{"id":8707,"date":"2026-09-21T07:13:01","date_gmt":"2026-09-21T07:13:01","guid":{"rendered":"https:\/\/otus.ru\/journal\/?p=8707"},"modified":"2026-09-25T15:39:20","modified_gmt":"2026-09-25T15:39:20","slug":"sozdanie-telegram-bota-dlya-generacii-izobrazhenij-s-ispolzovaniem-docker-i-stable-diffusion","status":"publish","type":"post","link":"https:\/\/otus.ru\/journal\/sozdanie-telegram-bota-dlya-generacii-izobrazhenij-s-ispolzovaniem-docker-i-stable-diffusion\/","title":{"rendered":"\u0422\u0435\u043b\u0435\u0433\u0440\u0430\u043c-\u0431\u043e\u0442 \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 \u043d\u0430 Stable Diffusion \u0432 Docker"},"content":{"rendered":"<p><strong>\u0422\u0435\u043b\u0435\u0433\u0440\u0430\u043c-\u0431\u043e\u0442 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439<\/strong> &#8212; \u044d\u0442\u043e \u0441\u0432\u044f\u0437\u043a\u0430 \u0438\u0437 \u0442\u0440\u0435\u0445 \u0447\u0430\u0441\u0442\u0435\u0439: \u0441\u0430\u043c \u0431\u043e\u0442 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0438\u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043c\u043e\u0434\u0435\u043b\u044c Stable Diffusion \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043f\u0440\u043e\u043c\u043f\u0442 \u0432 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0440\u0430\u0437\u0431\u0435\u0440\u0443 \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u043a\u0443: \u043a\u0430\u043a \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u0442\u044c \u0435\u0435 \u043d\u0430 \u0441\u0435\u0440\u0432\u0438\u0441\u044b, \u0437\u0430\u0447\u0435\u043c \u0442\u0443\u0442 Docker, \u043a\u0430\u043a \u043f\u043e\u0434\u043d\u044f\u0442\u044c Stable Diffusion \u0447\u0435\u0440\u0435\u0437 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443 diffusers \u0438 \u043a\u0430\u043a \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0434\u043e\u043b\u0433\u0443\u044e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e, \u043d\u0435 \u0437\u0430\u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u0430\u0432 \u0431\u043e\u0442\u0430.<\/p>\n<div class=\"oj-toc\" style=\"background:#f6f6f6;border-radius:8px;padding:14px 20px;margin:20px 0\">\n<p><strong>\u0421\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u0435<\/strong><\/p>\n<ol>\n<li><a href=\"#s1\">\u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430: \u0442\u0440\u0438 \u0440\u043e\u043b\u0438, \u0434\u0432\u0430 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430<\/a><\/li>\n<li><a href=\"#s2\">\u041f\u043e\u0447\u0435\u043c\u0443 \u0438\u043c\u0435\u043d\u043d\u043e Docker<\/a><\/li>\n<li><a href=\"#s3\">\u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c Stable Diffusion: diffusers \u0438\u043b\u0438 AUTOMATIC1111<\/a><\/li>\n<li><a href=\"#s4\">\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0438\u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438<\/a><\/li>\n<li><a href=\"#s5\">\u0414\u043e\u043b\u0433\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f: \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u043c \u0446\u0438\u043a\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439<\/a><\/li>\n<li><a href=\"#s6\">\u0411\u043e\u0442: \u043f\u0440\u0438\u043d\u044f\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442, \u0434\u043e\u0436\u0434\u0430\u0442\u044c\u0441\u044f, \u043e\u0442\u0434\u0430\u0442\u044c \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443<\/a><\/li>\n<li><a href=\"#s7\">\u0422\u043e\u043a\u0435\u043d \u0438 \u043a\u043b\u044e\u0447\u0438 &#8212; \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435<\/a><\/li>\n<li><a href=\"#s8\">\u0421\u043e\u0431\u0438\u0440\u0430\u0435\u043c \u0432 Docker Compose<\/a><\/li>\n<li><a href=\"#s9\">\u0412\u044b\u0432\u043e\u0434\u044b<\/a><\/li>\n<li><a href=\"#s10\">\u0413\u0434\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \/ \u0441\u0432\u044f\u0437\u044c \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439<\/a><\/li>\n<li><a href=\"#s11\">FAQ<\/a><\/li>\n<\/ol>\n<\/div>\n<p>\u042d\u0442\u043e \u043d\u0435 \u0442\u0443\u0442\u043e\u0440\u0438\u0430\u043b \u043f\u043e \u0431\u0430\u0437\u043e\u0432\u043e\u043c\u0443 \u0431\u043e\u0442\u0443 (\u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043a\u043e\u043c\u0430\u043d\u0434, \u0442\u043e\u043a\u0435\u043d \u043e\u0442 BotFather) &#8212; \u043f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u044e, \u0447\u0442\u043e \u0441 \u044d\u0445\u043e-\u0431\u043e\u0442\u043e\u043c \u0432\u044b \u0443\u0436\u0435 \u0437\u043d\u0430\u043a\u043e\u043c\u044b. \u0424\u043e\u043a\u0443\u0441 \u0442\u0443\u0442 \u043d\u0430 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0435 \u0438 \u043d\u0430 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u0438 \u0441 \u0442\u044f\u0436\u0435\u043b\u043e\u0439 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u044c\u044e.<\/p>\n<h2 id=\"s1\">\u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430: \u0442\u0440\u0438 \u0440\u043e\u043b\u0438, \u0434\u0432\u0430 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430<\/h2>\n<p>\u0421\u043e\u0431\u043b\u0430\u0437\u043d \u043d\u0430\u043f\u0438\u0441\u0430\u0442\u044c \u0432\u0441\u0435 \u0432 \u043e\u0434\u043d\u043e\u043c \u0441\u043a\u0440\u0438\u043f\u0442\u0435 \u0432\u0435\u043b\u0438\u043a, \u043d\u043e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043d\u0430 GPU \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 \u0434\u0435\u0441\u044f\u0442\u043a\u0438 \u0441\u0435\u043a\u0443\u043d\u0434, \u0430 Telegram \u0436\u0434\u0435\u0442 \u0431\u044b\u0441\u0442\u0440\u044b\u0445 \u043e\u0442\u0432\u0435\u0442\u043e\u0432. \u041f\u043e\u044d\u0442\u043e\u043c\u0443 \u0440\u043e\u043b\u0438 \u0440\u0430\u0437\u0432\u043e\u0434\u044f\u0442.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0420\u043e\u043b\u044c<\/th>\n<th>\u0427\u0442\u043e \u0434\u0435\u043b\u0430\u0435\u0442<\/th>\n<th>\u0427\u0435\u043c \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0411\u043e\u0442<\/td>\n<td>\u041f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u044f, \u0448\u043b\u0435\u0442 \u0441\u0442\u0430\u0442\u0443\u0441\u044b, \u043e\u0442\u0434\u0430\u0435\u0442 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443<\/td>\n<td>python-telegram-bot<\/td>\n<\/tr>\n<tr>\n<td>\u0421\u0435\u0440\u0432\u0438\u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438<\/td>\n<td>HTTP-\u043e\u0431\u0435\u0440\u0442\u043a\u0430 \u043d\u0430\u0434 \u043c\u043e\u0434\u0435\u043b\u044c\u044e, \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432<\/td>\n<td>FastAPI + diffusers<\/td>\n<\/tr>\n<tr>\n<td>\u041c\u043e\u0434\u0435\u043b\u044c<\/td>\n<td>\u0421\u0447\u0438\u0442\u0430\u0435\u0442 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443 \u043f\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0443<\/td>\n<td>Stable Diffusion (\u0432\u0435\u0441\u0430 \u043d\u0430 GPU)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0411\u043e\u0442 \u0438 \u0441\u0435\u0440\u0432\u0438\u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 &#8212; \u044d\u0442\u043e \u0434\u0432\u0430 \u0440\u0430\u0437\u043d\u044b\u0445 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0438 \u0434\u0432\u0430 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430 Docker. \u0411\u043e\u0442 \u043b\u0435\u0433\u043a\u0438\u0439 \u0438 \u0432\u0441\u0435\u0433\u0434\u0430 \u043e\u0442\u0437\u044b\u0432\u0447\u0438\u0432, \u0441\u0435\u0440\u0432\u0438\u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0434\u0435\u0440\u0436\u0438\u0442 \u0432 \u043f\u0430\u043c\u044f\u0442\u0438 \u0442\u044f\u0436\u0435\u043b\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c. \u041e\u0431\u0449\u0430\u044e\u0442\u0441\u044f \u043e\u043d\u0438 \u043f\u043e HTTP \u0432\u043d\u0443\u0442\u0440\u0438 Docker-\u0441\u0435\u0442\u0438: \u0431\u043e\u0442 \u0448\u043b\u0435\u0442 POST \u0441 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u043c, \u0441\u0435\u0440\u0432\u0438\u0441 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 PNG.