + * @return dl_matrix3d_t* + */ + dl_matrix3d_t *frmn(dl_matrix3d_t *in); + + /** + * @brief + * + * @param in + * @return dl_matrix3dq_t* + */ + dl_matrix3dq_t *frmn_q(dl_matrix3dq_t *in, dl_conv_mode mode); + +#if __cplusplus +} +#endif diff --git a/tools/sdk/include/esp-face/image_util.h b/tools/sdk/include/esp-face/image_util.h new file mode 100644 index 00000000000..c401cb719ac --- /dev/null +++ b/tools/sdk/include/esp-face/image_util.h @@ -0,0 +1,275 @@ +/* + * ESPRESSIF MIT License + * + * Copyright (c) 2018 + * + * Permission is hereby granted for use on ESPRESSIF SYSTEMS products only, in which case, + * it is free of charge, to any person obtaining a copy of this software and associated + * documentation files (the "Software"), to deal in the Software without restriction, including + * without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, + * and/or sell copies of the Software, and to permit persons to whom the Software is furnished + * to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all copies or + * substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS + * FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR + * COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER + * IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN + * CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + * + */ +#pragma once +#ifdef __cplusplus +extern "C" +{ +#endif +#include +#include "mtmn.h" + +#define MAX_VALID_COUNT_PER_IMAGE (30) + +#define DL_IMAGE_MIN(A, B) ((A) < (B) ? (A) : (B)) +#define DL_IMAGE_MAX(A, B) ((A) < (B) ? (B) : (A)) + +#define IMAGE_WIDTH 320 +#define IMAGE_HEIGHT 240 + +#define RGB565_MASK_RED 0xF800 +#define RGB565_MASK_GREEN 0x07E0 +#define RGB565_MASK_BLUE 0x001F + + typedef struct + { + fptp_t landmark_p[10]; + } landmark_t; + + typedef struct + { + fptp_t box_p[4]; + } box_t; + + typedef struct tag_box_list + { + box_t *box; + landmark_t *landmark; + int len; + } box_array_t; + + typedef struct tag_image_box + { + struct tag_image_box *next; + fptp_t score; + box_t box; + box_t offset; + landmark_t landmark; + } image_box_t; + + typedef struct tag_image_list + { + image_box_t *head; + image_box_t *origin_head; + int len; + } image_list_t; + + static inline void image_get_width_and_height(box_t *box, float *w, float *h) + { + *w = box->box_p[2] - box->box_p[0] + 1; + *h = box->box_p[3] - box->box_p[1] + 1; + } + + static inline void image_get_area(box_t *box, float *area) + { + float w, h; + image_get_width_and_height(box, &w, &h); + *area = w * h; + } + + static inline void image_calibrate_by_offset(image_list_t *image_list) + { + for (image_box_t *head = image_list->head; head; head = head->next) + { + float w, h; + image_get_width_and_height(&(head->box), &w, &h); + head->box.box_p[0] = DL_IMAGE_MAX(0, head->box.box_p[0] + head->offset.box_p[0] * w); + head->box.box_p[1] = DL_IMAGE_MAX(0, head->box.box_p[1] + head->offset.box_p[1] * w); + head->box.box_p[2] += head->offset.box_p[2] * w; + if (head->box.box_p[2] > IMAGE_WIDTH) + { + head->box.box_p[2] = IMAGE_WIDTH - 1; + head->box.box_p[0] = IMAGE_WIDTH - w; + } + head->box.box_p[3] += head->offset.box_p[3] * h; + if (head->box.box_p[3] > IMAGE_HEIGHT) + { + head->box.box_p[3] = IMAGE_HEIGHT - 1; + head->box.box_p[1] = IMAGE_HEIGHT - h; + } + } + } + + static