\n
![](\"https:\/\/images.ctfassets.net\/jdtwqhzvc2n1\/7iyQoeSwdOqqpfcE0PFWgF\/48db7d0305019eee107028d9f018d2ac\/Semantic_caching.png?w=300&q=30\")
<\/p>\n
\n<\/p>\n
\u0643\u0627\u0646\u062a \u0641\u0627\u062a\u0648\u0631\u0629 LLM API \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0627 \u062a\u0646\u0645\u0648 \u0628\u0646\u0633\u0628\u0629 30% \u0634\u0647\u0631\u064a\u064b\u0627. \u0643\u0627\u0646\u062a \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u062a\u062a\u0632\u0627\u064a\u062f\u060c \u0648\u0644\u0643\u0646 \u0644\u064a\u0633 \u0628\u0647\u0630\u0647 \u0627\u0644\u0633\u0631\u0639\u0629. \u0639\u0646\u062f\u0645\u0627 \u0642\u0645\u062a \u0628\u062a\u062d\u0644\u064a\u0644 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0644\u062f\u064a\u0646\u0627\u060c \u0648\u062c\u062f\u062a \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629: \u064a\u0633\u0623\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0646\u0641\u0633 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0628\u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n
“\u0645\u0627 \u0647\u064a \u0633\u064a\u0627\u0633\u0629 \u0627\u0644\u0625\u0631\u062c\u0627\u0639 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u061f”\u060c \u0648”\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u064a \u0625\u0631\u062c\u0627\u0639 \u0634\u064a\u0621 \u0645\u0627\u061f”\u060c \u0648”\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0623\u0645\u0648\u0627\u0644\u064a\u061f” \u0643\u0627\u0646\u062a \u062c\u0645\u064a\u0639\u0647\u0627 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0628\u0631\u0646\u0627\u0645\u062c LLM \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627 \u0628\u0634\u0643\u0644 \u0645\u0646\u0641\u0635\u0644\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u0648\u0644\u064a\u062f \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0645\u062a\u0637\u0627\u0628\u0642\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627\u060c \u0648\u0643\u0644 \u0645\u0646\u0647\u0627 \u064a\u062a\u0643\u0628\u062f \u062a\u0643\u0627\u0644\u064a\u0641 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a (API) \u0643\u0627\u0645\u0644\u0629.<\/p>\n
\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0644\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062a\u0627\u0645\u0629\u060c \u0648\u0647\u0648 \u0627\u0644\u062d\u0644 \u0627\u0644\u0623\u0648\u0644 \u0627\u0644\u0648\u0627\u0636\u062d\u060c \u0627\u0633\u062a\u062d\u0648\u0630 \u0639\u0644\u0649 18% \u0641\u0642\u0637 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0627\u0644\u0645\u0627\u062a \u0627\u0644\u0632\u0627\u0626\u062f\u0629 \u0639\u0646 \u0627\u0644\u062d\u0627\u062c\u0629. \u0646\u0641\u0633 \u0627\u0644\u0633\u0624\u0627\u0644 \u0627\u0644\u062f\u0644\u0627\u0644\u064a\u060c \u0628\u0635\u064a\u063a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u062a\u062c\u0627\u0648\u0632 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0628\u0627\u0644\u0643\u0627\u0645\u0644.<\/p>\n
\u0644\u0630\u0644\u0643\u060c \u0642\u0645\u062a \u0628\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0645\u0639\u0646\u0649 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a\u060c \u0648\u0644\u064a\u0633 \u0643\u064a\u0641\u064a\u0629 \u0635\u064a\u0627\u063a\u062a\u0647\u0627. \u0628\u0639\u062f \u062a\u0646\u0641\u064a\u0630\u0647\u060c \u0627\u0631\u062a\u0641\u0639 \u0645\u0639\u062f\u0644 \u0636\u0631\u0628\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0644\u062f\u064a\u0646\u0627 \u0625\u0644\u0649 67%\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u062a\u0643\u0627\u0644\u064a\u0641 LLM API \u0628\u0646\u0633\u0628\u0629 73%. \u0644\u0643\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0647\u0646\u0627\u0643 \u064a\u062a\u0637\u0644\u0628 \u062d\u0644 \u0627\u0644\u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0641\u0634\u0644 \u0641\u064a\u0647\u0627 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0633\u0627\u0630\u062c\u0629.<\/p>\n
\u064a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0646\u0635 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0643\u0645\u0641\u062a\u0627\u062d \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a. \u064a\u0639\u0645\u0644 \u0647\u0630\u0627 \u0639\u0646\u062f\u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u062a\u0637\u0627\u0628\u0642\u0629:<\/p>\n
# \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0644\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u062a\u0627\u0645\u0629<\/i><\/p>\n
Cache_key = \u0627\u0644\u062a\u062c\u0632\u0626\u0629 (query_text)<\/p>\n
\u0625\u0630\u0627 \u0643\u0627\u0646 Cache_key \u0641\u064a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a:<\/p>\n
\u0625\u0631\u062c\u0627\u0639 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a[cache_key]<\/p>\n
\u0644\u0643\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0644\u0627 \u064a\u0642\u0648\u0645\u0648\u0646 \u0628\u0635\u064a\u0627\u063a\u0629 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0628\u0634\u0643\u0644 \u0645\u062a\u0637\u0627\u0628\u0642. \u0648\u062c\u062f \u062a\u062d\u0644\u064a\u0644\u064a \u0644\u0640 100000 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646 \u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0645\u0627 \u064a\u0644\u064a:<\/p>\n