<\/p>\n<p>\u0422\u0430\u043a\u043e\u0435 \u0440\u0430\u0437\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0434\u0430\u0435\u0442 \u0442\u0440\u0438 \u0432\u0435\u0449\u0438: \u0431\u043e\u0442\u0430 \u043c\u043e\u0436\u043d\u043e \u043f\u0435\u0440\u0435\u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c, \u043d\u0435 \u0432\u044b\u0433\u0440\u0443\u0436\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0438\u0437 \u0432\u0438\u0434\u0435\u043e\u043f\u0430\u043c\u044f\u0442\u0438; \u0441\u0435\u0440\u0432\u0438\u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u043c\u043e\u0436\u043d\u043e \u0432\u044b\u043d\u0435\u0441\u0442\u0438 \u043d\u0430 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u0443\u044e \u043c\u0430\u0448\u0438\u043d\u0443 \u0441 GPU; \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0443 \u043d\u0430 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e \u0432\u0438\u0434\u043d\u043e \u0438 \u0435\u0439 \u043c\u043e\u0436\u043d\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u044f\u0442\u044c \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u043e \u043e\u0442 \u043b\u043e\u0433\u0438\u043a\u0438 \u0434\u0438\u0430\u043b\u043e\u0433\u0430.<\/p>\n<h2 id=\"s2\">\u041f\u043e\u0447\u0435\u043c\u0443 \u0438\u043c\u0435\u043d\u043d\u043e Docker<\/h2>\n<p>Stable Diffusion \u0442\u044f\u043d\u0435\u0442 \u0437\u0430 \u0441\u043e\u0431\u043e\u0439 \u0445\u0440\u0443\u043f\u043a\u043e\u0435 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435: \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u0432\u0435\u0440\u0441\u0438\u0438 PyTorch, CUDA-\u0434\u0440\u0430\u0439\u0432\u0435\u0440\u043e\u0432, diffusers, transformers. \u041d\u0430 \u0441\u043e\u0441\u0435\u0434\u043d\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u0435 \u044d\u0442\u0430 \u0441\u0431\u043e\u0440\u043a\u0430 \u043b\u0435\u0433\u043a\u043e \u043b\u043e\u043c\u0430\u0435\u0442\u0441\u044f. Docker \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0435\u0435 \u0446\u0435\u043b\u0438\u043a\u043e\u043c.<\/p>\n<ul>\n<li><strong>\u0418\u0437\u043e\u043b\u044f\u0446\u0438\u044f \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f.<\/strong> \u0412\u0435\u0440\u0441\u0438\u0438 CUDA \u0438 Python \u0432\u043d\u0443\u0442\u0440\u0438 \u043e\u0431\u0440\u0430\u0437\u0430 \u043d\u0435 \u043a\u043e\u043d\u0444\u043b\u0438\u043a\u0442\u0443\u044e\u0442 \u0441 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u043c\u0438.<\/li>\n<li><strong>GPU-\u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438.<\/strong> \u0427\u0435\u0440\u0435\u0437 NVIDIA Container Toolkit \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 \u043f\u043e\u043b\u0443\u0447\u0430\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u0432\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442\u0435 (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">--gpus all<\/code> \u0438\u043b\u0438 \u0431\u043b\u043e\u043a <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">devices<\/code> \u0432 compose), \u0430 \u043e\u0431\u0440\u0430\u0437 \u0441\u0442\u0440\u043e\u0438\u0442\u0441\u044f \u043e\u0442 CUDA-\u0431\u0430\u0437\u044b.<\/li>\n<li><strong>\u0412\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u044c.<\/strong> \u0422\u043e\u0442 \u0436\u0435 \u043e\u0431\u0440\u0430\u0437 \u043f\u043e\u0434\u043d\u0438\u043c\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u0435\u0440\u0432\u0435\u0440\u0435 \u0442\u0430\u043a \u0436\u0435, \u043a\u0430\u043a \u0443 \u0432\u0430\u0441 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e; \u0432\u0435\u0441\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432\u044b\u043d\u043e\u0441\u0438\u043c \u0432 volume, \u0447\u0442\u043e\u0431\u044b \u043d\u0435 \u0442\u044f\u043d\u0443\u0442\u044c \u0438\u0445 \u043f\u0440\u0438 \u043a\u0430\u0436\u0434\u043e\u0439 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0435.<\/li>\n<\/ul>\n<h2 id=\"s3\">\u041a\u0430\u043a \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c Stable Diffusion: diffusers \u0438\u043b\u0438 AUTOMATIC1111<\/h2>\n<p>\u0415\u0441\u0442\u044c \u0434\u0432\u0430 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u043f\u0443\u0442\u0438 \u0434\u0430\u0442\u044c \u0431\u043e\u0442\u0443 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043c\u043e\u0434\u0435\u043b\u0438. \u0412\u044b\u0431\u043e\u0440 \u0437\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0442\u043e\u0433\u043e, \u043d\u0443\u0436\u0435\u043d \u043b\u0438 \u0432\u0430\u043c \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0438\u0437 \u043a\u043e\u0434\u0430 \u0438\u043b\u0438 \u0433\u043e\u0442\u043e\u0432\u044b\u0439 \u0432\u0435\u0431-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441.<\/p>\n<table>\n<thead>\n<tr>\n<th>\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0439<\/th>\n<th>diffusers (\u0441\u0432\u043e\u0439 \u0441\u0435\u0440\u0432\u0438\u0441)<\/th>\n<th>AUTOMATIC1111 \/ \u0435\u0433\u043e \u0444\u043e\u0440\u043a\u0438 (\u0433\u043e\u0442\u043e\u0432\u044b\u0439 API)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0427\u0442\u043e \u044d\u0442\u043e<\/td>\n<td>Python-\u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430, \u0432\u044b \u043f\u0438\u0448\u0435\u0442\u0435 \u0441\u0435\u0440\u0432\u0438\u0441 \u0441\u0430\u043c\u0438<\/td>\n<td>\u0413\u043e\u0442\u043e\u0432\u043e\u0435 \u0432\u0435\u0431-\u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0441 REST API<\/td>\n<\/tr>\n<tr>\n<td>\u041a\u043e\u043d\u0442\u0440\u043e\u043b\u044c<\/td>\n<td>\u041f\u043e\u043b\u043d\u044b\u0439: \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d, \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0449\u0438\u043a, \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u044b<\/td>\n<td>\u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d \u0442\u0435\u043c, \u0447\u0442\u043e \u043e\u0442\u0434\u0430\u0435\u0442 API<\/td>\n<\/tr>\n<tr>\n<td>\u041f\u043e\u0440\u043e\u0433 \u0432\u0445\u043e\u0434\u0430<\/td>\n<td>\u041d\u0443\u0436\u043d\u043e \u043f\u0438\u0441\u0430\u0442\u044c \u043a\u043e\u0434 \u0441\u0435\u0440\u0432\u0438\u0441\u0430<\/td>\n<td>\u041f\u043e\u0434\u043d\u044f\u043b \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 &#8212; \u0438 \u0435\u0441\u0442\u044c \u044d\u043d\u0434\u043f\u043e\u0438\u043d\u0442<\/td>\n<\/tr>\n<tr>\n<td>\u041a\u043e\u0433\u0434\u0430 \u0431\u0440\u0430\u0442\u044c<\/td>\n<td>\u041f\u0440\u043e\u0435\u043a\u0442, \u0441\u0432\u043e\u0438 \u043c\u043e\u0434\u0435\u043b\u0438, \u0442\u043e\u043d\u043a\u0430\u044f \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430<\/td>\n<td>\u0411\u044b\u0441\u0442\u0440\u044b\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f \u043f\u043e\u0432\u0435\u0440\u0445 \u0433\u043e\u0442\u043e\u0432\u043e\u0433\u043e UI<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u041d\u0438\u0436\u0435 \u044f \u0438\u0434\u0443 \u043f\u043e \u043f\u0443\u0442\u0438 diffusers: \u044d\u0442\u043e \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0430 Hugging Face, \u0432\u043e\u043a\u0440\u0443\u0433 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0443\u0434\u043e\u0431\u043d\u043e \u043f\u043e\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0432\u043e\u0439 HTTP-\u0441\u0435\u0440\u0432\u0438\u0441 \u0438 \u043d\u0435 \u0437\u0430\u0432\u0438\u0441\u0435\u0442\u044c \u043e\u0442 \u0447\u0443\u0436\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0430. \u0418\u0441\u0445\u043e\u0434\u043d\u0430\u044f \u0432\u0435\u0440\u0441\u0438\u044f \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0438 \u043e\u0431\u0440\u0430\u0449\u0430\u043b\u0430\u0441\u044c \u043a \u0441\u0442\u043e\u0440\u043e\u043d\u043d\u0435\u043c\u0443 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u043c\u0443 API \u043f\u043e \u0430\u0434\u0440\u0435\u0441\u0443 \u0432\u0438\u0434\u0430 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">http:\/\/localhost:9000\/ping<\/code> \u0441 \u0440\u0443\u0447\u043d\u044b\u043c \u043e\u043f\u0440\u043e\u0441\u043e\u043c \u0441\u0442\u0430\u0442\u0443\u0441\u0430 &#8212; \u044f \u0437\u0430\u043c\u0435\u043d\u0438\u043b \u044d\u0442\u043e \u043d\u0430 \u043f\u0440\u044f\u043c\u043e\u0439 \u0441\u0435\u0440\u0432\u0438\u0441, \u0433\u0434\u0435 \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0438 \u0442\u0430\u0439\u043c\u0430\u0443\u0442\u044b \u043f\u043e\u0434 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u0435\u043c.