{"id":67538,"date":"2025-05-19T17:33:15","date_gmt":"2025-05-19T09:33:15","guid":{"rendered":"https:\/\/hongtronics.com\/?p=67538"},"modified":"2025-05-22T17:48:12","modified_gmt":"2025-05-22T09:48:12","slug":"redis-vector-search-com","status":"publish","type":"post","link":"https:\/\/hongtronics.com\/en\/redis-vector-search-com\/","title":{"rendered":"Redis 8 Vector Search: Scaling to 1 Billion Vectors with Ease"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"67538\" class=\"elementor elementor-67538\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b0c1d3 e-con-full e-flex e-con e-parent\" data-id=\"5b0c1d3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-524a559 elementor-widget elementor-widget-heading\" data-id=\"524a559\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Highlights<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c0a38bb e-con-full e-flex e-con e-parent\" data-id=\"c0a38bb\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7c0001e elementor-widget elementor-widget-text-editor\" data-id=\"7c0001e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"HhXCdEFmoodTFRxinpscLiO6nMh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\">\n<p><span style=\"color: #333333;\"><span style=\"font-size: 16px;\">\u9762\u5c0d\u751f\u6210\u5f0f AI \u5e36\u4f86\u7684\u8d85\u5927\u898f\u6a21\u5411\u91cf\u9700\u6c42\uff0c<span style=\"color: #000080;\"><strong>Redis 8 \u5411\u91cf\u641c\u5c0b\u5be6\u6e2c\u8f15\u9b06\u652f\u63f4 10 \u5104\u5411\u91cf\uff0c\u4f9d\u820a\u4fdd\u6301\u4f4e\u5ef6\u9072\u8207\u9ad8\u541e\u5410\u8868\u73fe<\/strong>\u3002<\/span>\u672c\u7bc7\u6587\u7ae0\u8a73\u7d30\u4ecb\u7d39\u4e86 Redis <strong><span style=\"color: #000080;\">\u5982\u4f55\u900f\u904e HNSW \u6f14\u7b97\u6cd5\u64f4\u5c55\u81f3\u5341\u5104\u7d1a\u5225<\/span><\/strong>\uff0c\u4e26\u63d0\u4f9b\u5b8c\u6574\u7684\u6e2c\u8a66\u914d\u7f6e\u8207\u6027\u80fd\u6578\u64da\u3002\u7121\u8ad6\u662f AI \u641c\u5c0b\u3001\u63a8\u85a6\u7cfb\u7d71\u9084\u662f\u591a\u6a21\u614b\u751f\u6210\u61c9\u7528\uff0cRedis 8 \u90fd\u662f\u4f60\u69cb\u5efa\u9ad8\u6548\u5411\u91cf\u670d\u52d9\u7684\u53ef\u9760\u9078\u64c7\u3002<\/span><\/span><\/p>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76681a6 e-flex e-con-boxed e-con e-parent\" data-id=\"76681a6\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b22cf08 elementor-widget elementor-widget-heading\" data-id=\"b22cf08\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">preamble<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6fa853b e-flex e-con-boxed e-con e-parent\" data-id=\"6fa853b\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9cf12d elementor-widget elementor-widget-image\" data-id=\"e9cf12d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/hongtronics.com\/wp-content\/uploads\/elementor\/thumbs\/owve7-p24st-qvw97xw2u5u2czqmzgppdk60yuc1oixrpt08x34zgo.webp\" title=\"Redis\u5167\u5b58\u6578\u64da\u5eab\" alt=\"Redis\u6578\u64da\u5eab\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-71074d9 e-flex e-con-boxed e-con e-parent\" data-id=\"71074d9\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ce65d7 elementor-widget