18% \u0641\u0642\u0637<\/b> \u0643\u0627\u0646\u062a \u0646\u0633\u062e\u064b\u0627 \u0645\u0643\u0631\u0631\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629<\/p>\n<\/li>\n 47%<\/b> \u0643\u0627\u0646\u062a \u0645\u0634\u0627\u0628\u0647\u0629 \u0644\u063a\u0648\u064a\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0633\u0627\u0628\u0642\u0629 (\u0646\u0641\u0633 \u0627\u0644\u0642\u0635\u062f\u060c \u0648\u0635\u064a\u0627\u063a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629)<\/p>\n<\/li>\n 35%<\/b> \u0643\u0627\u0646\u062a \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0627\u062a \u062c\u062f\u064a\u062f\u0629 \u062d\u0642\u064b\u0627<\/p>\n<\/li>\n<\/ul>\n \u0648\u062a\u0645\u062b\u0644 \u0646\u0633\u0628\u0629 \u0627\u0644\u0640 47% \u062a\u0644\u0643 \u062a\u0648\u0641\u064a\u0631\u064b\u0627 \u0647\u0627\u0626\u0644\u0627\u064b \u0641\u064a \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0643\u0646\u0627 \u0646\u0641\u062a\u0642\u062f\u0647. \u0623\u062f\u0649 \u0643\u0644 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0645\u0634\u0627\u0628\u0647 \u0644\u063a\u0648\u064a\u064b\u0627 \u0625\u0644\u0649 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 LLM \u0643\u0627\u0645\u0644\u0627\u064b\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0645\u0627\u062b\u0644\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0644\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u062a\u064a \u0642\u0645\u0646\u0627 \u0628\u062d\u0633\u0627\u0628\u0647\u0627 \u0628\u0627\u0644\u0641\u0639\u0644.<\/p>\n \u064a\u0633\u062a\u0628\u062f\u0644 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0627\u0644\u0645\u0641\u0627\u062a\u064a\u062d \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0635 \u0628\u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062a\u0636\u0645\u064a\u0646:<\/p>\n \u0641\u0626\u0629 SemanticCache:<\/p>\n def __init__(self, Embedding_model,\u062a\u0634\u0627\u0628\u0647_\u0627\u0644\u0639\u062a\u0628\u0629=0.92):<\/p>\n self.embedding_model = embedding_model<\/p>\n self.threshold = \u062a\u0634\u0627\u0628\u0647_\u0627\u0644\u0639\u062a\u0628\u0629<\/p>\n self.vector_store = VectorStore() # \u0641\u0627\u064a\u0633\u060c \u0643\u0648\u0632 \u0627\u0644\u0635\u0646\u0648\u0628\u0631\u060c \u0627\u0644\u062e.<\/i><\/p>\n self.response_store = ResponseStore() # \u0631\u064a\u062f\u064a\u0633\u060c \u062f\u064a\u0646\u0627\u0645\u0648 \u062f\u064a \u0628\u064a\u060c \u0625\u0644\u062e.<\/i><\/p>\n def get(self, query: str) -> \u0627\u062e\u062a\u064a\u0627\u0631\u064a[str]:<\/p>\n “””\u0625\u0631\u062c\u0627\u0639 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u0641\u064a \u062d\u0627\u0644\u0629 \u0648\u062c\u0648\u062f \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0645\u0634\u0627\u0628\u0647 \u0644\u063a\u0648\u064a\u064b\u0627.”””<\/p>\n query_embedding = self.embedding_model.encode(query)<\/p>\n # \u0627\u0628\u062d\u062b \u0639\u0646 \u0645\u0639\u0638\u0645 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u0627\u0644\u0645\u0634\u0627\u0628\u0647\u0629<\/i><\/p>\n \u0627\u0644\u062a\u0637\u0627\u0628\u0642\u0627\u062a = self.vector_store.search(query_embedding, top_k=1)<\/p>\n \u0625\u0630\u0627 \u0627\u0644\u0645\u0628\u0627\u0631\u064a\u0627\u062a \u0648\u0627\u0644\u0645\u0628\u0627\u0631\u064a\u0627\u062a[0].\u0627\u0644\u062a\u0634\u0627\u0628\u0647 >= \u0627\u0644\u0639\u062a\u0628\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629:<\/p>\n Cache_id = match[0].\u0628\u0637\u0627\u0642\u0629 \u062a\u0639\u0631\u064a\u0641<\/p>\n \u0625\u0631\u062c\u0627\u0639 self.response_store.get(cache_id)<\/p>\n \u0639\u0648\u062f\u0629 \u0644\u0627 \u0634\u064a\u0621<\/p>\n \u0645\u062c\u0645\u0648\u0639\u0629 def (self\u060c query: str\u060c Response: str):<\/p>\n “””\u0632\u0648\u062c \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0648\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a.”””<\/p>\n query_embedding = self.embedding_model.encode(query)<\/p>\n Cache_id = create_id()<\/p>\n self.vector_store.add(cache_id, query_embedding)<\/p>\n self.response_store.set(cache_id, {<\/p>\n “\u0627\u0633\u062a\u0639\u0644\u0627\u0645”: \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u060c<\/p>\n “\u0631\u062f”: \u0631\u062f\u060c<\/p>\n “\u0627\u0644\u0637\u0627\u0628\u0639 \u0627\u0644\u0632\u0645\u0646\u064a”: datetime.utcnow()<\/p>\n })<\/p>\n \u0627\u0644\u0641\u0643\u0631\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u062a\u062c\u0632\u0626\u0629 \u0646\u0635 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u060c \u0623\u0642\u0648\u0645 \u0628\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0648\u0627\u0644\u0639\u062b\u0648\u0631 \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u0636\u0645\u0646 \u062d\u062f \u0627\u0644\u062a\u0634\u0627\u0628\u0647.<\/p>\n \u0639\u062a\u0628\u0629 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0647\u064a \u0627\u0644\u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u062d\u0631\u062c\u0629. \u0642\u0645 \u0628\u0636\u0628\u0637\u0647 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0645\u0631\u062a\u0641\u0639 \u062c\u062f\u064b\u0627\u060c \u0648\u0633\u062a\u0641\u0642\u062f \u0646\u062a\u0627\u0626\u062c \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u0635\u0627\u0644\u062d\u0629. \u0642\u0645 \u0628\u0636\u0628\u0637\u0647 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0645\u0646\u062e\u0641\u0636 \u062c\u062f\u064b\u0627\u060c \u0648\u0633\u062a\u0639\u0648\u062f \u0628\u0625\u062c\u0627\u0628\u0627\u062a \u062e\u0627\u0637\u0626\u0629.