<\/p>\n<h2 id=\"s4\">\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0438\u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438<\/h2>\n<p>\u041d\u0430\u0447\u043d\u0435\u043c \u0441 \u0437\u0430\u043a\u043e\u043d\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u043f\u0440\u043e\u043c\u043f\u0442 \u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443. \u041e\u043d \u0441\u0435\u0440\u0438\u0437\u0430\u043b\u0438\u0437\u0443\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u043d\u0430 GPU: \u043e\u0434\u043d\u0430 \u0432\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442\u0430 \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043e\u0434\u043d\u0443 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e \u0437\u0430 \u0440\u0430\u0437, \u043f\u043e\u044d\u0442\u043e\u043c\u0443 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0432\u044b\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0435\u043c \u0432 \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0447\u0435\u0440\u0435\u0437 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">asyncio.Lock<\/code>.<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #C678DD\">import<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">io<\/span>\n<span style=\"color: #C678DD\">import<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">asyncio<\/span>\n<span style=\"color: #C678DD\">from<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">fastapi<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #C678DD\">import<\/span> <span style=\"color: #E06C75\">FastAPI<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">HTTPException<\/span>\n<span style=\"color: #C678DD\">from<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">fastapi.responses<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #C678DD\">import<\/span> <span style=\"color: #E06C75\">Response<\/span>\n<span style=\"color: #C678DD\">from<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">pydantic<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #C678DD\">import<\/span> <span style=\"color: #E06C75\">BaseModel<\/span>\n<span style=\"color: #C678DD\">import<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">torch<\/span>\n<span style=\"color: #C678DD\">from<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">diffusers<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #C678DD\">import<\/span> <span style=\"color: #E06C75\">StableDiffusionXLPipeline<\/span>\n\n<span style=\"color: #E06C75\">app<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">FastAPI<\/span><span style=\"color: #ABB2BF\">()<\/span>\n<span style=\"color: #E06C75\">gpu_lock<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">asyncio<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">Lock<\/span><span style=\"color: #ABB2BF\">()<\/span>  <span style=\"color: #7F848E\"># \u043e\u0434\u0438\u043d GPU - \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0434\u0443\u0442 \u043f\u043e \u043e\u0447\u0435\u0440\u0435\u0434\u0438<\/span>\n\n<span style=\"color: #E06C75\">pipe<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">StableDiffusionXLPipeline<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">from_pretrained<\/span><span style=\"color: #ABB2BF\">(<\/span>\n    <span style=\"color: #98C379\">\"stabilityai\/stable-diffusion-xl-base-1.0\"<\/span><span style=\"color: #ABB2BF\">,<\/span>\n    <span style=\"color: #E06C75\">torch_dtype<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #E06C75\">torch<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">float16<\/span><span style=\"color: #ABB2BF\">,<\/span>\n<span style=\"color: #ABB2BF\">)<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">to<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"cuda\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n\n\n<span style=\"color: #C678DD\">class<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E5C07B\">Job<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">BaseModel<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #E06C75\">prompt<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">str<\/span>\n    <span style=\"color: #E06C75\">steps<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">int<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #D19A66\">30<\/span>\n\n\n<span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">render<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">prompt<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">str<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">steps<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E5C07B\">int<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">-&gt;<\/span> <span style=\"color: #E5C07B\">bytes<\/span><span style=\"color: #ABB2BF\">:<\/span>\n    <span style=\"color: #E06C75\">image<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">pipe<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">prompt<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #E06C75\">prompt<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">num_inference_steps<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #E06C75\">steps<\/span><span style=\"color: #ABB2BF\">)<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">images<\/span><span style=\"color: #ABB2BF\">[<\/span><span style=\"color: #D19A66\">0<\/span><span style=\"color: #ABB2BF\">]<\/span>\n    <span style=\"color: #E06C75\">buf<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">io<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">BytesIO<\/span><span style=\"color: #ABB2BF\">()<\/span>\n    <span style=\"color: #E06C75\">image<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">save<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">buf<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E5C07B\">format<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #98C379\">\"PNG\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #E06C75\">buf<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">getvalue<\/span><span style=\"color: #ABB2BF\">()<\/span>\n\n\n<span style=\"color: #61AFEF\">@app<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">post<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"\/generate\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n<span style=\"color: #C678DD\">async<\/span> <span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">generate<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">job<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E06C75\">Job<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #C678DD\">if<\/span> <span style=\"color: #56B6C2\">not<\/span> <span style=\"color: #D19A66\">1<\/span> <span style=\"color: #56B6C2\">&lt;=<\/span> <span style=\"color: #E06C75\">job<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">steps<\/span> <span style=\"color: #56B6C2\">&lt;=<\/span> <span style=\"color: #D19A66\">50<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #C678DD\">raise<\/span> <span style=\"color: #E06C75\">HTTPException<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">status_code<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #D19A66\">422<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">detail<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #98C379\">\"steps 1..50\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #C678DD\">async<\/span> <span style=\"color: #C678DD\">with<\/span> <span style=\"color: #E06C75\">gpu_lock<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #E06C75\">png<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #C678DD\">await<\/span> <span style=\"color: #E06C75\">asyncio<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">to_thread<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">render<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">job<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">prompt<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">job<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">steps<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #E06C75\">Response<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">content<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #E06C75\">png<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">media_type<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #98C379\">\"image\/png\"<\/span><span style=\"color: #ABB2BF\">)<\/span><\/code><\/pre>\n<p>\u0417\u0430\u043f\u0443\u0441\u0442\u0438\u0432 \u0441\u0435\u0440\u0432\u0438\u0441 (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">uvicorn service:app --host 0.0.0.0 --port 9000<\/code>) \u0438 \u043e\u0442\u043f\u0440\u0430\u0432\u0438\u0432 POST \u043d\u0430 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">\/generate<\/code> \u0441 \u0442\u0435\u043b\u043e\u043c <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">{\"prompt\": \"a red fox in the snow\", \"steps\": 30}<\/code>, \u0432\u044b \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u0435 \u043e\u0431\u0440\u0430\u0442\u043d\u043e \u0431\u0430\u0439\u0442\u044b PNG. \u0420\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043c\u0435\u0441\u0442\u0430.