{"id":85404,"date":"2024-11-25T17:19:10","date_gmt":"2024-11-25T13:49:10","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/mastering-query-answering-with-rag-overcoming-key-challenges-in-large-scale-meeting-data-33ji\/"},"modified":"2024-11-25T17:19:10","modified_gmt":"2024-11-25T13:49:10","slug":"mastering-query-answering-with-rag-overcoming-key-challenges-in-large-scale-meeting-data-33ji","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/mastering-query-answering-with-rag-overcoming-key-challenges-in-large-scale-meeting-data-33ji\/","title":{"rendered":"\u062a\u0633\u0644\u0637 \u0628\u0631 \u067e\u0627\u0633\u062e \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0627 RAG: \u063a\u0644\u0628\u0647 \u0628\u0631 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0644\u0633\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af"},"content":{"rendered":"<p>Summarize this content to 400 words in Persian Lang<br \/>\n              \u062f\u0631 \u0639\u0635\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u06cc \u067e\u0631\u0628\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u0647\u0645\u06cc\u0634\u0647 \u0627\u0633\u062a. \u0627\u062e\u06cc\u0631\u0627\u064b\u060c \u0645\u0646 \u0633\u0641\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Retrieval-Augmented Generation (RAG) \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u06cc\u06a9 \u0686\u0627\u0644\u0634 \u0628\u0632\u0631\u06af \u0622\u063a\u0627\u0632 \u06a9\u0631\u062f\u0645 &#8211; \u0627\u0631\u0627\u0626\u0647 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0647\u0627\u06cc \u062c\u0644\u0633\u0647. \u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u0645\u0648\u0627\u0646\u0639\u060c \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627 \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 RAG \u0645\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062c\u0644\u0633\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u06cc\u0627\u0646 \u0645\u0634\u06a9\u0644: \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u062f\u0631 \u067e\u0627\u0633\u062e \u0628\u0647 \u067e\u0631\u0633\u0634 \u0628\u0627 RAG\u06cc\u06a9\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc\u060c \u0633\u0627\u062e\u062a\u0646 \u0633\u06cc\u0633\u062a\u0645\u06cc \u0628\u0648\u062f \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0645\u062e\u062a\u0635 \u0628\u0647 \u0647\u062f\u0641 \u062f\u0631 \u06cc\u06a9 \u0645\u062e\u0632\u0646 \u0639\u0638\u06cc\u0645 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0647\u0627\u06cc \u062c\u0644\u0633\u0647 \u0628\u0648\u062f. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u06cc \u0628\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648 RAG \u0627\u063a\u0644\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0646\u0627\u0645\u0631\u0628\u0648\u0637 \u06cc\u0627 \u0646\u0627\u0642\u0635 \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f\u0646\u062f\u060c \u0648 \u0646\u062a\u0648\u0627\u0646\u0633\u062a\u0646\u062f \u0647\u062f\u0641 \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0628\u06a9\u0634\u0646\u062f. \u0645\u0627\u0647\u06cc\u062a \u0633\u0627\u062e\u062a\u0627\u0631 \u0646\u06cc\u0627\u0641\u062a\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0644\u0633\u0647 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 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\u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0641\u0627\u0642\u062f \u062f\u0642\u062a \u0648 \u0647\u0645\u0633\u0648\u06cc\u06cc \u0628\u0627 \u0647\u062f\u0641 \u0647\u0631 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0648\u062f.<\/p>\n<p>\u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u062f\u0631 \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u067e\u0631\u0633\u0634 RAG \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af<\/p>\n<p>\u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647: \u0628\u0631\u062e\u06cc \u0627\u0632 \u0633\u0624\u0627\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0631\u06a9 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0631\u06cc \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc 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\u06a9\u0648\u0686\u06a9\u06cc \u0627\u0632 \u0627\u0633\u0646\u0627\u062f (\u0645\u062b\u0644\u0627\u064b \u067e\u0646\u062c \u062a\u0627 \u062f\u0647) \u0627\u063a\u0644\u0628 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0645\u062d\u062f\u0648\u062f\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0641\u0627\u0642\u062f \u0627\u0631\u062a\u0628\u0627\u0637 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0628\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u062f\u0631 \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc \u0628\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648 RAG \u062a\u0623\u06a9\u06cc\u062f \u06a9\u0631\u062f.