{"id":6427,"date":"2025-05-16T14:28:04","date_gmt":"2025-05-16T14:28:04","guid":{"rendered":"https:\/\/www.myshirtai.com\/archives\/6427"},"modified":"2025-05-16T14:28:04","modified_gmt":"2025-05-16T14:28:04","slug":"gemini-2-0-pdf%e8%a7%a3%e6%9e%90%e5%85%a8%e6%94%bb%e7%95%a5%ef%bc%9a%e4%bb%a3%e7%a0%81%e5%ae%9e%e4%be%8b%e4%b8%8e%e6%9c%80%e4%bd%b3%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/www.myshirtai.com\/ru\/archives\/6427","title":{"rendered":"Gemini 2.0 PDF Explained: \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u043a\u043e\u0434\u0430 \u0438 \u043b\u0443\u0447\u0448\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438"},"content":{"rendered":"

PDF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u044b, \u044f\u0432\u043b\u044f\u044f\u0441\u044c \u0432\u0430\u0436\u043d\u044b\u043c \u043d\u043e\u0441\u0438\u0442\u0435\u043b\u0435\u043c \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0438 \u043b\u0438\u0447\u043d\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438, \u0432\u0441\u0435\u0433\u0434\u0430 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u044f\u043b\u0438 \u0441\u043e\u0431\u043e\u0439 \u0441\u0435\u0440\u044c\u0435\u0437\u043d\u0443\u044e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u0443 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445. \u0421 \u043f\u043e\u044f\u0432\u043b\u0435\u043d\u0438\u0435\u043c \u043c\u043e\u0434\u0435\u043b\u0438 Gemini 2.0 \u043e\u0442 Google DeepMind \u0432 \u044d\u0442\u043e\u0439 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043d\u0430\u0447\u0430\u043b\u0438\u0441\u044c \u0431\u0435\u0441\u043f\u0440\u0435\u0446\u0435\u0434\u0435\u043d\u0442\u043d\u044b\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f. \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u043c\u044b \u0440\u0430\u0441\u0441\u043c\u043e\u0442\u0440\u0438\u043c Gemini 2.0, \u043a\u0430\u043a \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0438\u0437\u043c\u0435\u043d\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 PDF-\u0444\u0430\u0439\u043b\u043e\u0432, \u0438 \u043d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u0445 \u043a\u043e\u0434\u0430 \u043f\u043e\u043a\u0430\u0436\u0435\u043c, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u0443 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044e \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u043c\u0438 \u0442\u0438\u043f\u0430\u043c\u0438 PDF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432.<\/p>\n\n\n\n

\u0422\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 PDF-\u0444\u0430\u0439\u043b\u043e\u0432<\/h2>\n\n\n\n

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    \n
  1. \u0441\u043a\u0432\u043e\u0437\u043d\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u0441 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u043c \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u043c \u043a\u043e\u0434\u043e\u043c<\/strong>: \u0427\u0430\u0441\u0442\u043e \u043f\u0435\u0440\u0435\u0433\u0440\u0443\u0436\u0435\u043d\u044b \u0441\u043b\u043e\u0436\u043d\u043e\u0441\u0442\u044c\u044e \u0432\u0435\u0440\u0441\u0442\u043a\u0438, \u0441 \u0442\u0440\u0443\u0434\u043e\u043c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u044e\u0442 \u0442\u0430\u0431\u043b\u0438\u0446\u044b, \u0433\u0440\u0430\u0444\u0438\u043a\u0443 \u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u044c\u043d\u0443\u044e \u0442\u0438\u043f\u043e\u0433\u0440\u0430\u0444\u0438\u043a\u0443.<\/li>\n\n\n\n
  2. \u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 \u043a\u043e\u043c\u0431\u0438\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439<\/strong>\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, nv-ingest \u043e\u0442 NVIDIA \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u044f 8 \u0441\u0435\u0440\u0432\u0438\u0441\u043e\u0432 \u0438 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 GPU \u0432 Kubernetes, \u0447\u0442\u043e \u043d\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0441\u043b\u043e\u0436\u043d\u043e, \u043d\u043e \u0438 \u0434\u043e\u0440\u043e\u0433\u043e \u0434\u043b\u044f \u043f\u043b\u0430\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f.<\/li>\n\n\n\n
  3. \u041a\u043e\u043c\u043c\u0435\u0440\u0447\u0435\u0441\u043a\u0438\u0435 \u043f\u043b\u0430\u0442\u043d\u044b\u0435 \u0443\u0441\u043b\u0443\u0433\u0438<\/strong>: \u041d\u0435\u0441\u043c\u043e\u0442\u0440\u044f \u043d\u0430 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u0435 \u0443\u0434\u043e\u0431\u0441\u0442\u0432\u043e, \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0438 \u0440\u0430\u0431\u043e\u0442\u0435 \u0441\u043e \u0441\u043b\u043e\u0436\u043d\u044b\u043c\u0438 \u043c\u0430\u043a\u0435\u0442\u0430\u043c\u0438 \u043d\u0435\u0441\u0442\u0430\u0431\u0438\u043b\u044c\u043d\u0430, \u0430 \u0437\u0430\u0442\u0440\u0430\u0442\u044b \u0440\u0430\u0441\u0442\u0443\u0442 \u0432 \u0433\u0435\u043e\u043c\u0435\u0442\u0440\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043f\u0440\u043e\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u043f\u0440\u0438 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0438.<\/li>\n<\/ol>\n\n\n\n

    \u042d\u0442\u0438\u043c \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c \u0441\u043b\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 \u0431\u0430\u043b\u0430\u043d\u0441 \u043c\u0435\u0436\u0434\u0443 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c\u044e, \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u044c\u044e \u0438 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c\u044e, \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e \u043a\u043e\u0433\u0434\u0430 \u0440\u0435\u0447\u044c \u0438\u0434\u0435\u0442 \u043e \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u044f\u0445, \u0432 \u043a\u043e\u0442\u043e\u0440\u044b\u0445 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441\u043e\u0442\u043d\u0438 \u043c\u0438\u043b\u043b\u0438\u043e\u043d\u043e\u0432 \u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0430 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0437\u0430\u0447\u0430\u0441\u0442\u0443\u044e \u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u043d\u0435\u043f\u043e\u043c\u0435\u0440\u043d\u043e \u0432\u044b\u0441\u043e\u043a\u043e\u0439.<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430 \u0441\u0440\u0435\u0434\u044b \u0438 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0430 Gemini 2.0<\/h2>\n\n\n\n

