From 4efdd5b932774ec2d6749af31d4ab8e2ae94dfc7 Mon Sep 17 00:00:00 2001 From: Suyeon Kim Date: Mon, 27 May 2024 10:35:53 +0900 Subject: [PATCH] [Example] Style transfer inference ONNX model using ml-service API. Add appsrc-pipeline based conf file for onnx-example. Signed-off-by: Suyeon Kim --- .../OnnxStyleTransferPipeline/.cproject | 700 ++++++++++++++++++ .../OnnxStyleTransferPipeline/.exportMap | 5 + .../OnnxStyleTransferPipeline/.project | 46 ++ .../OnnxStyleTransferPipeline/.tproject | 12 + .../OnnxStyleTransferPipeline/README.md | 17 + .../OnnxStyleTransferPipeline/after.png | Bin 0 -> 308421 bytes .../OnnxStyleTransferPipeline/before.png | Bin 0 -> 205581 bytes .../inc/onnxstyletransferpipeline.h | 28 + .../project_def.prop | 11 + .../OnnxStyleTransferPipeline/res/candy.onnx | Bin 0 -> 1712395 bytes .../OnnxStyleTransferPipeline/res/cat.jpg | Bin 0 -> 55613 bytes .../onnx_style_transfer.pipeline.appsrc.conf | 41 + .../shared/res/onnxstyletransferpipeline.png | Bin 0 -> 57662 bytes .../src/onnxstyletransferpipeline.c | 397 ++++++++++ .../tizen-manifest.xml | 8 + 15 files changed, 1265 insertions(+) create mode 100644 Tizen.native/OnnxStyleTransferPipeline/.cproject create mode 100644 Tizen.native/OnnxStyleTransferPipeline/.exportMap create mode 100644 Tizen.native/OnnxStyleTransferPipeline/.project create mode 100644 Tizen.native/OnnxStyleTransferPipeline/.tproject create mode 100644 Tizen.native/OnnxStyleTransferPipeline/README.md create mode 100644 Tizen.native/OnnxStyleTransferPipeline/after.png create mode 100644 Tizen.native/OnnxStyleTransferPipeline/before.png create mode 100644 Tizen.native/OnnxStyleTransferPipeline/inc/onnxstyletransferpipeline.h create mode 100644 Tizen.native/OnnxStyleTransferPipeline/project_def.prop create mode 100644 Tizen.native/OnnxStyleTransferPipeline/res/candy.onnx create mode 100644 Tizen.native/OnnxStyleTransferPipeline/res/cat.jpg create mode 100644 Tizen.native/OnnxStyleTransferPipeline/res/onnx_style_transfer.pipeline.appsrc.conf create mode 100644 Tizen.native/OnnxStyleTransferPipeline/shared/res/onnxstyletransferpipeline.png create mode 100644 Tizen.native/OnnxStyleTransferPipeline/src/onnxstyletransferpipeline.c create mode 100644 Tizen.native/OnnxStyleTransferPipeline/tizen-manifest.xml diff --git a/Tizen.native/OnnxStyleTransferPipeline/.cproject b/Tizen.native/OnnxStyleTransferPipeline/.cproject new file mode 100644 index 00000000..0d68d87f --- /dev/null +++ b/Tizen.native/OnnxStyleTransferPipeline/.cproject @@ -0,0 +1,700 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/Tizen.native/OnnxStyleTransferPipeline/.exportMap b/Tizen.native/OnnxStyleTransferPipeline/.exportMap new file mode 100644 index 00000000..de305161 --- /dev/null +++ b/Tizen.native/OnnxStyleTransferPipeline/.exportMap @@ -0,0 +1,5 @@ +{ + global: main; + _IO_*; + local: *; +}; diff --git a/Tizen.native/OnnxStyleTransferPipeline/.project b/Tizen.native/OnnxStyleTransferPipeline/.project new file mode 100644 index 00000000..1b270ffe --- /dev/null +++ b/Tizen.native/OnnxStyleTransferPipeline/.project @@ -0,0 +1,46 @@ + + + OnnxStyleTransferPipeline + + + + + + org.eclipse.cdt.managedbuilder.core.genmakebuilder + + + + + org.eclipse.cdt.managedbuilder.core.ScannerConfigBuilder + full,incremental, + + + + + + org.eclipse.cdt.core.cnature + org.eclipse.cdt.core.ccnature + org.eclipse.cdt.managedbuilder.core.managedBuildNature + org.eclipse.cdt.managedbuilder.core.ScannerConfigNature + + + + 1716767357612 + + 26 + + org.eclipse.ui.ide.multiFilter + 1.0-projectRelativePath-matches-false-false-*/.tpk + + + + 1716767357614 + + 6 + + org.eclipse.ui.ide.multiFilter + 1.0-name-matches-false-false-project_def.prop + + + + diff --git a/Tizen.native/OnnxStyleTransferPipeline/.tproject b/Tizen.native/OnnxStyleTransferPipeline/.tproject new file mode 100644 index 00000000..3d473b57 --- /dev/null +++ b/Tizen.native/OnnxStyleTransferPipeline/.tproject @@ -0,0 +1,12 @@ + + + + + tizen-8.0 + + + + + + + diff --git a/Tizen.native/OnnxStyleTransferPipeline/README.md b/Tizen.native/OnnxStyleTransferPipeline/README.md new file mode 100644 index 00000000..367ab2d0 --- /dev/null +++ b/Tizen.native/OnnxStyleTransferPipeline/README.md @@ -0,0 +1,17 @@ +--- +title: Style Transfer Onnx +... + +# Style Transfer Onnx Sample App with NNStreamer Pipeline C-API +Tizen Native App with NNStreamer Piepeline API + +## Description +* This is a sample application of Tizen Native. +* If you want to run it on your device, Tizen 9.0 or higher is required. +* If you want to run it on Tizen 8.0 devices, you need to install the latest packages of nnstreamer-onnxruntime and machine-learning-service. +* About details of NNStreamer, please check [this page](https://docs.tizen.org/application/native/guides/machine-learning/machine-learning-inference). +* The applied ONNX model file from [here](https://github.com/onnx/models/blob/main/validated/vision/style_transfer/fast_neural_style/README.md). + +## Result + + diff --git a/Tizen.native/OnnxStyleTransferPipeline/after.png b/Tizen.native/OnnxStyleTransferPipeline/after.png new file mode 100644 index 0000000000000000000000000000000000000000..1adb1b340e3bd06259dc1a16ba7f8f661da79dd8 GIT binary patch literal 308421 zcmV)IK)k<+P)ZgXgFbngSdJ^%n907*naRCt{1 zyy>s**>&gjS$p`6&v3?j?o{{s)?imTF58LANgNwz?6{+JLQn&0Lbp%@d4be`K+PWj zv=B%jgoJp3MAS4=M>Nntr!i!326u{2pYsgAaZkK>&aLDx;FY&@ zr1SiqefC~^{l07Mwb%OYBPpfC58Dsh58Dsh58Dsh58MB*%^aV#fZBYLh*E$gQi>pu zfD{E00TROIdm)iTc-l!Rg%U-Ipp-z`^p&g8G=D}usL4YKJs4J=DsdRiG^QP-n z-z11AcS z9z`Vd9j;%Kl1CduHksk0Km>KA^QRLg5jL}fNFsSpN|6-f2djO$bX$}tn-Q;cw~>J> znKsYlsXmhsV|@C7L_{k^3IRey8AS|{5EI@zlooVm@L{til@tolDiPd>bHhewDIq9~ z&aT$}6c-y5CE3WU6+j?*Pa=^7L}}0l5sgwBC4xdWcut_S+DMuN(L#t3Q5y^d7q4_7 zAK)=PeJ3%ZVkC||W4|V(_<=lHpfHMhYeupb7a=8erS~gXUFlG%tF^?mc^)^qNI;AU zAtDk-ij*KGA)+?l69_{? 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zhMigj`eS^8ihqm_ + * @bug No known bugs except for NYI items + */ + +#ifndef __onnxstyletransferpipeline_H__ +#define __onnxstyletransferpipeline_H__ + +#include +#include +#include +#include +#include + +#ifdef LOG_TAG +#undef LOG_TAG +#endif +#define LOG_TAG "onnxstyletransferpipeline" + +#if !defined(PACKAGE) +#define PACKAGE "org.example.onnxstyletransferpipeline" +#endif + +#endif /* __onnxstyletransferpipeline_H__ */ diff --git a/Tizen.native/OnnxStyleTransferPipeline/project_def.prop b/Tizen.native/OnnxStyleTransferPipeline/project_def.prop new file mode 100644 index 00000000..3f1f61bc --- /dev/null +++ b/Tizen.native/OnnxStyleTransferPipeline/project_def.prop @@ -0,0 +1,11 @@ +APPNAME = onnxstyletransferpipeline + +type = app +profile = tizen-8.0 + +USER_SRCS = src/onnxstyletransferpipeline.c +USER_DEFS = +USER_INC_DIRS = inc +USER_OBJS = +USER_LIBS = +USER_EDCS = diff --git a/Tizen.native/OnnxStyleTransferPipeline/res/candy.onnx 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zFZ2!4Ot9BIRaYKmR{oN3@*X{2^C5O$DP8HE&8W8hI-bfv}r zLm?dqClFOubrXh8^{FoLS^1eJ>rn&qMdJs|Uwo2!1ic#Vf?b-djrddQ~P z@y7aJ0~5V)`)m9EIjE6pUO5nCT29W(%d2Uh+WEa1@I+I(nS~L$K_g`J5D3ZoPeU1s z5cx_Y*XlJ=`63J7wzuLQTfTfbkIwQS&96GmQuqE`sGIVCGoVT#LQ@oQnVOTEHf`F% zHdQ=f(Z}d*jOItM8iUb8Z}}A?4*G$d%7-CwdC7^%U_{O~AjjFw?|;~{!}Bd4Aemyn zzb!scrN07Q`iG)_lb}jLQd`!VcPK4UMIq`6?FY>(F@k_}g5RW$5yke+hYkW}9Kd?XEQzUukRQ0^7NMWv|@x zwG+T&6#DSD0;1`&kBdyQ56LC)MX~>1olS!p$pSkJiQ^PTspwbpG9e!D!m!