{"id":70686,"date":"2026-03-24T03:02:17","date_gmt":"2026-03-24T03:02:17","guid":{"rendered":"https:\/\/meetcody.ai\/blog\/%d8%aa%d8%b6%d9%85%d9%8a%d9%86-%d8%a7%d9%84%d8%ac%d9%88%d8%b2%d8%a7%d8%a1-2-%d8%a3%d9%88%d9%84-%d9%86%d9%85%d9%88%d8%b0%d8%ac-%d8%aa%d8%b6%d9%85%d9%8a%d9%86-%d9%85%d8%aa%d8%b9%d8%af%d8%af-%d8%a7\/"},"modified":"2026-03-26T18:07:31","modified_gmt":"2026-03-26T18:07:31","slug":"%d8%aa%d8%b6%d9%85%d9%8a%d9%86-%d8%a7%d9%84%d8%ac%d9%88%d8%b2%d8%a7%d8%a1-2-%d8%a3%d9%88%d9%84-%d9%86%d9%85%d9%88%d8%b0%d8%ac-%d8%aa%d8%b6%d9%85%d9%8a%d9%86-%d9%85%d8%aa%d8%b9%d8%af%d8%af-%d8%a7","status":"publish","type":"post","link":"https:\/\/meetcody.ai\/ar\/blog\/%d8%aa%d8%b6%d9%85%d9%8a%d9%86-%d8%a7%d9%84%d8%ac%d9%88%d8%b2%d8%a7%d8%a1-2-%d8%a3%d9%88%d9%84-%d9%86%d9%85%d9%88%d8%b0%d8%ac-%d8%aa%d8%b6%d9%85%d9%8a%d9%86-%d9%85%d8%aa%d8%b9%d8%af%d8%af-%d8%a7\/","title":{"rendered":"\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2: \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0645\u0646 Google"},"content":{"rendered":"<p style=\"text-align: center;\"><em>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2: \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0648\u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0628\u062f\u0621<\/em><!-- notionvc: c383b1b6-2ff8-40bd-8227-0a70d481c796 --><\/p>\n<p>\u0641\u064a \u0627\u0644\u0623\u0633\u0628\u0648\u0639 \u0627\u0644\u0645\u0627\u0636\u064a\u060c \u0623\u0635\u062f\u0631\u062a \u062c\u0648\u062c\u0644  <a href=\"https:\/\/meetcody.ai\/blog\/google-introduces-the-multimodal-gemini-ultra-pro-nano-models\/\">\u0627\u0644\u062c\u0648\u0632\u0627\u0621<\/a>  \u0627\u0644\u062a\u0636\u0645\u064a\u0646 2\u060c \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0623\u0635\u0644\u0627\u064b \u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 Gemini. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0628\u0623\u064a \u0635\u0641\u0629\u060c \u0641\u0647\u0630\u0627 \u064a\u0633\u062a\u062d\u0642 \u0627\u0647\u062a\u0645\u0627\u0645\u0643. \u0644\u062f\u064a\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0639\u0637\u064a\u0644 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 \u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u064a\u0648\u0645 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631.  <\/p>\n<p>\u062d\u062a\u0649 \u0627\u0644\u0622\u0646\u060c \u0643\u0627\u0646\u062a \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0645\u0646 OpenAI \u0648 Cohere \u0648 Voyage \u062a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0623\u0633\u0627\u0633\u064a \u0639\u0644\u0649 \u0627\u0644\u0646\u0635\u0648\u0635. \u0643\u0627\u0646 \u0647\u0646\u0627\u0643 \u0639\u062f\u062f \u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 &#8211; <a href=\"https:\/\/openai.com\/index\/clip\/\">CLIP<\/a> \u0644\u0645\u062d\u0627\u0630\u0627\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635\u060c \u0648 <a href=\"https:\/\/blog.voyageai.com\/2026\/01\/15\/voyage-multimodal-3-5\/\">Voyage Multimodal 3.5<\/a> \u0644\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648 &#8211; \u0648\u0644\u0643\u0646 \u0644\u0645 \u064a\u0643\u0646 \u0623\u064a \u0645\u0646\u0647\u0627 \u064a\u063a\u0637\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0643\u0627\u0645\u0644\u0629 \u0645\u0646 \u0627\u0644\u0637\u0631\u0627\u0626\u0642 \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u062c\u0647\u064a\u0629 \u0648\u0627\u062d\u062f\u0629 \u0645\u0648\u062d\u062f\u0629. \u0643\u0627\u0646 \u064a\u062c\u0628 \u0646\u0633\u062e \u0627\u0644\u0635\u0648\u062a \u0639\u0627\u062f\u0629\u064b \u0642\u0628\u0644 \u0627\u0644\u062a\u0636\u0645\u064a\u0646. \u0643\u0627\u0646 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u064a\u062a\u0637\u0644\u0628 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0625\u0637\u0627\u0631 \u0645\u0639 \u062a\u0636\u0645\u064a\u0646 \u0646\u0635 \u0645\u0646\u0641\u0635\u0644. \u0643\u0627\u0646\u062a \u0627\u0644\u0635\u0648\u0631 \u062a\u0639\u064a\u0634 \u0641\u064a \u0641\u0636\u0627\u0621 \u0645\u062a\u062c\u0647 \u062e\u0627\u0635 \u0628\u0647\u0627 \u0628\u0627\u0644\u0643\u0627\u0645\u0644.    <\/p>\n<p>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2 \u064a\u063a\u064a\u0631 \u0647\u0630\u0647 \u0627\u0644\u0645\u0639\u0627\u062f\u0644\u0629. \u0646\u0645\u0648\u0630\u062c \u0648\u0627\u062d\u062f\u060c \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0627\u062d\u062f \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u060c \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u062c\u0647\u0629 \u0648\u0627\u062d\u062f\u0629. <\/p>\n<p>\u062f\u0639\u0646\u0627 \u0646\u062a\u0639\u0645\u0642 \u0641\u064a \u0627\u0644\u062c\u062f\u064a\u062f.