<\/p>\n \u0644\u0642\u062f \u0628\u062f\u062a \u0627\u0644\u0639\u062a\u0628\u0629 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u062d\u062f\u062f\u0646\u0627\u0647\u0627 \u0639\u0646\u062f 0.85 \u0645\u0639\u0642\u0648\u0644\u0629\u061b 85% \u0645\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 “\u0646\u0641\u0633 \u0627\u0644\u0633\u0624\u0627\u0644”\u060c \u0623\u0644\u064a\u0633 \u0643\u0630\u0644\u0643\u061f<\/p>\n \u062e\u0637\u0623. \u0639\u0646\u062f 0.85\u060c \u062d\u0635\u0644\u0646\u0627 \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0645\u062b\u0644:<\/p>\n \u0647\u0630\u0647 \u0623\u0633\u0626\u0644\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0625\u062c\u0627\u0628\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629. \u0633\u064a\u0643\u0648\u0646 \u0625\u0631\u062c\u0627\u0639 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u063a\u064a\u0631 \u0635\u062d\u064a\u062d.<\/p>\n \u0644\u0642\u062f \u0627\u0643\u062a\u0634\u0641\u062a \u0623\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0645\u062b\u0644\u0649 \u062a\u062e\u062a\u0644\u0641 \u062d\u0633\u0628 \u0646\u0648\u0639 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645:<\/p>\n \u0646\u0648\u0639 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645<\/b><\/p>\n<\/td>\n \u0627\u0644\u0639\u062a\u0628\u0629 \u0627\u0644\u0645\u062b\u0644\u0649<\/b><\/p>\n<\/td>\n \u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u0645\u0646\u0637\u0642\u064a<\/b><\/p>\n<\/td>\n<\/tr>\n \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 \u0627\u0644\u0623\u0633\u0626\u0644\u0629<\/p>\n<\/td>\n 0.94<\/p>\n<\/td>\n \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629\u061b \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u062a\u062f\u0645\u0631 \u0627\u0644\u062b\u0642\u0629<\/p>\n<\/td>\n<\/tr>\n \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a<\/p>\n<\/td>\n 0.88<\/p>\n<\/td>\n \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062a\u0633\u0627\u0645\u062d \u0645\u0639 \u0627\u0644\u0645\u0628\u0627\u0631\u064a\u0627\u062a \u0627\u0644\u0642\u0631\u064a\u0628\u0629<\/p>\n<\/td>\n<\/tr>\n \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u062f\u0639\u0645<\/p>\n<\/td>\n 0.92<\/p>\n<\/td>\n \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062a\u063a\u0637\u064a\u0629 \u0648\u0627\u0644\u062f\u0642\u0629<\/p>\n<\/td>\n<\/tr>\n \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a<\/p>\n<\/td>\n 0.97<\/p>\n<\/td>\n \u0627\u0644\u062a\u0633\u0627\u0645\u062d \u0645\u0646\u062e\u0641\u0636 \u0644\u0644\u063a\u0627\u064a\u0629 \u0645\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u0644\u0642\u062f \u0642\u0645\u062a \u0628\u062a\u0637\u0628\u064a\u0642 \u0639\u062a\u0628\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0646\u0648\u0639 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645:<\/p>\n \u0641\u0626\u0629 AdaptiveSemanticCache:<\/p>\n \u062a\u0639\u0631\u064a\u0641 __init__(\u0627\u0644\u0630\u0627\u062a):<\/p>\n \u0627\u0644\u0639\u062a\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u062a\u064a\u0629 = {<\/p>\n “\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629”: 0.94\u060c<\/p>\n “\u0627\u0644\u0628\u062d\u062b”: 0.88\u060c<\/p>\n “\u0627\u0644\u062f\u0639\u0645”: 0.92\u060c<\/p>\n “\u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a”: 0.97\u060c<\/p>\n “\u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a”: 0.92<\/p>\n }<\/p>\n self.query_classifier = QueryClassifier()<\/p>\n def get_threshold(self, query: str) -> float:<\/p>\n query_type = self.query_classifier.classify(query)<\/p>\n \u0625\u0631\u062c\u0627\u0639 self.thresholds.get(query_type, self.thresholds[‘default’])<\/p>\n def get(self, query: str) -> \u0627\u062e\u062a\u064a\u0627\u0631\u064a[str]:<\/p>\n \u0627\u0644\u0639\u062a\u0628\u0629 = self.get_threshold(\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645)<\/p>\n query_embedding = self.embedding_model.encode(query)<\/p>\n \u0627\u0644\u062a\u0637\u0627\u0628\u0642\u0627\u062a = self.vector_store.search(query_embedding, top_k=1)<\/p>\n \u0625\u0630\u0627 \u0627\u0644\u0645\u0628\u0627\u0631\u064a\u0627\u062a \u0648\u0627\u0644\u0645\u0628\u0627\u0631\u064a\u0627\u062a[0].\u0627\u0644\u062a\u0634\u0627\u0628\u0647 >= \u0627\u0644\u0639\u062a\u0628\u0629:<\/p>\n \u0625\u0631\u062c\u0627\u0639 self.response_store.get(matches[0].\u0628\u0637\u0627\u0642\u0629 \u062a\u0639\u0631\u064a\u0641)<\/p>\n \u0639\u0648\u062f\u0629 \u0644\u0627 \u0634\u064a\u0621<\/p>\n \u0644\u0645 \u0623\u0633\u062a\u0637\u0639 \u0636\u0628\u0637 \u0627\u0644\u0639\u062a\u0628\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0639\u0645\u0649. \u0643\u0646\u062a \u0628\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0628\u0634\u0623\u0646 \u0623\u0632\u0648\u0627\u062c \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u062a\u064a \u0643\u0627\u0646\u062a \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 “\u0645\u062a\u0645\u0627\u062b\u0644\u0629”.<\/p>\n \u0645\u0646\u0647\u062c\u064a\u062a\u0646\u0627:<\/p>\n \u0627\u0644\u062e\u0637\u0648\u0629 1: <\/b>\u0623\u0632\u0648\u0627\u062c \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u064a\u0629. \u0642\u0645\u062a \u0628\u0623\u062e\u0630 \u0639\u064a\u0646\u0627\u062a \u0645\u0646 5000 \u0632\u0648\u062c \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0628\u0645\u0633\u062a\u0648\u064a\u0627\u062a \u062a\u0634\u0627\u0628\u0647 \u0645\u062e\u062a\u0644\u0641\u0629 (0.80-0.99).