dd_main.cxx

const char *tags[ 7722 ] = { 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saigyouji_yuyuko","sailor_chibi_moon","sailor_jupiter","sailor_mars","sailor_mercury","sailor_moon","sailor_saturn","sailor_venus","saint_martha","sairenji_haruna","saitama_(one-punch_man)","saitou_(pokemon)","sakagami_tomoyo","sakamoto_mio","sakata_gintoki","sakawa_(kantai_collection)","sakuma_mayu","sakura_(fire_emblem)","sakura_chiyo","sakura_futaba","sakura_kyouko","sakura_miko","sakura_miku","sakurai_momoka","sakurajima_mai","sakurauchi_riko","samidare_(kantai_collection)","samson_(skullgirls)","samuel_b._roberts_(kantai_collection)","samus_aran","sanada_akihiko","sanageyama_uzu","sand_cat_(kemono_friends)","saniwa_(touken_ranbu)","sanji","sanya_v_litvyak","sanzen'in_nagi","saotome_alto","saotome_ranma","saratoga_(kantai_collection)","saren_(princess_connect!)","sasaki_chie","sasaki_chiho","sasha_braus","saten_ruiko","satonaka_chie","satoshi_(pokemon)","satou_kazuma","satsuki_(kantai_collection)","sawa_azusa","sawamura_spencer_eriri","saya","sayo_samonji","sazanami_(kantai_collection)","scathach_(fate)_(all)","scathach_(fate/grand_order)","scathach_(swimsuit_assassin)_(fate)","scathach_skadi_(fate/grand_order)","scheherazade_(fate/grand_order)","schwertkreuz","seaport_hime","seeu","seiran_(touhou)","seiren_(suite_precure)","sekibanki","selvaria_bles","semiramis_(fate)","sendai_(kantai_collection)","sendai_hakurei_no_miko","sengoku_nadeko","senjougahara_hitagi","senkawa_chihiro","senketsu","sento_isuzu","serena_(pokemon)","serval_(kemono_friends)","sesshouin_kiara","seto_kousuke","setsuna_f_seiei","sf-a2_miki","shamal","shameimaru_aya","shampoo_(ranma_1/2)","shana","shanghai_doll","shannon","shantae_(character)","sheik","sheryl_nome","shibuya_rin","shidare_hotaru","shigure_(kantai_collection)","shihouin_yoruichi","shiina_mayuri","shijou_takane","shiki_eiki","shikinami_(kantai_collection)","shikinami_asuka_langley","shima_rin","shimada_arisu","shimakaze_(kantai_collection)","shimamura_uzuki","shimazu_yoshino","shindou_takuto","shinjou_akane","shinki","shinku","shinomiya_kaguya","shinonome_nano","shinonono_houki","shiomi_kotone","shiomi_shuuko","shirabe_ako","shirai_kuroko","shirakami_fubuki","shirakiin_ririchiyo","shiranui_(kantai_collection)","shiranui_mai","shirasaka_koume","shirase_sakuya","shiratsuyu_(kantai_collection)","shirayuki_(kantai_collection)","shirayuki_hime","shirogane_naoto","shirona_(pokemon)","shizue_(doubutsu_no_mori)","shizuka_rin","shoebill_(kemono_friends)","shokudaikiri_mitsutada","shokuhou_misaki","shouhou_(kantai_collection)","shoukaku_(azur_lane)","shoukaku_(kantai_collection)","shuten_douji_(fate/grand_order)","shuu_(inazuma_eleven)","sieg_(fate/apocrypha)","siege_(arknights)","signum","silica","silva_(granblue_fantasy)","silver_(pokemon)","silver_fox_(kemono_friends)","simon","sin_sack","sinon","sion_eltnam_atlasia","sirius_(azur_lane)","sirius_(azure_horizons)_(azur_lane)","sirius_(midsummer_seirios)_(azur_lane)","siro_(dennou_shoujo_youtuber_siro)","skadi_(arknights)","slaine_troyard","slime_(dragon_quest)","small-clawed_otter_(kemono_friends)","snivy","soga_no_tojiko","soldier:_76_(overwatch)","soldier_(dq3)","solid_snake","sombra_(overwatch)","son_gohan","son_gokuu","sona_buvelle","sonia_(pokemon)","sonic","sonoda_umi","sonohara_anri","sonozaki_mion","sonozaki_shion","sonya_(kill_me_baby)","sophie_(tales)","sora_(kingdom_hearts)","sora_ginko","sorceress_(dragon's_crown)","souryuu_(kantai_collection)","souryuu_asuka_langley","souseiseki","squall_leonhart","squirtle","st._louis_(azur_lane)","st_ar-15_(girls_frontline)","stakes_of_purgatory","star_platinum","star_sapphire","stheno","stocking_(psg)","su-san","subaru_nakajima","sucy_manbavaran","sugimoto_reimi","sugiura_ayano","suigintou","suiren_(pokemon)","suiseiseki","sukuna_shinmyoumaru","sunazuka_akira","sunny_milk","suomi_kp31_(girls_frontline)","suou_pavlichenko","super_pochaco","super_sonico","suzukaze_(kantai_collection)","suzukaze_aoba","suzuki_jun","suzumiya_haruhi","suzutsuki_(kantai_collection)","suzuya_(kantai_collection)","t-head_admiral","ta-class_battleship","tachibana_arisu","tachibana_hibiki_(symphogear)","tachibana_taki","tada_riina","taigei_(kantai_collection)","taihou_(azur_lane)","taihou_(forbidden_feast)_(azur_lane)","taihou_(kantai_collection)","tainaka_ritsu","takagaki_kaede","takagi-san","takakura_himari","takamachi_nanoha","takamaki_anne","takami_chika","takamori_aiko","takanami_(kantai_collection)","takanashi_rikka","takao_(azur_lane)","takao_(kantai_collection)","takara_miyuki","takarada_rikka","takasu_ryuuji","takatsuki_yayoi","takeba_yukari","takebe_saori","takei_hisa","takimoto_hifumi","takoluka","takumi_(fire_emblem)","tama_(kantai_collection)","tamamo_(fate)_(all)","tamamo_cat_(fate)","tamamo_no_mae_(fate)","tamamo_no_mae_(swimsuit_lancer)_(fate)","tamura_yuri","tanamachi_kaoru","taneshima_popura","tanikaze_(kantai_collection)","tanned_cirno","tanya_degurechaff","taokaka","tashkent_(kantai_collection)","tatara_kogasa","tatebayashi_sakurako","tateyama_ayano","tatsumaki","tatsumi_kanji","tatsuta_(kantai_collection)","teana_lanster","tedeza_rize","teireida_mai","temari","ten'ou_haruka","tendou_akane","tenjou_utena","tenjouin_asuka","tenryuu_(kantai_collection)","tenshi_(angel_beats!)","tepig","teruzuki_(kantai_collection)","texas_(arknights)","tharja_(fire_emblem)","tieria_erde","tifa_lockhart","tiki_(fire_emblem)","tina_branford","tippy_(gochiusa)","todoroki_shouto","toga_himiko","tohno_akiha","tohno_shiki","tohsaka_rin","tohsaka_tokiomi","tokiko_(touhou)","tokisaki_kurumi","tokitarou_(fate/grand_order)","tokitsukaze_(kantai_collection)","tomoe_gozen_(fate/grand_order)","tomoe_hotaru","tomoe_mami","tone_(kantai_collection)","toon_link","tooru_(maidragon)","toramaru_shou","torchic","toshinou_kyouko","totoki_airi","toudou_shimako","toudou_yurika","toujou_nozomi","touko_(pokemon)","touwa_erio","touya_(pokemon)","toyosatomimi_no_miko","tracer_(overwatch)","trish_una","tsubaki_yayoi","tsuchinoko_(kemono_friends)","tsukikage_yuri","tsukimiya_ayu","tsukino_mito","tsukino_usagi","tsukioka_kogane","tsukumo_benben","tsukumo_yatsuhashi","tsukuyomi_shirabe","tsunade","tsurumaki_kokoro","tsurumaki_maki","tsurumaru_kuninaga","tsuruya","tsushima_(kantai_collection)","tsushima_yoshiko","u-511_(kantai_collection)","uchi_emiri","uchiha_sasuke","udagawa_tomoe","uehara_himari","uiharu_kazari","ujimatsu_chiya","ultimate_madoka","umbreon","umikaze_(kantai_collection)","ump9_(girls_frontline)","ump45_(girls_frontline)","uni_(neptune_series)","unicorn_(azur_lane)","united_kingdom_(hetalia)","unryuu_(kantai_collection)","unzan","urakaze_(kantai_collection)","uraraka_ochako","uruha_rushia","uryuu_ryuunosuke","usada_hikaru","usada_pekora","usami_renko","usami_sumireko","ushio_(kantai_collection)","ushiromiya_ange","ushiromiya_battler","ushiromiya_jessica","ushiromiya_maria","ushiwakamaru_(fate/grand_order)","utsugi_yuuki","uzuki_(kantai_collection)","uzuki_sayaka","uzumaki_naruto","vampire_(azur_lane)","vampy","vanilla_(nekopara)","vee_(granblue_fantasy)","vegeta","verniy_(kantai_collection)","vert","viera","viktor_nikiforov","violet_evergarden_(character)","vira_lilie","virgilia","vita","vivio","wa2000_(girls_frontline)","wakaba_(kantai_collection)","wakasagihime","warspite_(kantai_collection)","watanabe_you","watatsuki_no_toyohime","watatsuki_no_yorihime","waver_velvet","weiss_schnee","white_mage","white_rabbit","widowmaker_(overwatch)","winry_rockbell","wo-class_aircraft_carrier","wriggle_nightbug","xp-tan","xuanzang_(fate/grand_order)","yae_sakura","yagami_hayate","yagen_toushirou","yagokoro_eirin","yahagi_(kantai_collection)","yakumo_ran","yakumo_yukari","yamabuki_inori","yamada_aoi","yamada_elf","yamagishi_fuuka","yamagumo_(kantai_collection)","yamakaze_(kantai_collection)","yamanaka_ino","yamanaka_sawako","yamashiro_(azur_lane)","yamashiro_(kantai_collection)","yamato-no-kami_yasusada","yamato_(kantai_collection)","yang_guifei_(fate/grand_order)","yang_xiao_long","yaoyorozu_momo","yasaka_kanako","yayoi_(kantai_collection)","yazawa_nico","yellow_(pokemon)","yin","ymir_(shingeki_no_kyojin)","yoko_littner","yorha_no._2_type_b","yorha_no._9_type_s","yorha_type_a_no._2","yorigami_jo'on","yorigami_shion","yoshida_yuuko_(machikado_mazoku)","yoshikawa_chinatsu","yotsuba_alice","you_(pokemon)","yowane_haku","yuel_(granblue_fantasy)","yuffie_kisaragi","yui_(angel_beats!)","yuigahama_yui","yuki_miku","yukikaze_(kantai_collection)","yukine_chris","yukinoshita_yukino","yukishiro_honoka","yumehara_nozomi","yumeko","yumemi_riamu","yumi_(senran_kagura)","yumizuka_satsuki","yuna_(ff10)","yuno","yura_(kantai_collection)","yuri_(angel_beats!)","yuri_lowell","yuri_plisetsky","yuri_sakazaki","yuubari_(kantai_collection)","yuudachi_(azur_lane)","yuudachi_(kantai_collection)","yuugumo_(kantai_collection)","yuuki_(pokemon)","yuuki_(sao)","yuuki_makoto","yuuki_mikan","yuuno_scrya","yuuri_(pokemon)","yuzuhara_konomi","yuzuki_yukari","yuzuriha_inori","z1_leberecht_maass_(kantai_collection)","z3_max_schultz_(kantai_collection)","z23_(azur_lane)","zara_(azur_lane)","zara_(kantai_collection)","zero_(rockman)","zero_two_(darling_in_the_franxx)","zeta_(granblue_fantasy)","zidane_tribal","zooey_(granblue_fantasy)","zuihou_(kantai_collection)","zuikaku_(kantai_collection)","safe","questionable","explicit" };