<\/p>\n<p>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 RAG \u0628\u0631\u0627\u06cc \u062f\u0642\u062a \u062c\u0633\u062a\u062c\u0648\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 (\u0631\u0627\u0647 \u062d\u0644)\u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0633\u0627\u0626\u0644\u060c \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0631\u062f\u0645 \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0645\u06a9\u0631\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0631\u062f\u0645:\u0642\u0637\u0639\u0647 \u0628\u0646\u062f\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc\u0628\u0631 \u062e\u0644\u0627\u0641 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0633\u0646\u062a\u06cc\u060c Semantic Chunking \u0645\u0639\u0646\u0627 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0628\u062e\u0634 \u0627\u0648\u0644\u0648\u06cc\u062a \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u0631\u0627 \u0628\u0627 \u062a\u0631\u0627\u0632 \u06a9\u0631\u062f\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0647\u062f\u0641 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>from langchain_experimental.text_splitter import SemanticChunker<br \/>\nfrom langchain_openai.embeddings import OpenAIEmbeddings<br \/>\nfrom langchain.schema import Document<\/p>\n<p># Initialize OpenAI Embeddings with API key<br \/>\nopenai_api_key = &#8220;&#8221;<br \/>\nembedder = OpenAIEmbeddings(openai_api_key=openai_api_key)<br \/>\ntext_splitter = SemanticChunker(embedder)<\/p>\n<p>def prepare_docs_for_indexing(videos):<br \/>\n    all_docs = []\n<p>    for video in videos:<br \/>\n        video_id = video.get(&#8216;video_id&#8217;)<br \/>\n        title = video.get(&#8216;video_name&#8217;)<br \/>\n        transcript_info = video.get(&#8216;details&#8217;, {}).get(&#8216;transcript_info&#8217;, {})<br \/>\n        summary = video.get(&#8216;details&#8217;, {}).get(&#8216;summary&#8217;)<br \/>\n        created_at = transcript_info.get(&#8216;created_at&#8217;)  # Getting the created_at timestamp<\/p>\n<p>        # Get the full transcription text<br \/>\n        transcription_text = transcript_info.get(&#8216;transcription_text&#8217;, &#8221;)<\/p>\n<p>        # Create documents using semantic chunking<br \/>\n        docs = text_splitter.create_documents([transcription_text])<\/p>\n<p>        for doc in docs:<br \/>\n            # Add metadata to each document<br \/>\n            doc.metadata = {<br \/>\n                &#8220;created_at&#8221;: created_at,<br \/>\n                &#8220;title&#8221;: title,<br \/>\n                &#8220;video_id&#8221;: video_id,<br \/>\n                &#8220;summary&#8221;: summary<br \/>\n            }<br \/>\n            all_docs.append(doc)<\/p>\n<p>    return all_docs<\/p>\n<p>docs = prepare_docs_for_indexing(videos)<\/p>\n<p># Output the created documents<br \/>\nfor doc in docs:<br \/>\n    print(&#8220;____________&#8221;)<br \/>\n    print(doc.page_content)<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u062d\u062f\u0627\u06a9\u062b\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062d\u0627\u0634\u06cc\u0647\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0627 \u062a\u0645\u0627\u06cc\u0632 \u0628\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0648 \u0646\u0627\u0645\u0631\u0628\u0648\u0637\u060c \u062f\u0642\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f\u060c \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0631\u062f \u06a9\u0647 \u062a\u0646\u0647\u0627 \u062a\u06a9\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0637\u0627\u0628\u0642 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p>\u0627\u0645\u062a\u06cc\u0627\u0632 \u0644\u0627\u0645\u0628\u062f\u0627\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0645\u062a\u06cc\u0627\u0632\u062f\u0647\u06cc \u0644\u0627\u0645\u0628\u062f\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0631\u062a\u0628\u0627\u0637 \u0631\u062a\u0628\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u0645\u060c \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627 \u0647\u062f\u0641 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0647\u0645\u0627\u0647\u0646\u06af\u200c\u062a\u0631 \u0647\u0633\u062a\u0646\u062f \u0628\u0631\u0627\u06cc \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0647\u062a\u0631 \u067e\u0627\u0633\u062e\u060c \u0627\u0648\u0644\u0648\u06cc\u062a\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u0645.