    \u0427\u0442\u043e\u0431\u044b \u043d\u0430\u0447\u0430\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Gemini 2.0 \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 PDF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432, \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u043d\u0443\u0436\u043d\u043e \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0441\u0440\u0435\u0434\u0443 \u0438 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u043a\u043b\u0438\u0435\u043d\u0442 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430. \u0412\u043e\u0442 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0435 \u0448\u0430\u0433\u0438:<\/p>\n\n\n\n

    \u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438<\/h3>\n\n\n\n
    <\/i>PHP<\/span><\/div>
    %pip install \"google-genai>=1\"\n<\/code><\/pre><\/div>\n\n\n\n
    \u0421\u043e\u0437\u0434\u0430\u043d\u0438\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u043e\u0432 \u0438 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0439 \u043c\u043e\u0434\u0435\u043b\u0435\u0439<\/h3>\n\n\n\n
    <\/i>PHP<\/span><\/div>
    \u0438\u0437 google import genai\n\n# \u0421\u043e\u0437\u0434\u0430\u0439\u0442\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u0430\napi_key = \"YOUR_API_KEY\" # \u0417\u0430\u043c\u0435\u043d\u0438\u0442\u0435 \u043d\u0430 \u0441\u0432\u043e\u0439 \u043a\u043b\u044e\u0447 API.\nclient = genai.Client(api_key=api_key)\n\n# \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u0435 \u043c\u043e\u0434\u0435\u043b\u044c, \u043a\u043e\u0442\u043e\u0440\u0430\u044f \u0431\u0443\u0434\u0435\u0442 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c\u0441\u044f\nmodel_id = \"gemini-2.0-flash\" # \u0422\u0430\u043a\u0436\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \"gemini-2.0-flash-lite-preview-02-05\" \u0438\u043b\u0438 \"gemini-2.0-pro-exp-02-05\"\n<\/code><\/pre><\/div>\n\n\n\n
    \u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0444\u0430\u0439\u043b\u043e\u0432 PDF<\/h3>\n\n\n\n
    <\/i>PHP<\/span><\/div>
    # \u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 PDF-\u0444\u0430\u0439\u043b\u0430\ninvoice_pdf = client.files.upload(file=\"invoice.pdf\", config={'display_name': 'invoice'})\n\n# \u041f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u0442\u0435, \u0432 \u043a\u0430\u043a\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u043e\u043a\u0435\u043d\u043e\u0432 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d \u0444\u0430\u0439\u043b\nfile_size = client.models.count_tokens(model=model_id, contents=invoice_pdf)\nprint(f'\u0424\u0430\u0439\u043b: {invoice_pdf.display_name} \u0440\u0430\u0432\u0435\u043d {file_size.total_tokens} \u0442\u043e\u043a\u0435\u043d\u043e\u0432')\n\n# \u0412\u044b\u0432\u043e\u0434 \u043e\u0431\u0440\u0430\u0437\u0446\u0430: \u0424\u0430\u0439\u043b: \u0441\u0447\u0435\u0442-\u0444\u0430\u043a\u0442\u0443\u0440\u0430 \u0440\u0430\u0432\u0435\u043d 821 \u0442\u043e\u043a\u0435\u043d\u0443\n<\/code><\/pre><\/div>\n\n\n\n
    \u0412\u044b\u043f\u043e\u043b\u043d\u0438\u0432 \u0432\u044b\u0448\u0435\u043e\u043f\u0438\u0441\u0430\u043d\u043d\u044b\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u044f, \u043c\u044b \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0438 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0443 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u0441\u0440\u0435\u0434\u044b \u0438 \u0443\u0441\u043f\u0435\u0448\u043d\u043e \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u043b\u0438 \u043f\u0435\u0440\u0432\u044b\u0439 PDF-\u0444\u0430\u0439\u043b \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438. \u0421\u0442\u043e\u0438\u0442 \u043e\u0442\u043c\u0435\u0442\u0438\u0442\u044c, \u0447\u0442\u043e \u0444\u0430\u0439\u043b\u043e\u0432\u044b\u0439 API Gemini \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0434\u043e 20 \u0413\u0411 \u0444\u0430\u0439\u043b\u043e\u0432 \u0432 \u043e\u0434\u043d\u043e\u043c \u043f\u0440\u043e\u0435\u043a\u0442\u0435, \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c 2 \u0413\u0411 \u043d\u0430 \u0444\u0430\u0439\u043b, \u0430 \u0437\u0430\u0433\u0440\u0443\u0436\u0435\u043d\u043d\u044b\u0435 \u0444\u0430\u0439\u043b\u044b \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u0442\u0435\u0447\u0435\u043d\u0438\u0435 48 \u0447\u0430\u0441\u043e\u0432.<\/p>\n\n\n\n
    \u041f\u0440\u0430\u043a\u0442\u0438\u043a\u0430 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 PDF<\/h2>\n\n\n\n
    \u041c\u043e\u0449\u043d\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0435\u0439 Gemini 2.0 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 PDF-\u0444\u0430\u0439\u043b\u043e\u0432. \u041d\u0438\u0436\u0435 \u043c\u044b \u043f\u043e\u043a\u0430\u0436\u0435\u043c, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c Pydantic \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0441 Gemini \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0438\u0436\u0435\u043d\u0438\u044f \u044d\u0442\u043e\u0439 \u0444\u0443\u043d\u043a\u0446\u0438\u0438.<\/p>\n\n\n\n
    \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u0435 \u043e\u0431\u0449\u0438\u0435 \u043c\u0435\u0442\u043e\u0434\u044b \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445<\/h3>\n\n\n\n
    \u0412\u043e-\u043f\u0435\u0440\u0432\u044b\u0445, \u043c\u044b \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u043c \u043e\u0431\u0449\u0438\u0439 \u043c\u0435\u0442\u043e\u0434 \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 PDF-\u0444\u0430\u0439\u043b\u043e\u0432 \u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0442\u0430 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445:<\/p>\n\n\n\n