elementor-widget-text-editor\" data-id=\"4ce65d7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"HhXCdEFmoodTFRxinpscLiO6nMh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\">\n<p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u96a8\u8457\u8d8a\u4f86\u8d8a\u591a\u7684\u516c\u53f8\u5c07\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08GenAI\uff09\u61c9\u7528\u6295\u5165\u751f\u7522\uff0c\u6211\u5011\u767c\u73fe\u5ba2\u6236\u5c0d\u66f4\u5927\u5411\u91cf\u6578\u64da\u5eab\u7684\u9700\u6c42\u4e0d\u65b7\u589e\u9577\u3002\u751a\u81f3\u662f\u4e00\u4e9b\u9700\u8981 10 \u5104\u500b\u6216\u66f4\u591a\u5411\u91cf\u7684\u4f7f\u7528\u5834\u666f\uff0c\u5f88\u9ad8\u8208\u80fd\u5206\u4eab\u6700\u65b0\u5728\u9019\u4e00\u898f\u6a21\u4e0a\u7684\u57fa\u6e96\u6e2c\u8a66\u7d50\u679c\u3002<\/span><\/span><\/p>\n<p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u5728\u6e2c\u8a66\u4e2d\uff0c<\/span><\/span><strong><span style=\"font-size: 16px; color: #000080;\">\u6211\u5011\u5728\u4e2d\u4f4d\u5ef6\u9072\u70ba 200 \u6beb\u79d2\u7684\u60c5\u6cc1\u4e0b\u9054\u5230\u4e86 90% \u7684\u7cbe\u78ba\u5ea6\uff0c<\/span><\/strong><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u800c\u5728\u8655\u7406 50 \u500b\u4e26\u767c\u641c\u5c0b\u8acb\u6c42\u6642\uff0c\u5c0d\u65bc\u524d 100 \u500b\u6700\u8fd1\u9130\uff08nearest neighbors\uff09\uff0c\u5728\u4e2d\u4f4d\u5ef6\u9072\u70ba 1.3 \u79d2\u7684\u60c5\u6cc1\u4e0b\u9054\u5230\u4e86 95% \u7684\u7cbe\u78ba\u5ea6\u3002<\/span><\/span><\/p>\n<p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u5c07\u5411\u91cf\u641c\u5c0b\u64f4\u5c55\u5230 10 \u5104\u500b\u5411\u91cf\u4e26\u975e\u6613\u4e8b\uff0c\u4f46 Redis 8 \u7684\u767c\u5e03\u8b93\u9019\u4e00\u904e\u7a0b\u986f\u5f97\u8f15\u9b06\u3002\u4eca\u5929\uff0c\u6211\u5011\u5c07\u900f\u904e\u5c55\u793a <strong><span style=\"color: #000080;\">Redis \u5728\u5373\u6642\u641c\u5c0b 10 \u5104\u500b 768 \u7dad\u5411\u91cf\u6642\u7684\u8655\u7406\u80fd\u529b\uff0c\u4f86\u8aaa\u660e\u5b83\u5982\u4f55\u61c9\u5c0d\u5927\u898f\u6a21\u61c9\u7528\u7a0b\u5e8f\u3002<\/span><\/strong>\u6211\u5011\u56b4\u683c\u6e2c\u8a66\u4e86\u7d22\u5f15\u8207\u641c\u5c0b\u7684\u6027\u80fd\uff0c\u8b49\u660e\u4e86 Redis \u4e0d\u50c5\u662f\u6700\u5feb\u7684\u5411\u91cf\u6578\u64da\u5eab\uff0c\u9084\u80fd\u5f9e\u6578\u767e\u842c\u500b\u5411\u91cf\u64f4\u5c55\u5230\u6578\u5341\u5104\u500b\u5411\u91cf\uff0c\u4ecd\u7136\u63d0\u4f9b\u6975\u4f4e\u7684\u5ef6\u9072\u3002\u8acb\u67e5\u770b\u4e0b\u9762\u7684\u8a73\u7d30\u8cc7\u8a0a\u3002<\/span><\/span><\/p>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0f5ea94 e-flex e-con-boxed e-con e-parent\" data-id=\"0f5ea94\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c59d277 elementor-widget elementor-widget-heading\" data-id=\"c59d277\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u6e2c\u8a66\u914d\u7f6e\u8a73\u89e3<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c9bab80 e-flex e-con-boxed e-con e-parent\" data-id=\"c9bab80\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d47fe42 elementor-widget elementor-widget-text-editor\" data-id=\"d47fe42\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"HhXCdEFmoodTFRxinpscLiO6nMh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\">\n<p><span style=\"color: #000080;\"><strong><span style=\"font-size: 16px;\">\u6211\u5011\u4f7f\u7528\u4e86\u8207 Intel\u00ae \u5408\u4f5c\u6e96\u5099\u7684\u5411\u91cf\u6578\u64da\u96c6\uff0c\u8a72\u6578\u64da\u96c6\u5305\u542b 10 \u5104\u500b 768 \u7dad\u5411\u91cf\uff0c\u63a1\u7528 FLOAT16 \u7cbe\u5ea6\u548c 10K \u67e5\u8a62\uff0c\u6bcf\u500b\u67e5\u6d35\u6709 100 \u500b\u771f\u5be6\u503c<\/span><\/strong><\/span><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\uff08\u7cbe\u78ba\u9130\u5c45\uff0cexact neighbors\uff09\u3002\u8a72\u6578\u64da\u96c6\u6e90\u81ea LAION-5B \u6578\u64da\u96c6\uff0c\u9019\u662f\u4e00\u500b\u7528\u65bc\u8a13\u7df4\u4e0b\u4e00\u4ee3\u5716\u751f\u6587\u6a21\u578b\uff08\u5982 Stable Diffusion \u548c OpenClip\uff09\u7684\u5927\u898f\u6a21\u6578\u64da\u96c6\u3002<\/span><\/span><\/p>\n<p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u5411\u91cf\u7d22\u5f15\u4f7f\u7528\u4e86\u6b50\u5e7e\u91cc\u5f97\u8ddd\u96e2\u5ea6\u91cf\u548c FLOAT16 \u7cbe\u5ea6\uff0c\u4e26\u4e14\u5728\u67e5\u8a62\u6642\u900f\u904e\u8abf\u6574\u4ee5\u4e0b\u53c3\u6578\u4f86\u5be6\u73fe\u4e0d\u540c\u7684\u7cbe\u78ba\u5ea6\uff1a<\/span><\/span><\/p>\n<ul>\n<li><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">EF\\_CONSTRUCTION\uff08\u5728\u7d22\u5f15\u5efa\u7acb\u6642\u8a2d\u5b9a\uff09\uff1a\u5728\u69cb\u5efa\u5716\u6642\uff0c\u5716\u4e2d\u6bcf\u500b\u7bc0\u9ede\u5141\u8a31\u7684\u6700\u5927\u6f5b\u5728\u51fa\u908a\uff08potential outgoing edges candidates\uff09\u5019\u9078\u6578\u91cf\u3002<\/span><\/span><\/li>\n<li><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u00a0M\uff08\u5728\u7d22\u5f15\u5efa\u7acb\u6642\u8a2d\u5b9a\uff09\uff1a\u5728\u5716\u7684\u6bcf\u4e00\u5c64\u4e2d\uff0c\u6bcf\u500b\u7bc0\u9ede\u5141\u8a31\u7684\u6700\u5927\u51fa\u908a\u6578\u91cf\u3002\u5728\u7b2c\u96f6\u5c64\uff0c\u6700\u5927\u51fa\u908a\u6578\u91cf\u5c07\u662f 2M\u3002<\/span><\/span><\/li>\n<li><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u00a0EF\\_RUNTIME\uff08\u5728\u67e5\u8a62\u6642\u53ef\u8b8a\uff09\uff1a\u5728 KNN \u671f\u9593\u8981\u4fdd\u7559\u7684\u6700\u5927\u9802\u7d1a\u5019\u9078\u6578\u91cf\uff08maximum top candidates\uff09\u3002\u66f4\u9ad8\u7684 EF\\_RUNTIME \u503c\u5c07\u5c0e\u81f4\u66f4\u6e96\u78ba\u7684\u7d50\u679c\uff0c\u4f46\u4e5f\u6703\u589e\u52a0\u904b\u884c\u6642\u9593\u3002<\/span><\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u4f7f\u7528\u6578\u64da\u96c6\u7684 100 \u500b\u6700\u8fd1\u9130\u7684\u771f\u5b9e\u503c\u4f86\u8a55\u4f30\u6bcf\u500b\u56de\u8986\u7684\u6e96\u78ba\u6027\uff08\u53ec\u56de\u7387\uff09\uff0c\u4e26\u4e14\u6211\u5011\u5c0d M \u5728 4\u30018\u300116 \u548c 32 \u500b\u51fa\u908a\u4e4b\u9593\uff0cEF\\_CONSTRUCTION \u5728 4\u30018\u300116 \u548c 32 \u4e4b\u9593\uff0c\u4ee5\u53ca EF\\_RUNTIME \u5728 4\u30018\u300116\u300132\u300164\u3001128\u3001256\u3001512\u30011024\u30012048\u30014096 \u548c 8192 \u4e4b\u9593\u9032\u884c\u4e86\u8abf\u6574\u3002\u70ba\u78ba\u4fdd\u7d50\u679c\u53ef\u91cd\u73fe\uff0c\u6bcf\u500b\u914d\u7f6e\u90fd\u904b\u884c\u4e86 3 \u6b21\uff0c\u9078\u64c7\u4e86\u6700\u597d\u7684\u7d50\u679c\u3002<\/span><\/span><\/p>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-146177a e-flex e-con-boxed e-con e-parent\" data-id=\"146177a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d5459fa elementor-widget elementor-widget-heading\" data-id=\"d5459fa\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Redis 8 Community Edition<br>\u5341\u5104\u898f\u6a21\u57fa\u6e96\u6e2c\u8a66<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-decf461 e-con-full e-flex e-con e-parent\" data-id=\"decf461\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-a901e4e