{"id":135,"date":"2025-02-28T17:56:37","date_gmt":"2025-02-28T09:56:37","guid":{"rendered":"https:\/\/www.dianshitv.cn\/?p=135"},"modified":"2025-06-10T18:07:24","modified_gmt":"2025-06-10T10:07:24","slug":"100%e6%ac%bedeepseek%e9%9b%86%e6%88%90%e6%96%b9%e6%a1%88%ef%bc%88%e5%9b%9b%ef%bc%89-%e6%a1%86%e6%9e%b6%e7%af%87","status":"publish","type":"post","link":"https:\/\/www.dianshitv.cn\/index.php\/2025\/02\/28\/100%e6%ac%bedeepseek%e9%9b%86%e6%88%90%e6%96%b9%e6%a1%88%ef%bc%88%e5%9b%9b%ef%bc%89-%e6%a1%86%e6%9e%b6%e7%af%87\/","title":{"rendered":"100\u6b3eDeepSeek\u96c6\u6210\u65b9\u6848\uff08\u56db\uff09 \u2014\u2014 \u6846\u67b6\u7bc7"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"165\" src=\"https:\/\/www.dianshitv.cn\/wp-content\/uploads\/2025\/02\/logo.webp\" alt=\"\" class=\"wp-image-122\"\/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">RAG\u6846\u67b6<\/h1>\n\n\n\n<h1 class=\"wp-block-heading\">1. RAG \u6846\u67b6\u6982\u8ff0<\/h1>\n\n\n\n<p><strong>RAG\uff08Retrieval-Augmented Generation\uff09<\/strong>&nbsp;\u662f\u4e00\u79cd\u7ed3\u5408\u4e86&nbsp;<strong>\u68c0\u7d22\uff08Retrieval\uff09<\/strong>&nbsp;\u548c&nbsp;<strong>\u751f\u6210\uff08Generation\uff09<\/strong>&nbsp;\u7684 AI \u6a21\u578b\u6846\u67b6\uff0c\u65e8\u5728\u901a\u8fc7\u5916\u90e8\u77e5\u8bc6\u5e93\u589e\u5f3a\u751f\u6210\u6a21\u578b\u7684\u80fd\u529b\u3002\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u68c0\u7d22<\/strong>\uff1a\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\uff08\u5982\u6587\u6863\u3001\u6570\u636e\u5e93\u6216\u4e92\u8054\u7f51\uff09\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210<\/strong>\uff1a\u5229\u7528\u68c0\u7d22\u5230\u7684\u4fe1\u606f\uff0c\u7ed3\u5408\u751f\u6210\u6a21\u578b\uff08\u5982 LLM\uff09\u751f\u6210\u66f4\u51c6\u786e\u3001\u66f4\u76f8\u5173\u7684\u56de\u7b54\u3002<\/li>\n<\/ul>\n\n\n\n<p>RAG \u6846\u67b6\u7684\u4f18\u52bf\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u52a8\u6001\u77e5\u8bc6\u66f4\u65b0<\/strong>\uff1a\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u53ea\u9700\u66f4\u65b0\u77e5\u8bc6\u5e93\u5373\u53ef\u83b7\u53d6\u6700\u65b0\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u51cf\u5c11\u5e7b\u89c9\uff08Hallucination\uff09<\/strong>\uff1a\u901a\u8fc7\u68c0\u7d22\u771f\u5b9e\u6570\u636e\uff0c\u51cf\u5c11\u751f\u6210\u6a21\u578b\u7f16\u9020\u4fe1\u606f\u7684\u53ef\u80fd\u6027\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u89e3\u91ca\u6027<\/strong>\uff1a\u751f\u6210\u7ed3\u679c\u57fa\u4e8e\u68c0\u7d22\u5230\u7684\u6587\u6863\uff0c\u66f4\u5177\u53ef\u89e3\u91ca\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">2. RAG \u7684\u6838\u5fc3\u7ec4\u4ef6<\/h1>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li><strong>\u68c0\u7d22\u5668\uff08Retriever\uff09<\/strong>\uff1a<\/li>\n\n\n\n<li>\u8d1f\u8d23\u4ece\u5916\u90e8\u77e5\u8bc6\u5e93\u4e2d\u68c0\u7d22\u4e0e\u8f93\u5165\u95ee\u9898\u76f8\u5173\u7684\u6587\u6863\u6216\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u5e38\u7528\u7684\u68c0\u7d22\u65b9\u6cd5\u5305\u62ec\u57fa\u4e8e\u5173\u952e\u8bcd\u7684\u641c\u7d22\uff08\u5982 BM25\uff09\u6216\u57fa\u4e8e\u5d4c\u5165\u5411\u91cf\u7684\u76f8\u4f3c\u5ea6\u641c\u7d22\uff08\u5982 FAISS\uff09\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210\u5668\uff08Generator\uff09<\/strong>\uff1a<\/li>\n\n\n\n<li>\u901a\u5e38\u662f\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5982 GPT\u3001DeepSeek\uff09\u3002<\/li>\n\n\n\n<li>\u7ed3\u5408\u68c0\u7d22\u5230\u7684\u6587\u6863\u548c\u8f93\u5165\u95ee\u9898\uff0c\u751f\u6210\u6700\u7ec8\u7684\u56de\u7b54\u3002<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u5e93\uff08Knowledge Base\uff09<\/strong>\uff1a<\/li>\n\n\n\n<li>\u5b58\u50a8\u7ed3\u6784\u5316\u6216\u975e\u7ed3\u6784\u5316\u7684\u6570\u636e\uff08\u5982\u6587\u6863\u3001\u6570\u636e\u5e93\u3001\u7f51\u9875\u5185\u5bb9\u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u68c0\u7d22\u5668\u4ece\u4e2d\u63d0\u53d6\u76f8\u5173\u4fe1\u606f\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">3. RAG \u7684\u5de5\u4f5c\u6d41\u7a0b<\/h1>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li><strong>\u8f93\u5165\u95ee\u9898<\/strong>\uff1a<\/li>\n\n\n\n<li>\u7528\u6237\u63d0\u51fa\u95ee\u9898\u6216\u8f93\u5165\u67e5\u8be2\u3002<\/li>\n\n\n\n<li><strong>\u68c0\u7d22\u9636\u6bb5<\/strong>\uff1a<\/li>\n\n\n\n<li>\u68c0\u7d22\u5668\u4ece\u77e5\u8bc6\u5e93\u4e2d\u67e5\u627e\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u6587\u6863\u6216\u6570\u636e\u7247\u6bb5\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210\u9636\u6bb5<\/strong>\uff1a<\/li>\n\n\n\n<li>\u751f\u6210\u5668\u7ed3\u5408\u68c0\u7d22\u5230\u7684\u6587\u6863\u548c\u8f93\u5165\u95ee\u9898\uff0c\u751f\u6210\u6700\u7ec8\u7684\u56de\u7b54\u3002<\/li>\n\n\n\n<li><strong>\u8f93\u51fa\u7ed3\u679c<\/strong>\uff1a<\/li>\n\n\n\n<li>\u8fd4\u56de\u751f\u6210\u7684\u56de\u7b54\uff0c\u5e76\u9644\u5e26\u68c0\u7d22\u5230\u7684\u6587\u6863\u4f5c\u4e3a\u53c2\u8003\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">4. RAG \u4e0e DeepSeek \u7684\u96c6\u6210\u6d41\u7a0b<\/h1>\n\n\n\n<p>DeepSeek \u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u53ef\u4ee5\u4f5c\u4e3a RAG \u6846\u67b6\u4e2d\u7684\u751f\u6210\u5668\u3002\u4ee5\u4e0b\u662f\u96c6\u6210\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<h1 class=\"wp-block-heading\">\u6b65\u9aa4 1\uff1a\u51c6\u5907\u77e5\u8bc6\u5e93<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6784\u5efa\u6216\u9009\u62e9\u4e00\u4e2a\u9002\u5408\u7684\u77e5\u8bc6\u5e93\uff08\u5982\u6587\u6863\u96c6\u5408\u3001\u6570\u636e\u5e93\u6216\u7f51\u9875\u5185\u5bb9\uff09\u3002<\/li>\n\n\n\n<li>\u5bf9\u77e5\u8bc6\u5e93\u8fdb\u884c\u9884\u5904\u7406\uff08\u5982\u5206\u5757\u3001\u7d22\u5f15\u5316\uff09\uff0c\u4ee5\u4fbf\u68c0\u7d22\u5668\u80fd\u591f\u9ad8\u6548\u5730\u68c0\u7d22\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u6b65\u9aa4 2\uff1a\u914d\u7f6e\u68c0\u7d22\u5668<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9009\u62e9\u5408\u9002\u7684\u68c0\u7d22\u65b9\u6cd5\uff08\u5982\u57fa\u4e8e\u5d4c\u5165\u5411\u91cf\u7684 FAISS \u6216\u57fa\u4e8e\u5173\u952e\u8bcd\u7684 BM25\uff09\u3002<\/li>\n\n\n\n<li>\u5c06\u77e5\u8bc6\u5e93\u52a0\u8f7d\u5230\u68c0\u7d22\u5668\u4e2d\uff0c\u5e76\u5efa\u7acb\u7d22\u5f15\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u6b65\u9aa4 3\uff1a\u96c6\u6210 DeepSeek \u4f5c\u4e3a\u751f\u6210\u5668<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06 DeepSeek \u6a21\u578b\u90e8\u7f72\u4e3a\u751f\u6210\u5668\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u751f\u6210\u5668\u7684\u8f93\u5165\u683c\u5f0f\uff0c\u4f7f\u5176\u80fd\u591f\u63a5\u6536\u68c0\u7d22\u5230\u7684\u6587\u6863\u548c\u7528\u6237\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u6b65\u9aa4 4\uff1a\u5b9e\u73b0 RAG \u6d41\u7a0b<\/h1>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li><strong>\u7528\u6237\u8f93\u5165\u95ee\u9898<\/strong>\uff1a<\/li>\n\n\n\n<li>\u7528\u6237\u63d0\u51fa\u95ee\u9898\uff08\u5982\u201c\u4ec0\u4e48\u662f\u91cf\u5b50\u8ba1\u7b97\uff1f\u201d\uff09\u3002<\/li>\n\n\n\n<li><strong>\u68c0\u7d22\u76f8\u5173\u6587\u6863<\/strong>\uff1a<\/li>\n\n\n\n<li>\u68c0\u7d22\u5668\u4ece\u77e5\u8bc6\u5e93\u4e2d\u67e5\u627e\u4e0e\u201c\u91cf\u5b50\u8ba1\u7b97\u201d\u76f8\u5173\u7684\u6587\u6863\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210\u56de\u7b54<\/strong>\uff1a<\/li>\n\n\n\n<li>\u5c06\u68c0\u7d22\u5230\u7684\u6587\u6863\u548c\u7528\u6237\u95ee\u9898\u8f93\u5165 DeepSeek \u6a21\u578b\u3002<\/li>\n\n\n\n<li>DeepSeek \u7ed3\u5408\u6587\u6863\u5185\u5bb9\u751f\u6210\u6700\u7ec8\u56de\u7b54\u3002<\/li>\n\n\n\n<li><strong>\u8fd4\u56de\u7ed3\u679c<\/strong>\uff1a<\/li>\n\n\n\n<li>\u8fd4\u56de\u751f\u6210\u7684\u56de\u7b54\uff0c\u5e76\u9644\u5e26\u68c0\u7d22\u5230\u7684\u6587\u6863\u4f5c\u4e3a\u53c2\u8003\u3002<\/li>\n<\/ol>\n\n\n\n<h1 class=\"wp-block-heading\">\u6b65\u9aa4 5\uff1a\u4f18\u5316\u4e0e\u8fed\u4ee3<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6839\u636e\u7528\u6237\u53cd\u9988\u548c\u6027\u80fd\u6307\u6807\uff0c\u4f18\u5316\u68c0\u7d22\u5668\u548c\u751f\u6210\u5668\u7684\u914d\u7f6e\u3002<\/li>\n\n\n\n<li>\u5b9a\u671f\u66f4\u65b0\u77e5\u8bc6\u5e93\uff0c\u786e\u4fdd\u4fe1\u606f\u7684\u65f6\u6548\u6027\u548c\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">5. \u96c6\u6210\u793a\u4f8b<\/h1>\n\n\n\n<p>\u5047\u8bbe\u6211\u4eec\u4f7f\u7528 DeepSeek \u4f5c\u4e3a\u751f\u6210\u5668\uff0cFAISS \u4f5c\u4e3a\u68c0\u7d22\u5668\uff0c\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u96c6\u6210\u793a\u4f8b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from transformers import RagTokenizer, RagRetriever, RagSequenceForGeneration\nimport torch\n\n# \u52a0\u8f7d RAG \u6a21\u578b\u548c\u68c0\u7d22\u5668\ntokenizer = RagTokenizer.from_pretrained(\"facebook\/rag-sequence-base\")\nretriever = RagRetriever.from_pretrained(\"facebook\/rag-sequence-base\", index_name=\"custom\", passages_path=\"knowledge_base.json\")\nmodel = RagSequenceForGeneration.from_pretrained(\"facebook\/rag-sequence-base\", retriever=retriever)\n\n# \u7528\u6237\u8f93\u5165\u95ee\u9898\ninput_text = \"\u4ec0\u4e48\u662f\u91cf\u5b50\u8ba1\u7b97\uff1f\"\n\n# \u7f16\u7801\u8f93\u5165\ninput_ids = tokenizer(input_text, return_tensors=\"pt\").input_ids\n\n# \u751f\u6210\u56de\u7b54\ngenerated_ids = model.generate(input_ids)\ngenerated_text = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)&#91;0]\n\nprint(\"\u751f\u6210\u7684\u56de\u7b54\uff1a\", generated_text)<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">6. \u603b\u7ed3<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>RAG \u6846\u67b6<\/strong>&nbsp;\u901a\u8fc7\u7ed3\u5408\u68c0\u7d22\u548c\u751f\u6210\uff0c\u80fd\u591f\u751f\u6210\u66f4\u51c6\u786e\u3001\u66f4\u76f8\u5173\u7684\u56de\u7b54\u3002<\/li>\n\n\n\n<li>\u4e0e&nbsp;<strong>DeepSeek<\/strong>&nbsp;\u7684\u96c6\u6210\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u751f\u6210\u5668\u7684\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u591f\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u56de\u7b54\u3002<\/li>\n\n\n\n<li>\u96c6\u6210\u6d41\u7a0b\u5305\u62ec\u77e5\u8bc6\u5e93\u51c6\u5907\u3001\u68c0\u7d22\u5668\u914d\u7f6e\u3001\u751f\u6210\u5668\u90e8\u7f72\u4ee5\u53ca\u6d41\u7a0b\u4f18\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">Solana\u6846\u67b6<\/h1>\n\n\n\n<h1 class=\"wp-block-heading\">1. Solana \u6982\u8ff0<\/h1>\n\n\n\n<p><strong>Solana<\/strong>&nbsp;\u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u7684\u533a\u5757\u94fe\u5e73\u53f0\uff0c\u65e8\u5728\u652f\u6301\u9ad8\u541e\u5410\u91cf\u3001\u4f4e\u5ef6\u8fdf\u7684\u53bb\u4e2d\u5fc3\u5316\u5e94\u7528\uff08DApps\uff09\u3002\u5176\u6838\u5fc3\u76ee\u6807\u662f\u89e3\u51b3\u533a\u5757\u94fe\u9886\u57df\u7684\u201c\u53ef\u6269\u5c55\u6027\u4e09\u96be\u95ee\u9898\u201d\uff08Scalability Trilemma\uff09\uff0c\u5373\u5728\u53bb\u4e2d\u5fc3\u5316\u3001\u5b89\u5168\u6027\u548c\u53ef\u6269\u5c55\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">2. Solana \u7684\u6838\u5fc3\u7279\u6027<\/h1>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li><strong>\u9ad8\u541e\u5410\u91cf<\/strong>\uff1a<\/li>\n\n\n\n<li>Solana \u80fd\u591f\u5904\u7406\u6bcf\u79d2&nbsp;<strong>65,000 \u7b14\u4ea4\u6613\uff08TPS\uff09<\/strong>\uff0c\u8fdc\u8d85\u8bb8\u591a\u5176\u4ed6\u533a\u5757\u94fe\u5e73\u53f0\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u521b\u65b0\u7684\u5171\u8bc6\u673a\u5236\u548c\u67b6\u6784\u8bbe\u8ba1\uff0cSolana \u5b9e\u73b0\u4e86\u6781\u9ad8\u7684\u4ea4\u6613\u5904\u7406\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u4f4e\u5ef6\u8fdf<\/strong>\uff1a<\/li>\n\n\n\n<li>\u533a\u5757\u751f\u6210\u65f6\u95f4\u4ec5\u4e3a&nbsp;<strong>400 \u6beb\u79d2<\/strong>\uff0c\u786e\u4fdd\u4ea4\u6613\u786e\u8ba4\u7684\u5feb\u901f\u6027\u3002<\/li>\n\n\n\n<li><strong>\u4f4e\u8d39\u7528<\/strong>\uff1a<\/li>\n\n\n\n<li>\u4ea4\u6613\u8d39\u7528\u6781\u4f4e\uff0c\u5e73\u5747\u6bcf\u7b14\u4ea4\u6613\u8d39\u7528\u7ea6\u4e3a&nbsp;<strong>0.00025 \u7f8e\u5143<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u6269\u5c55\u6027<\/strong>\uff1a<\/li>\n\n\n\n<li>Solana \u7684\u8bbe\u8ba1\u5141\u8bb8\u5176\u7f51\u7edc\u968f\u7740\u786c\u4ef6\u6027\u80fd\u7684\u63d0\u5347\u800c\u6269\u5c55\uff0c\u652f\u6301\u5927\u89c4\u6a21\u5e94\u7528\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">3. Solana \u7684\u6280\u672f\u521b\u65b0<\/h1>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li><strong>Proof of History (PoH)<\/strong>\uff1a<\/li>\n\n\n\n<li><strong>PoH<\/strong>&nbsp;\u662f Solana \u7684\u6838\u5fc3\u521b\u65b0\u4e4b\u4e00\uff0c\u5b83\u662f\u4e00\u79cd\u65f6\u95f4\u8bc1\u660e\u673a\u5236\uff0c\u901a\u8fc7\u53ef\u9a8c\u8bc1\u7684\u5ef6\u8fdf\u51fd\u6570\uff08VDF\uff09\u4e3a\u4ea4\u6613\u4e8b\u4ef6\u6392\u5e8f\u3002<\/li>\n\n\n\n<li>PoH \u4e0d\u662f\u5171\u8bc6\u673a\u5236\uff0c\u800c\u662f\u4e3a\u7f51\u7edc\u63d0\u4f9b\u5168\u5c40\u65f6\u95f4\u6e90\uff0c\u4ece\u800c\u63d0\u9ad8\u5171\u8bc6\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>Tower BFT<\/strong>\uff1a<\/li>\n\n\n\n<li>\u57fa\u4e8e&nbsp;<strong>PoH<\/strong>&nbsp;\u7684\u4f18\u5316\u7248\u62dc\u5360\u5ead\u5bb9\u9519\uff08BFT\uff09\u5171\u8bc6\u673a\u5236\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7 PoH \u63d0\u4f9b\u7684\u65f6\u95f4\u6233\uff0cTower BFT \u80fd\u591f\u5feb\u901f\u8fbe\u6210\u5171\u8bc6\u3002<\/li>\n\n\n\n<li><strong>Gulf Stream<\/strong>\uff1a<\/li>\n\n\n\n<li>Solana \u7684\u4ea4\u6613\u8f6c\u53d1\u534f\u8bae\uff0c\u5141\u8bb8\u9a8c\u8bc1\u8282\u70b9\u5728\u533a\u5757\u751f\u6210\u4e4b\u524d\u9884\u5148\u5904\u7406\u4ea4\u6613\u3002<\/li>\n\n\n\n<li>\u51cf\u5c11\u4e86\u4ea4\u6613\u786e\u8ba4\u65f6\u95f4\uff0c\u63d0\u9ad8\u4e86\u7f51\u7edc\u541e\u5410\u91cf\u3002<\/li>\n\n\n\n<li><strong>Turbine<\/strong>\uff1a<\/li>\n\n\n\n<li>Solana \u7684\u5206\u5757\u4f20\u64ad\u534f\u8bae\uff0c\u7075\u611f\u6765\u81ea BitTorrent\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u5c06\u6570\u636e\u5206\u5757\u4f20\u64ad\uff0cTurbine \u63d0\u9ad8\u4e86\u7f51\u7edc\u7684\u6570\u636e\u4f20\u8f93\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>Sealevel<\/strong>\uff1a<\/li>\n\n\n\n<li>\u5e76\u884c\u667a\u80fd\u5408\u7ea6\u8fd0\u884c\u65f6\uff0c\u652f\u6301\u540c\u65f6\u5904\u7406\u591a\u4e2a\u667a\u80fd\u5408\u7ea6\u3002<\/li>\n\n\n\n<li>\u5145\u5206\u5229\u7528\u73b0\u4ee3\u591a\u6838\u5904\u7406\u5668\u7684\u6027\u80fd\uff0c\u63d0\u9ad8\u7f51\u7edc\u6548\u7387\u3002<\/li>\n\n\n\n<li><strong>Cloudbreak<\/strong>\uff1a<\/li>\n\n\n\n<li>\u6c34\u5e73\u6269\u5c55\u7684\u8d26\u6237\u6570\u636e\u5e93\uff0c\u4f18\u5316\u4e86\u8bfb\u5199\u6027\u80fd\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u9ad8\u5e76\u53d1\u8bbf\u95ee\uff0c\u786e\u4fdd\u7f51\u7edc\u7684\u9ad8\u541e\u5410\u91cf\u3002<\/li>\n\n\n\n<li><strong>Archivers<\/strong>\uff1a<\/li>\n\n\n\n<li>\u5206\u5e03\u5f0f\u8d26\u672c\u5b58\u50a8\u7cfb\u7edf\uff0c\u5c06\u6570\u636e\u5b58\u50a8\u5728\u8f7b\u91cf\u7ea7\u8282\u70b9\uff08Archivers\uff09\u4e0a\u3002<\/li>\n\n\n\n<li>\u51cf\u5c11\u4e86\u5168\u8282\u70b9\u7684\u5b58\u50a8\u8d1f\u62c5\uff0c\u540c\u65f6\u786e\u4fdd\u6570\u636e\u53ef\u7528\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">4. Solana \u7684\u751f\u6001\u7cfb\u7edf<\/h1>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li><strong>DeFi\uff08\u53bb\u4e2d\u5fc3\u5316\u91d1\u878d\uff09<\/strong>\uff1a<\/li>\n\n\n\n<li>Solana \u4e0a\u8fd0\u884c\u7740\u8bb8\u591a DeFi \u9879\u76ee\uff0c\u5982 Serum\uff08\u53bb\u4e2d\u5fc3\u5316\u4ea4\u6613\u6240\uff09\u3001Raydium\uff08\u81ea\u52a8\u5316\u505a\u5e02\u5546\uff09\u7b49\u3002<\/li>\n\n\n\n<li><strong>NFT \u548c\u6e38\u620f<\/strong>\uff1a<\/li>\n\n\n\n<li>Solana \u652f\u6301 NFT \u5e02\u573a\u548c\u533a\u5757\u94fe\u6e38\u620f\uff0c\u5982 Metaplex\uff08NFT \u6807\u51c6\uff09\u548c Star Atlas\uff08\u533a\u5757\u94fe\u6e38\u620f\uff09\u3002<\/li>\n\n\n\n<li><strong>Web3 \u5e94\u7528<\/strong>\uff1a<\/li>\n\n\n\n<li>Solana \u662f\u8bb8\u591a Web3 \u5e94\u7528\u7684\u9996\u9009\u5e73\u53f0\uff0c\u5305\u62ec\u53bb\u4e2d\u5fc3\u5316\u793e\u4ea4\u7f51\u7edc\u3001\u5185\u5bb9\u5e73\u53f0\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u5f00\u53d1\u8005\u5de5\u5177<\/strong>\uff1a<\/li>\n\n\n\n<li>Solana \u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u5f00\u53d1\u8005\u5de5\u5177\u548c\u6587\u6863\uff0c\u5305\u62ec Rust SDK\u3001JavaScript\/TypeScript SDK \u7b49\uff0c\u65b9\u4fbf\u5f00\u53d1\u8005\u6784\u5efa DApps\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">5. Solana \u7684\u5f00\u53d1\u6d41\u7a0b<\/h1>\n\n\n\n<ol class=\"wp-block-list\" start=\"1\">\n<li><strong>\u73af\u5883\u642d\u5efa<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b89\u88c5 Solana CLI \u5de5\u5177\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>sh -c \"$(curl -sSfL