<\/p>\n<p>from langchain_community.vectorstores import OpenSearchVectorSearch<br \/>\nfrom langchain_openai import OpenAIEmbeddings<\/p>\n<p>embeddings = OpenAIEmbeddings()<\/p>\n<p>docsearch = OpenSearchVectorSearch.from_documents(<br \/>\n    docs, embeddings, opensearch_url=&#8221;http:\/\/localhost:9200&#8243;<br \/>\n)<\/p>\n<p>query = &#8220;your query&#8221;<br \/>\ndocs = docsearch.max_marginal_relevance_search(query, k=2, fetch_k=10, lambda_param=0.25)<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>Multi-Query \u0648 RAG Fusion\u0628\u0631\u0627\u06cc \u0633\u0624\u0627\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0633\u06cc\u0633\u062a\u0645 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0624\u0627\u0644 \u0641\u0631\u0639\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0633\u067e\u0633 RAG Fusion \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0645\u0646\u0633\u062c\u0645 \u0648 \u0645\u0646\u0633\u062c\u0645 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u0633\u062e \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u062f \u0648 \u062e\u0637\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>def generate_multi_queries(question: str):<br \/>\n    # Template to generate multiple queries<br \/>\n    template = &#8220;&#8221;&#8221;You are an AI language model assistant. Your task is to generate five<br \/>\n    different versions of the given user question to retrieve relevant documents from a vector<br \/>\n    database. By generating multiple perspectives on the user question, your goal is to help<br \/>\n    the user overcome some of the limitations of the distance-based similarity search.<br \/>\n    Provide these alternative questions separated by newlines. Original question: {question}&#8221;&#8221;&#8221;<\/p>\n<p>    # Creating a prompt template for query generation<br \/>\n    prompt_perspectives = ChatPromptTemplate.from_template(template)<\/p>\n<p>    # Generate the queries using ChatOpenAI and output parser<br \/>\n    generate_queries = (<br \/>\n        prompt_perspectives<br \/>\n        | ChatOpenAI(temperature=0, openai_api_key=openai_api_key)<br \/>\n        | StrOutputParser()<br \/>\n        | (lambda x: x.split(&#8220;\\n&#8221;))<br \/>\n    )<\/p>\n<p>    # Invoke the chain to generate queries<br \/>\n    multi_queries = generate_queries.invoke({&#8220;question&#8221;: question})<\/p>\n<p>    return multi_queries<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>def reciprocal_rank_fusion(results: list[list], k=60):<br \/>\n    &#8220;&#8221;&#8221;Applies Reciprocal Rank Fusion (RRF) to fuse ranked document lists.&#8221;&#8221;&#8221;<br \/>\n    fused_scores = {}<br \/>\n    for docs in results:<br \/>\n        for rank, doc in enumerate(docs):<br \/>\n            doc_str = dumps(doc)  # Convert to a serializable format<br \/>\n            if doc_str not in fused_scores:<br \/>\n                fused_scores[doc_str] = 0<br \/>\n            fused_scores[doc_str] += 1 \/ (rank + k)  # RRF formula<\/p>\n<p>    # Sort documents by the fused score<br \/>\n    reranked_results = [<br \/>\n        (loads(doc), score)<br \/>\n        for doc, score in sorted(fused_scores.items(), key=lambda x: x[1], reverse=True)<br \/>\n    ]\n    return reranked_result<\/p>\n<p>    \u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/p>\n<p>    \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/p>\n<p>\u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647\u0628\u0647\u0628\u0648\u062f \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0646\u0645\u0627\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0627\u0635\u0644\u0627\u062d \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u06a9\u0631\u062f\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af.<\/p>\n<p>\u0646\u062a\u0627\u06cc\u062c: \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u067e\u0627\u0633\u062e \u0628\u0647 \u067e\u0631\u0633\u0634 RAG\u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0628\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0645\u0646\u062c\u0631 \u0634\u062f:<\/p>\n<p>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc: \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Semantic Chunking \u0648 Maximum Margin Retrieval \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0631\u062f\u0646\u062f \u0648 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0641\u0642\u0637 \u0645\u0631\u062a\u0628\u0637\u200c\u062a\u0631\u06cc\u0646 \u062a\u06a9\u0647\u200c\u0647\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<br \/>\n\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a\u0647: \u0627\u0645\u062a\u06cc\u0627\u0632 \u0644\u0627\u0645\u0628\u062f\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0646\u062a\u0627\u06cc\u062c \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0648\u0644\u0648\u06cc\u062a \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u067e\u0627\u0633\u062e \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0647\u062f\u0641 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0647\u0645\u0627\u0647\u0646\u06af \u0645\u06cc \u06a9\u0646\u062f.<br \/>\n\u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647: \u062a\u0648\u0644\u06cc\u062f \u0686\u0646\u062f \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0648 RAG Fusion \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f \u0648 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062c\u0627\u0645\u0639\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<br \/>\n\u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0628\u06cc\u0634\u062a\u0631 \u0633\u06cc\u0633\u062a\u0645: \u0627\u06cc\u0646 \u0627\u0635\u0644\u0627\u062d\u0627\u062a \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647 \u0628\u0647 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u067e\u0627\u0633\u062e\u06af\u0648\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0644\u0633\u0627\u062a \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0627\u0631\u062a\u0642\u0627 \u062f\u0627\u062f.