{"id":17695,"date":"2026-02-13T00:24:52","date_gmt":"2026-02-12T20:54:52","guid":{"rendered":"https:\/\/www.itpiran.net\/blog\/?p=17695"},"modified":"2026-02-13T00:24:52","modified_gmt":"2026-02-12T20:54:52","slug":"email-campaign-automation-vps","status":"publish","type":"post","link":"https:\/\/www.itpiran.net\/blog\/en\/email\/email-campaign-automation-vps\/","title":{"rendered":"Automate personalized email campaign generation with LLM running on VPS"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\" id=\"h-intro-question\"><span id=\"%da%86%d8%b7%d9%88%d8%b1-%d9%85%db%8c%d8%aa%d9%88%d8%a7%d9%86%db%8c%d8%af-%da%a9%d9%85%d9%be%db%8c%d9%86-%d8%a7%db%8c%d9%85%db%8c%d9%84%db%8c-%d8%b4%d8%ae%d8%b5%db%8c%d8%b3%d8%a7\">\u0686\u0637\u0648\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0645\u067e\u06cc\u0646 \u0627\u06cc\u0645\u06cc\u0644\u06cc \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u0628\u0627 LLM \u0631\u0627 \u0631\u0648\u06cc VPS \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f\u061f<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0646\u06cc \u0648 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 LLM \u0631\u0627 \u0631\u0648\u06cc VPS \u06cc\u0627 \u0633\u0631\u0648\u0631 \u0627\u0628\u0631\u06cc \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f\u060c \u0645\u062a\u0646\u200c\u0647\u0627\u06cc \u0627\u06cc\u0645\u06cc\u0644 \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0627\u06cc\u06cc\u062f\u060c \u0648 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0635\u062d\u06cc\u062d MTA \u0648 \u0631\u06a9\u0648\u0631\u062f\u0647\u0627\u06cc DNS \u06a9\u0645\u067e\u06cc\u0646\u200c\u0647\u0627\u06cc \u0627\u0631\u0633\u0627\u0644 \u0631\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0627\u0645\u0646 \u0648 \u0642\u0627\u0628\u0644\u200c\u0627\u0639\u062a\u0645\u0627\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-architecture\"><span id=\"%d9%85%d8%b9%d9%85%d8%a7%d8%b1%db%8c-%da%a9%d9%84%db%8c-%d8%a7%d8%aa%d9%88%d9%85%d8%a7%d8%b3%db%8c%d9%88%d9%86-%d8%aa%d9%88%d9%84%db%8c%d8%af-%da%a9%d9%85%d9%be%db%8c%d9%86-%d8%a7%db%8c\">\u0645\u0639\u0645\u0627\u0631\u06cc \u06a9\u0644\u06cc \u2014 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0645\u067e\u06cc\u0646 \u0627\u06cc\u0645\u06cc\u0644\u06cc \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u0628\u0627 LLM \u0627\u062c\u0631\u0627 \u0634\u062f\u0647 \u0631\u0648\u06cc VPS<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0631\u0633\u0648\u0645 \u0634\u0627\u0645\u0644 \u0627\u062c\u0632\u0627\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0631\u06a9\u062f\u0627\u0645 \u0646\u0642\u0634 \u0645\u0634\u062e\u0635\u06cc \u062f\u0631 \u062a\u0648\u0644\u06cc\u062f\u060c \u0635\u0641\u200c\u0628\u0646\u062f\u06cc \u0648 \u0627\u0631\u0633\u0627\u0644 \u0627\u06cc\u0645\u06cc\u0644 \u062f\u0627\u0631\u0646\u062f:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>LLM inference server (\u0631\u0648\u06cc VPS\/GPU Cloud)<\/strong> \u2014 \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>Application API (FastAPI\/Flask)<\/strong> \u2014 \u0648\u0627\u0633\u0637 \u0628\u06cc\u0646 \u0628\u0627\u0646\u06a9 \u062f\u0627\u062f\u0647\u060c LLM \u0648 \u0635\u0641 \u0627\u0631\u0633\u0627\u0644.<\/li>\n<li class=\"wp-block-paragraph\"><strong>Message queue \u0648 worker (Redis + Celery \u06cc\u0627 RabbitMQ)<\/strong> \u2014 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0631\u0633\u0627\u0644 \u062f\u0631 \u067e\u0633\u200c\u0632\u0645\u06cc\u0646\u0647 \u0648 \u0646\u0631\u062e\u200c\u062f\u0647\u06cc.<\/li>\n<li class=\"wp-block-paragraph\"><strong>MTA \u06cc\u0627 SMTP relay (Postfix\/Haraka \u06cc\u0627 \u0633\u0631\u0648\u06cc\u0633 \u062e\u0627\u0631\u062c\u06cc \u0645\u0627\u0646\u0646\u062f Mailgun\/Sendgrid)<\/strong> \u2014 \u0627\u0631\u0633\u0627\u0644 \u0648\u0627\u0642\u0639\u06cc \u0627\u06cc\u0645\u06cc\u0644.<\/li>\n<li class=\"wp-block-paragraph\"><strong>Monitoring &amp; Logging (Prometheus + Grafana + ELK)<\/strong> \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a bounce.<\/li>\n<li class=\"wp-block-paragraph\"><strong>DNS records<\/strong>: SPF, DKIM, DMARC \u0648 PTR \u0628\u0631\u0627\u06cc IP \u0627\u062e\u062a\u0635\u0627\u0635\u06cc.<\/li>\n<\/ul>\n<p class=\"wp-block-paragraph\"><strong>\u0645\u0632\u06cc\u062a \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0631\u0648\u06cc VPS \u06cc\u0627 \u0633\u0631\u0648\u0631 \u0627\u0628\u0631\u06cc:<\/strong><\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644<\/strong> \u2014 \u0645\u0647\u0645 \u0628\u0631\u0627\u06cc \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0646\u0637\u0628\u0627\u0642.