e-con-full e-flex e-con e-child\" data-id=\"a901e4e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4f52d67 elementor-widget elementor-widget-text-editor\" data-id=\"4f52d67\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"HhXCdEFmoodTFRxinpscLiO6nMh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u6578\u64da\u96c6\uff1alaion-img-emb-768-1G-cosine<\/span><\/span><\/p><p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u5ba2\u6236\u7aef\u6578\u91cf\uff1a501<\/span><\/span><\/p><p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u7e6a\u88fd\u503c\uff1a\u6bcf\u79d2\u8acb\u6c42\u6578\uff08RPS\uff09\\| \u5e73\u5747\u5ef6\u9072\uff08\u79d2\uff09\\| 95 \u767e\u5206\u4f4d\u5ef6\u9072\uff08\u79d2\uff09\\| \u7d22\u5f15\u6642\u9593\uff08\u79d2\uff09<\/span><\/span><\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7e29393 elementor-widget elementor-widget-image\" data-id=\"7e29393\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"368\" src=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/1-1-1024x368.webp\" class=\"attachment-large size-large wp-image-67573\" alt=\"1\" srcset=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/1-1-1024x368.webp 1024w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/1-1-300x108.webp 300w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/1-1-768x276.webp 768w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/1-1-600x216.webp 600w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/1-1.webp 1130w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\"><\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5fbceff elementor-widget elementor-widget-text-editor\" data-id=\"5fbceff\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"HhXCdEFmoodTFRxinpscLiO6nMh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\">\n<p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u5728\u6211\u5011\u4e4b\u524d\u7684\u5411\u91cf\u6578\u64da\u5eab\u57fa\u6e96\u6e2c\u8a66\u90e8\u843d\u683c\u4e2d\uff0c<\/span><\/span><strong><span style=\"font-size: 16px; color: #000080;\">\u6211\u5011\u5c08\u6ce8\u65bc\u8b49\u660e Redis \u662f\u6700\u5feb\u7684\u5411\u91cf\u6578\u64da\u5eab<\/span><\/strong><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u3002\u73fe\u5728\u6211\u5011\u8b49\u660e\uff0c<strong><span style=\"color: #000080;\">\u5c0d\u65bc\u9700\u8981\u4fdd\u6301\u5373\u6642\u6027\u5ef6\u9072\u7684\u4f7f\u7528\u5834\u666f\uff0c<\/span><\/strong>\u6211\u5011\u4e0d\u50c5\u662f\u6700\u5feb\u7684\u5411\u91cf\u6578\u64da\u5eab\uff0c\u6211\u5011\u9084\u53ef\u4ee5\u5c07\u5411\u91cf\u6578\u91cf\u5f9e\u6578\u767e\u842c\u64f4\u5c55\u5230\u6578\u5341\u5104\u3002<\/span><\/span><\/p>\n<\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-db1edef e-flex e-con-boxed e-con e-parent\" data-id=\"db1edef\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-637dd95 elementor-widget elementor-widget-heading\" data-id=\"637dd95\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u6e2c\u8a66\u7d50\u679c<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-540b6be e-flex e-con-boxed e-con e-parent\" data-id=\"540b6be\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-66afb1e elementor-widget elementor-widget-text-editor\" data-id=\"66afb1e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"HhXCdEFmoodTFRxinpscLiO6nMh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\"><strong><span