    <\/i>PHP<\/span><\/div>
    def extract_structured_data(file_path: str, model: BaseModel).\n    # \u0417\u0430\u0433\u0440\u0443\u0437\u043a\u0430 \u0444\u0430\u0439\u043b\u0430 \u0432 File API\n    file = client.files.upload(file=file_path, config={'display_name': file_path.split('\/')[-1].split('.') [0]})\n\n    # \u0413\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u043e\u0442\u0432\u0435\u0442\u0430 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Gemini API\n    prompt = f \"\u0418\u0437\u0432\u043b\u0435\u043a\u0438\u0442\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0438\u0437 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e PDF-\u0444\u0430\u0439\u043b\u0430\"\n    response = client.models.generate_content(model=model_id,\n                                             contents=[prompt, file], config={'response_mime_content')\n                                             \n                                                     'response_schema': model})\n\n    # \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u0443\u0435\u0442 \u043e\u0442\u0432\u0435\u0442 \u0432 Pydantic-\u043c\u043e\u0434\u0435\u043b\u044c \u0438 \u0432\u043e\u0437\u0432\u0440\u0430\u0449\u0430\u0435\u0442 \u0435\u0435\n    return response.parsed\n<\/code><\/pre><\/div>\n\n\n\n
    \u041f\u0440\u0438\u043c\u0435\u0440 1: \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0437 \u0441\u0447\u0435\u0442\u0430-\u0444\u0430\u043a\u0442\u0443\u0440\u044b<\/h3>\n\n\n\n
    \u0414\u043b\u044f \u043a\u043b\u0430\u0441\u0441\u0430 \u0441\u0447\u0435\u0442\u043e\u0432-\u0444\u0430\u043a\u0442\u0443\u0440 PDF \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u0434\u043b\u044f \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u043a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438:<\/p>\n\n\n\n
    <\/i>PHP<\/span><\/div>
    \u0438\u0437 pydantic import BaseModel, Field\n\nclass Item(BaseModel).\n    description: str = Field(description=\"\u041e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0442\u043e\u0432\u0430\u0440\u0430\")\n    \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e: float = \u041f\u043e\u043b\u0435(description=\"\u041a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0442\u043e\u0432\u0430\u0440\u0430\")\n    gross_worth: float = Field(description=\"\u041f\u043e\u043b\u043d\u0430\u044f \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0442\u043e\u0432\u0430\u0440\u0430\")\n\nclass Invoice(BaseModel).\n    \"\"\"\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u043d\u043e\u043c\u0435\u0440\u0430 \u0441\u0447\u0435\u0442\u0430-\u0444\u0430\u043a\u0442\u0443\u0440\u044b, \u0434\u0430\u0442\u044b \u0438 \u0432\u0441\u0435\u0445 \u044d\u043b\u0435\u043c\u0435\u043d\u0442\u043e\u0432 \u0441\u043f\u0438\u0441\u043a\u0430 \u0441 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c, \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0438 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c\u044e \u0431\u0440\u0443\u0442\u0442\u043e, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043e\u0431\u0449\u0435\u0439 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c\u044e \u0431\u0440\u0443\u0442\u0442\u043e.\"\"\"\"\n    \u043d\u043e\u043c\u0435\u0440_\u0444\u0430\u043a\u0442\u0443\u0440\u044b: str = Field(description=\"\u041d\u043e\u043c\u0435\u0440_\u0444\u0430\u043a\u0442\u0443\u0440\u044b, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, 1234567890\")\n    \u0434\u0430\u0442\u0430: str = \u041f\u043e\u043b\u0435(\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435=\"\u0414\u0430\u0442\u0430 \u0441\u0447\u0435\u0442\u0430-\u0444\u0430\u043a\u0442\u0443\u0440\u044b, \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440 2024-01-01\")\n    items: list[Item] = Field(description=\"\u0421\u043f\u0438\u0441\u043e\u043a \u0442\u043e\u0432\u0430\u0440\u043e\u0432 \u0441 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435\u043c, \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0438 \u0432\u0430\u043b\u043e\u0432\u043e\u0439 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c\u044e\")\n    total_gross_worth: float = Field(description=\"\u041e\u0431\u0449\u0430\u044f \u0432\u0430\u043b\u043e\u0432\u0430\u044f \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c \u0441\u0447\u0435\u0442\u0430-\u0444\u0430\u043a\u0442\u0443\u0440\u044b\")\n\n# \u0418\u0437\u0432\u043b\u0435\u043a\u0438\u0442\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u044d\u0442\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438\nresult = extract_structured_data(\"invoice.pdf\", Invoice)\n\n# \u0412\u044b\u0432\u043e\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432\nprint(f \"\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u043d\u044b\u0439 \u0441\u0447\u0435\u0442-\u0444\u0430\u043a\u0442\u0443\u0440\u0430: {result.invoice_number} \u043d\u0430 {result.date} \u0441 \u043e\u0431\u0449\u0435\u0439 \u0432\u0430\u043b\u043e\u0432\u043e\u0439 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c\u044e {result.total_gross_worth}\")\nfor item in result.items: print(f \"Item: {item_gross_worth}\")\n    print(f \"\u0422\u043e\u0432\u0430\u0440: {item.description} \u0441 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c {item.quantity} \u0438 \u043e\u0431\u0449\u0435\u0439 \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c\u044e {item.gross_worth}\")\n<\/code><\/pre><\/div>\n\n\n\n
    \"\"<\/figure>\n\n\n\n
    \u041f\u0440\u0438\u043c\u0435\u0440 2: \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0444\u043e\u0440\u043c \u0441 \u0440\u0443\u043a\u043e\u043f\u0438\u0441\u043d\u044b\u043c \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u044b\u043c<\/h3>\n\n\n\n