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU Cloud<\/strong> \u0628\u0631\u0627\u06cc inferencing \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0627\u062e\u062a\u0635\u0627\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc IP \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a warm-up<\/strong> \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f deliverability.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u062a\u0648\u0632\u06cc\u0639 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 85+ \u0644\u0648\u06a9\u06cc\u0634\u0646 \u062c\u0647\u062a \u06a9\u0627\u0647\u0634 \u062a\u0623\u062e\u06cc\u0631.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-prerequisites\"><span id=\"%d9%be%db%8c%d8%b4%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7-%d9%88-%d8%a7%d9%86%d8%aa%d8%ae%d8%a7%d8%a8-%d8%b3%d8%b1%d9%88%d8%b1\">\u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627 \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0633\u0631\u0648\u0631<\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-hardware\"><span id=\"%d8%b3%d8%ae%d8%aa%d8%a7%d9%81%d8%b2%d8%a7%d8%b1-%d9%88-%d8%a7%d9%86%d8%aa%d8%ae%d8%a7%d8%a8-%d9%84%d9%88%da%a9%db%8c%d8%b4%d9%86\">\u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0644\u0648\u06a9\u06cc\u0634\u0646<\/span><\/h3>\n<p class=\"wp-block-paragraph\"><strong>\u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af (7B\/13B+)<\/strong> \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0627\u0632 \u0633\u0631\u0648\u0631 GPU \u0628\u0627 16\u201348 GB VRAM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f (\u0645\u062b\u0644\u0627\u064b A100\/RTX 3090\/4090). \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u06cc\u0627 \u06a9\u0648\u0627\u0646\u062a\u0627\u06cc\u0632\u0647\u200c\u0634\u062f\u0647 \u0645\u0627\u0646\u0646\u062f <em>LLama-2-7B q4_0<\/em> \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 CPU \u0628\u0627 32+ GB RAM \u0628\u0647\u0631\u0647 \u0628\u0631\u062f.<\/p>\n<p class=\"wp-block-paragraph\"><em>\u0644\u0648\u06a9\u06cc\u0634\u0646:<\/em> \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u062d\u0648\u06cc\u0644 \u062f\u0631 \u0635\u0646\u062f\u0648\u0642 \u0648\u0631\u0648\u062f\u06cc \u0645\u062d\u0644\u06cc\u060c IP \u0627\u0632 \u0647\u0645\u0627\u0646 \u0645\u0646\u0637\u0642\u0647 \u062c\u063a\u0631\u0627\u0641\u06cc\u0627\u06cc\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u06a9\u0645\u06a9 \u06a9\u0646\u062f\u061b \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc deliverability \u06a9\u0644\u06cc\u060c \u0628\u0644\u0648\u06a9 IP \u0648 \u0633\u0627\u0628\u0642\u0647 \u0622\u0646 \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-software\"><span id=\"%d9%86%d8%b1%d9%85%d8%a7%d9%81%d8%b2%d8%a7%d8%b1\">\u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0639\u0646\u0627\u0635\u0631 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\">Docker, Docker Compose \u06cc\u0627 Kubernetes (\u0628\u0631\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633).<\/li>\n<li class=\"wp-block-paragraph\">text-generation-inference (TGI) \u06cc\u0627 vLLM \u0628\u0631\u0627\u06cc inference\u061b \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u0633\u0628\u06a9\u200c\u062a\u0631 \u0645\u062b\u0644 GGML\/llama.cpp \u0628\u0631\u0627\u06cc \u0633\u0631\u0648\u0631\u0647\u0627\u06cc CPU.<\/li>\n<li class=\"wp-block-paragraph\">FastAPI \u0628\u0631\u0627\u06cc API\u060c Celery + Redis \u0628\u0631\u0627\u06cc queue\u060c Postfix\/Haraka \u06cc\u0627 SMTP relay \u0628\u0631\u0627\u06cc \u0627\u0631\u0633\u0627\u0644.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-implementation\"><span id=\"%d9%be%db%8c%d8%a7%d8%af%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%d8%b9%d9%85%d9%84%db%8c-%da%af%d8%a7%d9%85%d8%a8%d9%87%da%af%d8%a7%d9%85\">\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06cc \u2014 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645<\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-install-ubuntu\"><span id=\"%d9%86%d8%b5%d8%a8-%d9%be%d8%a7%db%8c%d9%87-ubuntu-%d9%85%d8%ab%d8%a7%d9%84\">\u0646\u0635\u0628 \u067e\u0627\u06cc\u0647 (Ubuntu \u0645\u062b\u0627\u0644)<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0646\u0635\u0628 Docker \u0631\u0648\u06cc Ubuntu:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>sudo apt update\nsudo apt install -y docker.io docker-compose\nsudo systemctl enable --now docker<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-docker-compose\"><span id=\"%d9%86%d9%85%d9%88%d9%86%d9%87-docker-compose-%d8%a8%d8%b1%d8%a7%db%8c-llm-api-redis\">\u0646\u0645\u0648\u0646\u0647 Docker Compose \u0628\u0631\u0627\u06cc LLM + API + Redis<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0646\u0633\u062e\u0647 \u0633\u0627\u062f\u0647\u200c\u0627\u06cc \u06a9\u0647 TGI \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 inference \u0648 \u06cc\u06a9 \u0627\u067e FastAPI \u0631\u0627 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>version: \"3.8\"\nservices:\n  tgi:\n    image: ghcr.io\/oobabooga\/text-generation-inference:latest\n    ports:\n      - \"8080:8080\"\n    volumes:\n      - .