<\/p>\n<p>\u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u062f\u0631\u0633 \u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647\u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u0646 \u0633\u0641\u0631\u060c \u0686\u0646\u062f\u06cc\u0646 \u0628\u06cc\u0646\u0634 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0645:<\/p>\n<p>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u06a9\u0644\u06cc\u062f \u0627\u0633\u062a: \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0648\u062b\u0631 \u0628\u0647 \u0646\u062f\u0631\u062a \u062f\u0631 \u0627\u0648\u0644\u06cc\u0646 \u062a\u0644\u0627\u0634 \u0638\u0627\u0647\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0628\u0647\u0628\u0648\u062f \u0645\u06a9\u0631\u0631 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<br \/>\n\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0644\u0627\u06cc\u0647\u200c\u0627\u06cc \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u0646\u062f: \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f &#8211; \u062a\u0642\u0633\u06cc\u0645 \u0645\u0639\u0646\u0627\u06cc\u06cc\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 \u062d\u0627\u0634\u06cc\u0647\u060c \u0627\u0645\u062a\u06cc\u0627\u0632\u062f\u0647\u06cc \u0644\u0627\u0645\u0628\u062f\u0627 &#8211; \u0633\u06cc\u0633\u062a\u0645 \u0642\u0648\u06cc\u200c\u062a\u0631 \u0648 \u0645\u0624\u062b\u0631\u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f.<br \/>\n\u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0645\u0644 \u067e\u0631\u0633 \u0648 \u062c\u0648: \u062a\u0648\u0644\u06cc\u062f \u0686\u0646\u062f \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0648 RAG Fusion \u0627\u0647\u0645\u06cc\u062a \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0627\u0632 \u0645\u0646\u0638\u0631\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc \u06a9\u0646\u062f.<br \/>\n\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0645\u0639\u0646\u0627\u0634\u0646\u0627\u0633\u06cc: \u062a\u0623\u06a9\u06cc\u062f \u0628\u0631 \u0645\u0639\u0646\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc\u060c \u062f\u0642\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.<\/p>\n<p>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc: \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 RAG\u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc RAG \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0633\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc \u0628\u0647 \u067e\u0631\u0633\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0638\u0631\u06cc\u0641 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f. \u0628\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647\u060c \u0647\u062f\u0641 \u0645\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u0645\u060c \u06a9\u0647 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0648\u06cc\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u062c\u0631\u0628\u0647 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0641\u0646\u06cc \u0645\u0646 \u0631\u0627 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u06a9\u0631\u062f \u0648 \u0627\u0647\u0645\u06cc\u062a \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc\u060c \u062a\u0645\u0631\u06a9\u0632 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0645\u06a9\u0631\u0631 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0631\u062f.<\/p>\n<p>\u0627\u0641\u06a9\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 RAG\u0628\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0634\u062a\u0646 \u062a\u062c\u0631\u0628\u0647 \u062e\u0648\u062f \u062f\u0631 \u063a\u0644\u0628\u0647 \u0628\u0631 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc RAG\u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0628\u062a\u0648\u0627\u0646\u0645 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0645. \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9\u060c \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u0644\u0627\u06cc\u0634 \u062a\u06a9\u0631\u0627\u0631\u06cc\u060c \u0646\u0647 \u062a\u0646\u0647\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0641\u0648\u0631\u06cc \u0631\u0627 \u062d\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<div data-article-id=\"2120826\" id=\"article-body\">\n<p>\u062f\u0631 \u0639\u0635\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u06cc \u067e\u0631\u0628\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u0647\u0645\u06cc\u0634\u0647 \u0627\u0633\u062a. \u0627\u062e\u06cc\u0631\u0627\u064b\u060c \u0645\u0646 \u0633\u0641\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Retrieval-Augmented