    \u0414\u043b\u044f \u0444\u043e\u0440\u043c, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0445 \u0440\u0443\u043a\u043e\u043f\u0438\u0441\u043d\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435, \u043c\u044b \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0436\u0435\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438:<\/p>\n\n\n\n
    <\/i>PHP<\/span><\/div>
    class Form(BaseModel).\n    \"\"\"\u0418\u0437\u0432\u043b\u0435\u043a\u0430\u0435\u043c \u043d\u043e\u043c\u0435\u0440 \u0444\u043e\u0440\u043c\u044b, \u0434\u0430\u0442\u0443 \u043d\u0430\u0447\u0430\u043b\u0430 \u0438 \u043e\u043a\u043e\u043d\u0447\u0430\u043d\u0438\u044f \u0444\u0438\u043d\u0430\u043d\u0441\u043e\u0432\u043e\u0433\u043e \u043f\u0435\u0440\u0438\u043e\u0434\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u043b\u0430\u043d\u043e\u0432\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043d\u0430 \u043d\u0430\u0447\u0430\u043b\u043e \u0438 \u043a\u043e\u043d\u0435\u0446 \u0433\u043e\u0434\u0430.\"\"\"\"\n    \u043d\u043e\u043c\u0435\u0440_\u0444\u043e\u0440\u043c\u044b: str = \u041f\u043e\u043b\u0435(\u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435=\"\u041d\u043e\u043c\u0435\u0440_\u0444\u043e\u0440\u043c\u044b\")\n    start_date: str = Field(description=\"\u0414\u0430\u0442\u0430 \u0432\u0441\u0442\u0443\u043f\u043b\u0435\u043d\u0438\u044f \u0432 \u0441\u0438\u043b\u0443\")\n    beginning_of_year: float = Field(description=\"\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043f\u043e \u043f\u043b\u0430\u043d\u0443 \u043d\u0430 \u043d\u0430\u0447\u0430\u043b\u043e \u0433\u043e\u0434\u0430\")\n    end_of_year: float = Field(description=\"\u041e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043f\u043b\u0430\u043d\u0430 \u043d\u0430 \u043a\u043e\u043d\u0435\u0446 \u0433\u043e\u0434\u0430\")\n\n# \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445\nresult = extract_structured_data(\"handwriting_form.pdf\", Form)\n\n# \u0412\u044b\u0432\u043e\u0434 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432\nprint(f'\u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u043d\u044b\u0439 \u043d\u043e\u043c\u0435\u0440 \u0444\u043e\u0440\u043c\u044b: {result.form_number} \u0441 \u0434\u0430\u0442\u043e\u0439 \u043d\u0430\u0447\u0430\u043b\u0430 {result.start_date}. \\n\u041f\u043b\u0430\u043d\u043e\u0432\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043d\u0430\u0447\u0430\u043b\u043e \u0433\u043e\u0434\u0430 {result.beginning_of_year} \u0438 \u043a\u043e\u043d\u0435\u0446 \u0433\u043e\u0434\u0430 {result.end_of_year}')\n# \u041f\u0440\u0438\u043c\u0435\u0440 \u0432\u044b\u0432\u043e\u0434\u0430: \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u043d\u044b\u0439 \u043d\u043e\u043c\u0435\u0440 \u0444\u043e\u0440\u043c\u044b: CA530082 \u0441 \u0434\u0430\u0442\u043e\u0439 \u043d\u0430\u0447\u0430\u043b\u0430 02\/05\/2022.\n# \u041f\u043b\u0430\u043d\u043e\u0432\u044b\u0435 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u0441\u0442\u0432\u0430 \u043d\u0430 \u043d\u0430\u0447\u0430\u043b\u043e \u0433\u043e\u0434\u0430 40000.0 \u0438 \u043d\u0430 \u043a\u043e\u043d\u0435\u0446 \u0433\u043e\u0434\u0430 55000.0\n<\/code><\/pre><\/div>\n\n\n\n
    \u041d\u0430 \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u0432\u044b\u0448\u0435 \u043c\u044b \u0432\u0438\u0434\u0438\u043c, \u0447\u0442\u043e Gemini 2.0 \u043c\u043e\u0436\u0435\u0442 \u0442\u043e\u0447\u043d\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u0435 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0435 PDF-\u0444\u0430\u0439\u043b\u0430, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0440\u0443\u043a\u043e\u043f\u0438\u0441\u043d\u044b\u0439 \u0442\u0435\u043a\u0441\u0442, \u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0432 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442 \u0434\u0430\u043d\u043d\u044b\u0445 JSON, \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u043f\u0440\u043e\u0449\u0430\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445.<\/p>\n\n\n\n
    \u0420\u0430\u0441\u0448\u0438\u0440\u0435\u043d\u043d\u044b\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f: \u0440\u0430\u0437\u0431\u0438\u0432\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u043e\u043d\u0438\u043c\u0430\u043d\u0438\u0435<\/h2>\n\n\n\n
    \u0412 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 RAG (Retrieval Augmented Generation) \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u043c \u044d\u0442\u0430\u043f\u043e\u043c \u0432 \u0434\u043e\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u043a \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u043c\u0443 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044e \u0442\u0435\u043a\u0441\u0442\u0430, \u0438 Gemini 2.0 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u043d\u0430\u043c \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0438 OCR, \u0438 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u0437\u0430 \u043e\u0434\u0438\u043d \u0448\u0430\u0433.<\/p>\n\n\n\n
    \u041f\u0440\u0438\u043c\u0435\u0440 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0440\u0430\u0441\u0449\u0435\u043f\u043b\u0435\u043d\u0438\u044f \u0432 PDF<\/h3>\n\n\n\n
    \u0412\u043e\u0442 \u0441\u043e\u0432\u0435\u0442, \u043a\u0430\u043a \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c PDF \u0432 Markdown \u0438 \u043e\u0434\u043d\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0443\u044e \u0440\u0430\u0437\u0431\u0438\u0432\u043a\u0443:<\/p>\n\n\n\n
    <\/i>PHP<\/span><\/div>