<\/p>\n<ul>\n<li><code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">from_pretrained(...).to(\"cuda\")<\/code> \u043e\u0434\u0438\u043d \u0440\u0430\u0437 \u0437\u0430\u0433\u0440\u0443\u0436\u0430\u0435\u0442 \u0432\u0435\u0441\u0430 SDXL \u0432 \u0432\u0438\u0434\u0435\u043e\u043f\u0430\u043c\u044f\u0442\u044c \u043f\u0440\u0438 \u0441\u0442\u0430\u0440\u0442\u0435, \u0430 \u043d\u0435 \u043d\u0430 \u043a\u0430\u0436\u0434\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 &#8212; \u0437\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442 \u0441\u0435\u043a\u0443\u043d\u0434\u044b \u0438 \u0434\u0435\u043b\u0430\u0442\u044c \u0435\u0435 \u043c\u043d\u043e\u0433\u043e\u043a\u0440\u0430\u0442\u043d\u043e \u043d\u0435\u043b\u044c\u0437\u044f.<\/li>\n<li><code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">torch_dtype=torch.float16<\/code> \u0434\u0435\u0440\u0436\u0438\u0442 \u043c\u043e\u0434\u0435\u043b\u044c \u0432 \u043f\u043e\u043b\u043e\u0432\u0438\u043d\u043d\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438: \u0432\u0434\u0432\u043e\u0435 \u043c\u0435\u043d\u044c\u0448\u0435 \u0432\u0438\u0434\u0435\u043e\u043f\u0430\u043c\u044f\u0442\u0438 \u043f\u0440\u0438 \u043f\u043e\u0447\u0442\u0438 \u0442\u043e\u043c \u0436\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435.<\/li>\n<li><code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">gpu_lock<\/code> \u043d\u0435 \u0434\u0430\u0435\u0442 \u0434\u0432\u0443\u043c \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0437\u0430\u043d\u044f\u0442\u044c GPU, \u0438\u043d\u0430\u0447\u0435 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u0435 \u043e\u0448\u0438\u0431\u043a\u0443 \u043d\u0435\u0445\u0432\u0430\u0442\u043a\u0438 \u0432\u0438\u0434\u0435\u043e\u043f\u0430\u043c\u044f\u0442\u0438.<\/li>\n<\/ul>\n<h2 id=\"s5\">\u0414\u043e\u043b\u0433\u0430\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f: \u043d\u0435 \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u043c \u0446\u0438\u043a\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439<\/h2>\n<p>\u0422\u0443\u0442 \u043f\u0440\u044f\u0447\u0435\u0442\u0441\u044f \u0442\u0438\u043f\u043e\u0432\u0430\u044f \u043e\u0448\u0438\u0431\u043a\u0430. \u041a\u0430\u0436\u0435\u0442\u0441\u044f \u043b\u043e\u0433\u0438\u0447\u043d\u044b\u043c \u0432\u044b\u0437\u0432\u0430\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u044f\u043c\u043e \u0432 \u0430\u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u043e\u043c \u044d\u043d\u0434\u043f\u043e\u0438\u043d\u0442\u0435:<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #61AFEF\">@app<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">post<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"\/generate\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n<span style=\"color: #C678DD\">async<\/span> <span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">generate<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">job<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E06C75\">Job<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #E06C75\">png<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">render<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">job<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">prompt<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">job<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">steps<\/span><span style=\"color: #ABB2BF\">)<\/span>   <span style=\"color: #7F848E\"># \u0431\u043b\u043e\u043a\u0438\u0440\u0443\u0435\u0442 \u0432\u0435\u0441\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441<\/span>\n    <span style=\"color: #C678DD\">return<\/span> <span style=\"color: #E06C75\">Response<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">content<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #E06C75\">png<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">media_type<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #98C379\">\"image\/png\"<\/span><span style=\"color: #ABB2BF\">)<\/span><\/code><\/pre>\n<p>\u0421\u0438\u043c\u043f\u0442\u043e\u043c: \u043f\u043e\u043a\u0430 \u043e\u0434\u043d\u0430 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f 20 \u0441\u0435\u043a\u0443\u043d\u0434, \u0441\u0435\u0440\u0432\u0438\u0441 \u043d\u0435 \u043e\u0442\u0432\u0435\u0447\u0430\u0435\u0442 \u0432\u043e\u043e\u0431\u0449\u0435 \u043d\u0438 \u043d\u0430 \u0447\u0442\u043e &#8212; <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">render<\/code> \u0441\u0438\u043d\u0445\u0440\u043e\u043d\u043d\u044b\u0439 \u0438 \u0434\u0435\u0440\u0436\u0438\u0442 \u0446\u0438\u043a\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 asyncio. \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0434\u043e\u0440\u043e\u0432\u044c\u044f \u043e\u0442\u0432\u0430\u043b\u0438\u0432\u0430\u044e\u0442\u0441\u044f \u043f\u043e \u0442\u0430\u0439\u043c\u0430\u0443\u0442\u0443, \u0430 \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043e\u0441\u0435\u0434\u043d\u0438\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b.<\/p>\n<p>\u0418\u0441\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 &#8212; \u0443\u0432\u0435\u0441\u0442\u0438 \u0442\u044f\u0436\u0435\u043b\u044b\u0439 \u0432\u044b\u0437\u043e\u0432 \u0432 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u043f\u043e\u0442\u043e\u043a, \u0432\u0435\u0440\u043d\u0443\u0432 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u0446\u0438\u043a\u043b\u0443 \u0441\u043e\u0431\u044b\u0442\u0438\u0439:<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #C678DD\">async<\/span> <span style=\"color: #C678DD\">with<\/span> <span style=\"color: #E06C75\">gpu_lock<\/span><span style=\"color: #ABB2BF\">:<\/span>\n    <span style=\"color: #E06C75\">png<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #C678DD\">await<\/span> <span style=\"color: #E06C75\">asyncio<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">to_thread<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">render<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">job<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">prompt<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">job<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">steps<\/span><span style=\"color: #ABB2BF\">)<\/span><\/code><\/pre>\n<p>\u0422\u0435\u043f\u0435\u0440\u044c \u0446\u0438\u043a\u043b \u0441\u043e\u0431\u044b\u0442\u0438\u0439 \u0441\u0432\u043e\u0431\u043e\u0434\u0435\u043d: \u043e\u043d \u043e\u0431\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0437\u0434\u043e\u0440\u043e\u0432\u044c\u044f \u0438 \u0441\u0442\u0430\u0432\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0432 \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u043d\u0430 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">gpu_lock<\/code>, \u043f\u043e\u043a\u0430 \u043f\u043e\u0442\u043e\u043a \u0441\u0447\u0438\u0442\u0430\u0435\u0442 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443. \u042d\u0442\u043e \u0438 \u0435\u0441\u0442\u044c \u043f\u0440\u043e\u0441\u0442\u0430\u044f \u043e\u0447\u0435\u0440\u0435\u0434\u044c: \u043e\u0434\u0438\u043d \u0432\u043e\u0440\u043a\u0435\u0440, \u0437\u0430\u043f\u0440\u043e\u0441\u044b \u0436\u0434\u0443\u0442 \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u043a\u0443 \u043f\u043e \u043e\u0447\u0435\u0440\u0435\u0434\u0438. \u0414\u043b\u044f \u0434\u0435\u0441\u044f\u0442\u043a\u043e\u0432 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u043e\u0434\u043d\u043e\u0433\u043e \u043b\u043e\u043a\u0430 \u043c\u0430\u043b\u043e &#8212; \u0442\u043e\u0433\u0434\u0430 \u043f\u0435\u0440\u0435\u0445\u043e\u0434\u044f\u0442 \u043a \u0441\u0445\u0435\u043c\u0435 \u0441 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440\u043e\u043c \u0437\u0430\u0434\u0430\u0447\u0438: \u0441\u0435\u0440\u0432\u0438\u0441 \u0441\u0440\u0430\u0437\u0443 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">task_id<\/code>, \u043a\u043b\u0430\u0434\u0435\u0442 \u0440\u0430\u0431\u043e\u0442\u0443 \u0432 \u043e\u0447\u0435\u0440\u0435\u0434\u044c (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0432\u043e\u0440\u043a\u0435\u0440 \u0438\u043b\u0438 \u0431\u0440\u043e\u043a\u0435\u0440 \u0432\u0440\u043e\u0434\u0435 Redis), \u0430 \u0431\u043e\u0442 \u043f\u0435\u0440\u0438\u043e\u0434\u0438\u0447\u0435\u0441\u043a\u0438 \u0441\u043f\u0440\u0430\u0448\u0438\u0432\u0430\u0435\u0442 \u0441\u0442\u0430\u0442\u0443\u0441. \u0414\u043b\u044f \u0443\u0447\u0435\u0431\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u043d\u0430 \u043e\u0434\u043d\u043e\u0433\u043e-\u0434\u0432\u0443\u0445 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0431\u043b\u043e\u043a\u0438\u0440\u043e\u0432\u043a\u0438 \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e.<\/p>\n<h2 id=\"s6\">\u0411\u043e\u0442: \u043f\u0440\u0438\u043d\u044f\u0442\u044c \u043f\u0440\u043e\u043c\u043f\u0442, \u0434\u043e\u0436\u0434\u0430\u0442\u044c\u0441\u044f, \u043e\u0442\u0434\u0430\u0442\u044c \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443<\/h2>\n<p>\u0411\u043e\u0442 \u0434\u0435\u0440\u0436\u0438\u043c \u0442\u043e\u043d\u043a\u0438\u043c. \u041e\u043d \u043d\u0435 \u0437\u043d\u0430\u0435\u0442 \u043f\u0440\u043e \u043c\u043e\u0434\u0435\u043b\u044c &#8212; \u0442\u043e\u043b\u044c\u043a\u043e \u0448\u043b\u0435\u0442 HTTP-\u0437\u0430\u043f\u0440\u043e\u0441 \u0441\u0435\u0440\u0432\u0438\u0441\u0443 \u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0441 \u0442\u0430\u0439\u043c\u0430\u0443\u0442\u043e\u043c, \u0432\u0435\u0434\u044c \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0434\u043e\u043b\u0433\u0430\u044f.<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #C678DD\">import<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">os<\/span>\n<span style=\"color: #C678DD\">import<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">httpx<\/span>\n<span style=\"color: #C678DD\">from<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">telegram<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #C678DD\">import<\/span> <span style=\"color: #E06C75\">Update<\/span>\n<span style=\"color: #C678DD\">from<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #E06C75\">telegram.ext<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #C678DD\">import<\/span> <span style=\"color: #ABB2BF\">(<\/span>\n    <span style=\"color: #E06C75\">Application<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">CommandHandler<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">MessageHandler<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">filters<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">ContextTypes<\/span><span style=\"color: #ABB2BF\">,<\/span>\n<span style=\"color: #ABB2BF\">)<\/span>\n\n<span style=\"color: #E06C75\">TOKEN<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">os<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">environ<\/span><span style=\"color: #ABB2BF\">[<\/span><span style=\"color: #98C379\">\"TELEGRAM_TOKEN\"<\/span><span style=\"color: #ABB2BF\">]<\/span>          <span style=\"color: #7F848E\"># \u0442\u043e\u043a\u0435\u043d \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f<\/span>\n<span style=\"color: #E06C75\">SERVICE_URL<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">os<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">environ<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">get<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"SERVICE_URL\"<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #98C379\">\"http:\/\/generator:9000\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n\n\n<span style=\"color: #C678DD\">async<\/span> <span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">start<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">update<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E06C75\">Update<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">ctx<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E06C75\">ContextTypes<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">DEFAULT_TYPE<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #C678DD\">await<\/span> <span style=\"color: #E06C75\">update<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">message<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">reply_text<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"\u041f\u0440\u0438\u0448\u043b\u0438 \u0442\u0435\u043a\u0441\u0442 - \u0432\u0435\u0440\u043d\u0443 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443.\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n\n\n<span style=\"color: #C678DD\">async<\/span> <span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">on_prompt<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">update<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E06C75\">Update<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">ctx<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E06C75\">ContextTypes<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">DEFAULT_TYPE<\/span><span style=\"color: #ABB2BF\">):<\/span>\n    <span style=\"color: #E06C75\">prompt<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">update<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">message<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">text<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">strip<\/span><span style=\"color: #ABB2BF\">()<\/span>\n    <span style=\"color: #C678DD\">if<\/span> <span style=\"color: #E5C07B\">len<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">prompt<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #56B6C2\">&gt;<\/span> <span style=\"color: #D19A66\">500<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #C678DD\">await<\/span> <span style=\"color: #E06C75\">update<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">message<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">reply_text<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"\u0421\u043b\u0438\u0448\u043a\u043e\u043c \u0434\u043b\u0438\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u043c\u043f\u0442, \u0434\u043e 500 \u0441\u0438\u043c\u0432\u043e\u043b\u043e\u0432.\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n        <span style=\"color: #C678DD\">return<\/span>\n    <span style=\"color: #E06C75\">note<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #C678DD\">await<\/span> <span style=\"color: #E06C75\">update<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">message<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">reply_text<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"\u0413\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e, \u044d\u0442\u043e \u0437\u0430\u043d\u0438\u043c\u0430\u0435\u0442 \u0434\u043e \u043c\u0438\u043d\u0443\u0442\u044b...