<\/p>\n<h2>\u0645\u0627 \u0647\u0648 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2\u061f<\/h2>\n<p><a href=\"https:\/\/blog.google\/innovation-and-ai\/models-and-research\/gemini-models\/gemini-embedding-2\/\">Gemini Embedding 2<\/a> (<code>gemini-embedding-2-preview<\/code>) \u0647\u0648 \u0623\u0648\u0644 <a href=\"https:\/\/meetcody.ai\/blog\/text-embedding-models\/\">\u0646\u0645\u0648\u0630\u062c \u062a\u0636\u0645\u064a\u0646<\/a> \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0645\u0646 Google DeepMind. \u0641\u0647\u0648 \u064a\u0623\u062e\u0630 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u062a\u0633\u062c\u064a\u0644\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629 \u0648\u0645\u0633\u062a\u0646\u062f\u0627\u062a PDF \u0648\u064a\u062d\u0648\u0644\u0647\u0627 \u062c\u0645\u064a\u0639\u064b\u0627 \u0625\u0644\u0649 \u0645\u062a\u062c\u0647\u0627\u062a \u062a\u0639\u064a\u0634 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0641\u0636\u0627\u0621 \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0627\u0644\u0645\u0634\u062a\u0631\u0643. <\/p>\n<p>\u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0645\u0642\u0627\u0631\u0628\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0645\u062b\u0644 CLIP\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u0642\u0631\u0646 \u0645\u0634\u0641\u0631 \u0627\u0644\u0631\u0624\u064a\u0629 \u0645\u0639 \u0645\u0634\u0641\u0631 \u0627\u0644\u0646\u0635 \u0648\u062a\u0648\u0627\u0626\u0645 \u0628\u064a\u0646\u0647\u0645\u0627 \u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062a\u0628\u0627\u064a\u0646 \u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629\u060c \u0641\u0625\u0646 Gemini Embedding 2 \u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0646\u0645\u0648\u0630\u062c \u0623\u0633\u0627\u0633 Gemini \u0646\u0641\u0633\u0647. \u0648\u0647\u0630\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0647 \u064a\u0631\u062b \u0627\u0644\u0641\u0647\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0645\u0646 \u0627\u0644\u0623\u0644\u0641 \u0625\u0644\u0649 \u0627\u0644\u064a\u0627\u0621. <\/p>\n<div id=\"attachment_70663\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-70663\" class=\"wp-image-70663 size-full\" src=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2026\/03\/embedding.png\" alt=\"\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\" width=\"1024\" height=\"587\" srcset=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2026\/03\/embedding.png 1024w, https:\/\/meetcody.ai\/wp-content\/uploads\/2026\/03\/embedding-300x172.png 300w, https:\/\/meetcody.ai\/wp-content\/uploads\/2026\/03\/embedding-768x440.png 768w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-70663\" class=\"wp-caption-text\">\u0635\u0648\u0631\u0629 \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0627\u0646\u0648 \u0645\u0648\u0632\u0629<\/p><\/div>\n<p><strong>\u0645\u062b\u0627\u0644 \u0639\u0645\u0644\u064a:<\/strong> \u062a\u062e\u064a\u0644 \u0623\u0646\u0643 \u062a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0646\u0638\u0627\u0645 \u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 (LMS) \u0645\u0639 \u0645\u0642\u0627\u0637\u0639 \u0641\u064a\u062f\u064a\u0648 \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0648\u0645\u062d\u0627\u0636\u0631\u0627\u062a \u0635\u0648\u062a\u064a\u0629 \u0648\u0623\u062f\u0644\u0629 \u0645\u0643\u062a\u0648\u0628\u0629. \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0636\u0645\u064a\u0646 Gemini Embedding 2\u060c \u064a\u0645\u0643\u0646\u0643 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0644\u0643\u0644 \u0647\u0630\u0627 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u062c\u0647 \u0648\u0627\u062d\u062f\u0629 \u0648\u0625\u0646\u0634\u0627\u0621 <a href=\"https:\/\/meetcody.ai\/blog\/rag-private-clouds\/\">\u0631\u0648\u0628\u0648\u062a \u0645\u062d\u0627\u062f\u062b\u0629 \u0642\u0627\u0626\u0645 \u0639\u0644\u0649 RAG<\/a> \u064a\u0633\u062a\u0631\u062c\u0639 <a href=\"https:\/\/meetcody.ai\/blog\/how-does-cody-generate-responses-using-your-documents\/\">\u0627\u0644\u0623\u062c\u0632\u0627\u0621<\/a> \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629 \u0645\u0646 \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0639\u0644\u0649 \u062d\u062f \u0633\u0648\u0627\u0621. \u0641\u064a \u0627\u0644\u0633\u0627\u0628\u0642\u060c \u0643\u0627\u0646 \u0647\u0630\u0627 \u064a\u062a\u0637\u0644\u0628 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0637\u0628\u0642\u0627\u062a &#8211; \u0648\u062d\u062a\u0649 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062d\u064a\u0646\u060c \u0643\u0627\u0646 \u0647\u0630\u0627 \u064a\u062a\u0637\u0644\u0628 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0646\u0635\u0648\u0635 \u0641\u0642\u0637\u060c \u0645\u0639 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0645\u0631\u0626\u064a \u0644\u0644\u0641\u064a\u062f\u064a\u0648 \u0623\u0648 \u0646\u0628\u0631\u0629 \u0635\u0648\u062a \u0627\u0644\u0645\u062a\u062d\u062f\u062b.  <\/p>\n<p>\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c <a href=\"https:\/\/arxiv.org\/abs\/2205.13147\">\u062a\u0639\u0644\u064f\u0651\u0645 \u062a\u0645\u062b\u064a\u0644 \u0645\u0627\u062a\u0631\u064a\u0648\u0634\u0643\u0627\u060c<\/a> \u0645\u0645\u0627 \u064a\u0639\u0646\u064a \u0623\u0646\u0643 \u0644\u0633\u062a \u0645\u0636\u0637\u0631\u064b\u0627 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0640 3072 \u0625\u0630\u0627 \u0644\u0645 \u062a\u0643\u0646 \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u064a\u0647\u0627. \u064a\u0645\u0643\u0646\u0643 \u062a\u0635\u063a\u064a\u0631 \u062d\u062c\u0645\u0647 \u0625\u0644\u0649 1536 \u0623\u0648 768 \u0648\u0644\u0627 \u064a\u0632\u0627\u0644 \u0628\u0625\u0645\u0643\u0627\u0646\u0643 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. <\/p>\n<p><em>\u062a\u0639\u0644\u064f\u0651\u0645 \u062a\u0645\u062b\u064a\u0644 \u0645\u0627\u062a\u0631\u064a\u0648\u0634\u0643\u0627 (MRL) \u0647\u0648 \u062a\u0642\u0646\u064a\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0628\u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0641\u064a\u062f\u0629 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0641\u064a \u0623\u0628\u0639\u0627\u062f\u0647\u0627 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0641\u064a \u0623\u0628\u0639\u0627\u062f \u0645\u062e\u062a\u0644\u0641\u0629 \u0623\u0635\u063a\u0631 &#8211; \u0645\u062a\u062f\u0627\u062e\u0644\u0629 \u062f\u0627\u062e\u0644 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636 \u0645\u062b\u0644 \u062f\u0645\u0649 \u0645\u0627\u062a\u0631\u064a\u0648\u0634\u0643\u0627 \u0627\u0644\u0631\u0648\u0633\u064a\u0629. \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u064a\u062a\u0645 \u0627\u062d\u062a\u0633\u0627\u0628 \u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0644\u064a\u0633 \u0641\u0642\u0637 \u0639\u0644\u0649 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0643\u0627\u0645\u0644 \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u0639\u0644\u0649 \u0627\u0644\u0628\u0627\u062f\u0626\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629 \u0644\u0645\u062a\u062c\u0647 \u0627\u0644\u062a\u0636\u0645\u064a\u0646. \u064a\u0634\u062c\u0639 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0641\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0623\u0648\u0644\u0649\u060c \u0645\u0639 \u0625\u0636\u0627\u0641\u0629 \u062a\u0641\u0627\u0635\u064a\u0644 \u0623\u0643\u062b\u0631 \u062f\u0642\u0629 \u0641\u064a \u0643\u0644 \u0628\u064f\u0639\u062f \u0644\u0627\u062d\u0642 &#8211; \u0647\u064a\u0643\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u062e\u0634\u0646\u0629 \u0625\u0644\u0649 \u0627\u0644\u062f\u0642\u064a\u0642\u0629.  <\/em><\/p>\n<h2>\u0627\u0644\u0637\u0631\u0627\u0626\u0642 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0648\u062d\u062f\u0648\u062f \u0627\u0644\u0625\u062f\u062e\u0627\u0644<\/h2>\n<p>\u064a\u0642\u0628\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062e\u0645\u0633\u0629 \u0623\u0646\u0648\u0627\u0639 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a\u060c \u0648\u0643\u0644\u0647\u0627 \u0645\u0639\u064a\u0651\u0646\u0629 \u0641\u064a \u0646\u0641\u0633 \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u062a\u0636\u0645\u064a\u0646:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0627\u0644\u0637\u0631\u064a\u0642\u0629<\/th>\n<th>\u062d\u062f \u0627\u0644\u0625\u062f\u062e\u0627\u0644<\/th>\n<th>\u0627\u0644\u062a\u0646\u0633\u064a\u0642\u0627\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0646\u0635<\/td>\n<td>\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 8,192 \u0631\u0645\u0632\u0627\u064b<\/td>\n<td>\u0646\u0635 \u0639\u0627\u062f\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0635\u0648\u0631<\/td>\n<td>\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 6 \u0635\u0648\u0631 \u0644\u0643\u0644 \u0637\u0644\u0628<\/td>\n<td>PNG\u060c JPEG<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u064a\u062f\u064a\u0648<\/td>\n<td>\u062d\u062a\u0649 120 \u062b\u0627\u0646\u064a\u0629<\/td>\n<td>MP4\u060c MOV<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0635\u0648\u062a<\/td>\n<td>\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 80 \u062b\u0627\u0646\u064a\u0629 (\u0623\u0635\u0644\u064a\u060c \u0628\u062f\u0648\u0646 \u0646\u0633\u062e)<\/td>\n<td>MP3\u060c WAV<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u0644\u0641\u0627\u062a PDF<\/td>\n<td>\u0645\u0636\u0645\u0646\u0629 \u0645\u0628\u0627\u0634\u0631\u0629<\/td>\n<td>\u0645\u0633\u062a\u0646\u062f\u0627\u062a PDF<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0643\u064a\u0641 \u062a\u0642\u0627\u0631\u0646 \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u0627\u0644\u064a\u0629<\/h2>\n<p><strong>\u062e\u0644\u0627\u0635\u0629 \u0627\u0644\u0642\u0648\u0644:<\/strong> \u064a\u062a\u0641\u0648\u0642 \u0646\u0645\u0648\u0630\u062c Gemini Embedding 2 \u0627\u0644\u062c\u062f\u064a\u062f \u0645\u0646 Google \u0639\u0644\u0649 \u0645\u0646\u0627\u0641\u0633\u064a\u0647 (\u0633\u0627\u0628\u0642\u0647 Amazon Nova 2\u060c \u0648Voyage Multimodal 3.5) \u0641\u064a \u0643\u0644 \u0637\u0631\u064a\u0642\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627: \u0627\u0644\u0646\u0635 \u0648\u0627\u0644\u0635\u0648\u0631\u0629 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0643\u0644\u0627\u0645. \u0648\u064a\u062a\u0641\u0648\u0642 \u0628\u0634\u0643\u0644 \u0645\u0642\u0646\u0639 \u0641\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635. \u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0630\u064a \u0644\u0627 \u064a\u0641\u0648\u0632 \u0641\u064a\u0647 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0647\u0648 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u062d\u064a\u062b \u064a\u062a\u0642\u062f\u0645 Voyage \u0642\u0644\u064a\u0644\u0627\u064b. \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0643\u0644\u0627\u0645\u064a\u0629 \u0647\u064a \u0641\u0626\u0629 \u064a\u0645\u062a\u0644\u0643\u0647\u0627 Gemini \u0648\u062d\u062f\u0647 \u062d\u064a\u062b \u0644\u0627 \u064a\u0648\u062c\u062f \u0645\u0646\u0627\u0641\u0633 \u064a\u062f\u0639\u0645\u0647\u0627.   <\/p>\n<p>\u0646\u0634\u0631\u062a \u062c\u0648\u062c\u0644 \u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0645\u0639\u064a\u0627\u0631\u064a\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u062f\u064a\u0645\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627\u060c \u0648\u0646\u0645\u0627\u0630\u062c \u0623\u0645\u0627\u0632\u0648\u0646 \u0646\u0648\u0641\u0627 2 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0648\u0641\u0648\u064a\u0627\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 3.5. \u0625\u0644\u064a\u0643\u0645 \u0627\u0644\u0635\u0648\u0631\u0629 \u0643\u0627\u0645\u0644\u0629: <\/p>\n<h3>\u0646\u0635-\u0646\u0635<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062a\u0631\u064a<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621-001<\/th>\n<th>\u0623\u0645\u0627\u0632\u0648\u0646 \u0646\u0648\u0641\u0627 2<\/th>\n<th>\u0631\u062d\u0644\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637 3.5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>MTEB \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a (\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u0647\u0645\u0629)<\/td>\n<td><strong>69.9<\/strong><\/td>\n<td>68.4<\/td>\n<td>63.8**<\/td>\n<td>58.5***<\/td>\n<\/tr>\n<tr>\n<td>\u0631\u0645\u0632 MTEB (\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0645\u0647\u0645\u0629)<\/td>\n<td><strong>84.0<\/strong><\/td>\n<td>76.0<\/td>\n<td>*<\/td>\n<td>*<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u064a\u062a\u0641\u0648\u0642 Gemini Embedding 2 \u0639\u0644\u0649 \u0627\u0644\u0646\u0635 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0644\u063a\u0627\u062a \u0628\u0647\u0627\u0645\u0634 \u0645\u0631\u064a\u062d \u0648\u064a\u0642\u0641\u0632 8 \u0646\u0642\u0627\u0637 \u0639\u0644\u0649 \u0633\u0627\u0628\u0642\u0647 \u0641\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0631\u0645\u0648\u0632. \u0644\u0627 \u064a\u0642\u062f\u0645 \u0623\u0645\u0627\u0632\u0648\u0646 \u0646\u0648\u0641\u0627 2 \u0648\u0644\u0627 Voyage \u0646\u062a\u0627\u0626\u062c \u0641\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0631\u0645\u0648\u0632. <\/p>\n<h3>\u0646\u0635-\u0635\u0648\u0631\u0629<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062a\u0631\u064a<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637@001<\/th>\n<th>\u0623\u0645\u0627\u0632\u0648\u0646 \u0646\u0648\u0641\u0627 2<\/th>\n<th>\u0641\u0648\u064a\u0627\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 3.5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0642\u0628\u0639\u0627\u062a \u0627\u0644\u0646\u0635 (\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621@1)<\/td>\n<td><strong>89.6<\/strong><\/td>\n<td>74.0<\/td>\n<td>76.0<\/td>\n<td>79.4<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0648\u062a\u0634\u064a (\u0627\u0633\u062a\u062f\u0639\u0627\u0621@1)<\/td>\n<td><strong>93.4<\/strong><\/td>\n<td>&#8211;<\/td>\n<td>84.0<\/td>\n<td>83.8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u062a\u0642\u062f\u0645 \u0648\u0627\u0636\u062d \u0641\u064a \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u0629 &#8211; \u0623\u0643\u062b\u0631 \u0645\u0646 9 \u0646\u0642\u0627\u0637 \u0639\u0644\u0649 \u0623\u0642\u0631\u0628 \u0645\u0646\u0627\u0641\u0633 \u0641\u064a \u0643\u0644\u0627 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u0646.