\/models:\/models\n    environment:\n      - MODEL_ID=\/models\/your-model\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - capabilities: [gpu]\n  api:\n    image: yourrepo\/email-llm-api:latest\n    build: .\/api\n    ports:\n      - \"8000:8000\"\n    environment:\n      - TGI_URL=http:\/\/tgi:8080\n      - REDIS_URL=redis:\/\/redis:6379\n    depends_on:\n      - tgi\n      - redis\n  redis:\n    image: redis:6\n    ports:\n      - \"6379:6379\"<\/code><\/pre>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-sample-api\"><span id=\"%d9%86%d9%85%d9%88%d9%86%d9%87-%d8%b3%d8%a7%d8%af%d9%87-api-python-fastapi-%d9%81%d8%b1%d8%a7%d8%ae%d9%88%d8%a7%d9%86%db%8c-llm-%d9%88-%d9%82%d8%a7%d9%84%d8%a8%d8%a8%d9%86%d8%af\">\u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u062f\u0647 API (Python + FastAPI) \u2014 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc LLM \u0648 \u0642\u0627\u0644\u0628\u200c\u0628\u0646\u062f\u06cc<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0642\u0637\u0639\u0647 \u06a9\u062f \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u062a\u0648\u0627 \u0627\u0632 TGI \u0648 \u0635\u0641\u200c\u0628\u0646\u062f\u06cc \u0627\u0631\u0633\u0627\u0644 \u062f\u0631 background:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>from fastapi import FastAPI, BackgroundTasks\nimport requests, smtplib\nfrom jinja2 import Template\n\napp = FastAPI()\n\ndef send_email(smtp_host, smtp_port, user, password, to, subject, body):\n    import smtplib\n    from email.mime.text import MIMEText\n    msg = MIMEText(body, \"html\")\n    msg[\"Subject\"] = subject\n    msg[\"From\"] = user\n    msg[\"To\"] = to\n    with smtplib.SMTP(smtp_host, smtp_port) as s:\n        s.starttls()\n        s.login(user, password)\n        s.sendmail(user, [to], msg.as_string())\n\n@app.post(\"\/generate-and-send\")\ndef generate_and_send(payload: dict, background_tasks: BackgroundTasks):\n    tgi_resp = requests.post(\"http:\/\/tgi:8080\/generate\", json={\n        \"prompt\": f\"Create a personalized marketing email for {payload['name']} about {payload['product']}\",\n        \"max_new_tokens\": 200\n    }).json()\n    email_body = tgi_resp[\"generated_text\"]\n    template = Template(email_body)\n    final = template.render(**payload)\n    background_tasks.add_task(send_email, \"smtp.local\", 587, \"no-reply@yourdomain.com\", \"smtp-pass\", payload[\"email\"], \"\u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0648\u06cc\u0698\u0647\", final)\n    return {\"status\": \"queued\"}<\/code><\/pre>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-deliverability\"><span id=\"%d8%aa%d9%86%d8%b8%db%8c%d9%85%d8%a7%d8%aa-%d8%a7%db%8c%d9%85%db%8c%d9%84-%d9%88-deliverability\">\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u06cc\u0645\u06cc\u0644 \u0648 deliverability<\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-spf-dkim-dmarc\"><span id=\"spf-dkim-dmarc\">SPF, DKIM, DMARC<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0646\u0645\u0648\u0646\u0647 \u0631\u06a9\u0648\u0631\u062f\u0647\u0627 \u0648 \u0645\u0631\u0627\u062d\u0644 \u06a9\u0644\u06cc\u062f\u06cc:<\/p>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>SPF:<\/strong> \u0631\u06a9\u0648\u0631\u062f TXT \u062f\u0631 DNS \u0628\u0627 \u0645\u0642\u062f\u0627\u0631 \u0646\u0645\u0648\u0646\u0647:\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>\"v=spf1 ip4:YOUR.IP.ADD.RESS include:spf.yourrelay.com -all\"<\/code><\/pre>\n<\/div>\n<\/li>\n<li class=\"wp-block-paragraph\"><strong>DKIM:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenDKIM. \u062a\u0648\u0644\u06cc\u062f \u06a9\u0644\u06cc\u062f:\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>opendkim-genkey -t -s mail -d example.com<\/code><\/pre>\n<\/div>\n<\/li>\n<li class=\"wp-block-paragraph\"><strong>DMARC:<\/strong> \u0646\u0645\u0648\u0646\u0647 \u0631\u06a9\u0648\u0631\u062f:\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>_dmarc.example.com TXT \"v=DMARC1; p=quarantine; rua=mailto:postmaster@example.com; ruf=mailto:forensic@example.com; pct=100\"<\/code><\/pre>\n<\/div>\n<\/li>\n<\/ul>\n<div class=\"pk-alert pk-alert-info\" role=\"alert\" >\n\u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0635\u062d\u062a DKIM \u0648 SPF \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u0641\u062a \u0634\u062f\u06cc\u062f deliverability \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a.