<\/p>\n \u0627\u0644\u062e\u0637\u0648\u0629 2: <\/b>\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0628\u0634\u0631\u064a\u0629. \u0648\u0635\u0641 \u0627\u0644\u0645\u0641\u0633\u0631\u0648\u0646 \u0643\u0644 \u0632\u0648\u062c \u0628\u0623\u0646\u0647 “\u0646\u0641\u0633 \u0627\u0644\u0646\u064a\u0629”<\/i> \u0623\u0648 “\u0646\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629.” <\/i>\u0644\u0642\u062f \u0627\u0633\u062a\u062e\u062f\u0645\u062a \u062b\u0644\u0627\u062b\u0629 \u062a\u0639\u0644\u064a\u0642\u0627\u062a \u062a\u0648\u0636\u064a\u062d\u064a\u0629 \u0644\u0643\u0644 \u0632\u0648\u062c \u0648\u062d\u0635\u0644\u062a \u0639\u0644\u0649 \u0623\u063a\u0644\u0628\u064a\u0629 \u0627\u0644\u0623\u0635\u0648\u0627\u062a.<\/p>\n \u0627\u0644\u062e\u0637\u0648\u0629 3: <\/b>\u062d\u0633\u0627\u0628 \u0645\u0646\u062d\u0646\u064a\u0627\u062a \u0627\u0644\u062f\u0642\u0629\/\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621. \u0644\u0643\u0644 \u0639\u062a\u0628\u0629\u060c \u0642\u0645\u0646\u0627 \u0628\u062d\u0633\u0627\u0628:<\/p>\n \u0627\u0644\u062f\u0642\u0629: \u0645\u0646 \u0628\u064a\u0646 \u0639\u062f\u062f \u0645\u0631\u0627\u062a \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a\u060c \u0645\u0627 \u0647\u0648 \u0627\u0644\u062c\u0632\u0621 \u0627\u0644\u0630\u064a \u0643\u0627\u0646 \u0644\u0647 \u0646\u0641\u0633 \u0627\u0644\u0646\u064a\u0629\u061f<\/p>\n<\/li>\n \u062a\u0630\u0643\u0631: \u0645\u0646 \u0628\u064a\u0646 \u0627\u0644\u0623\u0632\u0648\u0627\u062c \u0630\u0627\u062a \u0627\u0644\u0646\u064a\u0629 \u0646\u0641\u0633\u0647\u0627\u060c \u0645\u0627 \u0647\u0648 \u0627\u0644\u0643\u0633\u0631 \u0627\u0644\u0630\u064a \u0642\u0645\u0646\u0627 \u0628\u0636\u0631\u0628\u0647 \u0641\u064a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a\u061f<\/p>\n<\/li>\n<\/ul>\n \u062a\u0639\u0631\u064a\u0641 compute_precision_recall (\u0623\u0632\u0648\u0627\u062c\u060c \u062a\u0633\u0645\u064a\u0627\u062a\u060c \u0639\u062a\u0628\u0629):<\/p>\n “””\u062d\u0633\u0627\u0628 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0639\u0646\u062f \u0639\u062a\u0628\u0629 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u0645\u062d\u062f\u062f\u0629.”””<\/p>\n \u062a\u0648\u0642\u0639\u0627\u062a = [1 if pair.similarity >= threshold else 0 for pair in pairs]<\/p>\n true_positives = \u0645\u062c\u0645\u0648\u0639 (1 \u0644\u0640 p\u060c l \u0641\u064a \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0628\u0631\u064a\u062f\u064a (\u062a\u0646\u0628\u0624\u0627\u062a\u060c \u062a\u0633\u0645\u064a\u0627\u062a) \u0625\u0630\u0627 \u0643\u0627\u0646 p == 1 \u0648l == 1)<\/p>\n false_positives = \u0645\u062c\u0645\u0648\u0639 (1 \u0644\u0640 p\u060c l \u0641\u064a \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0628\u0631\u064a\u062f\u064a (\u062a\u0646\u0628\u0624\u0627\u062a\u060c \u062a\u0633\u0645\u064a\u0627\u062a) \u0625\u0630\u0627 \u0643\u0627\u0646 p == 1 \u0648l == 0)<\/p>\n false_negatives = sum(1 \u0644\u0640 p\u060c l \u0641\u064a \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0628\u0631\u064a\u062f\u064a (\u062a\u0646\u0628\u0624\u0627\u062a\u060c \u062a\u0633\u0645\u064a\u0627\u062a) \u0625\u0630\u0627 \u0643\u0627\u0646 p == 0 \u0648l == 1)<\/p>\n \u0627\u0644\u062f\u0642\u0629 = true_positives \/ (true_positives + false_positives) \u0625\u0630\u0627 (true_positives + false_positives) > 0 \u0648\u0625\u0644\u0627 0<\/p>\n \u0627\u0633\u062a\u062f\u0639\u0627\u0621 = true_positives \/ (true_positives + false_negatives) \u0625\u0630\u0627 (true_positives + false_negatives)> 0 \u0622\u062e\u0631 0<\/p>\n \u062f\u0642\u0629 \u0627\u0644\u0639\u0648\u062f\u0629\u060c \u0623\u0630\u0643\u0631<\/p>\n \u0627\u0644\u062e\u0637\u0648\u0629 4: \u062d\u062f\u062f \u0627\u0644\u0639\u062a\u0628\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/b> \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 \u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u062d\u064a\u062b \u062a\u0624\u062f\u064a \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u0625\u0644\u0649 \u0627\u0644\u0625\u0636\u0631\u0627\u0631 \u0628\u0627\u0644\u062b\u0642\u0629\u060c \u0641\u0642\u062f \u0642\u0645\u062a \u0628\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 (\u0623\u0639\u0637\u062a \u0639\u062a\u0628\u0629 0.94 \u062f\u0642\u0629 \u0628\u0646\u0633\u0628\u0629 98\u066a). \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062a\u064a \u064a\u0624\u062f\u064a \u0641\u0642\u062f\u0627\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0641\u064a\u0647\u0627 \u0625\u0644\u0649 \u062a\u0643\u0627\u0644\u064a\u0641 \u0645\u0627\u0644\u064a\u0629 \u0641\u0642\u0637\u060c \u0641\u0642\u062f \u0642\u0645\u062a \u0628\u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 (\u0639\u062a\u0628\u0629 0.88).<\/p>\n \u064a\u0636\u064a\u0641 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0632\u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644: \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0648\u0627\u0644\u0628\u062d\u062b \u0641\u064a \u0645\u062e\u0632\u0646 \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a \u0642\u0628\u0644 \u0645\u0639\u0631\u0641\u0629 \u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0627\u0633\u062a\u062f\u0639\u0627\u0621 LLM \u0623\u0645 \u0644\u0627.