\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #C678DD\">try<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #C678DD\">async<\/span> <span style=\"color: #C678DD\">with<\/span> <span style=\"color: #E06C75\">httpx<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">AsyncClient<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">timeout<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #D19A66\">180<\/span><span style=\"color: #ABB2BF\">)<\/span> <span style=\"color: #C678DD\">as<\/span> <span style=\"color: #E06C75\">client<\/span><span style=\"color: #ABB2BF\">:<\/span>\n            <span style=\"color: #E06C75\">resp<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #C678DD\">await<\/span> <span style=\"color: #E06C75\">client<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">post<\/span><span style=\"color: #ABB2BF\">(<\/span>\n                <span style=\"color: #98C379\">f\"{<\/span><span style=\"color: #E06C75\">SERVICE_URL<\/span><span style=\"color: #98C379\">}\/generate\"<\/span><span style=\"color: #ABB2BF\">,<\/span>\n                <span style=\"color: #E06C75\">json<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #ABB2BF\">{<\/span><span style=\"color: #98C379\">\"prompt\"<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #E06C75\">prompt<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #98C379\">\"steps\"<\/span><span style=\"color: #ABB2BF\">:<\/span> <span style=\"color: #D19A66\">30<\/span><span style=\"color: #ABB2BF\">},<\/span>\n            <span style=\"color: #ABB2BF\">)<\/span>\n        <span style=\"color: #E06C75\">resp<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">raise_for_status<\/span><span style=\"color: #ABB2BF\">()<\/span>\n        <span style=\"color: #C678DD\">await<\/span> <span style=\"color: #E06C75\">update<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">message<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">reply_photo<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">photo<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #E06C75\">resp<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">content<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #C678DD\">except<\/span> <span style=\"color: #E06C75\">httpx<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">TimeoutException<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #C678DD\">await<\/span> <span style=\"color: #E06C75\">update<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">message<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">reply_text<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"\u041d\u0435 \u0443\u043b\u043e\u0436\u0438\u043b\u0441\u044f \u0432 \u0442\u0430\u0439\u043c\u0430\u0443\u0442, \u043f\u043e\u043f\u0440\u043e\u0431\u0443\u0439 \u043f\u043e\u0437\u0436\u0435.\"<\/span><span style=\"color: #ABB2BF\">)<\/span>\n    <span style=\"color: #C678DD\">finally<\/span><span style=\"color: #ABB2BF\">:<\/span>\n        <span style=\"color: #C678DD\">await<\/span> <span style=\"color: #E06C75\">note<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">delete<\/span><span style=\"color: #ABB2BF\">()<\/span>\n\n\n<span style=\"color: #C678DD\">def<\/span><span style=\"color: #ABB2BF\"> <\/span><span style=\"color: #61AFEF; font-weight: bold\">main<\/span><span style=\"color: #ABB2BF\">():<\/span>\n    <span style=\"color: #E06C75\">app<\/span> <span style=\"color: #56B6C2\">=<\/span> <span style=\"color: #E06C75\">Application<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">builder<\/span><span style=\"color: #ABB2BF\">()<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">token<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">TOKEN<\/span><span style=\"color: #ABB2BF\">)<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">build<\/span><span style=\"color: #ABB2BF\">()<\/span>\n    <span style=\"color: #E06C75\">app<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">add_handler<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">CommandHandler<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #98C379\">\"start\"<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">start<\/span><span style=\"color: #ABB2BF\">))<\/span>\n    <span style=\"color: #E06C75\">app<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">add_handler<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">MessageHandler<\/span><span style=\"color: #ABB2BF\">(<\/span><span style=\"color: #E06C75\">filters<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">TEXT<\/span> <span style=\"color: #56B6C2\">&amp;<\/span> <span style=\"color: #56B6C2\">~<\/span><span style=\"color: #E06C75\">filters<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">COMMAND<\/span><span style=\"color: #ABB2BF\">,<\/span> <span style=\"color: #E06C75\">on_prompt<\/span><span style=\"color: #ABB2BF\">))<\/span>\n    <span style=\"color: #E06C75\">app<\/span><span style=\"color: #56B6C2\">.<\/span><span style=\"color: #E06C75\">run_polling<\/span><span style=\"color: #ABB2BF\">()<\/span>\n\n\n<span style=\"color: #C678DD\">if<\/span> <span style=\"color: #E06C75\">__name__<\/span> <span style=\"color: #56B6C2\">==<\/span> <span style=\"color: #98C379\">\"__main__\"<\/span><span style=\"color: #ABB2BF\">:<\/span>\n    <span style=\"color: #E06C75\">main<\/span><span style=\"color: #ABB2BF\">()<\/span><\/code><\/pre>\n<p>\u0427\u0442\u043e \u0442\u0443\u0442 \u0432\u0430\u0436\u043d\u043e. \u0422\u0430\u0439\u043c\u0430\u0443\u0442 httpx (180 \u0441\u0435\u043a\u0443\u043d\u0434) \u0441\u043e\u0437\u043d\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0431\u043e\u043b\u044c\u0448\u0435, \u0447\u0435\u043c \u043d\u0430 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044e \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0438, \u043d\u043e \u043e\u043d \u0435\u0441\u0442\u044c: \u0431\u0435\u0437 \u043d\u0435\u0433\u043e \u0437\u0430\u0432\u0438\u0441\u0448\u0438\u0439 \u0441\u0435\u0440\u0432\u0438\u0441 \u043d\u0430\u0432\u0441\u0435\u0433\u0434\u0430 \u043f\u043e\u0434\u0432\u0435\u0441\u0438\u0442 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a. \u0421\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u00ab\u0413\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u044e&#8230;\u00bb \u0443\u0434\u0430\u043b\u044f\u0435\u0442\u0441\u044f \u0432 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">finally<\/code> \u043f\u0440\u0438 \u043b\u044e\u0431\u043e\u043c \u0438\u0441\u0445\u043e\u0434\u0435. \u041e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0434\u043b\u0438\u043d\u044b \u043f\u0440\u043e\u043c\u043f\u0442\u0430 &#8212; \u044d\u0442\u043e \u0442\u043e\u0436\u0435 \u0437\u0430\u0449\u0438\u0442\u0430: \u0447\u0443\u0436\u043e\u0439 \u0432\u0432\u043e\u0434 \u043d\u0435\u043b\u044c\u0437\u044f \u0441\u0447\u0438\u0442\u0430\u0442\u044c \u0431\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u044b\u043c.<\/p>\n<h2 id=\"s7\">\u0422\u043e\u043a\u0435\u043d \u0438 \u043a\u043b\u044e\u0447\u0438 &#8212; \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435<\/h2>\n<p>\u0422\u043e\u043a\u0435\u043d \u0431\u043e\u0442\u0430 &#8212; \u044d\u0442\u043e \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043d\u0435\u043c\u0443 \u0446\u0435\u043b\u0438\u043a\u043e\u043c. \u0417\u0430\u0445\u0430\u0440\u0434\u043a\u043e\u0436\u0435\u043d\u043d\u044b\u0439 \u0432 \u043a\u043e\u0434\u0435 \u0442\u043e\u043a\u0435\u043d \u0443\u0442\u0435\u0447\u0435\u0442 \u0432 \u0438\u0441\u0442\u043e\u0440\u0438\u044e git \u043f\u0440\u0438 \u043f\u0435\u0440\u0432\u043e\u043c \u0436\u0435 \u043a\u043e\u043c\u043c\u0438\u0442\u0435. \u041f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 &#8212; \u0447\u0438\u0442\u0430\u0442\u044c \u0438\u0437 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u043e\u0439 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">os.environ[\"TELEGRAM_TOKEN\"]<\/code>), \u0430 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0432\u043d\u0435 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #7F848E\"># .env - \u0434\u043e\u0431\u0430\u0432\u043b\u0435\u043d \u0432 .gitignore, \u0432 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043d\u0435 \u043f\u043e\u043f\u0430\u0434\u0430\u0435\u0442<\/span>\n<span style=\"color: #E06C75\">TELEGRAM_TOKEN<\/span><span style=\"color: #56B6C2\">=<\/span><span style=\"color: #D19A66\">123456<\/span>:AA...\u0432\u0430\u0448_\u0442\u043e\u043a\u0435\u043d<\/code><\/pre>\n<p>\u0422\u043e\u0442 \u0436\u0435 \u043f\u0440\u0438\u043d\u0446\u0438\u043f \u0434\u043b\u044f \u043b\u044e\u0431\u044b\u0445 \u043a\u043b\u044e\u0447\u0435\u0439 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0442\u043e\u043a\u0435\u043d\u0430 Hugging Face \u0434\u043b\u044f \u043f\u0440\u0438\u0432\u0430\u0442\u043d\u044b\u0445 \u0432\u0435\u0441\u043e\u0432): \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0438 \u0444\u0430\u0439\u043b <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.env<\/code> \u0432 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.gitignore<\/code>, \u0430 \u043d\u0435 \u0441\u0442\u0440\u043e\u043a\u0438 \u0432 \u043a\u043e\u0434\u0435. \u0415\u0441\u043b\u0438 \u0442\u043e\u043a\u0435\u043d \u0432\u0441\u0435 \u0436\u0435 \u0437\u0430\u0441\u0432\u0435\u0442\u0438\u043b\u0441\u044f &#8212; \u043e\u0442\u0437\u043e\u0432\u0438\u0442\u0435 \u0435\u0433\u043e \u0443 BotFather \u0438 \u0432\u044b\u043f\u0443\u0441\u0442\u0438\u0442\u0435 \u043d\u043e\u0432\u044b\u0439.