<br \/>\n<\/div>\n<h3 class=\"wp-block-heading\" id=\"h-ptr-warmup\"><span id=\"ptr-%d9%88-ip-%d8%a7%d8%ae%d8%aa%d8%b5%d8%a7%d8%b5%db%8c-%d9%88-warm-up\">PTR \u0648 IP \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0648 Warm-up<\/span><\/h3>\n<p class=\"wp-block-paragraph\"><strong>PTR (reverse DNS)<\/strong> \u0628\u0627\u06cc\u062f \u0628\u0647 hostname \u0627\u06cc\u0645\u06cc\u0644 \u0628\u0631\u06af\u0631\u062f\u062f.<\/p>\n<p class=\"wp-block-paragraph\"><strong>Warm-up:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 IP \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 warm-up: \u0627\u0628\u062a\u062f\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u062d\u062f\u0648\u062f (\u0645\u062b\u0644\u0627\u064b 50\u2013200 \u0627\u06cc\u0645\u06cc\u0644 \u062f\u0631 \u0631\u0648\u0632) \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062a\u062f\u0631\u06cc\u062c\u06cc \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0628\u0644\u0648\u06a9 \u0634\u062f\u0646.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-rate-limiting\"><span id=\"rate-limiting-%d9%88-%d8%b5%d9%81%d8%a8%d9%86%d8%af%db%8c\">Rate limiting \u0648 \u0635\u0641\u200c\u0628\u0646\u062f\u06cc<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0646\u0645\u0648\u0646\u0647 Postfix \u0628\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0646\u0631\u062e \u0648 connection:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>smtpd_client_message_rate_limit = 100\nsmtpd_client_connection_count_limit = 10<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u06a9\u0645\u067e\u06cc\u0646\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0627\u0632 SMTP relay \u0645\u0639\u062a\u0628\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u0645\u062a \u0627\u067e \u0641\u0642\u0637 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc provider \u0635\u0641 \u0627\u0631\u0633\u0627\u0644 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-security\"><span id=\"%d8%a7%d9%85%d9%86%db%8c%d8%aa-%d9%88-%d8%b1%d8%b9%d8%a7%db%8c%d8%aa-%d8%ad%d8%b1%db%8c%d9%85-%d8%ae%d8%b5%d9%88%d8%b5%db%8c\">\u0627\u0645\u0646\u06cc\u062a \u0648 \u0631\u0639\u0627\u06cc\u062a \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc<\/span><\/h2>\n<p class=\"wp-block-paragraph\"><strong>TLS:<\/strong> \u0647\u0645\u06cc\u0634\u0647 \u0627\u0631\u0633\u0627\u0644 SMTP \u0631\u0627 \u0628\u0627 STARTTLS \u06cc\u0627 SMTPS \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. \u0628\u0631\u0627\u06cc Postfix \u062f\u0631 main.cf:<\/p>\n<div class=\"hcb_wrap\">\n<pre class=\"prism line-numbers lang-bash\" data-lang=\"Bash\"><code>smtpd_tls_cert_file=\/etc\/letsencrypt\/live\/example.com\/fullchain.pem\nsmtpd_tls_key_file=\/etc\/letsencrypt\/live\/example.com\/privkey.pem<\/code><\/pre>\n<\/div>\n<p class=\"wp-block-paragraph\"><strong>\u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u06a9\u0644\u06cc\u062f\u0647\u0627 \u0648 \u062a\u0648\u06a9\u0646\u200c\u0647\u0627:<\/strong> \u0627\u0632 Vault \u06cc\u0627 Secret Manager \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u062d\u0633\u0627\u0633:<\/strong> \u062f\u0631 PostgreSQL \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 pgcrypto \u06cc\u0627 field-level encryption \u0628\u0647\u0631\u0647 \u0628\u0631\u062f.<\/p>\n<div class=\"pk-alert pk-alert-warning\" role=\"alert\" >\n\u0644\u0627\u06af\u06cc\u0646\u06af \u0634\u0627\u0645\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 (PII) \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u062d\u0630\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u06cc\u062f\u061b \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0644\u0627\u06af\u200c\u0647\u0627 \u0628\u0627\u06cc\u062f \u06a9\u0646\u062a\u0631\u0644\u200c\u0634\u062f\u0647 \u0628\u0627\u0634\u062f.<br \/>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-monitoring\"><span id=\"%d9%85%d8%a7%d9%86%db%8c%d8%aa%d9%88%d8%b1%db%8c%d9%86%da%af%d8%8c-bounce-handling-%d9%88-%d9%85%d8%b9%db%8c%d8%a7%d8%b1%d9%87%d8%a7\">\u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af\u060c Bounce handling \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627<\/span><\/h2>\n<p class=\"wp-block-paragraph\"><strong>Bounce handling:<\/strong> \u062f\u0631\u06cc\u0627\u0641\u062a bounce \u0627\u0632 \u0637\u0631\u06cc\u0642 VERP \u06cc\u0627 mailbox \u062e\u0627\u0635\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0648\u0636\u0639\u06cc\u062a \u062f\u0631 DB \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<p class=\"wp-block-paragraph\"><strong>KPI\u0647\u0627:<\/strong> delivery rate, open rate, click rate, bounce rate, spam complaints.