<\/p>\n \u0642\u064a\u0627\u0633\u0627\u062a\u0646\u0627:<\/b><\/p>\n \u0639\u0645\u0644\u064a\u0629<\/b><\/p>\n<\/td>\n \u0627\u0644\u0643\u0645\u0648\u0646 (\u063550)<\/b><\/p>\n<\/td>\n \u0627\u0644\u0643\u0645\u0648\u0646 (\u0635 99)<\/b><\/p>\n<\/td>\n<\/tr>\n \u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645<\/p>\n<\/td>\n 12 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/p>\n<\/td>\n 28 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/p>\n<\/td>\n<\/tr>\n \u0628\u062d\u062b \u0627\u0644\u0645\u062a\u062c\u0647\u0627\u062a<\/p>\n<\/td>\n 8 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/p>\n<\/td>\n 19 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/p>\n<\/td>\n<\/tr>\n \u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u0628\u062d\u062b \u0639\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a<\/b><\/p>\n<\/td>\n 20 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/b><\/p>\n<\/td>\n 47 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/b><\/p>\n<\/td>\n<\/tr>\n \u0627\u0633\u062a\u062f\u0639\u0627\u0621 LLM API<\/p>\n<\/td>\n 850 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/p>\n<\/td>\n 2400 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u0625\u0646 \u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u0628\u0627\u0644\u063a 20 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0644\u0627 \u064a\u0643\u0627\u062f \u064a\u0630\u0643\u0631 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0633\u062a\u062f\u0639\u0627\u0621 LLM \u0627\u0644\u0630\u064a \u064a\u0628\u0644\u063a 850 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0648\u0627\u0644\u0630\u064a \u0646\u062a\u062c\u0646\u0628\u0647 \u0639\u0646\u062f \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a. \u062d\u062a\u0649 \u0639\u0646\u062f p99\u060c \u0641\u0625\u0646 \u0627\u0644\u062d\u0645\u0644 \u0627\u0644\u0628\u0627\u0644\u063a 47 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0645\u0642\u0628\u0648\u0644.<\/p>\n \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0641\u0642\u062f\u0627\u0646 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u064a\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u0622\u0646 20 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629 \u0623\u0637\u0648\u0644 \u0645\u0646 \u0630\u064a \u0642\u0628\u0644 (\u0627\u0644\u062a\u0636\u0645\u064a\u0646 + \u0627\u0644\u0628\u062d\u062b + \u0627\u0633\u062a\u062f\u0639\u0627\u0621 LLM). \u0639\u0646\u062f \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0635\u0627\u0628\u0629 \u0627\u0644\u0630\u064a \u064a\u0628\u0644\u063a 67%\u060c \u0641\u0625\u0646 \u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u062a\u0633\u064a\u0631 \u0628\u0634\u0643\u0644 \u0625\u064a\u062c\u0627\u0628\u064a:<\/p>\n \u062a\u062d\u0633\u064a\u0646 \u0635\u0627\u0641\u064a \u0632\u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u0628\u0646\u0633\u0628\u0629 65% \u0625\u0644\u0649 \u062c\u0627\u0646\u0628 \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/p>\n \u0623\u0635\u0628\u062d\u062a \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u0642\u062f\u064a\u0645\u0629. \u062a\u062a\u063a\u064a\u0631 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0646\u062a\u062c\u060c \u0648\u064a\u062a\u0645 \u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0633\u064a\u0627\u0633\u0627\u062a\u060c \u0648\u062a\u0635\u0628\u062d \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0628\u0627\u0644\u0623\u0645\u0633 \u0647\u064a \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u062e\u0627\u0637\u0626\u0629 \u0627\u0644\u064a\u0648\u0645.<\/p>\n \u0644\u0642\u062f \u0642\u0645\u062a \u0628\u062a\u0646\u0641\u064a\u0630 \u062b\u0644\u0627\u062b \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0625\u0628\u0637\u0627\u0644:<\/p>\n \u0627\u0646\u062a\u0647\u0627\u0621 \u0627\u0644\u0635\u0644\u0627\u062d\u064a\u0629 \u0627\u0644\u0628\u0633\u064a\u0637 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0646\u0648\u0639 \u0627\u0644\u0645\u062d\u062a\u0648\u0649:<\/p>\n TTL_BY_CONTENT_TYPE = {<\/p>\n ‘\u0627\u0644\u062a\u0633\u0639\u064a\u0631’: timedelta(hours=4), # \u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0628\u0634\u0643\u0644 \u0645\u062a\u0643\u0631\u0631<\/i><\/p>\n “\u0627\u0644\u0633\u064a\u0627\u0633\u0629”: timedelta(days=7), # \u0646\u0627\u062f\u0631\u0627 \u0645\u0627 \u062a\u062a\u063a\u064a\u0631<\/i><\/p>\n ‘\u0645\u0639\u0644\u0648\u0645\u0627\u062a_\u0627\u0644\u0645\u0646\u062a\u062c’: timedelta(days=1), # \u0627\u0644\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u064a\u0648\u0645\u064a<\/i><\/p>\n ‘general_faq’: timedelta(days=14), #\u0645\u0633\u062a\u0642\u0631 \u062c\u062f\u064b\u0627<\/i><\/p>\n }<\/p>\n \u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u063a\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629\u060c \u0642\u0645 \u0628\u0625\u0628\u0637\u0627\u0644 \u0625\u062f\u062e\u0627\u0644\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0630\u0627\u062a \u0627\u0644\u0635\u0644\u0629:<\/p>\n \u0641\u0626\u0629 CacheInvalidator:<\/p>\n \u062a\u0639\u0631\u064a\u0641 on_content_update(self, content_id: str, content_type: str):<\/p>\n “””\u0625\u0628\u0637\u0627\u0644 \u0625\u062f\u062e\u0627\u0644\u0627\u062a \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u062d\u062f\u062b.”””<\/p>\n # \u0627\u0628\u062d\u062b \u0639\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u0627\u0644\u062a\u064a \u062a\u0634\u064a\u0631 \u0625\u0644\u0649 \u0647\u0630\u0627 \u0627\u0644\u0645\u062d\u062a\u0648\u0649<\/i><\/p>\n \u062a\u062a\u0623\u062b\u0631_\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a = self.find_queries_referencing(content_id)<\/p>\n \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 query_id \u0641\u064a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0623\u062b\u0631\u0629:<\/p>\n self.cache.invalidate(query_id)<\/p>\n self.log_invalidation(content_id, len(affected_queries))<\/p>\n \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0625\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0635\u0628\u062d \u0642\u062f\u064a\u0645\u0629 \u0628\u062f\u0648\u0646 \u0623\u062d\u062f\u0627\u062b \u0648\u0627\u0636\u062d\u0629\u060c \u0642\u0645\u062a \u0628\u0625\u062c\u0631\u0627\u0621 \u0641\u062d\u0648\u0635\u0627\u062a \u062f\u0648\u0631\u064a\u0629 \u0644\u0644\u062d\u062f\u0627\u062b\u0629:<\/p>\n def check_freshness(self, cached_response: dict) -> \u0645\u0646\u0637\u0642\u064a:<\/p>\n “””\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0623\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0635\u0627\u0644\u062d\u0629.”””