    CHUNKING_PROMPT = \"\"\"OCR \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0432 Markdown. \u0422\u0430\u0431\u043b\u0438\u0446\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u043e\u0442\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u044b \u043a\u0430\u043a HTML.\n\u041d\u0435 \u043e\u043a\u0440\u0443\u0436\u0430\u0442\u044c \u0432\u044b\u0432\u043e\u0434 \u0442\u0440\u043e\u0439\u043d\u044b\u043c\u0438 \u043e\u0431\u0440\u0430\u0442\u043d\u044b\u043c\u0438 \u0437\u043d\u0430\u043a\u0430\u043c\u0438.\n\u0420\u0430\u0437\u0431\u0435\u0439\u0442\u0435 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442 \u043d\u0430 \u0447\u0430\u0441\u0442\u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u043d\u043e \u043f\u043e 250-1000 \u0441\u043b\u043e\u0432. \u041d\u0430\u0448\u0430 \u0446\u0435\u043b\u044c -\n\u041d\u0430\u0448\u0430 \u0446\u0435\u043b\u044c - \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0447\u0430\u0441\u0442\u0438 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u044b \u0441 \u043e\u0434\u0438\u043d\u0430\u043a\u043e\u0432\u043e\u0439 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0442\u0435\u043c\u043e\u0439.\n\u042d\u0442\u0438 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b \u0431\u0443\u0434\u0443\u0442 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u044b \u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u044b \u0432 \u043a\u043e\u043d\u0432\u0435\u0439\u0435\u0440\u0435 RAG.\n\u041e\u043a\u0440\u0443\u0436\u0438\u0442\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b   html-\u0442\u0435\u0433\u0430\u043c\u0438.\"\"\"\".\n\n# \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u044d\u0442\u043e\u0442 \u0437\u0430\u043f\u0440\u043e\u0441 \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438\nresponse = client.models.generate_content(\n    model=model_id,\n    contents=[CHUNKING_PROMPT, pdf_file]\n)\n\nchunked_content = response.text\n<\/code><\/pre><\/div>\n\n\n\n
    \u042d\u0442\u043e\u0442 \u043f\u043e\u0434\u0445\u043e\u0434 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0435\u0442 \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0433\u0440\u0430\u043d\u0438\u0446\u044b \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430 \u0438 \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0435\u0442 \u0431\u043e\u043b\u0435\u0435 \u043e\u0441\u043c\u044b\u0441\u043b\u0435\u043d\u043d\u044b\u0435 \u0444\u0440\u0430\u0433\u043c\u0435\u043d\u0442\u044b \u0442\u0435\u043a\u0441\u0442\u0430, \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043f\u043e\u0432\u044b\u0448\u0430\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0433\u043e \u043f\u043e\u0438\u0441\u043a\u0430. \u041f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u043c\u0435\u0445\u0430\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0440\u0430\u0437\u0431\u0438\u0432\u043a\u043e\u0439 \u043d\u0430 \u0447\u0430\u0441\u0442\u0438, \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043d\u0430 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435 \u0441\u0438\u043c\u0432\u043e\u043b\u043e\u0432, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0430\u044f \u0440\u0430\u0437\u0431\u0438\u0432\u043a\u0430 \u043b\u0443\u0447\u0448\u0435 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0435\u0442 \u0441\u0432\u044f\u0437\u043d\u043e\u0441\u0442\u044c \u0438 \u0446\u0435\u043b\u043e\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u043d\u0438\u044f.<\/p>\n\n\n\n
    \u0418\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e Pydantic<\/h3>\n\n\n\n
    \u0414\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u0441\u043b\u043e\u0436\u043d\u044b\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0438\u0442\u044c \u0432\u043b\u043e\u0436\u0435\u043d\u043d\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 Pydantic \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u043c\u0438 \u0443\u0440\u043e\u0432\u043d\u044f\u043c\u0438 \u0434\u0430\u043d\u043d\u044b\u0445:<\/p>\n\n\n\n
    <\/i>PHP<\/span><\/div>
    class Person(BaseModel): first_name: str = Field(description=\"\u041f\u0435\u0440\u0432\u043e\u0435 \u0438\u043c\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430\")\n    first_name: str = Field(description=\"\u041f\u0435\u0440\u0432\u043e\u0435 \u0438\u043c\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430\")\n    last_name: str = Field(description=\"\u0424\u0430\u043c\u0438\u043b\u0438\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430\")\n    last_name: str = \u041f\u043e\u043b\u0435(description=\"\u0424\u0430\u043c\u0438\u043b\u0438\u044f \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430\") last_name: str = \u041f\u043e\u043b\u0435(description=\"\u0412\u043e\u0437\u0440\u0430\u0441\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430\")\n    work_topics: list[Topic] = Field(description=\"\u041e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043e\u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u0435\u0441\u043b\u0438 \u043d\u0435 \u0443\u043a\u0430\u0437\u0430\u043d\u043e, \u0432\u0435\u0440\u043d\u0438\u0442\u0435 \u043f\u0443\u0441\u0442\u043e\u0439 \u0441\u043f\u0438\u0441\u043e\u043a\")\n\n# \u0421\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u0443\u0439\u0442\u0435 \u043e\u0442\u0432\u0435\u0442, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u043c\u043e\u0434\u0435\u043b\u044c Person\nprompt = \"\u0424\u0438\u043b\u0438\u043f\u043f \u0428\u043c\u0438\u0434 - \u0441\u0442\u0430\u0440\u0448\u0438\u0439 \u0438\u043d\u0436\u0435\u043d\u0435\u0440 \u043f\u043e \u0441\u0432\u044f\u0437\u044f\u043c \u0441 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c\u0438 \u0418\u0418 \u0432 Google DeepMind, \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0439 \u043d\u0430\u0434 Gemini, Gemma \u0441 \u043c\u0438\u0441\u0441\u0438\u0435\u0439 \u043f\u043e\u043c\u043e\u0447\u044c \u043a\u0430\u0436\u0434\u043e\u043c\u0443 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0443 \u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0435\u043d\u043d\u043e \u043f\u043e\u0434\u0445\u043e\u0434\u0438\u0442\u044c \u043a \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044e \u0418\u0418 \u0438 \u043f\u043e\u043b\u0443\u0447\u0430\u0442\u044c \u043e\u0442 \u043d\u0435\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u0443\".\nresponse = client.models.generate_content(\n    model=model_id,\n    contents=prompt,\n    config={'response_mime_type': 'application\/json', 'response_schema': Person}\n)\n\nSDK # \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u0443\u0435\u0442 \u043e\u0442\u0432\u0435\u0442 \u0432 \u043c\u043e\u0434\u0435\u043b\u044c Pydantic\nphilipp: Person = response.parsed\nprint(f \"First name is {philipp.first_name}\")\n<\/code><\/pre><\/div>\n\n\n\n