<\/p>\n<h3>\u0635\u0648\u0631\u0629-\u0646\u0635-\u0635\u0648\u0631\u0629<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062a\u0631\u064a<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637@001<\/th>\n<th>\u0623\u0645\u0627\u0632\u0648\u0646 \u0646\u0648\u0641\u0627 2<\/th>\n<th>\u0641\u0648\u064a\u0627\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 3.5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0642\u0628\u0639\u0627\u062a \u0627\u0644\u0646\u0635 (\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621@1)<\/td>\n<td><strong>97.4<\/strong><\/td>\n<td>88.1<\/td>\n<td>88.9<\/td>\n<td>88.6<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0648\u062a\u0634\u064a (\u0627\u0633\u062a\u062f\u0639\u0627\u0621@1)<\/td>\n<td><strong>91.3<\/strong><\/td>\n<td>&#8211;<\/td>\n<td>76.5<\/td>\n<td>77.4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u064a\u064f\u0638\u0647\u0631 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u0646\u0635\u0648\u0635 \u0623\u0648\u0633\u0639 \u0627\u0644\u0641\u062c\u0648\u0627\u062a &#8211; \u0645\u0627 \u064a\u0642\u0631\u0628 \u0645\u0646 15 \u0646\u0642\u0637\u0629 \u0645\u062a\u0642\u062f\u0645\u064b\u0627 \u0639\u0644\u0649 Amazon Nova 2 \u0639\u0644\u0649 Docci.<\/p>\n<h3>\u0646\u0635-\u0645\u0633\u062a\u0646\u062f \u0646\u0635\u064a<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062a\u0631\u064a<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637@001<\/th>\n<th>\u0623\u0645\u0627\u0632\u0648\u0646 \u0646\u0648\u0641\u0627 2<\/th>\n<th>\u0641\u0648\u064a\u0627\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 3.5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>ViDoRe v2 (ndcg@10)<\/td>\n<td>64.9<\/td>\n<td>28.9<\/td>\n<td>60.6<\/td>\n<td><strong>65.5**<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0644\u0645\u0639\u064a\u0627\u0631 \u0627\u0644\u0648\u062d\u064a\u062f \u0627\u0644\u0630\u064a \u062a\u062a\u0641\u0648\u0642 \u0641\u064a\u0647 Voyage Multimodal 3.5 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u062e\u0631\u0649 (\u0627\u0644\u0645\u0628\u0644\u063a \u0639\u0646\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0627). \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u062a\u0642\u0627\u0631\u0628 \u0628\u064a\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. <\/p>\n<h3>\u0646\u0635-\u0641\u064a\u062f\u064a\u0648<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062a\u0631\u064a<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637@001<\/th>\n<th>\u0623\u0645\u0627\u0632\u0648\u0646 \u0646\u0648\u0641\u0627 2<\/th>\n<th>\u0641\u0648\u064a\u0627\u062c \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 3.5<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0641\u0627\u062a\u0643\u0633 (NDCG@10)<\/td>\n<td><strong>68.8<\/strong><\/td>\n<td>54.9<\/td>\n<td>60.3<\/td>\n<td>55.2<\/td>\n<\/tr>\n<tr>\n<td>MSR-VTT (NDCG@10)<\/td>\n<td><strong>68.0<\/strong><\/td>\n<td>57.9<\/td>\n<td>67.0<\/td>\n<td>63.0**<\/td>\n<\/tr>\n<tr>\n<td>\u064a\u0648\u0643\u0648\u0643 2 (ndcg@10)<\/td>\n<td><strong>52.5<\/strong><\/td>\n<td>34.9<\/td>\n<td>34.7<\/td>\n<td>31.4**<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0625\u0646 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u062a\u0642\u062f\u0645 \u0641\u064a\u0647 Gemini Embedding 2 \u0628\u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u0646\u0642\u0627\u0637 &#8211; \u0623\u0643\u062b\u0631 \u0645\u0646 17 \u0646\u0642\u0637\u0629 \u0639\u0644\u0649 Voyage \u0639\u0644\u0649 Youcook2 \u0648\u0623\u0643\u062b\u0631 \u0645\u0646 13 \u0646\u0642\u0637\u0629 \u0639\u0644\u0649 Vatex.