<\/p>\n # \u0623\u0639\u062f \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629<\/i><\/p>\n Fresh_response = self.generate_response(cached_response[‘query’])<\/p>\n # \u0642\u0627\u0631\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0644\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a<\/i><\/p>\n cached_embedding = self.embed(cached_response[‘response’])<\/p>\n Fresh_embedding = self.embed(fresh_response)<\/p>\n \u0627\u0644\u062a\u0634\u0627\u0628\u0647 = \u062c\u064a\u0628 \u0627\u0644\u062a\u0645\u0627\u0645_\u0627\u0644\u062a\u0634\u0627\u0628\u0647 (\u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0645\u062e\u0628\u0623\u060c \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0627\u0644\u0637\u0627\u0632\u062c)<\/p>\n # \u0625\u0630\u0627 \u062a\u0628\u0627\u064a\u0646\u062a \u0627\u0644\u0625\u062c\u0627\u0628\u0627\u062a \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631\u060c \u064a\u062a\u0645 \u0625\u0628\u0637\u0627\u0644\u0647\u0627<\/i><\/p>\n \u0625\u0630\u0627 \u0643\u0627\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 <0.90:<\/p>\n self.cache.invalidate(cached_response[‘id’])<\/p>\n \u0627\u0644\u0639\u0648\u062f\u0629 \u0643\u0627\u0630\u0628\u0629<\/p>\n \u0639\u0648\u062f\u0629 \u0635\u062d\u064a\u062d<\/p>\n \u0646\u0642\u0648\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u062d\u062f\u0627\u062b\u0629 \u0639\u0644\u0649 \u0639\u064a\u0646\u0629 \u0645\u0646 \u0627\u0644\u0625\u062f\u062e\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627 \u064a\u0648\u0645\u064a\u064b\u0627\u060c \u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u062d\u062f\u0627\u062b\u0629 \u0627\u0644\u062a\u064a \u062a\u0641\u0648\u062a\u0647\u0627 TTL \u0648\u0627\u0644\u0625\u0628\u0637\u0627\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u062d\u062f\u062b.<\/p>\n \u0628\u0639\u062f \u062b\u0644\u0627\u062b\u0629 \u0623\u0634\u0647\u0631 \u0645\u0646 \u0627\u0644\u0625\u0646\u062a\u0627\u062c:<\/b><\/p>\n \u0645\u062a\u0631\u064a<\/b><\/p>\n<\/td>\n \u0642\u0628\u0644<\/b><\/p>\n<\/td>\n \u0628\u0639\u062f<\/b><\/p>\n<\/td>\n \u064a\u062a\u063a\u064a\u0631<\/b><\/p>\n<\/td>\n<\/tr>\n \u0645\u0639\u062f\u0644 \u0636\u0631\u0628 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a<\/p>\n<\/td>\n 18%<\/p>\n<\/td>\n 67%<\/p>\n<\/td>\n +272%<\/p>\n<\/td>\n<\/tr>\n \u062a\u0643\u0627\u0644\u064a\u0641 LLM API<\/p>\n<\/td>\n 47 \u0623\u0644\u0641 \u062f\u0648\u0644\u0627\u0631 \u0634\u0647\u0631\u064a\u0627\u064b<\/p>\n<\/td>\n 12.7 \u0623\u0644\u0641 \u062f\u0648\u0644\u0627\u0631 \u0634\u0647\u0631\u064a\u064b\u0627<\/p>\n<\/td>\n -73%<\/p>\n<\/td>\n<\/tr>\n \u0645\u062a\u0648\u0633\u0637 \u200b\u200b\u0627\u0644\u0643\u0645\u0648\u0646<\/p>\n<\/td>\n 850 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/p>\n<\/td>\n 300 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/p>\n<\/td>\n -65%<\/p>\n<\/td>\n<\/tr>\n \u0645\u0639\u062f\u0644 \u0625\u064a\u062c\u0627\u0628\u064a \u0643\u0627\u0630\u0628<\/p>\n<\/td>\n \u0644\u0627 \u064a\u0648\u062c\u062f<\/p>\n<\/td>\n 0.8%<\/p>\n<\/td>\n \u2014<\/p>\n<\/td>\n<\/tr>\n \u0634\u0643\u0627\u0648\u0649 \u0627\u0644\u0639\u0645\u0644\u0627\u0621 (\u0625\u062c\u0627\u0628\u0627\u062a \u062e\u0627\u0637\u0626\u0629)<\/p>\n<\/td>\n \u062e\u0637 \u0627\u0644\u0623\u0633\u0627\u0633<\/p>\n<\/td>\n +0.3%<\/p>\n<\/td>\n \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0632\u064a\u0627\u062f\u0629<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u0643\u0627\u0646 \u0627\u0644\u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a \u0627\u0644\u062e\u0627\u0637\u0626 \u0628\u0646\u0633\u0628\u0629 0.8% (\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u062d\u064a\u062b \u0642\u0645\u0646\u0627 \u0628\u0625\u0631\u062c\u0627\u0639 \u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u062e\u0628\u0623\u0629 \u063a\u064a\u0631 \u0635\u062d\u064a\u062d\u0629 \u0644\u063a\u0648\u064a\u064b\u0627) \u0636\u0645\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0627\u0644\u0645\u0642\u0628\u0648\u0644\u0629. \u062d\u062f\u062b\u062a \u0647\u0630\u0647 \u0627\u0644\u062d\u0627\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0645 \u0627\u0644\u0623\u0648\u0644 \u0639\u0646\u062f \u062d\u062f\u0648\u062f \u0627\u0644\u0639\u062a\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0627\u060c \u062d\u064a\u062b \u0643\u0627\u0646 \u0627\u0644\u062a\u0634\u0627\u0628\u0647 \u0623\u0639\u0644\u0649 \u0628\u0642\u0644\u064a\u0644 \u0645\u0646 \u0627\u0644\u062d\u062f \u0627\u0644\u0641\u0627\u0635\u0644 \u0648\u0644\u0643\u0646 \u0627\u0644\u0646\u064a\u0629 \u0627\u062e\u062a\u0644\u0641\u062a \u0642\u0644\u064a\u0644\u0627\u064b.<\/p>\n \u0644\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0639\u062a\u0628\u0629 \u0639\u0627\u0644\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629.<\/b> \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629 \u0644\u0647\u0627 \u062a\u0633\u0627\u0645\u062d \u0645\u062e\u062a\u0644\u0641 \u0645\u0639 \u0627\u0644\u0623\u062e\u0637\u0627\u0621. \u0636\u0628\u0637 \u0627\u0644\u0639\u062a\u0628\u0627\u062a \u0644\u0643\u0644 \u0641\u0626\u0629.