    \u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u0438 \u043b\u0443\u0447\u0448\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438<\/h2>\n\n\n\n
    \u0412\u043e\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043b\u0443\u0447\u0448\u0438\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0434\u043b\u044f \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u0438 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438 \u043f\u0440\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 PDF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0432 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0435:<\/p>\n\n\n\n
    \u041f\u0430\u043a\u0435\u0442\u043d\u0430\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u0438 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u0442\u043e\u043a\u0435\u043d\u043e\u0432<\/h3>\n\n\n\n
    \u041f\u0440\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u0431\u043e\u043b\u044c\u0448\u0438\u043c \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c PDF-\u0441\u0446\u0435\u043d \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043f\u0430\u043a\u0435\u0442\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0434\u043b\u044f \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438:<\/p>\n\n\n\n
    <\/i>PHP<\/span><\/div>
    async def batch_process_pdfs(file_paths, model, batch_size=10):: results = [].\n    results = []\n    for i in range(0, len(file_paths), batch_size):: batch = file_paths[i:i+batch_size): batch = file_paths[i:i\n        batch = file_paths[i:i+batch_size]: results = [] for i in range(0, len(file_paths), batch_size).\n        tasks = [extract_structured_data(path, model) for path in batch].\n        batch_results = await asyncio.gather(*tasks)\n        results.extend(batch_results)\n        print(f \"Processed batch {i\/\/batch_size + 1}\/{(len(file_paths)+batch_size-1)\/\/batch_size}\")\n    \u0432\u043e\u0437\u0432\u0440\u0430\u0442 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u043e\u0432\n<\/code><\/pre><\/div>\n\n\n\n
    \u0412\u044b\u0431\u043e\u0440 \u043c\u043e\u0434\u0435\u043b\u0438 \u0438 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0437\u0430\u0442\u0440\u0430\u0442<\/h3>\n\n\n\n
    \u0412\u044b\u0431\u043e\u0440 \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430 \u043c\u043e\u0434\u0435\u043b\u0438 \u0432 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0438 \u0441 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u0438\u044f\u043c\u0438 \u043c\u043e\u0436\u0435\u0442 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0441\u043e\u043a\u0440\u0430\u0442\u0438\u0442\u044c \u0440\u0430\u0441\u0445\u043e\u0434\u044b:<\/p>\n\n\n\n
      \n
    1. Gemini 2.0 Flash<\/strong>: \u041b\u0443\u0447\u0448\u0438\u0439 \u0432\u044b\u0431\u043e\u0440 \u0434\u043b\u044f \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u043e\u0431\u0449\u0435\u0433\u043e \u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u0438\u044f \u0441 \u043e\u0442\u043b\u0438\u0447\u043d\u044b\u043c \u0441\u043e\u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435\u043c \u0446\u0435\u043d\u0430\/\u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c.<\/li>\n\n\n\n
    2. Gemini 2.0 Flash-Light<\/strong>:: \u041e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043b\u0443\u0447\u0448\u0435\u0435 \u0441\u043e\u043e\u0442\u043d\u043e\u0448\u0435\u043d\u0438\u0435 \u0446\u0435\u043d\u044b \u0438 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u0434\u043b\u044f \u043f\u0440\u043e\u0441\u0442\u044b\u0445 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432<\/li>\n\n\n\n
    3. Gemini 2.0 Pro<\/strong>: \u0420\u0430\u0431\u043e\u0442\u0430 \u0441 \u0447\u0440\u0435\u0437\u0432\u044b\u0447\u0430\u0439\u043d\u043e \u0441\u043b\u043e\u0436\u043d\u044b\u043c\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u043c\u0438 \u0438\u043b\u0438 \u0441\u0446\u0435\u043d\u0430\u043c\u0438, \u0442\u0440\u0435\u0431\u0443\u044e\u0449\u0438\u043c\u0438 \u0432\u044b\u0441\u043e\u043a\u043e\u0439 \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438.<\/li>\n<\/ol>\n\n\n\n
      \u041d\u0438\u0436\u0435 \u043f\u0440\u0438\u0432\u043e\u0434\u0438\u0442\u0441\u044f \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445:<\/p>\n\n\n\n
      \u043c\u043e\u0434\u0435\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435<\/strong><\/th>\u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 PDF-\u0441\u0442\u0440\u0430\u043d\u0438\u0446 \u043d\u0430 \u0434\u043e\u043b\u043b\u0430\u0440 (\u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435 \u0432 Markdown)<\/strong><\/th><\/tr><\/thead>
      Gemini 2.0 Flash<\/td>\u041e\u043a\u043e\u043b\u043e 6 000 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/td><\/tr>
      Gemini 2.0 Flash Lite<\/td>\u041e\u043a\u043e\u043b\u043e 12 000 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/td><\/tr>
      Gemini 1.5 Flash<\/td>\u041e\u043a\u043e\u043b\u043e 10 000 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/td><\/tr>
      OpenAI 4-mini<\/td>\u041e\u043a\u043e\u043b\u043e 450 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/td><\/tr>
      OpenAI 4o<\/td>\u041e\u043a\u043e\u043b\u043e 200 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/td><\/tr>
      \u0410\u043d\u0442\u0440\u043e\u043f\u043d\u044b\u0439 \u041a\u043b\u043e\u0434-3.5<\/td>\u041e\u043a\u043e\u043b\u043e 100 \u0441\u0442\u0440\u0430\u043d\u0438\u0446<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
      \u041e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0430 \u043e\u0448\u0438\u0431\u043e\u043a \u0438 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a<\/h3>\n\n\n\n