#define MAGICKCORE_QUANTUM_DEPTH 16
#define MAGICKCORE_HDRI_ENABLE 0
#include <MagickWand/MagickWand.h>
#include <array>
#include <atomic>
#include <fstream>
#include <future>
#include <iomanip>
#include <iostream>
#include <sstream>
#include <string>
#include <unistd.h>
#include <vector>

#include "cpu.h"
#include "net.h"

using namespace std;

static void print_usage() {
	cout << "Usage: waifu2x-ncnn-vulkan [options] -i images...\n\n";
	cout << "  -h                   show this help\n";
	cout << "  -s                   print scores\n";
	cout << "  -t                   tag threshold (default=0.5)\n";
	cout << "  -m model-path        model path (default=model-dd)\n";
	cout << "  -i images            input images paths\n";
}

int main(int argc, char **argv) {
	string model = "model-dd";
	bool print_scores = false;
	double threshold = 0.5;

	bool stop = false;
	int opt;
	while (!stop && (opt = getopt(argc, argv, "i:m:t:hs")) != -1) {
		switch (opt) {
			case 'i': stop = 1; break;
			case 'm': model = optarg; break;
			case 's': print_scores = true; break;
			case 't': threshold = atof(optarg); break;
			case 'h':
			default: print_usage(); exit(-1);
		}
	}
	opt = optind - 1;

	if (opt == 0 || argc <= opt) {
		print_usage();
		exit(-1);
	}

	vector<const char *> paths;
	for (int i = opt; i < argc; ++i) { paths.emplace_back(argv[ i ]); }

	char parampath[ 4096 ];
	char modelpath[ 4096 ];
	{
		sprintf(parampath, "%s/resnet_dd.param", model.c_str());
		sprintf(modelpath, "%s/resnet_dd.bin", model.c_str());
	}

	MagickWandGenesis();

	int cpus = ncnn::get_cpu_count();
	ncnn::Net net;
	net.load_param(parampath);
	net.load_model(modelpath);
	atomic<int> counter = { 0 };
	PixelWand *p_wand = NewPixelWand();
	PixelSetColor(p_wand, "black");

	auto worker = [ &net, &counter, &paths, cpus, threshold, print_scores, p_wand, argc ] {
		MagickWand *m_wand = NewMagickWand();

		while (true) {
			int c = counter++;
			if (c >= paths.size())
				break;

			auto *path = paths[ c ];

			auto error = [ = ] {
				char *error_description;
				ExceptionType error_severity;
				error_description = MagickGetException(m_wand, &error_severity);
				cerr << "Error opening image file " << path << ": " << error_description << endl;
				error_description = (char *) MagickRelinquishMemory(error_description);
			};

			if (MagickReadImage(m_wand, path) == MagickFalse) {
				error();
				exit(-1);
			}

			double w = MagickGetImageWidth(m_wand);
			double h = MagickGetImageHeight(m_wand);
			double m = max(w, h);
			int _w = round(w / m * 512);
			int _h = round(h / m * 512);

			MagickSetImageBackgroundColor(m_wand, p_wand);
			MagickResizeImage(m_wand, _w, _h, BoxFilter);
			MagickExtentImage(m_wand, 512, 512, (_w - 512) / 2, (_h - 512) / 2);

			// MagickWriteImage(m_wand, "/tmp/tmp/logo_resize.png");

			auto *pixels = new unsigned char[ 3 * 512 * 512 ];
			MagickExportImagePixels(m_wand, 0, 0, 512, 512, "RGB", CharPixel, pixels);
			auto image = ncnn::Mat::from_pixels(pixels, ncnn::Mat::PIXEL_RGB, 512, 512);
			delete[] pixels;

			auto write = [ = ](string name, string text) {
				if (text.empty())
					return;
				cout << "Processed " << name << "\n";
				if (!(c % 100))
					cout << 100. * c / argc << "% complete\n";
				auto ext = name.find_last_of('.');
				name = name.replace(name.begin() + ext, name.end(), ".txt");

				if (ofstream file(name, ofstream::trunc | ofstream::out); file.is_open()) {
					file.exceptions(ofstream::failbit | ofstream::badbit);
					try {
						file.write(text.c_str(), text.length() - 1);
					} catch (ofstream::failure const &) { cerr << "Error writing to file " << name; }
					file.close();
				} else
					cerr << "Can't create/open file " << name << endl;
			};

			{
				const float norm[ 3 ] = { 1. / 255, 1. / 255, 1. / 255 };
				image.substract_mean_normalize(nullptr, norm);

				ncnn::Extractor ex = net.create_extractor();
				ex.set_num_threads(cpus);
				ex.input("input_1_blob", image);
				ncnn::Mat out;
				ex.extract("activation_142_blob", out);

				stringstream buffer;
				buffer << setprecision(3);
				for (int i = 0; i < 7722; ++i)
					if (print_scores) {
						if (out[ i ] > threshold)
							buffer << out[ i ] << ", " << tags[ i ] << "\n";
					} else {
						int j = 7722 - i;
						if (out[ j ] > threshold)
							buffer << tags[ j ] << " ";
					}

				write(path, buffer.str());
			}
		}
		if (m_wand)
			DestroyMagickWand(m_wand);
	};

	auto futures = array{ async(launch::async, worker), async(launch::async, worker), async(launch::async, worker) };
	for (auto &f : futures) f.wait();

	net.clear();

	MagickWandTerminus();
	return 0;
}