https:\/\/release.solana.com\/stable\/install)\"<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li><strong>\u521b\u5efa\u9879\u76ee<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 Rust \u6216 C \u7f16\u5199\u667a\u80fd\u5408\u7ea6\u3002<\/li>\n\n\n\n<li>\u793a\u4f8b\uff1a\u4f7f\u7528 Rust \u7f16\u5199\u4e00\u4e2a\u7b80\u5355\u7684 Solana \u7a0b\u5e8f\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>use solana_program::{\n    account_info::AccountInfo,\n    entrypoint,\n    entrypoint::ProgramResult,\n    pubkey::Pubkey,\n};\n\nentrypoint!(process_instruction);\n\nfn process_instruction(\n    program_id: &amp;Pubkey,\n    accounts: &amp;&#91;AccountInfo],\n    instruction_data: &amp;&#91;u8],\n) -&gt; ProgramResult {\n    \/\/ \u5904\u7406\u903b\u8f91\n    Ok(())\n}<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li><strong>\u90e8\u7f72\u5408\u7ea6<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 Solana CLI \u90e8\u7f72\u667a\u80fd\u5408\u7ea6\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>solana program deploy target\/deploy\/my_program.so<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>b<strong>\u524d\u7aef\u96c6\u6210<\/strong>\uff1a<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 Solana Web3.js \u6216 Anchor \u6846\u67b6\u4e0e\u667a\u80fd\u5408\u7ea6\u4ea4\u4e92\u3002<\/li>\n\n\n\n<li>\u793a\u4f8b\uff1a\u4f7f\u7528 Web3.js \u53d1\u9001\u4ea4\u6613\uff1a<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code>const { Connection, PublicKey, Transaction, SystemProgram } = require(\"@solana\/web3.js\");\n\nconst connection = new Connection(\"https:\/\/api.mainnet-beta.solana.com\");\nconst fromPubkey = new PublicKey(\"FROM_PUBKEY\");\nconst toPubkey = new PublicKey(\"TO_PUBKEY\");\n\nconst transaction = new Transaction().add(\n    SystemProgram.transfer({\n        fromPubkey,\n        toPubkey,\n        lamports: 1000,\n    })\n);\n\nconst signature = await connection.sendTransaction(transaction);\nconsole.log(\"Transaction signature:\", signature);<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">6. Solana \u7684\u4f18\u52bf\u4e0e\u6311\u6218<\/h1>\n\n\n\n<h1 class=\"wp-block-heading\">\u4f18\u52bf\uff1a<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u9ad8\u6027\u80fd<\/strong>\uff1a\u9ad8\u541e\u5410\u91cf\u548c\u4f4e\u5ef6\u8fdf\u3002<\/li>\n\n\n\n<li><strong>\u4f4e\u6210\u672c<\/strong>\uff1a\u6781\u4f4e\u7684\u4ea4\u6613\u8d39\u7528\u3002<\/li>\n\n\n\n<li><strong>\u5f00\u53d1\u8005\u53cb\u597d<\/strong>\uff1a\u4e30\u5bcc\u7684\u5de5\u5177\u548c\u6587\u6863\u652f\u6301\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\">\u6311\u6218\uff1a<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7f51\u7edc\u7a33\u5b9a\u6027<\/strong>\uff1aSolana \u66fe\u56e0\u7f51\u7edc\u62e5\u5835\u5bfc\u81f4\u5b95\u673a\u3002<\/li>\n\n\n\n<li><strong>\u53bb\u4e2d\u5fc3\u5316\u7a0b\u5ea6<\/strong>\uff1a\u76f8\u6bd4\u6bd4\u7279\u5e01\u548c\u4ee5\u592a\u574a\uff0cSolana \u7684\u8282\u70b9\u6570\u91cf\u8f83\u5c11\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">7. \u603b\u7ed3<\/h1>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Solana<\/strong>&nbsp;\u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u7684\u533a\u5757\u94fe\u5e73\u53f0\uff0c\u901a\u8fc7\u521b\u65b0\u7684\u6280\u672f\uff08\u5982 PoH\u3001Tower BFT \u7b49\uff09\u89e3\u51b3\u4e86\u53ef\u6269\u5c55\u6027\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u5176\u751f\u6001\u7cfb\u7edf\u6db5\u76d6\u4e86 DeFi\u3001NFT\u3001\u6e38\u620f\u548c Web3 \u5e94\u7528\uff0c\u5438\u5f15\u4e86\u5927\u91cf\u5f00\u53d1\u8005\u548c\u7528\u6237\u3002<\/li>\n\n\n\n<li>\u5c3d\u7ba1\u9762\u4e34\u4e00\u4e9b\u6311\u6218\uff0cSolana \u4ecd\u7136\u662f\u533a\u5757\u94fe\u9886\u57df\u7684\u91cd\u8981\u7ade\u4e89\u8005\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>RAG\u6846\u67b6 1. RAG \u6846\u67b6\u6982\u8ff0 RAG\uff08Retrieval-Augmented Generation\uff09&nbsp;\u662f\u4e00\u79cd\u7ed3\u5408\u4e86&nbsp;\u68c0\u7d22\uff08Retrieval\uff09&nbsp;\u548c&nbsp;\u751f\u6210\uff08Generation\uff09&nbsp;\u7684 AI \u6a21\u578b\u6846\u67b6\uff0c\u65e8\u5728\u901a\u8fc7\u5916\u90e8\u77e5\u8bc6\u5e93\u589e\u5f3a\u751f\u6210\u6a21\u578b\u7684\u80fd\u529b\u3002\u5b83\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a RAG \u6846\u67b6\u7684\u4f18\u52bf\u5728\u4e8e\uff1a 2. RAG \u7684\u6838\u5fc3\u7ec4\u4ef6 3. RAG \u7684\u5de5\u4f5c\u6d41\u7a0b 4. RAG \u4e0e DeepSeek \u7684\u96c6\u6210\u6d41\u7a0b DeepSeek \u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u53ef\u4ee5\u4f5c\u4e3a RAG \u6846\u67b6\u4e2d\u7684\u751f\u6210\u5668\u3002\u4ee5\u4e0b\u662f\u96c6\u6210\u6d41\u7a0b\uff1a \u6b65\u9aa4 1\uff1a\u51c6\u5907\u77e5\u8bc6\u5e93 \u6b65\u9aa4 2\uff1a\u914d\u7f6e\u68c0\u7d22\u5668 \u6b65\u9aa4 3\uff1a\u96c6\u6210 &hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":["post-135","post","type-post","status-publish","format-standard","hentry","category-ai"],"_links":{"self":[{"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/posts\/135","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/comments?post=135"}],"version-history":[{"count":1,"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/posts\/135\/revisions"}],"predecessor-version":[{"id":136,"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/posts\/135\/revisions\/136"}],"wp:attachment":[{"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/media?parent=135"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/categories?post=135"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dianshitv.cn\/index.php\/wp-json\/wp\/v2\/tags?post=135"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}