      \u0412 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u0441\u0440\u0435\u0434\u0435 \u043e\u0447\u0435\u043d\u044c \u0432\u0430\u0436\u043d\u043e \u0440\u0435\u0430\u043b\u0438\u0437\u043e\u0432\u0430\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0435 \u043c\u0435\u0445\u0430\u043d\u0438\u0437\u043c\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043e\u0448\u0438\u0431\u043e\u043a:<\/p>\n\n\n\n
      <\/i>PHP<\/span><\/div>
      def extract_with_retry(file_path, model, max_retries=3):: for attempt in range(max_retries)\n    for attempt in range(max_retries).\n        try.\n            return extract_structured_data(file_path, model):: for attempt in range(max_retries): try.\n        except Exception as e: if attempt == max_retries\n            if attempt == max_retries - 1: print(f \"\u041d\u0435 \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u0434\u043e\u0431\u0440\u0430\u0442\u044c\u0441\u044f \u0434\u043e \u0444\u0430\u0439\u043b\u0430.\n                print(f \"\u041d\u0435 \u0443\u0434\u0430\u043b\u043e\u0441\u044c \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c {file_path} \u043f\u043e\u0441\u043b\u0435 {max_retries} \u043f\u043e\u043f\u044b\u0442\u043e\u043a: {e}\")\n                return None\n            print(f \"\u041f\u043e\u043f\u044b\u0442\u043a\u0430 {attempt+1} \u043d\u0435 \u0443\u0434\u0430\u043b\u0430\u0441\u044c, \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u0430\u044f \u043f\u043e\u043f\u044b\u0442\u043a\u0430: {e}\")\n            time.sleep(2 ** \u043f\u043e\u043f\u044b\u0442\u043a\u0430) # \u044d\u043a\u0441\u043f\u043e\u043d\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0438\u044f \u043f\u043e\u0432\u0442\u043e\u0440\u043d\u044b\u0445 \u043f\u043e\u043f\u044b\u0442\u043e\u043a\n<\/code><\/pre><\/div>\n\n\n\n
      \"\"<\/figure>\n\n\n\n
      \u041e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0444\u043e\u0440\u043c<\/h3>\n\n\n\n
      \u0414\u043b\u044f PDF-\u0444\u0430\u0439\u043b\u043e\u0432, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0445 \u0441\u043b\u043e\u0436\u043d\u044b\u0435 \u0444\u043e\u0440\u043c\u044b, \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0441\u043b\u043e\u0432\u0430-\u043f\u043e\u0434\u0441\u043a\u0430\u0437\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u0432\u044b\u0441\u0438\u0442\u044c \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u0444\u043e\u0440\u043c:<\/p>\n\n\n\n
      <\/i>PHP<\/span><\/div>
      TABLE_EXTRACTION_PROMPT = \"\"\"\u0418\u0437\u0432\u043b\u0435\u043a\u0438\u0442\u0435 \u0432\u0441\u0435 \u0442\u0430\u0431\u043b\u0438\u0446\u044b \u0438\u0437 PDF \u0432 \u0432\u0438\u0434\u0435 HTML-\u0442\u0430\u0431\u043b\u0438\u0446.\n\u0421\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u0435 \u0442\u043e\u0447\u043d\u0443\u044e \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0443, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0435\u043d\u043d\u044b\u0435 \u044f\u0447\u0435\u0439\u043a\u0438, \u0437\u0430\u0433\u043e\u043b\u043e\u0432\u043a\u0438 \u0438 \u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435.\n\u041a\u0430\u0436\u0434\u0430\u044f \u0442\u0430\u0431\u043b\u0438\u0446\u0430 \u0434\u043e\u043b\u0436\u043d\u0430 \u0431\u044b\u0442\u044c \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u043b\u043d\u043e\u0439 \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u0442\u044c \u0441\u0432\u044f\u0437\u0438 \u043c\u0435\u0436\u0434\u0443 \u044f\u0447\u0435\u0439\u043a\u0430\u043c\u0438.\n\u0414\u043b\u044f \u0447\u0438\u0441\u043b\u043e\u0432\u044b\u0445 \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u0441\u043e\u0445\u0440\u0430\u043d\u0438\u0442\u0435 \u0438\u0445 \u0442\u043e\u0447\u043d\u044b\u0439 \u0444\u043e\u0440\u043c\u0430\u0442, \u043a\u0430\u043a \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e \u0432 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0435.\"\"\"\"\n<\/code><\/pre><\/div>\n\n\n\n
      \u0437\u0430\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u043c\u0435\u0447\u0430\u043d\u0438\u044f<\/h2>\n\n\n\n
      \u0421 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u043a\u043e\u0434\u0430, \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u044b\u0445 \u0432 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435, \u0432\u044b \u0443\u0436\u0435 \u043c\u043e\u0436\u0435\u0442\u0435 \u043d\u0430\u0447\u0430\u0442\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Gemini 2.0 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u043c\u043e\u0449\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 PDF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432. \u041e\u0442 \u043f\u0440\u043e\u0441\u0442\u043e\u0433\u043e \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0442\u0435\u043a\u0441\u0442\u0430 \u0434\u043e \u0441\u043b\u043e\u0436\u043d\u043e\u0433\u043e \u0440\u0430\u0437\u0431\u043e\u0440\u0430 \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0430 \u0437\u0430\u0442\u0435\u043c \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0447\u0430\u043d\u043a\u0438\u043d\u0433\u0430, Gemini 2.0 \u043f\u043e\u043a\u0430\u0437\u0430\u043b\u0438 \u043e\u0442\u043b\u0438\u0447\u043d\u0443\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0438 \u043e\u0447\u0435\u043d\u044c \u043d\u0438\u0437\u043a\u0443\u044e \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u044c.<\/p>\n\n\n\n