Generation (RAG) \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u06cc\u06a9 \u0686\u0627\u0644\u0634 \u0628\u0632\u0631\u06af \u0622\u063a\u0627\u0632 \u06a9\u0631\u062f\u0645 &#8211; \u0627\u0631\u0627\u0626\u0647 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0647\u0627\u06cc \u062c\u0644\u0633\u0647. \u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u0645\u0648\u0627\u0646\u0639\u060c \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627 \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0633\u06cc\u0633\u062a\u0645 \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 RAG \u0645\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062c\u0644\u0633\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><strong>\u0628\u06cc\u0627\u0646 \u0645\u0634\u06a9\u0644: \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u062f\u0631 \u067e\u0627\u0633\u062e \u0628\u0647 \u067e\u0631\u0633\u0634 \u0628\u0627 RAG<\/strong><br \/>\u06cc\u06a9\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc\u060c \u0633\u0627\u062e\u062a\u0646 \u0633\u06cc\u0633\u062a\u0645\u06cc \u0628\u0648\u062f \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0645\u062e\u062a\u0635 \u0628\u0647 \u0647\u062f\u0641 \u062f\u0631 \u06cc\u06a9 \u0645\u062e\u0632\u0646 \u0639\u0638\u06cc\u0645 \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0647\u0627\u06cc \u062c\u0644\u0633\u0647 \u0628\u0648\u062f. \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u067e\u0627\u0633\u062e\u200c\u062f\u0647\u06cc \u0628\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648 RAG \u0627\u063a\u0644\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0646\u0627\u0645\u0631\u0628\u0648\u0637 \u06cc\u0627 \u0646\u0627\u0642\u0635 \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f\u0646\u062f\u060c \u0648 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\/>\u0645\u0646 \u0628\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647 RAG \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0648\u062f \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u0645. \u062f\u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0627\u0648\u0644\u06cc\u0647 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0639\u0628\u0627\u0631\u062a \u0628\u0648\u062f\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u06a9\u0647 \u062a\u06a9\u0647 \u0634\u062f\u0646<\/strong>: \u0634\u06a9\u0633\u062a\u0646 \u0627\u0633\u0646\u0627\u062f \u0628\u0632\u0631\u06af \u0628\u0647 \u0628\u062e\u0634 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0631\u0632\u0647\u0627\u06cc \u062c\u0645\u0644\u0647\u060c 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\u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af<\/strong><\/p>\n<ul>\n<li>\u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647: \u0628\u0631\u062e\u06cc \u0627\u0632 \u0633\u0624\u0627\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0631\u06a9 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0631\u06cc \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0627\u0633\u0627\u0633\u06cc \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li>\u0639\u062f\u0645 \u062a\u0637\u0627\u0628\u0642 \u0645\u062a\u0646\u06cc: \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u063a\u0644\u0628 \u0627\u0632 \u0646\u0638\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u0634\u0627\u0628\u0647 \u0628\u0648\u062f\u0646\u062f 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\u0647\u0633\u062a\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0628\u0631 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u062f\u0631 \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc \u0628\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648 RAG \u062a\u0623\u06a9\u06cc\u062f \u06a9\u0631\u062f.<\/p>\n<p><strong>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 RAG \u0628\u0631\u0627\u06cc \u062f\u0642\u062a \u062c\u0633\u062a\u062c\u0648\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 (\u0631\u0627\u0647 \u062d\u0644)<\/strong><br \/>\u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0633\u0627\u0626\u0644\u060c \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u0634 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0631\u062f\u0645 \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0645\u06a9\u0631\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0631\u062f\u0645:<br \/><strong>\u0642\u0637\u0639\u0647 \u0628\u0646\u062f\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc<\/strong><br \/>\u0628\u0631 \u062e\u0644\u0627\u0641 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0633\u0646\u062a\u06cc\u060c Semantic Chunking \u0645\u0639\u0646\u0627 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0628\u062e\u0634 \u0627\u0648\u0644\u0648\u06cc\u062a \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u0627\u0631\u062a\u0628\u0627\u0637 \u0631\u0627 \u0628\u0627 \u062a\u0631\u0627\u0632 \u06a9\u0631\u062f\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0628\u0627 \u0647\u062f\u0641 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from langchain_experimental.text_splitter import SemanticChunker\nfrom langchain_openai.embeddings import OpenAIEmbeddings\nfrom langchain.schema import Document\n\n# Initialize OpenAI Embeddings with API key\nopenai_api_key = \"\"\nembedder = OpenAIEmbeddings(openai_api_key=openai_api_key)\ntext_splitter = SemanticChunker(embedder)\n\ndef prepare_docs_for_indexing(videos):\n    all_docs = []\n\n    for video in videos:\n        video_id = video.get('video_id')\n        title = video.get('video_name')\n        transcript_info = video.get('details', {}).get('transcript_info', {})\n        summary = video.get('details', {}).get('summary')\n        created_at = transcript_info.get('created_at')  # Getting the created_at timestamp\n\n        # Get the full transcription text\n        transcription_text = transcript_info.get('transcription_text', '')\n\n        # Create documents using semantic chunking\n        docs = text_splitter.create_documents([transcription_text])\n\n        for doc in docs:\n            # Add metadata to each document\n            doc.metadata = {\n                \"created_at\": created_at,\n                \"title\": title,\n                \"video_id\": video_id,\n                \"summary\": summary\n            }\n            all_docs.append(doc)\n\n    return all_docs\n\n\ndocs = prepare_docs_for_indexing(videos)\n\n# Output the created documents\nfor doc in docs:\n    print(\"____________\")\n    print(doc.page_content)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>\u062d\u062f\u0627\u06a9\u062b\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062d\u0627\u0634\u06cc\u0647<\/strong><br \/>\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0627 \u062a\u0645\u0627\u06cc\u0632 \u0628\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0648 \u0646\u0627\u0645\u0631\u0628\u0648\u0637\u060c \u062f\u0642\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f\u060c \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0631\u062f \u06a9\u0647 \u062a\u0646\u0647\u0627 \u062a\u06a9\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0637\u0627\u0628\u0642 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p><strong>\u0627\u0645\u062a\u06cc\u0627\u0632 \u0644\u0627\u0645\u0628\u062f\u0627<\/strong><br \/>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0645\u062a\u06cc\u0627\u0632\u062f\u0647\u06cc \u0644\u0627\u0645\u0628\u062f\u0627\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0645 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0631\u062a\u0628\u0627\u0637 \u0631\u062a\u0628\u0647\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u0645\u060c \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627 \u0647\u062f\u0641 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0647\u0645\u0627\u0647\u0646\u06af\u200c\u062a\u0631 \u0647\u0633\u062a\u0646\u062f \u0628\u0631\u0627\u06cc \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0647\u062a\u0631 \u067e\u0627\u0633\u062e\u060c \u0627\u0648\u0644\u0648\u06cc\u062a\u200c\u0628\u0646\u062f\u06cc \u06a9\u0646\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>from langchain_community.vectorstores import OpenSearchVectorSearch\nfrom langchain_openai import OpenAIEmbeddings\n\nembeddings = OpenAIEmbeddings()\n\ndocsearch = OpenSearchVectorSearch.from_documents(\n    docs, embeddings, opensearch_url=\"http:\/\/localhost:9200\"\n)\n\nquery = \"your query\"\ndocs = docsearch.max_marginal_relevance_search(query, k=2, fetch_k=10, lambda_param=0.25)\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><strong>Multi-Query \u0648 RAG Fusion<\/strong><br \/>\u0628\u0631\u0627\u06cc \u0633\u0624\u0627\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0633\u06cc\u0633\u062a\u0645 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0624\u0627\u0644 \u0641\u0631\u0639\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0633\u067e\u0633 RAG Fusion \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0645\u0646\u0633\u062c\u0645 \u0648 \u0645\u0646\u0633\u062c\u0645 \u0627\u062f\u063a\u0627\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u06a9\u06cc\u0641\u06cc\u062a \u067e\u0627\u0633\u062e \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u062f \u0648 \u062e\u0637\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>def generate_multi_queries(question: str):\n    # Template to generate multiple queries\n    template = \"\"\"You are an AI language model assistant. Your task is to generate five \n    different versions of the given user question to retrieve relevant documents from a vector \n    database. By generating multiple perspectives on the user question, your goal is to help\n    the user overcome some of the limitations of the distance-based similarity search. \n    Provide these alternative questions separated by newlines. Original question: {question}\"\"\"\n\n    # Creating a prompt template for query generation\n    prompt_perspectives = ChatPromptTemplate.from_template(template)\n\n    # Generate the queries using ChatOpenAI and output parser\n    generate_queries = (\n        prompt_perspectives \n        | ChatOpenAI(temperature=0, openai_api_key=openai_api_key) \n        | StrOutputParser() \n        | (lambda x: x.split(\"\\n\"))\n    )\n\n    # Invoke the chain to generate queries\n    multi_queries = generate_queries.invoke({\"question\": question})\n\n    return multi_queries\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>def reciprocal_rank_fusion(results: list[list], k=60):\n    \"\"\"Applies Reciprocal Rank Fusion (RRF) to fuse ranked document lists.