{"id":18583,"date":"2025-01-17T01:23:05","date_gmt":"2025-01-16T17:23:05","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18583"},"modified":"2025-01-17T01:23:05","modified_gmt":"2025-01-16T17:23:05","slug":"memora","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/memora\/","title":{"rendered":"Memora\uff1a\u6784\u5efa\u4eba\u6027\u5316AI\u8bb0\u5fc6\u6a21\u5757\uff0c\u4fdd\u5b58\u5e76\u66f4\u65b0\u4e0e\u4eba\u7c7b\u7684\u4e92\u52a8\u4fe1\u606f"},"content":{"rendered":"<p>Memora\u662f\u4e00\u4e2a\u65e8\u5728\u4e3a\u6bcf\u4e2a\u4e2a\u6027\u5316AI\u590d\u5236\u4eba\u7c7b\u8bb0\u5fc6\u7684\u4ee3\u7406\u3002\u5b83\u901a\u8fc7\u65f6\u95f4\u6233\u8bb0\u5fc6\u3001\u60c5\u611f\u6807\u8bb0\u548c\u591a\u6a21\u6001\u8bb0\u5fc6\u7b49\u529f\u80fd\uff0c\u5e2e\u52a9AI\u50cf\u4eba\u7c7b\u4e00\u6837\u8bb0\u4f4f\u8fc7\u53bb\u7684\u4e92\u52a8\u7ec6\u8282\u3001\u60c5\u611f\u548c\u5171\u4eab\u7ecf\u5386\u3002Memora\u652f\u6301\u591a\u79df\u6237\uff0c\u80fd\u591f\u5904\u7406\u6570\u767e\u4e07\u7528\u6237\u548c\u4ea4\u4e92\uff0c\u5177\u6709\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027\u548c\u5f00\u53d1\u8005\u53cb\u597d\u7684\u6a21\u5757\u5316\u67b6\u6784\uff0c\u4fbf\u4e8e\u5b9a\u5236\u548c\u529f\u80fd\u96c6\u6210\u3002<\/p>\n<p>\u76f8\u5173\u9879\u76ee\uff1a<a href=\"https:\/\/www.kdjingpai.com\/zep\/\">Zep\uff1a\u6784\u5efaAI\u5e94\u7528\u7684\u957f\u671f\u8bb0\u5fc6\u5c42\uff0c\u62bd\u53d6\u5e76\u66f4\u65b0\u7528\u6237\u4fe1\u606f\u3001\u4e1a\u52a1\u6570\u636e<\/a><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-18584\" title=\"Memora\uff1a\u6784\u5efa\u4eba\u6027\u5316AI\u8bb0\u5fc6\u6a21\u5757\uff0c\u4fdd\u5b58\u5e76\u66f4\u65b0\u4e0e\u4eba\u7c7b\u7684\u4e92\u52a8\u4fe1\u606f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bf0f762e80980cf.jpg\" alt=\"Memora\uff1a\u6784\u5efa\u4eba\u6027\u5316AI\u8bb0\u5fc6\u6a21\u5757\uff0c\u4fdd\u5b58\u5e76\u66f4\u65b0\u4e0e\u4eba\u7c7b\u7684\u4e92\u52a8\u4fe1\u606f-1\" width=\"1151\" height=\"707\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bf0f762e80980cf.jpg 4818w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bf0f762e80980cf-300x184.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bf0f762e80980cf-1024x629.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bf0f762e80980cf-768x472.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bf0f762e80980cf-1536x943.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bf0f762e80980cf-2048x1258.