      \u0425\u043e\u0442\u044f \u0432 \u0442\u0430\u043a\u0438\u0445 \u043e\u0431\u043b\u0430\u0441\u0442\u044f\u0445, \u043a\u0430\u043a \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u0435 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0445 \u0440\u0430\u043c\u043e\u043a, \u0435\u0449\u0435 \u0435\u0441\u0442\u044c \u043a\u0443\u0434\u0430 \u0441\u0442\u0440\u0435\u043c\u0438\u0442\u044c\u0441\u044f, \u043d\u043e \u043f\u043e \u043c\u0435\u0440\u0435 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439 \u0443 \u043d\u0430\u0441 \u0435\u0441\u0442\u044c \u043e\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e\u043b\u0430\u0433\u0430\u0442\u044c, \u0447\u0442\u043e \u0431\u0443\u0434\u0443\u0449\u0435\u0435 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 PDF \u0441\u0442\u0430\u043d\u0435\u0442 \u0431\u043e\u043b\u0435\u0435 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u043c \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b\u043c. \u041f\u0440\u0438 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u043a\u0440\u0443\u043f\u043d\u043e\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0434\u043b\u044f \u0447\u0430\u0441\u0442\u043d\u044b\u0445 \u043b\u0438\u0446 \u0438\u043b\u0438 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0439 Gemini 2.0, \u043d\u0435\u0441\u043e\u043c\u043d\u0435\u043d\u043d\u043e, \u0437\u0430\u0441\u043b\u0443\u0436\u0438\u0432\u0430\u0435\u0442 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u044f \u0438 \u0432\u043d\u0435\u0434\u0440\u0435\u043d\u0438\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u043f\u0440\u043e\u0440\u044b\u0432\u043e\u0432.<\/p>\n\n\n\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n
      \r\n
      \u0414\u043b\u044f \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u043f\u0440\u043e\u0434\u0443\u043a\u0446\u0438\u0438, \u043f\u043e\u0436\u0430\u043b\u0443\u0439\u0441\u0442\u0430, \u043e\u0437\u043d\u0430\u043a\u043e\u043c\u044c\u0442\u0435\u0441\u044c \u0441<\/h4>\r\n<\/th>\r\n
      		\r\n
      \u0421\u043c. \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435<\/h4>\r\n<\/th>\r\n<\/tr>\r\n<\/thead>\r\n
      ShirtAI - \u043f\u0440\u043e\u043d\u0438\u043a\u0430\u044e\u0449\u0438\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442<\/a><\/td>\r\n\u0411\u043e\u043b\u044c\u0448\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c AIGC: \u043d\u0430\u0447\u0430\u043b\u043e \u044d\u0440\u044b \u0434\u0432\u043e\u0439\u043d\u043e\u0439 \u0440\u0435\u0432\u043e\u043b\u044e\u0446\u0438\u0438 \u0432 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043d\u043e\u043c \u0434\u0435\u043b\u0435 \u0438 \u043d\u0430\u0443\u043a\u0435 - \u041f\u0440\u043e\u043d\u0438\u043a\u0430\u044e\u0449\u0430\u044f \u0440\u0430\u0437\u0432\u0435\u0434\u043a\u0430<\/a><\/td>\r\n<\/tr>\r\n
      1:1 \u0412\u043e\u0441\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u0435\u043d\u0438\u0435 \u041a\u043b\u043e\u0434\u0430 \u0438 GPT \u041e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0441\u0430\u0439\u0442 - AI Cloud Native<\/a><\/td>\r\n\u041f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435 \u0434\u043b\u044f \u043f\u0440\u043e\u0441\u043c\u043e\u0442\u0440\u0430 \u043f\u0440\u044f\u043c\u044b\u0445 \u0442\u0440\u0430\u043d\u0441\u043b\u044f\u0446\u0438\u0439 \u043c\u0430\u0442\u0447\u0435\u0439 Global HD Sports Viewing Player (\u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0443\u0435\u0442\u0441\u044f) - Blueshirt Technology<\/a><\/td>\r\n<\/tr>\r\n
      \u0422\u0440\u0430\u043d\u0437\u0438\u0442\u043d\u044b\u0439 \u0441\u0435\u0440\u0432\u0438\u0441 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u043e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0433\u043e API - GPTMeta API<\/a><\/td>\r\n\u041f\u043e\u043c\u043e\u0433\u0438\u0442\u0435, \u043c\u043e\u0436\u0435\u0442 \u043b\u0438 \u043a\u0442\u043e-\u043d\u0438\u0431\u0443\u0434\u044c \u0438\u0437 \u0432\u0430\u0441 \u0434\u0430\u0442\u044c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0441\u043e\u0432\u0435\u0442\u043e\u0432 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a \u0437\u0430\u0434\u0430\u0432\u0430\u0442\u044c \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0432 GPT? - \u0437\u043d\u0430\u043d\u0438\u0435<\/a><\/td>\r\n<\/tr>\r\n
      \u0413\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u044b\u0439 \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0439 \u043c\u0430\u0433\u0430\u0437\u0438\u043d \u0432\u0438\u0440\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u0445 \u0442\u043e\u0432\u0430\u0440\u043e\u0432 - Global SmarTone (Feng Ling Ge)<\/a><\/td>\r\n\u041d\u0430\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u043e\u0449\u043d\u043e\u0439 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u044f Claude airtfacts, \u0447\u0442\u043e GPT \u043c\u0433\u043d\u043e\u0432\u0435\u043d\u043d\u043e \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u0435\u0442 \u0445\u043e\u0440\u043e\u0448\u043e \u043f\u0430\u0445\u043d\u0443\u0442\u044c? -BeepBeep<\/a><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>","protected":false},"excerpt":{"rendered":"
      \u041c\u043e\u0434\u0435\u043b\u044c Gemini 2.0, \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043d\u0430\u044f \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0435\u0439 Google DeepMind, \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u043b\u0443\u0447\u0448\u0430\u0435\u0442 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 PDF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432. \u041f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u0442\u0440\u0430\u0434\u0438\u0446\u0438\u043e\u043d\u043d\u044b\u043c\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u044f\u043c\u0438 \u0441 \u0442\u043e\u0447\u043a\u0438 \u0437\u0440\u0435\u043d\u0438\u044f \u0442\u043e\u0447\u043d\u043e\u0441\u0442\u0438, \u0441\u0442\u043e\u0438\u043c\u043e\u0441\u0442\u0438 \u0438 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043a\u043e\u0432 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0438\u0440\u0443\u0435\u043c\u043e\u0441\u0442\u0438, Gemini 2.0 \u0437\u043d\u0430\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u0443\u0435\u0442 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u0431\u043e\u0440\u0430 PDF-\u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0437\u0430 \u0441\u0447\u0435\u0442 \u0438\u0437\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u0435\u043c\u0430\u043d\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u043a\u0443\u0441\u043a\u0430 \u0438 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0430\u043a\u0435\u0442\u043d\u043e\u0439 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u0430 \u0442\u0430\u043a\u0436\u0435 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