<\/p>\n \u0644\u0627 \u062a\u062a\u062e\u0637\u0649 \u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0641\u064a \u0646\u062a\u0627\u0626\u062c \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a.<\/b> \u0642\u062f \u062a\u0645\u064a\u0644 \u0625\u0644\u0649 \u062a\u062e\u0637\u064a \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0639\u0646\u062f \u0625\u0631\u062c\u0627\u0639 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u062e\u0632\u0646\u0629 \u0645\u0624\u0642\u062a\u064b\u0627\u060c \u0648\u0644\u0643\u0646\u0643 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0627\u0644\u062a\u0636\u0645\u064a\u0646 \u0644\u0625\u0646\u0634\u0627\u0621 \u0645\u0641\u062a\u0627\u062d \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a. \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629 \u0644\u0627 \u0645\u0641\u0631 \u0645\u0646\u0647\u0627.<\/p>\n \u0644\u0627 \u062a\u0646\u0633\u0649 \u0627\u0644\u0625\u0628\u0637\u0627\u0644.<\/b> \u064a\u0624\u062f\u064a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0628\u062f\u0648\u0646 \u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0629 \u0627\u0644\u0625\u0628\u0637\u0627\u0644 \u0625\u0644\u0649 \u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0642\u062f\u064a\u0645\u0629 \u062a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u0622\u0643\u0644 \u062b\u0642\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645. \u0628\u0646\u0627\u0621 \u0625\u0628\u0637\u0627\u0644 \u0645\u0646 \u0627\u0644\u064a\u0648\u0645 \u0627\u0644\u0623\u0648\u0644.<\/p>\n \u0644\u0627 \u062a\u0642\u0645 \u0628\u062a\u062e\u0632\u064a\u0646 \u0643\u0644 \u0634\u064a\u0621.<\/b> \u0644\u0627 \u064a\u0646\u0628\u063a\u064a \u062a\u062e\u0632\u064a\u0646 \u0628\u0639\u0636 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a \u0645\u0624\u0642\u062a\u064b\u0627: \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0648\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0648\u0642\u062a \u0648\u062a\u0623\u0643\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a. \u0628\u0646\u0627\u0621 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0627\u0633\u062a\u0628\u0639\u0627\u062f.<\/p>\n def must_cache(self, query: str, Response: str) -> bool:<\/p>\n “””\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u064a\u062c\u0628 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0645\u0624\u0642\u062a\u064b\u0627.””<\/p>\n # \u0644\u0627 \u062a\u0642\u0645 \u0628\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0627\u062a \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0645\u0624\u0642\u062a\u064b\u0627<\/i><\/p>\n \u0625\u0630\u0627 \u0643\u0627\u0646 self.contains_personal_info (\u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629):<\/p>\n \u0627\u0644\u0639\u0648\u062f\u0629 \u0643\u0627\u0630\u0628\u0629<\/p>\n # \u0644\u0627 \u062a\u0642\u0645 \u0628\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0648\u0642\u062a<\/i><\/p>\n \u0625\u0630\u0627 self.is_time_sensitive (\u0627\u0633\u062a\u0639\u0644\u0627\u0645):<\/p>\n \u0627\u0644\u0639\u0648\u062f\u0629 \u0643\u0627\u0630\u0628\u0629<\/p>\n # \u0644\u0627 \u062a\u0642\u0645 \u0628\u062a\u062e\u0632\u064a\u0646 \u062a\u0623\u0643\u064a\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0645\u0644\u0627\u062a \u0645\u0624\u0642\u062a\u064b\u0627<\/i><\/p>\n \u0625\u0630\u0627 self.is_transactional (\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645):<\/p>\n \u0627\u0644\u0639\u0648\u062f\u0629 \u0643\u0627\u0630\u0628\u0629<\/p>\n \u0639\u0648\u062f\u0629 \u0635\u062d\u064a\u062d<\/p>\n \u064a\u0639\u062f \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a \u0646\u0645\u0637\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0644\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u062a\u0643\u0644\u0641\u0629 LLM \u0648\u0627\u0644\u0630\u064a \u064a\u0644\u062a\u0642\u0637 \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0644\u062a\u0643\u0631\u0627\u0631. \u0648\u062a\u062a\u0645\u062b\u0644 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0636\u0628\u0637 \u0627\u0644\u0639\u062a\u0628\u0629 (\u0627\u0633\u062a\u062e\u062f\u0645 \u0639\u062a\u0628\u0627\u062a \u062e\u0627\u0635\u0629 \u0628\u0646\u0648\u0639 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0627\u0633\u062a\u0646\u0627\u062f\u064b\u0627 \u0625\u0644\u0649 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u062f\u0642\u0629\/\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621) \u0648\u0625\u0628\u0637\u0627\u0644 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a (\u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 TTL \u0648\u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u062d\u062f\u062b \u0648\u0627\u0644\u062c\u0627\u0630\u0628\u064a\u0629).<\/p>\n \u0645\u0639 \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0628\u0646\u0633\u0628\u0629 73%\u060c \u0643\u0627\u0646 \u0647\u0630\u0627 \u0647\u0648 \u0623\u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0644\u062f\u064a\u0646\u0627 \u0641\u064a \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631 \u0644\u0623\u0646\u0638\u0645\u0629 LLM \u0644\u0644\u0625\u0646\u062a\u0627\u062c. \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0645\u0639\u062a\u062f\u0644\u060c \u0648\u0644\u0643\u0646 \u0636\u0628\u0637 \u0627\u0644\u0639\u062a\u0628\u0629 \u064a\u062a\u0637\u0644\u0628 \u0627\u0647\u062a\u0645\u0627\u0645\u0627 \u062f\u0642\u064a\u0642\u0627 \u0644\u062a\u062c\u0646\u0628 \u062a\u062f\u0647\u0648\u0631 \u0627\u0644\u062c\u0648\u062f\u0629.