<\/p>\n<p class=\"wp-block-paragraph\"><strong>\u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0633\u06cc\u0633\u062a\u0645:<\/strong> Prometheus \u0628\u0631\u0627\u06cc CPU\/GPU\/VRAM\u060c Grafana dashboards \u0628\u0631\u0627\u06cc latency inference\u060c queue length \u0648 success\/fail metrics.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-scaling\"><span id=\"%d9%85%d9%82%db%8c%d8%a7%d8%b3%d9%be%d8%b0%db%8c%d8%b1%db%8c-%d9%88-%d8%a8%d9%87%db%8c%d9%86%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%d9%85%d8%af%d9%84\">\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644<\/span><\/h2>\n<h3 class=\"wp-block-heading\" id=\"h-gpu-quant\"><span id=\"%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-gpu-cloud-%d9%88-%da%a9%d9%88%d8%a7%d9%86%d8%aa%d8%a7%db%8c%d8%b2%db%8c%d8%b4%d9%86\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU Cloud \u0648 \u06a9\u0648\u0627\u0646\u062a\u0627\u06cc\u0632\u06cc\u0634\u0646<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c GPU Cloud \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u06a9\u0648\u0627\u0646\u062a\u0627\u06cc\u0632\u06cc\u0634\u0646 (4-bit\/8-bit) \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 vLLM \u06cc\u0627 Triton \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062a\u0627 4\u201310 \u0628\u0631\u0627\u0628\u0631 \u06a9\u0627\u0647\u0634 \u0645\u0635\u0631\u0641 \u062d\u0627\u0641\u0638\u0647 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 throughput \u0641\u0631\u0627\u0647\u0645 \u06a9\u0646\u062f.<\/p>\n<h3 class=\"wp-block-heading\" id=\"h-caching-prompts\"><span id=\"%da%a9%d8%b4-%da%a9%d8%b1%d8%af%d9%86-%d8%aa%d9%88%d9%84%db%8c%d8%af%d8%a7%d8%aa-%d9%88-prompt-templates\">\u06a9\u0634 \u06a9\u0631\u062f\u0646 \u062a\u0648\u0644\u06cc\u062f\u0627\u062a \u0648 prompt templates<\/span><\/h3>\n<p class=\"wp-block-paragraph\">\u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0631 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644\u060c \u0628\u062e\u0634\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0645\u062a\u0646 \u06a9\u0647 \u062a\u06a9\u0631\u0627\u0631\u06cc\u200c\u0627\u0646\u062f \u0631\u0627 cache \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 prompt templates \u0648 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0627\u0645\u0646 \u0628\u0631\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0641\u06cc\u0644\u062f\u0647\u0627\u06cc PII \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-location-comparison\"><span id=\"%d9%85%d9%82%d8%a7%db%8c%d8%b3%d9%87-%d9%84%d9%88%da%a9%db%8c%d8%b4%d9%86%d9%87%d8%a7-%d9%88-%d8%aa%d9%88%d8%b5%db%8c%d9%87-%d8%a8%d8%b1%d8%a7%db%8c-%da%a9%d9%85%d9%be%db%8c%d9%86\">\u0645\u0642\u0627\u06cc\u0633\u0647 \u0644\u0648\u06a9\u06cc\u0634\u0646\u200c\u0647\u0627 \u0648 \u062a\u0648\u0635\u06cc\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0645\u067e\u06cc\u0646\u200c\u0647\u0627<\/span><\/h2>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0645\u062e\u0627\u0637\u0628 \u0645\u062d\u0644\u06cc:<\/strong> \u0627\u06af\u0631 \u0627\u06a9\u062b\u0631 \u06af\u06cc\u0631\u0646\u062f\u06af\u0627\u0646 \u062f\u0631 \u06cc\u06a9 \u06a9\u0634\u0648\u0631\/\u0642\u0627\u0631\u0647\u200c\u0627\u0646\u062f\u060c VPS \u062f\u0631 \u0647\u0645\u0627\u0646 \u0645\u0646\u0637\u0642\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f latency \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f \u0648 \u06af\u0627\u0647\u06cc \u062a\u0639\u0627\u0645\u0644 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u062a\u062d\u0648\u06cc\u0644 \u0628\u0647 \u0633\u0631\u0648\u06cc\u0633\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0632\u0631\u06af (Gmail, Yahoo):<\/strong> \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u0644\u0648\u06a9\u06cc\u0634\u0646\u060c \u0633\u0627\u0628\u0642\u0647 \u0628\u0644\u0648\u06a9 IP \u0648 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a DNS \u0627\u0633\u062a.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u062d\u0641\u0627\u0638\u062a \u0627\u0632 \u062d\u0645\u0644\u0627\u062a:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u062f\u0627\u0631\u0627\u06cc anti-DDoS \u0648 \u0634\u0628\u06a9\u0647 BGP \u0628\u0631\u0627\u06cc \u062a\u062f\u0627\u0648\u0645 \u0633\u0631\u0648\u06cc\u0633 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u062d\u0645\u0644\u0647 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\" id=\"h-checklist\"><span id=\"%da%86%da%a9%d9%84%db%8c%d8%b3%d8%aa-%d8%a7%d8%ac%d8%b1%d8%a7%db%8c%db%8c-%da%af%d8%a7%d9%85%d8%a8%d9%87%da%af%d8%a7%d9%85\">\u0686\u06a9\u200c\u0644\u06cc\u0633\u062a \u0627\u062c\u0631\u0627\u06cc\u06cc (\u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645)<\/span><\/h2>\n<ol>\n<li class=\"wp-block-paragraph\">\u0627\u0646\u062a\u062e\u0627\u0628 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0648 \u0646\u0648\u0639 \u0633\u0631\u0648\u0631 (GPU vs CPU) \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u062f\u0644.