<\/p>\n<h3>\u0646\u0635-\u062e\u0637\u0627\u0628-\u0646\u0635<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u0645\u062a\u0631\u064a<\/th>\n<th>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>MSEB (mrr@10)<\/td>\n<td><strong>73.9<\/strong><\/td>\n<\/tr>\n<tr>\n<td>MSEB ASR**** (mr@10)<\/td>\n<td><strong>70.4<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0643\u0644\u0627\u0645\u064a\u0629 \u063a\u064a\u0631 \u0645\u062a\u0646\u0627\u0632\u0639 \u0639\u0644\u064a\u0647 \u062a\u0645\u0627\u0645\u064b\u0627 &#8211; \u0644\u0627 \u062a\u062f\u0639\u0645\u0647 \u0623\u0645\u0627\u0632\u0648\u0646 \u0648\u0644\u0627 Voyage. \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u062a\u0644\u0643\u0647\u0627 Gemini Embedding 2 \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631. <\/p>\n<p><em>&#8211; \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u063a\u064a\u0631 \u0645\u062a\u0648\u0641\u0631\u0629 ** \u062a\u0645 \u0627\u0644\u0625\u0628\u0644\u0627\u063a \u0639\u0646\u0647\u0627 \u0630\u0627\u062a\u064a\u064b\u0627 *** voyage-3.5 **** \u0646\u0645\u0648\u0630\u062c ASR \u064a\u062d\u0648\u0644 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0635\u0648\u062a\u064a\u0629 \u0625\u0644\u0649 \u0646\u0635<\/em><\/p>\n<h2>\u0627\u0644\u062a\u0633\u0639\u064a\u0631<\/h2>\n<p>\u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0645\u062c\u0627\u0646\u064a \u062d\u0627\u0644\u064a\u064b\u0627 \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0627\u0644\u0639\u0627\u0645\u0629. \u0628\u0645\u062c\u0631\u062f \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629\u060c \u0625\u0644\u064a\u0643 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644: <\/p>\n<table>\n<thead>\n<tr>\n<th><\/th>\n<th>\u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629<\/th>\n<th>\u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u062f\u0641\u0648\u0639\u0629 (\u0644\u0643\u0644 1 \u0645\u0644\u064a\u0648\u0646 \u062a\u0648\u0643\u0646)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0646\u0635<\/td>\n<td>\u0645\u062c\u0627\u0646\u0627\u064b<\/td>\n<td>$0.20<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0635\u0648\u0631\u0629<\/td>\n<td>\u0645\u062c\u0627\u0646\u0627\u064b<\/td>\n<td>0.45 \u062f\u0648\u0644\u0627\u0631 (0.00012 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0635\u0648\u0631\u0629)<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0635\u0648\u062a<\/td>\n<td>\u0645\u062c\u0627\u0646\u0627\u064b<\/td>\n<td>6.50 \u062f\u0648\u0644\u0627\u0631 (0.00016 \u062f\u0648\u0644\u0627\u0631 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629)<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648<\/td>\n<td>\u0645\u062c\u0627\u0646\u0627\u064b<\/td>\n<td>12.00 \u062f\u0648\u0644\u0627\u0631 (0.00079 \u062f\u0648\u0644\u0627\u0631 \u0644\u0643\u0644 \u0625\u0637\u0627\u0631)<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u062a\u062d\u0633\u064a\u0646 \u0645\u0646\u062a\u062c\u0627\u062a \u062c\u0648\u062c\u0644<\/td>\n<td>\u0646\u0639\u0645<\/td>\n<td>\u0644\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><strong>\u0627\u0644\u0634\u0631\u0648\u0639 \u0641\u064a \u0627\u0644\u0639\u0645\u0644<\/strong><\/h2>\n<p>\u064a\u062a\u0648\u0641\u0631 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0622\u0646 \u0641\u064a \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 \u0639\u0628\u0631 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u062a\u0637\u0628\u064a\u0642\u0627\u062a Gemini \u0648 Vertex AI \u062a\u062d\u062a \u0645\u0639\u0631\u0641 \u0627\u0644\u0646\u0645\u0648\u0630\u062c  <code>gemini-embedding-2-preview<\/code>. \u0648\u0647\u0648 \u064a\u062a\u0643\u0627\u0645\u0644 \u0645\u0639 LangChain \u0648LlamaIndex \u0648Haystack \u0648Weaviate \u0648Qdrant \u0648ChromaDB \u0648Vector Search.<\/p>\n<pre><code class=\"language-jsx\">from google import genai\nfrom google.genai import types\n\n# For Vertex AI:\n# PROJECT_ID='&lt;add_here&gt;'\n# client = genai.Client(vertexai=True, project=PROJECT_ID, location='us-central1')\n\nclient = genai.Client()\n\nwith open(\"example.png\", \"rb\") as f:\n    image_bytes = f.read()\n\nwith open(\"sample.mp3\", \"rb\") as f:\n    audio_bytes = f.read()\n\n# Embed text, image, and audio \nresult = client.models.embed_content(\n    model=\"gemini-embedding-2-preview\",\n    contents=[\n        \"What is the meaning of life?\",\n        types.Part.from_bytes(\n            data=image_bytes,\n            mime_type=\"image\/png\",\n        ),\n        types.Part.from_bytes(\n            data=audio_bytes,\n            mime_type=\"audio\/mpeg\",\n        ),\n    ],\n)\n\nprint(result.embeddings)\n<\/code><\/pre>\n<h2>\u062c\u0631\u0628\u0647\u0627 \u0647\u0646\u0627!<\/h2>\n<p>\u0644\u0642\u062f \u0623\u0646\u0634\u0623\u0646\u0627 <a href=\"https:\/\/gemini-2-trial.vercel.app\">\u062a\u0637\u0628\u064a\u0642\u064b\u0627<\/a> \u062a\u062c\u0631\u064a\u0628\u064a\u064b\u0627 \u064a\u0645\u0643\u0646\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647 \u0627\u062e\u062a\u0628\u0627\u0631 \u0623\u062f\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u064a\u0645\u064a\u0646\u064a-2.