style=\"color: #000080;\">\u5728\u5341\u5104\u5411\u91cf\u898f\u6a21\u4e0b\uff0c\u4f7f\u7528\u5373\u6642\u7d22\u5f15\uff0cRedis 8 \u793e\u5340\u7248\u53ef\u4ee5\u7dad\u6301\u6bcf\u79d2 66K \u5411\u91cf\u63d2\u5165\uff0c\u5c0d\u65bc\u5141\u8a31\u81f3\u5c11 95% \u7cbe\u78ba\u5ea6<\/span><\/strong>\uff08M 16 \u548c EF\\_CONSTRUCTION 32\uff09\u7684\u7d22\u5f15\u914d\u7f6e\u3002\u5c0d\u65bc\u5c0e\u81f4\u8f03\u4f4e\u7cbe\u78ba\u5ea6\uff08M 4 \u548c EF\\_CONSTRUCTION 4\uff09\u7684\u7d22\u5f15\u914d\u7f6e\uff0cRedis 8 \u793e\u5340\u7248\u53ef\u4ee5\u652f\u63f4\u9ad8\u9054\u6bcf\u79d2 160K \u5411\u91cf\u63d2\u5165\u7684\u901f\u7387\u3002\u900f\u904e\u4f7f\u7528\u66f4\u591a\u4f3a\u670d\u5668\u53ef\u4ee5\u9032\u4e00\u6b65\u589e\u52a0\u541e\u5410\u91cf\u3002<\/span><\/span><\/p><p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\"><span style=\"color: #000080;\"><strong>\u5c0d\u65bc\u9ad8\u7cbe\u78ba\u5ea6\u67e5\u8a62\uff0c\u6211\u5011\u53ef\u4ee5\u770b\u5230\u66f4\u5927\u7684 HNSW \u7d22\u5f15\uff08\u66f4\u9ad8\u7684 M \u548c EF\\_CONSTRUCT\uff09\u6703\u63d0\u9ad8\u641c\u5c0b\u54c1\u8cea\uff0c\u4f46\u6703\u589e\u52a0\u5ef6\u9072<\/strong><\/span>\u3002\u5728\u8655\u7406 50 \u500b\u4e26\u767c\u641c\u5c0b\u8acb\u6c42\u6642\uff0c\u6211\u5011\u5728\u4e2d\u4f4d\u5ef6\u9072\uff08\u5305\u62ec\u5f80\u8fd4\u6642\u9593\uff09\u70ba 200 \u6beb\u79d2\u7684\u60c5\u6cc1\u4e0b\u9054\u5230 90% \u7cbe\u78ba\u5ea6\uff0c\u800c\u5728\u4e2d\u4f4d\u5ef6\u9072\uff08\u5305\u62ec\u5f80\u8fd4\u6642\u9593\uff09\u70ba 1.3 \u79d2\u7684\u60c5\u6cc1\u4e0b\u9054\u5230 95% \u7cbe\u78ba\u5ea6\u3002<\/span><\/span><\/p><p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u7531\u65bc\u6240\u9700\u7684\u7cbe\u78ba\u5ea6\u548c\u5ef6\u9072\u6b0a\u8861\u56e0\u4f7f\u7528\u5834\u666f\u800c\u7570\uff0c\u56e0\u6b64\u6839\u64da\u4e0a\u9762\u7684\u5716\u8868\u8abf\u6574 HNSW \u53c3\u6578\u975e\u5e38\u91cd\u8981\u3002<\/span><\/span><\/p><p><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">Redis 8 \u8b49\u660e\u4e86\u5373\u6642\u5411\u91cf\u641c\u5c0b\u4e0d\u50c5\u9069\u7528\u65bc\u6578\u767e\u842c\u500b\u5411\u91cf\uff0c\u9084\u80fd\u64f4\u5c55\u5230\u6578\u5341\u5104\u500b\u5411\u91cf\uff0c\u540c\u6642\u4fdd\u6301\u9ad8\u6027\u80fd\u3002<strong><span style=\"color: #000080;\">\u900f\u904e\u6b63\u78ba\u7684 HNSW \u8abf\u512a\uff0c\u4f60\u53ef\u4ee5\u5728\u7cbe\u78ba\u5ea6\u3001\u5ef6\u9072\u548c\u541e\u5410\u91cf\u4e4b\u9593\u53d6\u5f97\u5e73\u8861\uff0c\u4ee5\u9069\u61c9\u4f60\u7684\u4f7f\u7528\u5834\u666f<\/span><\/strong>\uff0c\u5be6\u73fe\u9ad8\u9054 95% \u7684\u53ec\u56de\u7387\u548c\u5373\u6642\u67e5\u8a62\u3002\u7121\u8ad6\u4f60\u662f\u5728\u69cb\u5efa\u4eba\u5de5\u667a\u80fd\u9a45\u52d5\u7684\u641c\u5c0b\u3001\u63a8\u85a6\u5f15\u64ce\u9084\u662f\u4efb\u4f55\u57fa\u65bc\u5411\u91cf\u7684\u61c9\u7528\u7a0b\u5e8f\uff0c<strong><span style=\"color: #000080;\">Redis \u90fd\u80fd\u70ba\u4f60\u63d0\u4f9b\u6240\u9700\u7684\u5feb\u901f\u3001\u53ef\u64f4\u5c55\u6027\u80fd<\/span><\/strong>\u3002<\/span><\/span><\/p><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-39aa33a e-flex e-con-boxed e-con e-parent\" data-id=\"39aa33a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2df81ed elementor-widget elementor-widget-heading\" data-id=\"2df81ed\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Learn more about