-zBA%$k kZ}gYfNaCF}xV$|1>H6z0+kD + * @bug No known bugs except for NYI items + */ + +#include "onnxstyletransferpipeline.h" +#include +#include +#include +#include +#include +#include + +/** + * @brief Appdata struct + */ +typedef struct appdata { + Evas_Object *win; + Evas_Object *conform; + Evas_Object *grid; + Evas_Object *inference_button; + Evas_Object *exit_button; + + g_autofree gchar *model_config; +} appdata_s; + +g_autofree gchar *image_filename = "cat.jpg"; +g_autofree gchar *image_path; + +Evas_Object *image; +Ecore_Pipe *output_pipe; + +ml_tensors_info_h input_info; +ml_tensors_info_h output_info; + +ml_service_h handle; + +image_util_image_h decoded_image; +image_util_decode_h decode_h; + +/** + * @brief evas object smart callback + */ +static void +win_delete_request_cb(void *data, Evas_Object *obj, void *event_info) +{ + ui_app_exit(); +} + +/** + * @brief evas object smart callback + */ +static void +win_back_cb(void *data, Evas_Object *obj, void *event_info) +{ + appdata_s *ad = data; + /* Let window go to hide state. */ + elm_win_lower(ad->win); +} + +/** + * @brief Update the image + * @param data The data passed from the callback registration function (not used + * here) + * @param buf The data passed from pipe + * @param size The data size + */ +void _update_image_cb(void *data, void *buf, unsigned int size) { + unsigned char *img_src = evas_object_image_data_get(image, EINA_TRUE); + memcpy(img_src, buf, size); + evas_object_image_data_update_add(image, 0, 0, 720, 720); +} + +/** + * @brief Inference callback function + */ +static void onnx_inference_cb(void *data, Evas_Object *obj, void *event_info) { + + int status; + unsigned long width, height; + unsigned char *dataBuffer = NULL; + size_t bufferSize = 0; + + status = image_util_decode_set_input_path(decode_h, image_path); + if (status != IMAGE_UTIL_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "image_util_decode_set_input_path failed"); + } + + status = + image_util_decode_set_colorspace(decode_h, IMAGE_UTIL_COLORSPACE_RGB888); + if (status != IMAGE_UTIL_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "image_util_decode_set_colorspace failed"); + } + + status = image_util_decode_run2(decode_h, &decoded_image); + if (status != IMAGE_UTIL_ERROR_NONE) + dlog_print(DLOG_ERROR, LOG_TAG, "error code = %d", status); + + status = image_util_get_image(decoded_image, &width, &height, NULL, &dataBuffer, &bufferSize); + if (status != IMAGE_UTIL_ERROR_NONE) + dlog_print(DLOG_ERROR, LOG_TAG, "error code = %d", status); + + // create tensors_data handle with input_info + ml_tensors_data_h input_data = NULL; + + status = ml_tensors_data_create(input_info, &input_data); + if (status != ML_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "ml_tensors_data_create %d", status); + } + + status = + ml_tensors_data_set_tensor_data(input_data, 0U, dataBuffer, bufferSize); + if (status != ML_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "ml_tensors_data_set_tensor_data failed"); + } + for (int i = 0; i < 5; i++) { + g_usleep (50000U); + + status = ml_service_request (handle, "appsrc", input_data); + if (status != ML_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "ml_service_request failed"); + } + } + + free (dataBuffer); + ml_tensors_data_destroy (input_data); + +} + +/** + * @brief Creates essential UI objects. + */ +static void +create_base_gui(appdata_s *ad) +{ + ad->win = elm_win_util_standard_add(PACKAGE, PACKAGE); + elm_win_autodel_set(ad->win, EINA_TRUE); + + if (elm_win_wm_rotation_supported_get(ad->win)) { + int rots[4] = { 0, 90, 180, 270 }; + elm_win_wm_rotation_available_rotations_set(ad->win, (const int *)(&rots), 4); + } + + evas_object_smart_callback_add(ad->win, "delete,request", win_delete_request_cb, NULL); + eext_object_event_callback_add(ad->win, EEXT_CALLBACK_BACK, win_back_cb, ad); + + ad->conform = elm_conformant_add(ad->win); + elm_win_indicator_mode_set(ad->win, ELM_WIN_INDICATOR_SHOW); + elm_win_indicator_opacity_set(ad->win, ELM_WIN_INDICATOR_OPAQUE); + evas_object_size_hint_weight_set(ad->conform, EVAS_HINT_EXPAND, EVAS_HINT_EXPAND); + elm_win_resize_object_add(ad->win, ad->conform); + evas_object_show(ad->conform); + + ad->grid = elm_grid_add (ad->conform); + elm_grid_size_set(ad->grid, 720, 720); + evas_object_size_hint_weight_set(ad->grid, EVAS_HINT_EXPAND,EVAS_HINT_EXPAND); + elm_object_content_set(ad->conform, ad->grid); + evas_object_show(ad->grid); + + image = evas_object_image_filled_add(ad->win); + evas_object_image_file_set (image, image_path, NULL); + elm_grid_pack(ad->grid, image, 180, 100, 360, 360); + evas_object_show (image); + + ad->inference_button = elm_button_add (ad->grid); + evas_object_size_hint_align_set (ad->inference_button, EVAS_HINT_FILL, + EVAS_HINT_FILL); + elm_object_text_set (ad->inference_button, "Inference with trained model"); + evas_object_show (ad->inference_button); + evas_object_smart_callback_add (ad->inference_button, "clicked", + onnx_inference_cb, NULL); + elm_grid_pack (ad->grid, ad->inference_button, 180, 500, 360, 60); + + ad->exit_button = elm_button_add (ad->grid); + evas_object_size_hint_align_set (ad->exit_button, EVAS_HINT_FILL, + EVAS_HINT_FILL); + elm_object_text_set (ad->exit_button, "Exit"); + evas_object_show (ad->exit_button); + evas_object_smart_callback_add (ad->exit_button, "clicked", + win_delete_request_cb, ad); + elm_grid_pack (ad->grid, ad->exit_button, 180, 600, 360, 60); + + /* Show window after base gui is set up */ + evas_object_show(ad->win); +} + +/** @brief new_data callback for this app */ +static void +_new_data_cb (ml_service_event_e event, ml_information_h event_data, void *user_data) +{ + ml_tensors_data_h data = NULL; + char *data_ptr; + size_t data_size; + int status; + + switch (event) { + case ML_SERVICE_EVENT_NEW_DATA: + status = ml_information_get (event_data, "data", &data); + if (status != ML_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "ml_information_get failed"); + } + status = ml_tensors_data_get_tensor_data (data, 0U, (void **)&data_ptr, &data_size); + if (status != ML_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "ml_tensors_data_get_tensor_data failed"); + } + ecore_pipe_write(output_pipe, data_ptr, data_size); + break; + default: + break; + } + +} + +/** + * @brief base code for basic UI app. + */ +static bool +app_create(void *data) +{ + appdata_s *ad = data; + int status; + g_autofree gchar *res_path = app_get_resource_path (); + + output_pipe = ecore_pipe_add ((Ecore_Pipe_Cb) _update_image_cb, NULL); + + create_base_gui(ad); + + ad->model_config = g_strdup_printf ("%s%s", res_path, "onnx_style_transfer.pipeline.appsrc.conf"); + + status = ml_service_new (ad->model_config, &handle); + if (status != ML_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "ml_service_create failed"); + } + + status = ml_service_set_event_cb (handle, _new_data_cb, NULL); + if (status != ML_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "ml_service_set_callback failed"); + } + + status = ml_service_get_input_information (handle, "appsrc", &input_info); + if (status != ML_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "ml_handle_get_input_information failed"); + } + + status = ml_service_get_output_information (handle, "tensor_sink", &output_info); + if (status != ML_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "ml_service_get_output_information failed"); + } + + return true; +} + +/** + * @brief base code for basic UI