<\/p>\n<p>\u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0645\u0641\u062a\u0627\u062d API \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u062f\u062e\u0648\u0644 \u0625\u0644\u0649 <a href=\"http:\/\/aistudio.google.com\">aistudio.google.com.<\/a><\/p>\n<h2>\u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0645\u0631\u0627\u0642\u0628\u062a\u0647\u0627<\/h2>\n<ul>\n<li>\u0644\u0627 \u064a\u0632\u0627\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u064a\u062f \u0627\u0644\u0645\u0639\u0627\u064a\u0646\u0629 \u0627\u0644\u0639\u0627\u0645\u0629 (\u0639\u0644\u0627\u0645\u0629 &#8220;\u0645\u0639\u0627\u064a\u0646\u0629&#8221; \u062a\u0639\u0646\u064a \u0623\u0646 \u0627\u0644\u0633\u0639\u0631 \u0648\u0627\u0644\u0633\u0644\u0648\u0643 \u0642\u062f \u064a\u062a\u063a\u064a\u0631\u0627\u0646 \u0642\u0628\u0644 GA).<\/li>\n<li>\u064a\u0628\u0644\u063a \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 120 \u062b\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0635\u0648\u062a 80 \u062b\u0627\u0646\u064a\u0629.<\/li>\n<li>\u0627\u0644\u0623\u062f\u0627\u0621 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0645\u062b\u0644 \u0636\u0645\u0627\u0646 \u0627\u0644\u062c\u0648\u062f\u0629 \u0627\u0644\u0645\u0627\u0644\u064a\u0629 \u0623\u0636\u0639\u0641\u061b \u0642\u0645 \u0628\u062a\u0642\u064a\u064a\u0645\u0647 \u0645\u0642\u0627\u0628\u0644 \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0642\u0628\u0644 \u0627\u0644\u0627\u0644\u062a\u0632\u0627\u0645.<\/li>\n<li>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0646\u0635\u064a\u0629 \u0627\u0644\u0628\u062d\u062a\u0629 \u0645\u0639 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u062e\u0637\u0637 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0642\u062f \u0644\u0627 \u064a\u0643\u0648\u0646 \u0647\u0646\u0627\u0643 \u0645\u0627 \u064a\u0628\u0631\u0631 \u0639\u0644\u0627\u0648\u0629 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0646\u0635\u064a\u0629 \u0641\u0642\u0637.<\/li>\n<\/ul>\n<h2>\u062e\u0644\u0627\u0635\u0629 \u0627\u0644\u0642\u0648\u0644<\/h2>\n<p>\u0625\u0646 Gemini Embedding 2 \u0644\u064a\u0633 \u0645\u062c\u0631\u062f \u062a\u062d\u0633\u064a\u0646 \u062a\u062f\u0631\u064a\u062c\u064a\u060c \u0628\u0644 \u0647\u0648 \u0646\u0642\u0644\u0629 \u0646\u0648\u0639\u064a\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0641\u0631\u0642 \u0627\u0644\u062a\u064a \u062a\u0642\u0648\u0645 \u0628\u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 RAG \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0623\u0648 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0639\u0628\u0631 \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0648\u0633\u0627\u0626\u0637\u060c \u0623\u0648 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629\u060c \u0641\u0625\u0646\u0647 \u064a\u0637\u0648\u064a \u0645\u0627 \u0643\u0627\u0646 \u064a\u0645\u062b\u0644 \u0645\u0634\u0643\u0644\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u062e\u0637\u0648\u0637 \u0641\u064a \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0648\u0627\u062d\u062f \u0644\u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0628\u064a\u0627\u0646\u0627\u062a\u0643 \u062a\u0634\u0645\u0644 \u0623\u0643\u062b\u0631 \u0645\u0646 \u0645\u062c\u0631\u062f \u0646\u0635\u060c \u0641\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u062a\u0642\u064a\u064a\u0645\u0647 \u0623\u0648\u0644\u0627\u064b.  <\/p>\n<p>\u0644\u0627 \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u064a\u0639\u0646\u064a \u0628\u0646\u0627\u0621 RAG \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u062a\u062c\u0645\u064a\u0639 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0648\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062c\u0647\u0629 \u0648\u0645\u0646\u0637\u0642 \u0627\u0644\u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062d\u0644 <a href=\"https:\/\/meetcody.ai\/blog\/rag-as-a-service-unlock-generative-ai-for-your-business\/\">RAG \u0643\u062e\u062f\u0645\u0629<\/a> \u0645\u064f\u062f\u0627\u0631 \u064a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0646\u064a\u0627\u0628\u0629\u064b \u0639\u0646\u0643\u060c <a href=\"https:\/\/getcody.ai\/\">\u0627\u0634\u062a\u0631\u0643<\/a> \u0641\u064a \u0627\u0644\u0625\u0635\u062f\u0627\u0631 \u0627\u0644\u062a\u062c\u0631\u064a\u0628\u064a \u0627\u0644\u0645\u062c\u0627\u0646\u064a \u0641\u064a Cody \u0648\u0627\u0628\u062f\u0623 \u0641\u064a \u0627\u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u064a\u0648\u0645. <\/p>\n<p><!