<\/li>\n<li class=\"wp-block-paragraph\">\u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc VPS \u0648 \u0646\u0635\u0628 Docker\/Docker Compose.<\/li>\n<li class=\"wp-block-paragraph\">\u0627\u0633\u062a\u0642\u0631\u0627\u0631 LLM inference server (TGI\/vLLM) \u0648 API.<\/li>\n<li class=\"wp-block-paragraph\">\u06a9\u0627\u0646\u0641\u06cc\u06af \u0635\u0641 (Redis + Celery) \u0648 worker\u0647\u0627.<\/li>\n<li class=\"wp-block-paragraph\">\u062a\u0646\u0638\u06cc\u0645 MTA \u06cc\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 SMTP relay \u0645\u0639\u062a\u0628\u0631.<\/li>\n<li class=\"wp-block-paragraph\">\u062a\u0648\u0644\u06cc\u062f \u06a9\u0644\u06cc\u062f DKIM \u0648 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0631\u06a9\u0648\u0631\u062f SPF\u060c DKIM\u060c DMARC.<\/li>\n<li class=\"wp-block-paragraph\">\u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc TLS \u0628\u0627 certbot \u0648 \u062a\u0646\u0638\u06cc\u0645 PTR.<\/li>\n<li class=\"wp-block-paragraph\">\u0627\u062c\u0631\u0627\u06cc IP warm-up \u0637\u0628\u0642 \u0628\u0631\u0646\u0627\u0645\u0647 (7\u201314 \u0631\u0648\u0632).<\/li>\n<li class=\"wp-block-paragraph\">\u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0648 bounce processing \u0641\u0639\u0627\u0644.<\/li>\n<li class=\"wp-block-paragraph\">\u0622\u0632\u0645\u0627\u06cc\u0634 A\/B \u0648 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc KPI.<\/li>\n<\/ol>\n<h2 class=\"wp-block-heading\" id=\"h-team-tips\"><span id=\"%d9%86%da%a9%d8%a7%d8%aa-%d8%b9%d9%85%d9%84%db%8c-%d8%a8%d8%b1%d8%a7%db%8c-%d8%aa%db%8c%d9%85%d9%87%d8%a7%db%8c-%d9%85%d8%ae%d8%aa%d9%84%d9%81\">\u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u06cc\u0645\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/span><\/h2>\n<ul>\n<li class=\"wp-block-paragraph\"><strong>\u0628\u0631\u0627\u06cc DevOps:<\/strong> \u0627\u0632 IaC (Terraform \u06cc\u0627 Ansible) \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0634\u0628\u06a9\u0647 \u0648 DNS \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 Container registry \u0628\u0631\u0627\u06cc \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc:<\/strong> \u0627\u0632 \u0645\u062a\u0631\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u062d\u0648\u06cc\u0644 \u0648 engagement \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 prompt \u0648 segment target \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li class=\"wp-block-paragraph\"><strong>\u0628\u0631\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a:<\/strong> \u0645\u062d\u062f\u0648\u062f\u0633\u0627\u0632\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 API LLM \u0628\u0627 IP allowlist \u0648 rate limits \u0627\u0639\u0645\u0627\u0644 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<div class=\"pk-alert pk-alert-success\" role=\"alert\" >\n\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631\u0633\u062a \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0645\u062f\u0644\u060c \u0635\u0641 \u0648 MTA \u0627\u0633\u062a \u06a9\u0647 \u0646\u0631\u062e \u0628\u0627\u0632 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f\u061b \u0631\u0639\u0627\u06cc\u062a \u0645\u0631\u0627\u062d\u0644 warm-up \u0648 DNS \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0631\u06cc\u0633\u06a9 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<br \/>\n<\/div>\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\"><span id=\"%d8%ac%d9%85%d8%b9%d8%a8%d9%86%d8%af%db%8c\">\u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc<\/span><\/h2>\n<p class=\"wp-block-paragraph\">\u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0645\u067e\u06cc\u0646 \u0627\u06cc\u0645\u06cc\u0644\u06cc \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u0628\u0627 LLM \u0631\u0648\u06cc VPS \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u062a\u0648\u0627\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc\u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0635\u0641 \u0648 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0627\u06cc\u0645\u06cc\u0644\u06cc \u0627\u0633\u062a. \u0628\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0645\u0646\u0627\u0633\u0628 \u0627\u0632 \u0628\u06cc\u0646 85+ \u0644\u0648\u06a9\u06cc\u0634\u0646 \u062c\u0647\u0627\u0646\u06cc\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc GPU \u0628\u0631\u0627\u06cc inferencing\u060c \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 SPF\/DKIM\/DMARC \u0648 \u0633\u06cc\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06a9\u0645\u067e\u06cc\u0646\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0646\u0631\u062e \u0628\u0627\u0632 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0627\u0644\u0627\u062a\u0631 \u0648 \u0631\u06cc\u0633\u06a9 \u06a9\u0645\u062a\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f.