inline void image_landmark_calibrate(image_list_t *image_list) + { + for (image_box_t *head = image_list->head; head; head = head->next) + { + float w, h; + image_get_width_and_height(&(head->box), &w, &h); + head->landmark.landmark_p[0] = head->box.box_p[0] + head->landmark.landmark_p[0] * w; + head->landmark.landmark_p[1] = head->box.box_p[1] + head->landmark.landmark_p[1] * h; + + head->landmark.landmark_p[2] = head->box.box_p[0] + head->landmark.landmark_p[2] * w; + head->landmark.landmark_p[3] = head->box.box_p[1] + head->landmark.landmark_p[3] * h; + + head->landmark.landmark_p[4] = head->box.box_p[0] + head->landmark.landmark_p[4] * w; + head->landmark.landmark_p[5] = head->box.box_p[1] + head->landmark.landmark_p[5] * h; + + head->landmark.landmark_p[6] = head->box.box_p[0] + head->landmark.landmark_p[6] * w; + head->landmark.landmark_p[7] = head->box.box_p[1] + head->landmark.landmark_p[7] * h; + + head->landmark.landmark_p[8] = head->box.box_p[0] + head->landmark.landmark_p[8] * w; + head->landmark.landmark_p[9] = head->box.box_p[1] + head->landmark.landmark_p[9] * h; + } + } + + static inline void image_rect2sqr(box_array_t *boxes, int width, int height) + { + for (int i = 0; i < boxes->len; i++) + { + box_t *box = &(boxes->box[i]); + float w, h; + image_get_width_and_height(box, &w, &h); + float l = DL_IMAGE_MAX(w, h); + + box->box_p[0] = DL_IMAGE_MAX(0, box->box_p[0] + 0.5 * (w - l)); + box->box_p[1] = DL_IMAGE_MAX(0, box->box_p[1] + 0.5 * (h - l)); + box->box_p[2] = box->box_p[0] + l - 1; + if (box->box_p[2] > width) + { + box->box_p[2] = width - 1; + box->box_p[0] = width - l; + } + box->box_p[3] = box->box_p[1] + l - 1; + if (box->box_p[3] > height) + { + box->box_p[3] = height - 1; + box->box_p[1] = height - l; + } + } + } + + static inline void rgb565_to_888(uint16_t in, uint8_t *dst) + { /*{{{*/ + dst[0] = (in & RGB565_MASK_BLUE) << 3; // blue + dst[1] = (in & RGB565_MASK_GREEN) >> 3; // green + dst[2] = (in & RGB565_MASK_RED) >> 8; // red + } /*}}}*/ + + static inline void rgb888_to_565(uint16_t *in, uint8_t r, uint8_t g, uint8_t b) + { /*{{{*/ + uint16_t rgb565 = 0; + rgb565 = ((r >> 3) << 11); + rgb565 |= ((g >> 2) << 5); + rgb565 |= (b >> 3); + *in = rgb565; + } /*}}}*/ + + /** + * @brief + * + * @param score + * @param offset + * @param width + * @param height + * @param p_net_size + * @param score_threshold + * @param scale + * @return image_list_t* + */ + image_list_t *image_get_valid_boxes(fptp_t *score, + fptp_t *offset, + int width, + int height, + int p_net_size, + fptp_t score_threshold, + fptp_t scale); + /** + * @brief + * + * @param image_sorted_list + * @param insert_list + */ + void image_sort_insert_by_score(image_list_t *image_sorted_list, const image_list_t *insert_list); + + /** + * @brief + * + * @param image_list + * @param nms_threshold + * @param same_area + */ + void image_nms_process(image_list_t *image_list, fptp_t nms_threshold, int same_area); + + /** + * @brief + * + * @param dst_image + * @param src_image + * @param dst_w + * @param dst_h + * @param dst_c + * @param src_w + * @param src_h + */ + void image_resize_linear(uint8_t *dst_image, uint8_t *src_image, int dst_w, int dst_h, int dst_c, int src_w, int src_h); + + /** + * @brief + * + * @param corp_image + * @param src_image + * @param rotate_angle + * @param ratio + * @param center + */ + void image_cropper(dl_matrix3du_t *corp_image, dl_matrix3du_t *src_image, float rotate_angle, float ratio, float *center); + + /** + * @brief + * + * @param m + * @param bmp + * @param count + */ + void transform_input_image(uint8_t *m, uint16_t *bmp, int count); + + /** + * @brief + * + * @param bmp + * @param m + * @param count + */ + void transform_output_image(uint16_t *bmp, uint8_t *m, int count); + + /** + * @brief + * + * @param buf + * @param boxes + * @param width + */ + void draw_rectangle_rgb565(uint16_t *buf, box_array_t *boxes, int width); + + /** + * @brief + * + * @param buf + * @param boxes + * @param width + */ + void draw_rectangle_rgb888(uint8_t *buf, box_array_t *boxes, int width); +#ifdef __cplusplus +} +#endif diff --git a/tools/sdk/include/esp-face/mtmn.h b/tools/sdk/include/esp-face/mtmn.h new file mode 100644 index 00000000000..4b031c9f300 --- /dev/null +++ b/tools/sdk/include/esp-face/mtmn.h @@ -0,0 +1,99 @@ +/* + * ESPRESSIF MIT License + * + * Copyright (c) 2018 + * + * Permission is hereby granted for use on ESPRESSIF SYSTEMS products only, in which case, + * it is free of charge, to any person obtaining a copy of this software and associated + * documentation files (the "Software"), to deal in the Software without restriction, including + * without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, + * and/or sell copies of the Software, and to permit persons to whom the Software is furnished + * to do so, subject to the following conditions: + * + * The above copyright notice and this permission notice shall be included in all copies or + * substantial portions of the Software. + * + * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS + * FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR + * COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER + * IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN + * CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. + * + */ +#pragma once + +#ifdef __cplusplus +extern "C" +{ +#endif +#include "dl_lib.h" + + typedef enum + { + PNET = 0, /// P-Net + RNET = 1, /// R-Net + ONET = 2, /// O-Net + } net_type_en; + + typedef struct + { + float score; /// score threshold for filter candidates by score + float nms; /// nms threshold for nms process + int candidate_number; /// candidate number limitation for each net + } threshold_config_t; + + typedef struct + { + net_type_en net_type; /// net type + char *file_name; /// net name + int w; /// net width + int h; /// net height + threshold_config_t threshold; /// threshold of net + } net_config_t; + + typedef struct + { + float min_face; /// the minimum size of face can be detected + float pyramid; /// the pyramid scale + threshold_config_t p_threshold; /// score, nms and candidate threshold of pnet + threshold_config_t r_threshold; /// score, nms and candidate threshold of rnet + threshold_config_t o_threshold; /// score, nms and candidate threshold of onet + } mtmn_config_t; + + typedef struct + { + dl_matrix3d_t *category; + dl_matrix3d_t *offset; + dl_matrix3d_t *landmark; + } mtmn_net_t; + + /** + * @brief Forward the pnet process, coarse detection + * + * @param in Image matrix, rgb888 format, size is 320x240 + * @return Scores for every pixel, and box offset with respect. + */ + mtmn_net_t *pnet(dl_matrix3du_t *in); + + /** + * @brief Forward the rnet process, fine determine the boxes from pnet + * + * @param in Image matrix, rgb888 format + * @param threshold Score threshold to detect human face + * @return Scores for every box, and box offset with respect. + */ + mtmn_net_t *rnet_with_score_verify(dl_matrix3du_t *in, float threshold); + + /** + * @brief Forward the onet process, fine determine the boxes from rnet + * + * @param in Image matrix, rgb888 format + * @param threshold Score threshold to detect human face + * @return Scores for every box, box offset, and landmark with respect. + */ + mtmn_net_t *onet_with_score_verify(dl_matrix3du_t *in, float threshold); + +#ifdef __cplusplus +} +#endif diff --git a/tools/sdk/include/esp32/esp_attr.h b/tools/sdk/include/esp32/esp_attr.h index e820d892ca4..c9e3879eea3 100644 --- a/tools/sdk/include/esp32/esp_attr.h +++ b/tools/sdk/include/esp32/esp_attr.h @@ -14,6 +14,8 @@ #ifndef __ESP_ATTR_H__ #define __ESP_ATTR_H__ +#include "sdkconfig.h" + #define ROMFN_ATTR //Normally, the linker script will put all code and rodata in flash, diff --git a/tools/sdk/include/esp_https_server/esp_https_server.h b/tools/sdk/include/esp_https_server/esp_https_server.h index 2b7343e7724..19c326ed51f 100644 --- a/tools/sdk/include/esp_https_server/esp_https_server.h +++ b/tools/sdk/include/esp_https_server/esp_https_server.h @@ -19,6 +19,10 @@ #include "esp_err.h" #include "esp_http_server.h" +#ifdef __cplusplus +extern "C" { +#endif + typedef enum { HTTPD_SSL_TRANSPORT_SECURE, // SSL Enabled HTTPD_SSL_TRANSPORT_INSECURE // SSL disabled @@ -92,6 +96,10 @@ typedef struct httpd_ssl_config httpd_ssl_config_t; .open_fn = NULL, \ .close_fn = NULL, \ }, \ + .cacert_pem = NULL, \ + .cacert_len = 0, \ + .prvtkey_pem = NULL, \ + .prvtkey_len = 0, \ .transport_mode = HTTPD_SSL_TRANSPORT_SECURE, \ .port_secure = 443, \ .port_insecure = 80, \ @@ -114,4 +122,8 @@ esp_err_t httpd_ssl_start(httpd_handle_t *handle, httpd_ssl_config_t *config); */ void httpd_ssl_stop(httpd_handle_t handle); +#ifdef __cplusplus +} +#endif + #endif // _ESP_HTTPS_SERVER_H_ diff --git a/tools/sdk/include/fb_gfx/fb_gfx.h b/tools/sdk/include/fb_gfx/fb_gfx.h new file mode 100644 index 00000000000..079ff7bfe4a --- /dev/null +++ b/tools/sdk/include/fb_gfx/fb_gfx.h @@ -0,0 +1,44 @@ +// Copyright 2015-2016 Espressif Systems (Shanghai) PTE LTD +// +// 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. +#ifndef _FB_GFX_H_ +#define _FB_GFX_H_ + +#ifdef __cplusplus +extern "C" { +#endif + + typedef enum { + FB_RGB888, FB_BGR888, FB_RGB565, FB_BGR565 + } fb_format_t; + + typedef struct { + int width; + int height; + int bytes_per_pixel; + fb_format_t format; + uint8_t * data; + } fb_data_t; + + void fb_gfx_fillRect (fb_data_t *fb, int32_t x, int32_t y, int32_t w, int32_t h, uint32_t color); + void fb_gfx_drawFastHLine(fb_data_t *fb, int32_t x, int32_t y, int32_t w, uint32_t color); + void fb_gfx_drawFastVLine(fb_data_t *fb, int32_t x, int32_t y, int32_t h, uint32_t color); + uint8_t fb_gfx_putc (fb_data_t *fb, int32_t x, int32_t y, uint32_t color, unsigned char c); + uint32_t fb_gfx_print (fb_data_t *fb, int32_t x, int32_t y, uint32_t color, const char * str); + uint32_t fb_gfx_printf (fb_data_t *fb, int32_t x, int32_t y, uint32_t color, const