-- notionvc: 1819203a-dd06-4804-9886-3355db49e8de --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2: \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0648\u0627\u0644\u062a\u0633\u0639\u064a\u0631 \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u0644\u0628\u062f\u0621 \u0641\u064a \u0627\u0644\u0623\u0633\u0628\u0648\u0639 \u0627\u0644\u0645\u0627\u0636\u064a\u060c \u0623\u0635\u062f\u0631\u062a \u062c\u0648\u062c\u0644 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 2\u060c \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0623\u0635\u0644\u0627\u064b \u0645\u0628\u0646\u064a \u0639\u0644\u0649 \u0628\u0646\u064a\u0629 Gemini. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0639\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0628\u0623\u064a \u0635\u0641\u0629\u060c \u0641\u0647\u0630\u0627 \u064a\u0633\u062a\u062d\u0642 \u0627\u0647\u062a\u0645\u0627\u0645\u0643. \u0644\u062f\u064a\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0639\u0637\u064a\u0644 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u064a\u0647\u0627 \u0645\u0639\u0638\u0645 \u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u064a\u0648\u0645 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631. \u062d\u062a\u0649 \u0627\u0644\u0622\u0646\u060c<a class=\"excerpt-read-more\" href=\"https:\/\/meetcody.ai\/ar\/blog\/%d8%aa%d8%b6%d9%85%d9%8a%d9%86-%d8%a7%d9%84%d8%ac%d9%88%d8%b2%d8%a7%d8%a1-2-%d8%a3%d9%88%d9%84-%d9%86%d9%85%d9%88%d8%b0%d8%ac-%d8%aa%d8%b6%d9%85%d9%8a%d9%86-%d9%85%d8%aa%d8%b9%d8%af%d8%af-%d8%a7\/\" title=\"Read\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2: \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0645\u0646 Google\">&#8230; Read more &raquo;<\/a><\/p>\n","protected":false},"author":2,"featured_media":70655,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[207],"tags":[],"class_list":["post-70686","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-207"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.8 (Yoast SEO v24.2) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2: \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0645\u0646 Google<\/title>\n<meta name=\"description\" content=\"\u064a\u062f\u0645\u062c Gemini Embedding 2 \u0645\u0646 Google \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0645\u0644\u0641\u0627\u062a PDF \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u062c\u0647\u0629 \u0648\u0627\u062d\u062f\u0629. \u0646\u0642\u0648\u0645 \u0628\u062a\u0641\u0635\u064a\u0644 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u0645\u0627 \u064a\u0639\u0646\u064a\u0647 \u0630\u0644\u0643 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 RAG \u0627\u0644\u062e\u0627\u0635 \u0628\u0643.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/meetcody.ai\/ar\/blog\/\u062a\u0636\u0645\u064a\u0646-\u0627\u0644\u062c\u0648\u0632\u0627\u0621-2-\u0623\u0648\u0644-\u0646\u0645\u0648\u0630\u062c-\u062a\u0636\u0645\u064a\u0646-\u0645\u062a\u0639\u062f\u062f-\u0627\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u062c\u0648\u0632\u0627\u0621 2: \u0623\u0648\u0644 \u0646\u0645\u0648\u0630\u062c \u062a\u0636\u0645\u064a\u0646 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0645\u0646 Google\" \/>\n<meta property=\"og:description\" content=\"\u064a\u062f\u0645\u062c Gemini Embedding 2 \u0645\u0646 Google \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0635\u0648\u062a \u0648\u0645\u0644\u0641\u0627\u062a PDF \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u062c\u0647\u0629 \u0648\u0627\u062d\u062f\u0629. \u0646\u0642\u0648\u0645 \u0628\u062a\u0641\u0635\u064a\u0644 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631 \u0648\u0627\u0644\u0623\u0633\u0639\u0627\u0631 \u0648\u0645\u0627 \u064a\u0639\u0646\u064a\u0647 \u0630\u0644\u0643 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 RAG \u0627\u0644\u062e\u0627\u0635 \u0628\u0643.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/meetcody.ai\/ar\/blog\/\u062a\u0636\u0645\u064a\u0646-\u0627\u0644\u062c\u0648\u0632\u0627\u0621-2-\u0623\u0648\u0644-\u0646\u0645\u0648\u0630\u062c-\u062a\u0636\u0645\u064a\u0646-\u0645\u062a\u0639\u062f\u062f-\u0627\/\" \/>\n<meta property=\"og:site_name\" content=\"Cody - The AI Trained on Your Business\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-24T03:02:17+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-26T18:07:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/meetcody.ai\/wp-content\/uploads\/2026\/03\/embedding-cover-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Om Kamath\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@meetcodyai\" \/>\n<meta name=\"twitter:site\" content=\"@meetcodyai\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Om Kamath\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" 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