{"id":16931,"date":"2025-09-30T13:05:31","date_gmt":"2025-09-30T09:35:31","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=16931"},"modified":"2025-10-27T22:43:05","modified_gmt":"2025-10-27T19:13:05","slug":"how-we-launched-our-own-chatbot-model-with-a-cheap-hetzner-server-introduction","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/en\/tutorials\/how-we-launched-our-own-chatbot-model-with-a-cheap-hetzner-server-introduction\/","title":{"rendered":"How we launched our own Chatbot model with a cheap Hetzner server"},"content":{"rendered":"

\u0645\u0642\u062f\u0645\u0647<\/h2>\n

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\n

\u0686\u0631\u0627 Hetzner \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u0645\u061f<\/h2>\n

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\u06f2. \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc<\/h3>\n

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\u06f3. \u062a\u0646\u0648\u0639 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc<\/h3>\n

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\n

\u0645\u0631\u0627\u062d\u0644 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc Chatbot \u0631\u0648\u06cc Hetzner<\/h2>\n

\u06af\u0627\u0645 \u0627\u0648\u0644: \u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u06cc\u0633\u062a\u0645\u200c\u0639\u0627\u0645\u0644<\/h3>\n

\u0645\u0627 Ubuntu 22.04 LTS \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0631\u062f\u06cc\u0645. \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0647\u0645 \u0633\u0628\u06a9 \u0627\u0633\u062a \u0648 \u0647\u0645 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0627\u0631\u062f.<\/p>\n

\u06af\u0627\u0645 \u062f\u0648\u0645: \u0646\u0635\u0628 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647<\/h3>\n