char *format, ...); + +#ifdef __cplusplus +} +#endif + +#endif /* _FB_GFX_H_ */ diff --git a/tools/sdk/include/lwip/arch/sys_arch.h b/tools/sdk/include/lwip/arch/sys_arch.h index bfa2ad6caa1..9638fdfd621 100644 --- a/tools/sdk/include/lwip/arch/sys_arch.h +++ b/tools/sdk/include/lwip/arch/sys_arch.h @@ -62,7 +62,25 @@ typedef struct sys_mbox_s { #endif #define sys_mbox_valid( x ) ( ( ( *x ) == NULL) ? pdFALSE : pdTRUE ) -#define sys_mbox_set_invalid( x ) ( ( *x ) = NULL ) + +/* Define the sys_mbox_set_invalid() to empty to support lock-free mbox in ESP LWIP. + * + * The basic idea about the lock-free mbox is that the mbox should always be valid unless + * no socket APIs are using the socket and the socket is closed. ESP LWIP achieves this by + * following two changes to official LWIP: + * 1. Postpone the deallocation of mbox to netconn_free(), in other words, free the mbox when + * no one is using the socket. + * 2. Define the sys_mbox_set_invalid() to empty if the mbox is not actually freed. + + * The second change is necessary. Consider a common scenario: the application task calls + * recv() to receive packets from the socket, the sys_mbox_valid() returns true. Because there + * is no lock for the mbox, the LWIP CORE can call sys_mbox_set_invalid() to set the mbox at + * anytime and the thread-safe issue may happen. + * + * However, if the sys_mbox_set_invalid() is not called after sys_mbox_free(), e.g. in netconn_alloc(), + * we need to initialize the mbox to invalid explicitly since sys_mbox_set_invalid() now is empty. + */ +#define sys_mbox_set_invalid( x ) #define sys_sem_valid( x ) ( ( ( *x ) == NULL) ? pdFALSE : pdTRUE ) #define sys_sem_set_invalid( x ) ( ( *x ) = NULL ) diff --git a/tools/sdk/include/lwip/lwip/api.h b/tools/sdk/include/lwip/lwip/api.h index 5ad6235e6db..a4fed9bbfbf 100644 --- a/tools/sdk/include/lwip/lwip/api.h +++ b/tools/sdk/include/lwip/lwip/api.h @@ -233,15 +233,6 @@ struct netconn { by the application thread */ sys_mbox_t acceptmbox; #endif /* LWIP_TCP */ - -#if ESP_THREAD_SAFE - /** point to the same mbox as recvmbox */ - sys_mbox_t recvmbox_ref; -#if LWIP_TCP - /** point to the same mbox as acceptmbox */ - sys_mbox_t acceptmbox_ref; -#endif -#endif /** only used for socket layer */ #if LWIP_SOCKET int socket; diff --git a/tools/sdk/include/lwip/sys_arch.h b/tools/sdk/include/lwip/sys_arch.h index bfa2ad6caa1..9638fdfd621 100644 --- a/tools/sdk/include/lwip/sys_arch.h +++ b/tools/sdk/include/lwip/sys_arch.h @@ -62,7 +62,25 @@ typedef struct sys_mbox_s { #endif #define sys_mbox_valid( x ) ( ( ( *x ) == NULL) ? pdFALSE : pdTRUE ) -#define sys_mbox_set_invalid( x ) ( ( *x ) = NULL ) + +/* Define the sys_mbox_set_invalid() to empty to support lock-free mbox in ESP LWIP. + * + * The basic idea about the lock-free mbox is that the mbox should always be valid unless + * no socket APIs are using the socket and the socket is closed. ESP LWIP achieves this by + * following two changes to official LWIP: + * 1. Postpone the deallocation of mbox to netconn_free(), in other words, free the mbox when + * no one is using the socket. + * 2. Define the sys_mbox_set_invalid() to empty if the mbox is not actually freed. + + * The second change is necessary. Consider a common scenario: the application task calls + * recv() to receive packets