\"\"\"\n    fused_scores = {}\n    for docs in results:\n        for rank, doc in enumerate(docs):\n            doc_str = dumps(doc)  # Convert to a serializable format\n            if doc_str not in fused_scores:\n                fused_scores[doc_str] = 0\n            fused_scores[doc_str] += 1 \/ (rank + k)  # RRF formula\n\n    # Sort documents by the fused score\n    reranked_results = [\n        (loads(doc), score)\n        for doc, score in sorted(fused_scores.items(), key=lambda x: x[1], reverse=True)\n    ]\n    return reranked_result\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhvq7tfcdw15chst9xzmw.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"277\" title=\"\"><\/p>\n<p><strong>\u0646\u0645\u0627\u06cc\u0647 \u0633\u0627\u0632\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0634\u062f\u0647<\/strong><br \/>\u0628\u0647\u0628\u0648\u062f \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0646\u0645\u0627\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0627\u0635\u0644\u0627\u062d \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u06a9\u0631\u062f\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af.<\/p>\n<p><strong>\u0646\u062a\u0627\u06cc\u062c: \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u067e\u0627\u0633\u062e \u0628\u0647 \u067e\u0631\u0633\u0634 RAG<\/strong><br \/>\u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0628\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0645\u0646\u062c\u0631 \u0634\u062f:<\/p>\n<ul>\n<li>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc: \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Semantic Chunking \u0648 Maximum Margin Retrieval \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0635\u0644\u0627\u062d \u06a9\u0631\u062f\u0646\u062f \u0648 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0641\u0642\u0637 \u0645\u0631\u062a\u0628\u0637\u200c\u062a\u0631\u06cc\u0646 \u062a\u06a9\u0647\u200c\u0647\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\n<li>\u0627\u0631\u062a\u0628\u0627\u0637 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a\u0647: \u0627\u0645\u062a\u06cc\u0627\u0632 \u0644\u0627\u0645\u0628\u062f\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0646\u062a\u0627\u06cc\u062c \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0648\u0644\u0648\u06cc\u062a \u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u067e\u0627\u0633\u062e \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0647\u062f\u0641 \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0647\u0645\u0627\u0647\u0646\u06af \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647: \u062a\u0648\u0644\u06cc\u062f \u0686\u0646\u062f \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0648 RAG Fusion \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0633\u0648\u0627\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f \u0648 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062c\u0627\u0645\u0639\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/li>\n<li>\u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0628\u06cc\u0634\u062a\u0631 \u0633\u06cc\u0633\u062a\u0645: \u0627\u06cc\u0646 \u0627\u0635\u0644\u0627\u062d\u0627\u062a \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647 \u0628\u0647 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u067e\u0627\u0633\u062e\u06af\u0648\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u0644\u0633\u0627\u062a \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0627\u0631\u062a\u0642\u0627 \u062f\u0627\u062f.<\/li>\n<\/ul>\n<p><strong>\u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u062f\u0631\u0633 \u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647<\/strong><br \/>\u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u0646 \u0633\u0641\u0631\u060c \u0686\u0646\u062f\u06cc\u0646 \u0628\u06cc\u0646\u0634 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0645:<\/p>\n<ol>\n<li>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u06a9\u0644\u06cc\u062f \u0627\u0633\u062a: \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0648\u062b\u0631 \u0628\u0647 \u0646\u062f\u0631\u062a \u062f\u0631 \u0627\u0648\u0644\u06cc\u0646 \u062a\u0644\u0627\u0634 \u0638\u0627\u0647\u0631 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0628\u0647\u0628\u0648\u062f \u0645\u06a9\u0631\u0631 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/li>\n<li>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0644\u0627\u06cc\u0647\u200c\u0627\u06cc \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u0646\u062f: \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f &#8211; \u062a\u0642\u0633\u06cc\u0645 \u0645\u0639\u0646\u0627\u06cc\u06cc\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 \u062d\u0627\u0634\u06cc\u0647\u060c \u0627\u0645\u062a\u06cc\u0627\u0632\u062f\u0647\u06cc \u0644\u0627\u0645\u0628\u062f\u0627 &#8211; \u0633\u06cc\u0633\u062a\u0645 \u0642\u0648\u06cc\u200c\u062a\u0631 \u0648 \u0645\u0624\u062b\u0631\u062a\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f.