app. + */ +static void +app_control(app_control_h app_control, void *data) +{ + /* Handle the launch request. */ +} + +/** + * @brief base code for basic UI app. + */ +static void +app_pause(void *data) +{ + /* Take necessary actions when application becomes invisible. */ +} + +/** + * @brief base code for basic UI app. + */ +static void +app_resume(void *data) +{ + /* Take necessary actions when application becomes visible. */ +} + +/** + * @brief base code for basic UI app. + */ +static void +app_terminate(void *data) +{ + /* Release all resources. */ + + image_util_decode_destroy(decode_h); + ecore_pipe_del(output_pipe); + + ml_tensors_info_destroy (input_info); + ml_tensors_info_destroy (output_info); + ml_service_destroy(handle); +} + +/** + * @brief base code for basic UI app. + */ +static void +ui_app_lang_changed(app_event_info_h event_info, void *user_data) +{ + /*APP_EVENT_LANGUAGE_CHANGED*/ + + int ret; + char *language; + + ret = app_event_get_language(event_info, &language); + if (ret != APP_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "app_event_get_language() failed. Err = %d.", ret); + return; + } + + if (language != NULL) { + elm_language_set(language); + free(language); + } +} + +/** + * @brief base code for basic UI app. + */ +static void +ui_app_orient_changed(app_event_info_h event_info, void *user_data) +{ + /*APP_EVENT_DEVICE_ORIENTATION_CHANGED*/ + return; +} + +/** + * @brief base code for basic UI app. + */ +static void +ui_app_region_changed(app_event_info_h event_info, void *user_data) +{ + /*APP_EVENT_REGION_FORMAT_CHANGED*/ +} + +/** + * @brief base code for basic UI app. + */ +static void +ui_app_low_battery(app_event_info_h event_info, void *user_data) +{ + /*APP_EVENT_LOW_BATTERY*/ +} + +/** + * @brief base code for basic UI app. + */ +static void +ui_app_low_memory(app_event_info_h event_info, void *user_data) +{ + /*APP_EVENT_LOW_MEMORY*/ +} + +/** + * @brief base code for basic UI app. + */ +int +main(int argc, char *argv[]) +{ + appdata_s ad = {0,}; + + int ret = 0; + g_autofree gchar *img_path = app_get_resource_path (); + + ui_app_lifecycle_callback_s event_callback = {0,}; + app_event_handler_h handlers[5] = {NULL, }; + + image_path = g_strdup_printf ("%s%s", img_path, image_filename); + dlog_print(DLOG_INFO, LOG_TAG, "The image path is '%s'.", image_path); + + image_util_decode_create(&decode_h); + + event_callback.create = app_create; + event_callback.terminate = app_terminate; + event_callback.pause = app_pause; + event_callback.resume = app_resume; + event_callback.app_control = app_control; + + ui_app_add_event_handler(&handlers[APP_EVENT_LOW_BATTERY], APP_EVENT_LOW_BATTERY, ui_app_low_battery, &ad); + ui_app_add_event_handler(&handlers[APP_EVENT_LOW_MEMORY], APP_EVENT_LOW_MEMORY, ui_app_low_memory, &ad); + ui_app_add_event_handler(&handlers[APP_EVENT_DEVICE_ORIENTATION_CHANGED], APP_EVENT_DEVICE_ORIENTATION_CHANGED, ui_app_orient_changed, &ad); + ui_app_add_event_handler(&handlers[APP_EVENT_LANGUAGE_CHANGED], APP_EVENT_LANGUAGE_CHANGED, ui_app_lang_changed, &ad); + ui_app_add_event_handler(&handlers[APP_EVENT_REGION_FORMAT_CHANGED], APP_EVENT_REGION_FORMAT_CHANGED, ui_app_region_changed, &ad); + + ret = ui_app_main(argc, argv, &event_callback, &ad); + if (ret != APP_ERROR_NONE) { + dlog_print(DLOG_ERROR, LOG_TAG, "app_main() is failed. err = %d", ret); + } + + return ret; +} diff --git a/Tizen.native/OnnxStyleTransferPipeline/tizen-manifest.xml b/Tizen.native/OnnxStyleTransferPipeline/tizen-manifest.xml new file mode 100644 index 00000000..9f8b4725 --- /dev/null +++ b/Tizen.native/OnnxStyleTransferPipeline/tizen-manifest.xml @@ -0,0 +1,8 @@ + + + + + onnxstyletransferpipeline.png + + +