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#include <stdio.h>
#include <fstream>
#include <iostream>
#include <random>
#include <string>
#include <thread>
#include "stable-diffusion.h"
#define STB_IMAGE_WRITE_IMPLEMENTATION
#define STB_IMAGE_WRITE_STATIC
#include "stb_image_write.h"
struct Option {
int n_threads = -1;
std::string model_path;
std::string output_path = "output.png";
std::string prompt;
std::string negative_prompt;
float cfg_scale = 7.0f;
int w = 512;
int h = 512;
SampleMethod sample_method = EULAR_A;
int sample_steps = 20;
int seed = 42;
bool verbose = false;
void print() {
printf("Option: \n");
printf(" n_threads: %d\n", n_threads);
printf(" model_path: %s\n", model_path.c_str());
printf(" output_path: %s\n", output_path.c_str());
printf(" prompt: %s\n", prompt.c_str());
printf(" negative_prompt: %s\n", negative_prompt.c_str());
printf(" cfg_scale: %.2f\n", cfg_scale);
printf(" width: %d\n", w);
printf(" height: %d\n", h);
printf(" sample_method: %s\n", "eular a");
printf(" sample_steps: %d\n", sample_steps);
printf(" seed: %d\n", seed);
}
};
void print_usage(int argc, const char* argv[]) {
printf("usage: %s [arguments]\n", argv[0]);
printf("\n");
printf("arguments:\n");
printf(" -h, --help show this help message and exit\n");
printf(" -t, --threads N number of threads to use during computation (default: -1).\n");
printf(" If threads <= 0, then threads will be set to the number of CPU cores\n");
printf(" -m, --model [MODEL] path to model\n");
printf(" -o, --output OUTPUT path to write result image to (default: .\\output.png)\n");
printf(" -p, --prompt [PROMPT] the prompt to render\n");
printf(" -n, --negative-prompt PROMPT the negative prompt (default: \"\")\n");
printf(" --cfg-scale SCALE unconditional guidance scale: (default: 7.0)\n");
printf(" -H, --height H image height, in pixel space (default: 512)\n");
printf(" -W, --width W image width, in pixel space (default: 512)\n");
printf(" --sample-method SAMPLE_METHOD sample method (default: \"eular a\")\n");
printf(" --steps STEPS number of sample steps (default: 20)\n");
printf(" -s SEED, --seed SEED RNG seed (default: 42, use random seed for < 0)\n");
printf(" -v, --verbose print extra info\n");
}
void parse_args(int argc, const char* argv[], Option* opt) {
bool invalid_arg = false;
for (int i = 1; i < argc; i++) {
std::string arg = argv[i];
if (arg == "-t" || arg == "--threads") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->n_threads = std::stoi(argv[i]);
} else if (arg == "-m" || arg == "--model") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->model_path = argv[i];
} else if (arg == "-o" || arg == "--output") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->output_path = argv[i];
} else if (arg == "-p" || arg == "--prompt") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->prompt = argv[i];
} else if (arg == "-n" || arg == "--negative-prompt") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->negative_prompt = argv[i];
} else if (arg == "--cfg-scale") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->cfg_scale = std::stof(argv[i]);
} else if (arg == "-H" || arg == "--height") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->h = std::stoi(argv[i]);
} else if (arg == "-W" || arg == "--width") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->w = std::stoi(argv[i]);
} else if (arg == "--steps") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->sample_steps = std::stoi(argv[i]);
} else if (arg == "-s" || arg == "--seed") {
if (++i >= argc) {
invalid_arg = true;
break;
}
opt->seed = std::stoi(argv[i]);
} else if (arg == "-h" || arg == "--help") {
print_usage(argc, argv);
exit(0);
} else if (arg == "-v" || arg == "--verbose") {
opt->verbose = true;
} else {
fprintf(stderr, "error: unknown argument: %s\n", arg.c_str());
print_usage(argc, argv);
exit(1);
}
if (invalid_arg) {
fprintf(stderr, "error: invalid parameter for argument: %s\n", arg.c_str());
print_usage(argc, argv);
exit(1);
}
}
if (opt->n_threads <= 0) {
opt->n_threads = std::thread::hardware_concurrency();
}
if (opt->prompt.length() == 0) {
fprintf(stderr, "error: the following arguments are required: prompt\n");
print_usage(argc, argv);
exit(1);
}
if (opt->model_path.length() == 0) {
fprintf(stderr, "error: the following arguments are required: model_path\n");
print_usage(argc, argv);
exit(1);
}
if (opt->output_path.length() == 0) {
fprintf(stderr, "error: the following arguments are required: output_path\n");
print_usage(argc, argv);
exit(1);
}
if (opt->w <= 0 || opt->w % 32 != 0) {
fprintf(stderr, "error: the width must be a multiple of 32\n");
exit(1);
}
if (opt->h <= 0 || opt->h % 32 != 0) {
fprintf(stderr, "error: the height must be a multiple of 32\n");
exit(1);
}
if (opt->sample_steps <= 0) {
fprintf(stderr, "error: the sample_steps must be greater than 0\n");
exit(1);
}
}
int main(int argc, const char* argv[]) {
Option opt;
parse_args(argc, argv, &opt);
if (opt.verbose) {
opt.print();
printf("%s", sd_get_system_info().c_str());
set_sd_log_level(SDLogLevel::DEBUG);
}
StableDiffusion sd(opt.n_threads);
if (!sd.load_from_file(opt.model_path)) {
return 1;
}
std::vector<uint8_t> img = sd.txt2img(opt.prompt,
opt.negative_prompt,
opt.cfg_scale,
opt.w,
opt.h,
opt.sample_method,
opt.sample_steps,
opt.seed);
stbi_write_png(opt.output_path.c_str(), opt.w, opt.h, 3, img.data(), 0);
printf("save result image to '%s'\n", opt.output_path.c_str());
return 0;
}