from the socket, the sys_mbox_valid() returns true. Because there + * is no lock for the mbox, the LWIP CORE can call sys_mbox_set_invalid() to set the mbox at + * anytime and the thread-safe issue may happen. + * + * However, if the sys_mbox_set_invalid() is not called after sys_mbox_free(), e.g. in netconn_alloc(), + * we need to initialize the mbox to invalid explicitly since sys_mbox_set_invalid() now is empty. + */ +#define sys_mbox_set_invalid( x ) #define sys_sem_valid( x ) ( ( ( *x ) == NULL) ? pdFALSE : pdTRUE ) #define sys_sem_set_invalid( x ) ( ( *x ) = NULL ) diff --git a/tools/sdk/lib/libapp_trace.a b/tools/sdk/lib/libapp_trace.a index 3f4021752363efb3b830ec716a20ff8a09f87e8d..e11c4a854713e393b6949267dab6089fe70377e9 100644 GIT binary patch delta 84 zcmcbyneoPE#tG8w<_0Ea76zspl|mVzY?IA(jD{RA&g42qvCU^V7uzEVNN(=;l!2)* N1*(wPd@7KS0|4*&7Z?Bl delta 84 zcmcbyneoPE#tG8wW(J1l=H_M_l|mU|?9FwIh8!@?n`PN;mI>1A<_0Ea76v98mBg7~?8y#Hn=Q<&42`XfOci_@% delta 115 zcmZ2>n`PN;mI>1AW(J1l=H_M_mBg7~?8y#Hn=LG@jEt;I%^0A-B{f;W$U?!$z|aCL 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z#R*46KaJ%9(J9;?#Pc^~iwKz}@9EwTu{zRXc5r$Wo*(6|QmsL$JpmsR_ zGkHqZBR4xmqYagh4BZah`C<)D-V>U$1KbzI>I~|Yr*s5F=m?~2Fe1@fFh7t2^8=|t z`pJ>D*+ixJEFk8_qciwnVw+P0{>cFV1<4GS diff --git a/tools/sdk/sdkconfig b/tools/sdk/sdkconfig index 06ce2022c27..63e95a5b192 100644 --- a/tools/sdk/sdkconfig +++ b/tools/sdk/sdkconfig @@ -200,6 +200,7 @@ CONFIG_BLUEDROID_PINNED_TO_CORE_0=y CONFIG_BLUEDROID_PINNED_TO_CORE_1= CONFIG_BLUEDROID_PINNED_TO_CORE=0 CONFIG_BTC_TASK_STACK_SIZE=8192 +CONFIG_BTU_TASK_STACK_SIZE=4096 CONFIG_BLUEDROID_MEM_DEBUG= CONFIG_CLASSIC_BT_ENABLED=y CONFIG_A2DP_ENABLE=y @@ -425,6 +426,8 @@ CONFIG_EMAC_L2_TO_L3_RX_BUF_MODE=y CONFIG_EMAC_CHECK_LINK_PERIOD_MS=2000 CONFIG_EMAC_TASK_PRIORITY=20 CONFIG_EMAC_TASK_STACK_SIZE=3072 +CONFIG_C_IMPL= +CONFIG_XTENSA_IMPL=y # # FAT Filesystem support From 2f5c173180889ebb12a0aba94e521db88b4468bd Mon Sep 17 00:00:00 2001 From: me-no-dev Date: Wed, 9 Jan 2019 18:02:50 +0100 Subject: [PATCH 2/3] Fix PIO builds fail because of sketch size --- tools/platformio-build.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tools/platformio-build.py b/tools/platformio-build.py index d69113ffa84..41344ee5c95 100644 --- a/tools/platformio-build.py +++ b/tools/platformio-build.py @@ -209,7 +209,7 @@ # fwpartitions_dir = join(FRAMEWORK_DIR, "tools", "partitions") -partitions_csv = env.BoardConfig().get("build.partitions", "default.csv") +partitions_csv = env.BoardConfig().get("build.partitions", "huge_app.csv") env.Replace( PARTITIONS_TABLE_CSV=abspath( join(fwpartitions_dir, partitions_csv) if isfile( From 91a3bcfb074e30e62daf133ffbca478bf185cc8c Mon Sep 17 00:00:00 2001 From: me-no-dev Date: Wed, 9 Jan 2019 18:47:27 +0100 Subject: [PATCH 3/3] Fix example build failing for Arduino --- tools/build.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tools/build.py b/tools/build.py index dde5a2e9d5a..28bb453ae62 100755 --- a/tools/build.py +++ b/tools/build.py @@ -46,6 +46,7 @@ def compile(tmp_dir, sketch, tools_dir, hardware_dir, ide_path, f, args): # Debug=Serial,DebugLevel=Core____ cmd += '-fqbn=espressif:esp32:{board_name}:' \ 'FlashFreq={flash_freq},' \ + 'PartitionScheme=huge_app,' \ 'UploadSpeed=921600'.format(**vars(args)) cmd += ' ' cmd += '-ide-version=10607 '