<\/p>\n<p class=\"wp-block-paragraph\">\u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062f\u0642\u06cc\u0642 (CPU\/GPU\u060c \u0644\u0648\u06a9\u06cc\u0634\u0646\u060c IP \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0648 \u067e\u0644\u0646 warm-up) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f \u06cc\u0627 \u0628\u0627 \u062a\u06cc\u0645 \u0641\u0646\u06cc \u0645\u0634\u0648\u0631\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 class=\"wp-block-heading\" id=\"h-faq\"><span id=\"%d8%b3%d8%a4%d8%a7%d9%84%d8%a7%d8%aa-%d9%85%d8%aa%d8%af%d8%a7%d9%88%d9%84\">\u0633\u0624\u0627\u0644\u0627\u062a \u0645\u062a\u062f\u0627\u0648\u0644<\/span><\/h2>\n<div id=\"collapsibles-6a0b6b4886911\" class=\"pk-collapsibles\" role=\"tablist\" aria-multiselectable=\"true\">\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a0b6b488685a\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a0b6b488685a\" data-parent=\"#pk-collapsibles-6a0b6b4886911\" aria-controls=\"collapse-6a0b6b488685a\">\n\t\t\t\t\t\t\u06f1. \u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc 13B \u0686\u06cc\u0633\u062a\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a0b6b488685a\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a0b6b488685a\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc 13B+ \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u0628\u0627 16\u201348 GB VRAM (\u0645\u062b\u0644\u0627\u064b A100 \u06cc\u0627 RTX 3090\/4090) \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a0b6b4886886\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a0b6b4886886\" data-parent=\"#pk-collapsibles-6a0b6b4886911\" aria-controls=\"collapse-6a0b6b4886886\">\n\t\t\t\t\t\t\u06f2. \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 inference \u0631\u0627 \u0641\u0642\u0637 \u0631\u0648\u06cc CPU \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a0b6b4886886\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a0b6b4886886\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0628\u0644\u0647\u060c \u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u06cc\u0627 \u06a9\u0648\u0627\u0646\u062a\u0627\u06cc\u0632\u0647\u200c\u0634\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 CPU \u0628\u0627 32+ GB RAM \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u0627\u0645\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 latency \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a0b6b48868ac\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a0b6b48868ac\" data-parent=\"#pk-collapsibles-6a0b6b4886911\" aria-controls=\"collapse-6a0b6b48868ac\">\n\t\t\t\t\t\t\u06f3. \u0686\u06af\u0648\u0646\u0647 DKIM \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u0645\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a0b6b48868ac\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a0b6b48868ac\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0628\u0627 opendkim \u06a9\u0644\u06cc\u062f\u0647\u0627 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u062f (opendkim-genkey -t -s mail -d example.com)\u060c public key \u0631\u0627 \u062f\u0631 DNS \u0627\u0636\u0627\u0641\u0647 \u0648 server MTA \u0631\u0627 \u06a9\u0627\u0646\u0641\u06cc\u06af \u06a9\u0646\u06cc\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a0b6b48868d0\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a0b6b48868d0\" data-parent=\"#pk-collapsibles-6a0b6b4886911\" aria-controls=\"collapse-6a0b6b48868d0\">\n\t\t\t\t\t\t\u06f4. \u0628\u0631\u0646\u0627\u0645\u0647 IP warm-up \u0686\u0637\u0648\u0631 \u0628\u0627\u06cc\u062f \u0628\u0627\u0634\u062f\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a0b6b48868d0\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a0b6b48868d0\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0627\u0632 \u0627\u0631\u0633\u0627\u0644 \u0645\u062d\u062f\u0648\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f (\u0645\u062b\u0644\u0627\u064b 50\u2013200 \u0627\u06cc\u0645\u06cc\u0644 \u062f\u0631 \u0631\u0648\u0632) \u0648 \u0637\u06cc 7\u201314 \u0631\u0648\u0632 \u0628\u0647 \u062a\u062f\u0631\u06cc\u062c \u062d\u062c\u0645 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0627\u0632 \u0628\u0644\u0648\u06a9 \u0634\u062f\u0646 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0634\u0648\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<div class=\"pk-collapsible pk-card \">\n\t\t\t<div class=\"pk-card-header\" role=\"tab\" id=\"card-6a0b6b48868f2\">\n\t\t\t\t<h6 