<\/p>\n<h2 id=\"s8\">\u0421\u043e\u0431\u0438\u0440\u0430\u0435\u043c \u0432 Docker Compose<\/h2>\n<p>Compose \u043f\u043e\u0434\u043d\u0438\u043c\u0430\u0435\u0442 \u043e\u0431\u0430 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u043e\u0434\u043d\u043e\u0439 \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 \u0438 \u043f\u0440\u043e\u043a\u0438\u0434\u044b\u0432\u0430\u0435\u0442 GPU \u0432 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438.<\/p>\n<pre style=\"background:#282c34;color:#abb2bf;border-radius:8px;padding:16px 20px;margin:20px 0;overflow-x:auto;font-size:14px;line-height:1.55;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\"><code style=\"background:none\"><span style=\"color: #E06C75\">services<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">generator<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">build<\/span><span style=\"color: #ABB2BF\">: .\/generator<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">environment<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">      - HF_HOME=\/models<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">volumes<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">      - .\/models:\/models          <\/span><span style=\"color: #7F848E\"># \u0432\u0435\u0441\u0430 \u043a\u0435\u0448\u0438\u0440\u0443\u044e\u0442\u0441\u044f \u043c\u0435\u0436\u0434\u0443 \u043f\u0435\u0440\u0435\u0441\u0431\u043e\u0440\u043a\u0430\u043c\u0438<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">deploy<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">      <\/span><span style=\"color: #E06C75\">resources<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">        <\/span><span style=\"color: #E06C75\">reservations<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">          <\/span><span style=\"color: #E06C75\">devices<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">            - <\/span><span style=\"color: #E06C75\">driver<\/span><span style=\"color: #ABB2BF\">: nvidia<\/span>\n<span style=\"color: #ABB2BF\">              <\/span><span style=\"color: #E06C75\">count<\/span><span style=\"color: #ABB2BF\">: 1<\/span>\n<span style=\"color: #ABB2BF\">              <\/span><span style=\"color: #E06C75\">capabilities<\/span><span style=\"color: #ABB2BF\">: [<\/span><span style=\"color: #E06C75\">gpu<\/span><span style=\"color: #ABB2BF\">]<\/span>\n\n<span style=\"color: #ABB2BF\">  <\/span><span style=\"color: #E06C75\">bot<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">build<\/span><span style=\"color: #ABB2BF\">: .\/bot<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">environment<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">      - TELEGRAM_TOKEN=${TELEGRAM_TOKEN}<\/span>\n<span style=\"color: #ABB2BF\">      - SERVICE_URL=http:\/\/generator:9000<\/span>\n<span style=\"color: #ABB2BF\">    <\/span><span style=\"color: #E06C75\">depends_on<\/span><span style=\"color: #ABB2BF\">:<\/span>\n<span style=\"color: #ABB2BF\">      - generator<\/span><\/code><\/pre>\n<p>\u0411\u043e\u0442 \u043e\u0431\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u043a \u0441\u0435\u0440\u0432\u0438\u0441\u0443 \u043f\u043e \u0438\u043c\u0435\u043d\u0438 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">generator<\/code> &#8212; \u044d\u0442\u043e DNS-\u0438\u043c\u044f \u0432\u043d\u0443\u0442\u0440\u0438 Docker-\u0441\u0435\u0442\u0438, \u043f\u043e\u0440\u0442 9000 \u043d\u0430\u0440\u0443\u0436\u0443 \u043c\u043e\u0436\u043d\u043e \u043d\u0435 \u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u0442\u044c. \u0422\u043e\u043a\u0435\u043d \u043f\u043e\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0438\u0437 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.env<\/code> \u0447\u0435\u0440\u0435\u0437 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">${TELEGRAM_TOKEN}<\/code>, \u0432 compose-\u0444\u0430\u0439\u043b \u0435\u0433\u043e \u043d\u0435 \u043f\u0438\u0448\u0435\u043c. \u0417\u0430\u043f\u0443\u0441\u043a: <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">docker compose up --build<\/code>.<\/p>\n<h2 id=\"s9\">\u0412\u044b\u0432\u043e\u0434\u044b<\/h2>\n<ul>\n<li>\u0420\u0430\u0437\u0432\u0435\u0434\u0438\u0442\u0435 \u0440\u043e\u043b\u0438: \u0442\u043e\u043d\u043a\u0438\u0439 \u0431\u043e\u0442 \u0438 \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0438\u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 &#8212; \u0434\u0432\u0430 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0430, \u043e\u0431\u0449\u0430\u044e\u0442\u0441\u044f \u043f\u043e HTTP \u0432\u043d\u0443\u0442\u0440\u0438 Docker-\u0441\u0435\u0442\u0438.<\/li>\n<li>Docker \u0440\u0435\u0448\u0430\u0435\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u0443\u044e \u0431\u043e\u043b\u044c Stable Diffusion: \u0444\u0438\u043a\u0441\u0438\u0440\u0443\u0435\u0442 \u0441\u0432\u044f\u0437\u043a\u0443 CUDA + PyTorch + diffusers \u0438 \u0434\u0435\u043b\u0430\u0435\u0442 \u0441\u0431\u043e\u0440\u043a\u0443 \u0432\u043e\u0441\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u043c\u043e\u0439; \u0432\u0435\u0441\u0430 \u0432\u044b\u043d\u043e\u0441\u0438\u0442\u0435 \u0432 volume.<\/li>\n<li>diffusers \u0434\u0430\u0435\u0442 \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0438\u0437 \u043a\u043e\u0434\u0430, \u0433\u043e\u0442\u043e\u0432\u044b\u0439 API AUTOMATIC1111 &#8212; \u0431\u044b\u0441\u0442\u0440\u044b\u0439 \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f; \u0432\u044b\u0431\u043e\u0440 \u043f\u043e \u043f\u043e\u0442\u0440\u0435\u0431\u043d\u043e\u0441\u0442\u0438 \u0432 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0435.<\/li>\n<li>\u0413\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f \u0434\u043e\u043b\u0433\u0430\u044f: \u0443\u0432\u043e\u0434\u0438\u0442\u0435 \u0432\u044b\u0437\u043e\u0432 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u043f\u043e\u0442\u043e\u043a (<code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">asyncio.to_thread<\/code>), \u0441\u0435\u0440\u0438\u0437\u0430\u043b\u0438\u0437\u0443\u0439\u0442\u0435 GPU \u0447\u0435\u0440\u0435\u0437 lock, \u043d\u0430 \u0431\u043e\u0442\u0435 \u0434\u0435\u0440\u0436\u0438\u0442\u0435 \u0442\u0430\u0439\u043c\u0430\u0443\u0442 \u0438 \u0441\u0442\u0430\u0442\u0443\u0441-\u0441\u043e\u043e\u0431\u0449\u0435\u043d\u0438\u0435.<\/li>\n<li>\u0422\u043e\u043a\u0435\u043d \u0438 \u043a\u043b\u044e\u0447\u0438 &#8212; \u0442\u043e\u043b\u044c\u043a\u043e \u0438\u0437 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f; <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.env<\/code> \u0432 <code style=\"background:#eef0f3;color:#24292f;border-radius:4px;padding:1px 5px;font-size:0.92em;font-family:ui-monospace,SFMono-Regular,Menlo,Consolas,monospace\">.gitignore<\/code>, \u0434\u043b\u0438\u043d\u0443 \u0438 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u0433\u043e \u043f\u0440\u043e\u043c\u043f\u0442\u0430 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u0439\u0442\u0435.<\/li>\n<\/ul>\n<h2 id=\"s10\">\u0413\u0434\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \/ \u0441\u0432\u044f\u0437\u044c \u0441 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u043e\u0439<\/h2>\n<p>\u0422\u0430\u043a\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0442 &#8212; \u0445\u043e\u0440\u043e\u0448\u0438\u0439 \u0432\u0445\u043e\u0434 \u0432 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043d\u043e\u0439 ML: \u0432\u044b \u043a\u0430\u0441\u0430\u0435\u0442\u0435\u0441\u044c \u0434\u0438\u0444\u0444\u0443\u0437\u0438\u043e\u043d\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439, \u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441\u0430 \u043d\u0430 GPU, \u0443\u043f\u0430\u043a\u043e\u0432\u043a\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0441\u0435\u0440\u0432\u0438\u0441 \u0438 \u043e\u0447\u0435\u0440\u0435\u0434\u0435\u0439. \u042d\u0442\u043e \u0440\u043e\u0432\u043d\u043e \u0442\u0435 \u043d\u0430\u0432\u044b\u043a\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043d\u0443\u0436\u043d\u044b, \u043a\u043e\u0433\u0434\u0430 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043d\u0430\u0434\u043e \u043d\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u0437\u0430\u043f\u0443\u0441\u0442\u0438\u0442\u044c \u0432 \u0431\u043b\u043e\u043a\u043d\u043e\u0442\u0435, \u0430 \u0434\u043e\u0432\u0435\u0441\u0442\u0438 \u0434\u043e \u0441\u0435\u0440\u0432\u0438\u0441\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0432\u044b\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0443.