<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0645\u0644 \u067e\u0631\u0633 \u0648 \u062c\u0648: \u062a\u0648\u0644\u06cc\u062f \u0686\u0646\u062f \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0648 RAG Fusion \u0627\u0647\u0645\u06cc\u062a \u067e\u0631\u062f\u0627\u062e\u062a\u0646 \u0628\u0647 \u0633\u0648\u0627\u0644\u0627\u062a \u0627\u0632 \u0645\u0646\u0638\u0631\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0645\u0639\u0646\u0627\u0634\u0646\u0627\u0633\u06cc: \u062a\u0623\u06a9\u06cc\u062f \u0628\u0631 \u0645\u0639\u0646\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631 \u0628\u0647 \u062a\u0646\u0647\u0627\u06cc\u06cc\u060c \u062f\u0642\u062a \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.<\/li>\n<\/ol>\n<p><strong>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc: \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 RAG<\/strong><br \/>\u0628\u0647\u0628\u0648\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc RAG \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0633\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc \u0628\u0647 \u067e\u0631\u0633\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0638\u0631\u06cc\u0641 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f. \u0628\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647\u060c \u0647\u062f\u0641 \u0645\u0646 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u0645\u060c \u06a9\u0647 \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0648\u06cc\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u062a\u062c\u0631\u0628\u0647 \u0645\u0647\u0627\u0631\u062a \u0647\u0627\u06cc \u0641\u0646\u06cc \u0645\u0646 \u0631\u0627 \u0639\u0645\u06cc\u0642 \u062a\u0631 \u06a9\u0631\u062f \u0648 \u0627\u0647\u0645\u06cc\u062a \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc\u060c \u062a\u0645\u0631\u06a9\u0632 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f \u0645\u06a9\u0631\u0631 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0631\u062f.<\/p>\n<p><strong>\u0627\u0641\u06a9\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 RAG<\/strong><br \/>\u0628\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0634\u062a\u0646 \u062a\u062c\u0631\u0628\u0647 \u062e\u0648\u062f \u062f\u0631 \u063a\u0644\u0628\u0647 \u0628\u0631 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc RAG\u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0628\u062a\u0648\u0627\u0646\u0645 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u0645. \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9\u060c \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u0644\u0627\u06cc\u0634 \u062a\u06a9\u0631\u0627\u0631\u06cc\u060c \u0646\u0647 \u062a\u0646\u0647\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0641\u0648\u0631\u06cc \u0631\u0627 \u062d\u0644 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Summarize this content to 400 words in Persian Lang \u062f\u0631 \u0639\u0635\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644\u06cc \u067e\u0631\u0628\u0627\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u0632 \u0647\u0645\u06cc\u0634\u0647 \u0627\u0633\u062a. \u0627\u062e\u06cc\u0631\u0627\u064b\u060c \u0645\u0646 \u0633\u0641\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Retrieval-Augmented Generation (RAG) \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u06cc\u06a9 \u0686\u0627\u0644\u0634 \u0628\u0632\u0631\u06af \u0622\u063a\u0627\u0632 \u06a9\u0631\u062f\u0645 &#8211; \u0627\u0631\u0627\u0626\u0647 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u062f\u0642\u06cc\u0642 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a &hellip;<\/p>\n","protected":false},"author":2,"featured_media":85405,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-85404","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/85404","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=85404"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/85404\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/85405"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=85404"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=85404"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=85404"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}