class=\"pk-card-title pk-title\">\n\t\t\t\t\t<a data-toggle=\"collapse\" class=\"pk-font-heading\" href=\"#pk-collapse-6a0b6b48868f2\" data-parent=\"#pk-collapsibles-6a0b6b4886911\" aria-controls=\"collapse-6a0b6b48868f2\">\n\t\t\t\t\t\t\u06f5. \u0622\u06cc\u0627 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0633\u0631\u0648\u0631 \u0628\u0631\u0627\u06cc Gmail \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f\u061f\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t<\/div>\n\n\t\t\t<div id=\"pk-collapse-6a0b6b48868f2\" class=\"pk-collapse\" style=\"display:none;\" role=\"tabpanel\" aria-labelledby=\"card-6a0b6b48868f2\">\n\t\t\t\t<div class=\"pk-card-body\">\n\t\t\t\t\t\n\u0628\u0631\u0627\u06cc Gmail \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0633\u0627\u0628\u0642\u0647 \u0628\u0644\u0648\u06a9 IP \u0648 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a DNS \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0627\u0633\u062a\u061b \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f latency \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.<br \/>\n\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\n<\/div>\n\t\t\n<p><script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"\u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc 13B \u0686\u06cc\u0633\u062a\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0628\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc 13B+ \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u0628\u0627 16\u201348 GB VRAM (\u0645\u062b\u0644\u0627\u064b A100 \u06cc\u0627 RTX 3090\/4090) \u062a\u0648\u0635\u06cc\u0647 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\u06a9\u0646\u0645\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0628\u0627 opendkim \u06a9\u0644\u06cc\u062f\u0647\u0627 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u06cc\u062f (opendkim-genkey -t -s mail -d example.com)\u060c public key \u0631\u0627 \u062f\u0631 DNS \u0627\u0636\u0627\u0641\u0647 \u0648 server MTA \u0631\u0627 \u06a9\u0627\u0646\u0641\u06cc\u06af \u06a9\u0646\u06cc\u062f.\"}},{\"@type\":\"Question\",\"name\":\"\u0628\u0631\u0646\u0627\u0645\u0647 IP warm-up \u0686\u0637\u0648\u0631 \u0628\u0627\u06cc\u062f \u0628\u0627\u0634\u062f\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0627\u0632 \u0627\u0631\u0633\u0627\u0644 \u0645\u062d\u062f\u0648\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f (\u0645\u062b\u0644\u0627\u064b 50\u2013200 \u0627\u06cc\u0645\u06cc\u0644 \u062f\u0631 \u0631\u0648\u0632) \u0648 \u0637\u06cc 7\u201314 \u0631\u0648\u0632 \u0628\u0647 \u062a\u062f\u0631\u06cc\u062c \u062d\u062c\u0645 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0627\u0632 \u0628\u0644\u0648\u06a9 \u0634\u062f\u0646 \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0634\u0648\u062f.\"}},{\"@type\":\"Question\",\"name\":\"\u0622\u06cc\u0627 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0633\u0631\u0648\u0631 \u0628\u0631\u0627\u06cc Gmail \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f\u061f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u0628\u0631\u0627\u06cc Gmail \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0633\u0627\u0628\u0642\u0647 \u0628\u0644\u0648\u06a9 IP \u0648 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a DNS \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0627\u0633\u062a\u061b \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0644\u0648\u06a9\u06cc\u0634\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f latency \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f.\"}}]}<\/script><\/p>\n","protected":false},"excerpt":{"rendered":"This article will explore automating personalized email campaign generation using language models on a VPS. You will learn how to deploy LLM, generate targeted emails, and increase campaign conversion rates with meta settings and security policies.","protected":false},"author":8,"featured_media":17697,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"\u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0627\u06cc\u0645\u06cc\u0644","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"\u0622\u0645\u0648\u0632\u0634 \u06af\u0627\u0645\u200c\u0628\u0647\u200c\u06af\u0627\u0645 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u062a\u0648\u0644\u06cc\u062f \u06a9\u0645\u067e\u06cc\u0646 \u0627\u06cc\u0645\u06cc\u0644\u06cc \u0634\u062e\u0635\u06cc\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u0628\u0627 LLM \u0631\u0648\u06cc VPS. \u0628\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0635\u0648\u0644\u06cc\u060c \u0646\u0631\u062e \u062a\u0628\u062f\u06cc\u0644 \u0631\u0627 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