<\/p>\n<div class=\"oj-cta\" style=\"background:#fbf4e4;border-left:4px solid #c9962b;border-radius:8px;padding:16px 20px;margin:24px 0\">\n<p style=\"margin:0 0 8px\"><strong>\u041e\u0441\u0432\u043e\u0439\u0442\u0435 \u0442\u0435\u043c\u0443 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435<\/strong><\/p>\n<p>\u0415\u0441\u043b\u0438 \u0445\u043e\u0442\u0438\u0442\u0435 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u043e \u0440\u0430\u0437\u043e\u0431\u0440\u0430\u0442\u044c\u0441\u044f \u0432 \u0442\u043e\u043c, \u043a\u0430\u043a \u0443\u0441\u0442\u0440\u043e\u0435\u043d\u044b \u0438 \u043a\u0430\u043a \u043e\u0431\u0443\u0447\u0430\u044e\u0442\u0441\u044f \u0442\u0430\u043a\u0438\u0435 \u043c\u043e\u0434\u0435\u043b\u0438, \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0443 \u043a\u0443\u0440\u0441\u0430 <a href=\"https:\/\/otus.ru\/lessons\/machinelearning\/?int_article=sozdanie-telegram-bota-dlya-generacii-izobrazhenij-s-ispolzovaniem-docker-i-stable-diffusion&amp;int_place=article&amp;int_variant=v1\">Machine Learning \u0432 Otus<\/a> &#8212; \u0442\u0430\u043c \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u044e\u0442 \u0438 \u043a\u043b\u0430\u0441\u0441\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b, \u0438 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u044b\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044b. \u041f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0431\u0440\u0430\u0442\u044c \u043f\u043e\u043b\u043d\u044b\u0439 \u043a\u0443\u0440\u0441, \u0437\u0430\u0433\u043b\u044f\u043d\u0438\u0442\u0435 \u043d\u0430 <a href=\"https:\/\/otus.ru\/events\/?int_article=sozdanie-telegram-bota-dlya-generacii-izobrazhenij-s-ispolzovaniem-docker-i-stable-diffusion&amp;int_place=article&amp;int_variant=v1\">\u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0443\u0440\u043e\u043a\u0438 Otus<\/a>: \u0444\u043e\u0440\u043c\u0430\u0442 \u0432\u0435\u0431\u0438\u043d\u0430\u0440\u0430 \u043f\u043e\u043c\u043e\u0433\u0430\u0435\u0442 \u043f\u043e\u043d\u044f\u0442\u044c, \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442 \u043b\u0438 \u0432\u0430\u043c \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0438 \u043f\u043e\u0434\u0430\u0447\u0430.<\/p>\n<\/div>\n<h2 id=\"s11\">FAQ<\/h2>\n<p><strong>\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u0430 \u043b\u0438 \u0432\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442\u0430 NVIDIA?<\/strong><br \/>\n\u0414\u043b\u044f \u043f\u0440\u0438\u0435\u043c\u043b\u0435\u043c\u043e\u0439 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438 &#8212; \u0434\u0430, SDXL \u043d\u0430 CPU \u0441\u0447\u0438\u0442\u0430\u0435\u0442\u0441\u044f \u043c\u0438\u043d\u0443\u0442\u044b \u0438 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u043c\u043d\u043e\u0433\u043e \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0430\u043c\u044f\u0442\u0438. \u041a\u0430\u043a \u0443\u0447\u0435\u0431\u043d\u044b\u0439 \u0432\u0430\u0440\u0438\u0430\u043d\u0442 CPU-\u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441 \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442, \u043d\u043e \u0434\u043b\u044f \u0431\u043e\u0442\u0430 \u0441 \u0436\u0438\u0432\u044b\u043c\u0438 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c\u0438 \u043d\u0443\u0436\u0435\u043d GPU.<\/p>\n<p><strong>\u041c\u043e\u0436\u043d\u043e \u043b\u0438 \u0432\u0437\u044f\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u043e\u0441\u0432\u0435\u0436\u0435\u0435 SDXL?<\/strong><br \/>\n\u0414\u0430, diffusers \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u0438\u0432\u0430\u0435\u0442 \u0438 \u043b\u0438\u043d\u0435\u0439\u043a\u0443 SD 3.x \u0447\u0435\u0440\u0435\u0437 \u0441\u0432\u043e\u0439 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d &#8212; \u043c\u0435\u043d\u044f\u0435\u0442\u0441\u044f \u043a\u043b\u0430\u0441\u0441 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430 \u0438 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u043a\u0430\u0442\u043e\u0440 \u0432\u0435\u0441\u043e\u0432, \u0430 \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u0438 \u0431\u043e\u0442\u0430 \u043e\u0441\u0442\u0430\u0435\u0442\u0441\u044f \u043f\u0440\u0435\u0436\u043d\u0435\u0439. \u0422\u043e\u0447\u043d\u044b\u0435 \u0438\u043c\u0435\u043d\u0430 \u0432\u0435\u0441\u043e\u0432 \u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f \u043a \u0432\u0438\u0434\u0435\u043e\u043f\u0430\u043c\u044f\u0442\u0438 \u0441\u0432\u0435\u0440\u044f\u0439\u0442\u0435 \u043d\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u043c\u043e\u0434\u0435\u043b\u0438.<\/p>\n<p><strong>\u041a\u0430\u043a \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0442\u044c \u043d\u0430\u0433\u0440\u0443\u0437\u043a\u0443, \u0447\u0442\u043e\u0431\u044b \u0431\u043e\u0442\u0430 \u043d\u0435 \u0437\u0430\u0432\u0430\u043b\u0438\u043b\u0438 \u0437\u0430\u043f\u0440\u043e\u0441\u0430\u043c\u0438?<\/strong><br \/>\n\u0412\u0432\u0435\u0434\u0438\u0442\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u0438\u0435 \u0447\u0430\u0441\u0442\u043e\u0442\u044b \u043d\u0430 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u043e\u0434\u0438\u043d \u0430\u043a\u0442\u0438\u0432\u043d\u044b\u0439 \u0437\u0430\u043f\u0440\u043e\u0441 \u043d\u0430 chat_id) \u0438 \u043e\u0447\u0435\u0440\u0435\u0434\u044c \u0441 \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0434\u043b\u0438\u043d\u043e\u0439: \u043f\u0440\u0438 \u043f\u0435\u0440\u0435\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0438 \u0441\u0440\u0430\u0437\u0443 \u043e\u0442\u0432\u0435\u0447\u0430\u0439\u0442\u0435 \u043e\u0442\u043a\u0430\u0437\u043e\u043c, \u0430 \u043d\u0435 \u043a\u043e\u043f\u0438\u0442\u0435 \u0437\u0430\u0434\u0430\u0447\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u0441\u0435 \u0440\u0430\u0432\u043d\u043e \u043d\u0435 \u0443\u0441\u043f\u0435\u0435\u0442\u0435 \u043f\u043e\u0441\u0447\u0438\u0442\u0430\u0442\u044c.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0422\u0435\u043b\u0435\u0433\u0440\u0430\u043c-\u0431\u043e\u0442 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439 &#8212; \u044d\u0442\u043e \u0441\u0432\u044f\u0437\u043a\u0430 \u0438\u0437 \u0442\u0440\u0435\u0445 \u0447\u0430\u0441\u0442\u0435\u0439: \u0441\u0430\u043c \u0431\u043e\u0442 \u043f\u0440\u0438\u043d\u0438\u043c\u0430\u0435\u0442 \u0442\u0435\u043a\u0441\u0442 \u043e\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f, \u043e\u0442\u0434\u0435\u043b\u044c\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0438\u0441 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442 \u043c\u043e\u0434\u0435\u043b\u044c, \u0430 \u043c\u043e\u0434\u0435\u043b\u044c Stable Diffusion \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u043f\u0440\u043e\u043c\u043f\u0442 \u0432 \u043a\u0430\u0440\u0442\u0438\u043d\u043a\u0443. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0440\u0430\u0437\u0431\u0435\u0440\u0443 \u0438\u043c\u0435\u043d\u043d\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u043d\u0443\u044e \u0441\u0432\u044f\u0437\u043a\u0443: \u043a\u0430\u043a \u0440\u0430\u0437\u043b\u043e\u0436\u0438\u0442\u044c \u0435\u0435 \u043d\u0430 \u0441\u0435\u0440\u0432\u0438\u0441\u044b, \u0437\u0430\u0447\u0435\u043c \u0442\u0443\u0442 Docker, \u043a\u0430\u043a \u043f\u043e\u0434\u043d\u044f\u0442\u044c Stable Diffusion \u0447\u0435\u0440\u0435\u0437 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0443 diffusers \u0438 \u043a\u0430\u043a \u043f\u0435\u0440\u0435\u0436\u0438\u0442\u044c \u0434\u043e\u043b\u0433\u0443\u044e 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