<\/p>\n \u0633\u0631\u064a\u0646\u0641\u0627\u0633\u0627 \u0631\u064a\u062f\u064a \u0647\u0648\u0644\u064a\u0628\u064a\u062f\u0648 \u0631\u064a\u062f\u064a \u0647\u0648 \u0645\u0647\u0646\u062f\u0633 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u0631\u0626\u064a\u0633\u064a.<\/i><\/p>\n \u0645\u0631\u062d\u0628\u064b\u0627 \u0628\u0643 \u0641\u064a \u0645\u062c\u062a\u0645\u0639 VentureBeat!<\/p>\n \u0628\u0631\u0646\u0627\u0645\u062c \u0646\u0634\u0631 \u0627\u0644\u0636\u064a\u0648\u0641 \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u062a\u0628\u0627\u062f\u0644 \u0641\u064a\u0647 \u0627\u0644\u062e\u0628\u0631\u0627\u0621 \u0627\u0644\u0641\u0646\u064a\u0648\u0646 \u0627\u0644\u0623\u0641\u0643\u0627\u0631 \u0648\u064a\u0642\u062f\u0645\u0648\u0646 \u062a\u0639\u0645\u0642\u064b\u0627 \u0645\u062d\u0627\u064a\u062f\u064b\u0627 \u0648\u063a\u064a\u0631 \u0645\u0643\u062a\u0633\u0628 \u062d\u0648\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0648\u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0623\u0645\u0646 \u0627\u0644\u0633\u064a\u0628\u0631\u0627\u0646\u064a \u0648\u063a\u064a\u0631\u0647\u0627 \u0645\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0627\u0644\u062a\u064a \u062a\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u0624\u0633\u0633\u0629.<\/p>\n \u0627\u0642\u0631\u0623 \u0627\u0644\u0645\u0632\u064a\u062f<\/a> \u0645\u0646 \u0628\u0631\u0646\u0627\u0645\u062c \u0646\u0634\u0631 \u0627\u0644\u0636\u064a\u0641 \u0627\u0644\u062e\u0627\u0635 \u0628\u0646\u0627 – \u0648\u062a\u062d\u0642\u0642 \u0645\u0646 \u0645\u0648\u0642\u0639\u0646\u0627 \u0627\u0644\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u062a\u0648\u062c\u064a\u0647\u064a\u0629<\/a> \u0625\u0630\u0627 \u0643\u0646\u062a \u0645\u0647\u062a\u0645\u064b\u0627 \u0628\u0627\u0644\u0645\u0633\u0627\u0647\u0645\u0629 \u0628\u0645\u0642\u0627\u0644\u0629 \u062e\u0627\u0635\u0629 \u0628\u0643!<\/p>\n<\/div>\n\n","protected":false},"excerpt":{"rendered":" \u0643\u0627\u0646\u062a \u0641\u0627\u062a\u0648\u0631\u0629 LLM API \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0627 \u062a\u0646\u0645\u0648 \u0628\u0646\u0633\u0628\u0629 30% \u0634\u0647\u0631\u064a\u064b\u0627. \u0643\u0627\u0646\u062a \u062d\u0631\u0643\u0629 \u0627\u0644\u0645\u0631\u0648\u0631 \u062a\u062a\u0632\u0627\u064a\u062f\u060c \u0648\u0644\u0643\u0646 \u0644\u064a\u0633 \u0628\u0647\u0630\u0647 \u0627\u0644\u0633\u0631\u0639\u0629. \u0639\u0646\u062f\u0645\u0627 \u0642\u0645\u062a \u0628\u062a\u062d\u0644\u064a\u0644 \u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0644\u062f\u064a\u0646\u0627\u060c \u0648\u062c\u062f\u062a \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629: \u064a\u0633\u0623\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0648\u0646 \u0646\u0641\u0633 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0628\u0637\u0631\u0642 \u0645\u062e\u062a\u0644\u0641\u0629. “\u0645\u0627 \u0647\u064a \u0633\u064a\u0627\u0633\u0629 \u0627\u0644\u0625\u0631\u062c\u0627\u0639 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643\u061f”\u060c \u0648”\u0643\u064a\u0641 \u064a\u0645\u0643\u0646\u0646\u064a \u0625\u0631\u062c\u0627\u0639 \u0634\u064a\u0621 \u0645\u0627\u061f”\u060c \u0648”\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u0627\u0633\u062a\u0631\u062f\u0627\u062f \u0623\u0645\u0648\u0627\u0644\u064a\u061f” \u0643\u0627\u0646\u062a \u062c\u0645\u064a\u0639\u0647\u0627 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0628\u0631\u0646\u0627\u0645\u062c LLM \u0627\u0644\u062e\u0627\u0635 […]<\/p>\n","protected":false},"author":1,"featured_media":2828,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-2827","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=\/wp\/v2\/posts\/2827","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2827"}],"version-history":[{"count":0,"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=\/wp\/v2\/posts\/2827\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=\/wp\/v2\/media\/2828"}],"wp:attachment":[{"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2827"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2827"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.uaefuture.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2827"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a \u0627\u0644\u062f\u0644\u0627\u0644\u064a<\/b><\/h2>\n
\u0645\u0634\u0643\u0644\u0629 \u0627\u0644\u0639\u062a\u0628\u0629<\/b><\/h2>\n
\n\n
\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \u0645\u0646\u0647\u062c\u064a\u0629 \u0636\u0628\u0637 \u0627\u0644\u0639\u062a\u0628\u0629<\/b><\/h2>\n
\n
\u0627\u0644\u0643\u0645\u0648\u0646 \u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0645\u0629<\/b><\/h2>\n
\n\n
\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \u0625\u0628\u0637\u0627\u0644 \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a<\/b><\/h2>\n
\n
TTL \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u0648\u0642\u062a<\/b><\/h3>\n<\/li>\n<\/ol>\n
\n
\u0627\u0644\u0625\u0628\u0637\u0627\u0644 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u062d\u062f\u062b<\/b><\/h3>\n<\/li>\n<\/ol>\n
\n
\u0643\u0634\u0641 \u0627\u0644\u062c\u0645\u0648\u062f<\/b><\/h3>\n<\/li>\n<\/ol>\n
\u0646\u062a\u0627\u0626\u062c \u0627\u0644\u0625\u0646\u062a\u0627\u062c<\/b><\/h2>\n
\n\n
\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \u0627\u0644\u0645\u0632\u0627\u0644\u0642 \u0644\u062a\u062c\u0646\u0628<\/b><\/h2>\n
\u0627\u0644\u0648\u062c\u0628\u0627\u062a \u0627\u0644\u0633\u0631\u064a\u0639\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/b><\/h2>\n