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\n
sudo apt update && sudo apt upgrade -y\r\nsudo apt install python3-pip git -y\r\npip install transformers accelerate fastapi uvicorn<\/code><\/pre>\n
\u06af\u0627\u0645 \u0633\u0648\u0645: \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062f\u0644 Chatbot<\/h3>\n
\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0627\u062f\u0647 \u0631\u0648\u06cc Hugging Face<\/strong> \u0628\u0647\u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0633\u062a\u0646\u062f. \u0645\u0627 \u0627\u0632 \u0645\u062f\u0644 DialoGPT-medium<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0631\u0648\u06cc CPU \u0647\u0645 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0631\u0627\u06cc \u062a\u0633\u062a \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a.<\/p>\n
\u06af\u0627\u0645 \u0686\u0647\u0627\u0631\u0645: \u0633\u0627\u062e\u062a API \u0633\u0627\u062f\u0647<\/h3>\n
\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 FastAPI<\/strong>\u060c \u06cc\u06a9 API \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0631\u0633\u0627\u0644 \u067e\u06cc\u0627\u0645 \u0648 \u062f\u0631\u06cc\u0627\u0641\u062a \u067e\u0627\u0633\u062e \u0633\u0627\u062e\u062a\u06cc\u0645:<\/p>\n
\n
from transformers import AutoModelForCausalLM, AutoTokenizer\r\nfrom fastapi import FastAPI\r\n\r\napp = FastAPI()\r\n\r\ntokenizer = AutoTokenizer.from_pretrained(\"microsoft\/DialoGPT-medium\")\r\nmodel = AutoModelForCausalLM.from_pretrained(\"microsoft\/DialoGPT-medium\")\r\n\r\n@app.get(\"\/chat\")\r\ndef chat(msg: str):\r\ninputs = tokenizer.encode(msg + tokenizer.eos_token, return_tensors=\"pt\")\r\noutputs = model.generate(inputs, max_length=1000, pad_token_id=tokenizer.eos_token_id)\r\nreply = tokenizer.decode(outputs[:, inputs.shape[-1]:][0], skip_special_tokens=True)\r\nreturn {\"reply\": reply}<\/code><\/pre>\n
\u06af\u0627\u0645 \u067e\u0646\u062c\u0645: \u0627\u062c\u0631\u0627\u06cc \u0633\u0631\u0648\u06cc\u0633<\/h3>\n
API \u0631\u0627 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n
\n
uvicorn main:app --host 0.0.0.0 --port 8000<\/code><\/pre>\n
\u062d\u0627\u0644\u0627 \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a \u0645\u0631\u0648\u0631\u06af\u0631 \u06cc\u0627 \u0627\u0628\u0632\u0627\u0631 curl<\/code> \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f:<\/p>\n
\n
curl \"http:\/\/your-server-ip:8000\/chat?msg=\u0633\u0644\u0627\u0645\"<\/code><\/pre>\n
\n
\u067e\u0631\u0633\u0634\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c (FAQ)<\/h2>\n
\u0622\u06cc\u0627 \u0628\u062f\u0648\u0646 GPU \u0645\u06cc\u200c\u0634\u0648\u062f Chatbot \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u061f<\/h3>\n
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\u0686\u0637\u0648\u0631 \u0633\u0631\u0648\u0631 \u0631\u0627 \u0627\u0645\u0646 \u06a9\u0646\u06cc\u0645\u061f<\/h3>\n
    \n
  • \n
    \u0647\u0645\u06cc\u0634\u0647 ufw<\/code> \u06cc\u0627 \u0641\u0627\u06cc\u0631\u0648\u0627\u0644 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n
  • \n
    \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 SSH \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n
  • \n
    \u0627\u0632 SSL \u0628\u0631\u0627\u06cc API \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n
    \u0627\u06af\u0631 \u062a\u0631\u0627\u0641\u06cc\u06a9 \u0632\u06cc\u0627\u062f \u0634\u062f \u0686\u0647 \u06a9\u0646\u06cc\u0645\u061f<\/h3>\n
    Hetzner \u0627\u0645\u06a9\u0627\u0646 \u0627\u0631\u062a\u0642\u0627 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u06cc\u0627 \u0645\u0647\u0627\u062c\u0631\u062a \u0628\u0647 \u0633\u0631\u0648\u0631 GPU\u062f\u0627\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f Load Balancing<\/strong> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n
    \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 Chatbot \u0631\u0627 \u062f\u0631 \u062a\u0644\u06af\u0631\u0627\u0645 \u06cc\u0627 \u0648\u0627\u062a\u0633\u0627\u067e \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u061f<\/h3>\n
    \u0628\u0644\u0647. \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a API \u0633\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 Bot\u0647\u0627\u06cc \u062a\u0644\u06af\u0631\u0627\u0645 \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627 \u0645\u062a\u0635\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n
    \n
    \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc \u0645\u0627<\/h2>\n
    \u062f\u0631 \u0637\u0648\u0644 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0628\u0627 \u0686\u0646\u062f \u0686\u0627\u0644\u0634 \u0631\u0648\u0628\u0647\u200c\u0631\u0648 \u0634\u062f\u06cc\u0645:<\/p>\n
      \n
    • \n
      \u062f\u0631 \u0627\u0648\u0644\u06cc\u0646 \u062a\u0633\u062a\u200c\u0647\u0627\u060c \u067e\u0627\u0633\u062e \u0645\u062f\u0644 \u06a9\u0645\u06cc \u06a9\u0646\u062f \u0628\u0648\u062f. \u0628\u0627 \u06a9\u0627\u0647\u0634 \u0633\u0627\u06cc\u0632 \u0645\u062f\u0644 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc generate<\/code> \u0633\u0631\u0639\u062a \u0628\u0647\u062a\u0631 \u0634\u062f.<\/p>\n<\/li>\n
    • \n
      \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0646\u0627\u0628\u0639 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u06a9\u0648\u0686\u06a9 \u0645\u0647\u0645 \u0627\u0633\u062a\u061b \u0627\u06af\u0631 \u0686\u0646\u062f \u0633\u0631\u0648\u06cc\u0633 \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u060c RAM \u067e\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker<\/strong> \u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u0645.<\/p>\n<\/li>\n<\/ul>\n
      \n
      \u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc<\/h2>\n
      \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u06cc\u06a9 Chatbot \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u0627\u0631\u0632\u0627\u0646 Hetzner<\/strong> \u0646\u0647\u200c\u062a\u0646\u0647\u0627 \u0634\u062f\u0646\u06cc \u0627\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 \u062a\u062c\u0631\u0628\u0647\u200c\u0627\u06cc \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u062a\u0633\u062a \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06af\u0631 \u0628\u0647\u200c\u062f\u0646\u0628\u0627\u0644 \u0647\u0632\u06cc\u0646\u0647 \u067e\u0627\u06cc\u06cc\u0646\u060c \u0622\u0632\u0627\u062f\u06cc \u0639\u0645\u0644 \u0648 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644<\/strong> \u0647\u0633\u062a\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634 \u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0627\u0633\u062a.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"Introduction These days, launching a dedicated Chatbot on a personal server is a common practice, both for economic reasons and due to\u2026","protected":false},"author":1,"featured_media":16933,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"Chatbot","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"\u0646\u062d\u0648\u0647 \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0633\u0631\u0648\u0631 chatbot \u0628\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u06cc \u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0645\u06a9\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062e\u0631\u06cc\u062f \u0633\u0631\u0648\u0631 \u0647\u062a\u0632\u0646\u0631 . \u0627\u0645\u0646\u06cc\u062a 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ITPiran<\/title>\n<meta name=\"description\" content=\"\u0646\u062d\u0648\u0647 \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0633\u0631\u0648\u0631 chatbot \u0628\u0627 \u0627\u0642\u062a\u0635\u0627\u062f\u06cc \u062a\u0631\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0645\u06a9\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062e\u0631\u06cc\u062f \u0633\u0631\u0648\u0631 \u0647\u062a\u0632\u0646\u0631 . \u0627\u0645\u0646\u06cc\u062a \u0628\u0627\u0644\u0627 \/ \u0634\u062e\u0635\u06cc \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0648 \u0645\u0646\u0627\u0633\u0628 \u06a9\u0633\u0628 \u0648 \u06a9\u0627\u0631 \u0634\u062e\u0635\u06cc\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.itpiran.net\/blog\/en\/tutorials\/how-we-launched-our-own-chatbot-model-with-a-cheap-hetzner-server-introduction\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta 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