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/bf0f762e80980cf-18x12.jpg 18w\" sizes=\"auto, (max-width: 1151px) 100vw, 1151px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u65f6\u95f4\u8bb0\u5fc6\u56de\u6eaf\uff1a\u4f7fAI\u80fd\u591f\u8bb0\u4f4f\u5e26\u6709\u65f6\u95f4\u6233\u7684\u8fc7\u53bb\u4e92\u52a8\u8bb0\u5fc6\u3002<\/li>\n<li>\u591a\u79df\u6237\u652f\u6301\uff1a\u9002\u5e94\u591a\u4e2a\u7ec4\u7ec7\u3001\u4ee3\u7406\u548c\u7528\u6237\u3002<\/li>\n<li>\u7075\u6d3b\u7684\u540d\u79f0\u5904\u7406\uff1a\u4f7f\u7528\u5360\u4f4d\u7b26\u4fbf\u4e8e\u66f4\u65b0\u7528\u6237\u548c\u4ee3\u7406\u540d\u79f0\u3002<\/li>\n<li>\u53ef\u6269\u5c55\u6027\uff1a\u8bbe\u8ba1\u7528\u4e8e\u5904\u7406\u6570\u767e\u4e07\u7528\u6237\u3001\u4ea4\u4e92\u548c\u8bb0\u5fc6\u3002<\/li>\n<li>\u5f00\u53d1\u8005\u53cb\u597d\uff1a\u6a21\u5757\u5316\u67b6\u6784\uff0c\u4fbf\u4e8e\u5b9a\u5236\u548c\u529f\u80fd\u96c6\u6210\u3002<\/li>\n<li>\u60c5\u611f\u6807\u8bb0\u8bb0\u5fc6\uff1a\u5141\u8bb8AI\u8bb0\u4f4f\u5e26\u6709\u60c5\u611f\u7684\u8bb0\u5fc6\u3002<\/li>\n<li>\u591a\u6a21\u6001\u8bb0\u5fc6\uff1a\u652f\u6301\u89c6\u9891\u548c\u97f3\u9891\u7247\u6bb5\u7684\u8bb0\u5fc6\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u5b89\u88c5Neo4j\u6570\u636e\u5e93<\/strong>\uff1a\n<ul>\n<li>\u9009\u9879A\uff1a\u672c\u5730\u5b89\u88c5Neo4j\uff08\u514d\u8d39\uff09\u3002<\/li>\n<li>\u9009\u9879B\uff1a\u4f7f\u7528Neo4j AuraDB\u4e91\uff08\u63d0\u4f9b\u514d\u8d39\u9009\u9879\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b89\u88c5Qdrant\u5411\u91cf\u6570\u636e\u5e93<\/strong>\uff1a\n<ul>\n<li>\u9009\u9879A\uff1a\u672c\u5730\u5b89\u88c5Qdrant\uff08\u514d\u8d39\uff09\u3002<\/li>\n<li>\u9009\u9879B\uff1a\u4f7f\u7528Qdrant\u4e91\uff08\u63d0\u4f9b\u514d\u8d39\u9009\u9879\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u83b7\u53d6LLM\u63d0\u4f9b\u5546API\u5bc6\u94a5<\/strong>\uff1a\n<ul>\n<li>\u9009\u62e9\u4ee5\u4e0b\u63d0\u4f9b\u5546\u4e4b\u4e00\u5e76\u83b7\u53d6API\u5bc6\u94a5\uff1aOpenAI\u3001Azure OpenAI\u3001Together AI\u3001Groq\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b89\u88c5Memora<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install memora-core\r\n<\/code><\/pre>\n<h3>\u57fa\u672c\u8bbe\u7f6e<\/h3>\n<ol>\n<li>\u521d\u59cb\u5316Memora\u4e0e\u6570\u636e\u5e93\u548cLLM\u63d0\u4f9b\u5546\uff1a<\/li>\n<\/ol>\n<pre><code>   from memora import Memora\r\nfrom qdrant_client import AsyncQdrantClient\r\nfrom memora.vector_db import QdrantDB\r\nfrom memora.graph_db import Neo4jGraphInterface\r\nfrom memora.llm_backends import GroqBackendLLM\r\n# \u521d\u59cb\u5316\u6570\u636e\u5e93\r\nvector_db = QdrantDB(async_client=AsyncQdrantClient(url=\"QDRANT_URL\", api_key=\"QDRANT_API_KEY\"))\r\ngraph_db = Neo4jGraphInterface(uri=\"Neo4jURI\", username=\"Username\", password=\"Password\", database=\"DBName\")\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528Memora<\/h3>\n<ol>\n<li><strong>\u521b\u5efa\u65b0\u8bb0\u5fc6<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   memora = Memora(vector_db=vector_db, graph_db=graph_db, llm_backend=GroqBackendLLM(api_key=\"YOUR_API_KEY\"))\r\nmemora.create_memory(user_id=\"user123\", content=\"\u8fd9\u662f\u4e00\u4e2a\u65b0\u7684\u8bb0\u5fc6\u5185\u5bb9\", timestamp=\"2025-01-16T00:00:00Z\")\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u68c0\u7d22\u8bb0\u5fc6<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   memories = memora.retrieve_memories(user_id=\"user123\")\r\nfor memory in memories:\r\nprint(memory)\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u66f4\u65b0\u8bb0\u5fc6<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   memora.update_memory(memory_id=\"memory123\", content=\"\u66f4\u65b0\u540e\u7684\u8bb0\u5fc6\u5185\u5bb9\")\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li><strong>\u5220\u9664\u8bb0\u5fc6<\/strong>\uff1a<\/li>\n<\/ol>\n<pre><code>   memora.delete_memory(memory_id=\"memory123\")\r\n<\/code><\/pre>\n<h3>\u9ad8\u7ea7\u7528\u6cd5<\/h3>\n<ul>\n<li><strong>\u60c5\u611f\u6807\u8bb0\u8bb0\u5fc6<\/strong>\uff1a\u5728\u521b\u5efa\u8bb0\u5fc6\u65f6\u6dfb\u52a0\u60c5\u611f\u6807\u7b7e\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u8bb0\u5fc6<\/strong>\uff1a\u652f\u6301\u89c6\u9891\u548c\u97f3\u9891\u7247\u6bb5\u7684\u8bb0\u5fc6\u5b58\u50a8\u548c\u68c0\u7d22\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u7528\u6237\u53ef\u4ee5\u5feb\u901f\u4e0a\u624b\u4f7f\u7528Memora\uff0c\u5145\u5206\u5229\u7528\u5176\u5f3a\u5927\u7684\u8bb0\u5fc6\u7ba1\u7406\u529f\u80fd\uff0c\u4e3aAI\u63d0\u4f9b\u66f4\u81ea\u7136\u3001\u66f4\u4eba\u6027\u5316\u7684\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Memora\u662f\u4e00\u4e2a\u65e8\u5728\u4e3a\u6bcf\u4e2a\u4e2a\u6027\u5316AI\u590d\u5236\u4eba\u7c7b\u8bb0\u5fc6\u7684\u4ee3\u7406\u3002\u5b83\u901a\u8fc7\u65f6\u95f4\u6233\u8bb0\u5fc6\u3001\u60c5\u611f\u6807\u8bb0\u548c\u591a\u6a21\u6001\u8bb0\u5fc6\u7b49\u529f\u80fd\uff0c\u5e2e\u52a9AI\u50cf\u4eba\u7c7b\u4e00\u6837\u8bb0\u4f4f\u8fc7\u53bb\u7684\u4e92\u52a8\u7ec6\u8282\u3001\u60c5\u611f\u548c\u5171\u4eab\u7ecf\u5386\u3002Memora\u652f\u6301\u591a\u79df\u6237\uff0c\u80fd\u591f\u5904\u7406\u6570\u767e\u4e07\u7528\u6237\u548c\u4ea4\u4e92\uff0c\u5177\u6709\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027\u548c\u5f00\u53d1\u8005\u53cb\u597d\u7684&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61651,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,260],"class_list":["post-18583","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-zhishitupu"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/18583","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=18583"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/18583\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61651"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=18583"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=18583"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=18583"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}