our products<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a751b89 e-flex e-con-boxed e-con e-parent\" data-id=\"a751b89\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e1c73f0 e-con-full e-flex e-con e-child\" data-id=\"e1c73f0\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e3d9dd4 elementor-widget elementor-widget-image\" data-id=\"e3d9dd4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"700\" height=\"700\" src=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u96f2.webp\" class=\"attachment-large size-large wp-image-67577\" alt=\"\" srcset=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u96f2.webp 700w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u96f2-300x300.webp 300w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u96f2-150x150.webp 150w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u96f2-600x600.webp 600w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u96f2-100x100.webp 100w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-602392c elementor-align-center elementor-widget__width-inherit elementor-absolute elementor-widget elementor-widget-button\" data-id=\"602392c\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/hongtronics.com\/en\/product\/redis-enterprise-cloud\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Product Information<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eff4eed elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"eff4eed\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 style=\"text-align: center;\">\u00a0<span style=\"color: #273171;\"><span style=\"font-size: 16px;\">Redis Enterprise Cloud<\/span><\/span><\/h3><p><span style=\"font-size: 12pt; color: #000000;\">\u25cf Real-time data, any scale, any deployment space<\/span><\/p><p><span style=\"font-size: 12pt; color: #000000;\">\u25cf Seamless data migration<\/span><\/p><p><span style=\"font-size: 12pt; color: #000000;\">:: True high availability<\/span><\/p><p><span style=\"font-size: 12pt; color: #000000;\">\u25cf Linear scalability and real-time performance<\/span><\/p><p>\u00a0<\/p><p>\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8574841 e-con-full e-flex e-con e-child\" data-id=\"8574841\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd927b4 elementor-widget elementor-widget-image\" data-id=\"cd927b4\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"700\" height=\"700\" src=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u7d1a\u6578\u64da\u5eab.webp\" class=\"attachment-large size-large wp-image-67578\" alt=\"Redis \u4f01\u696d\u7d1a\u6578\u64da\u5eab\" srcset=\"https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u7d1a\u6578\u64da\u5eab.webp 700w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u7d1a\u6578\u64da\u5eab-300x300.webp 300w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u7d1a\u6578\u64da\u5eab-150x150.webp 150w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u7d1a\u6578\u64da\u5eab-600x600.webp 600w, https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/Redis-\u4f01\u696d\u7d1a\u6578\u64da\u5eab-100x100.webp 100w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8153499 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"8153499\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 style=\"text-align: center;\"><span style=\"color: #273171;\"><span style=\"font-size: 16px;\">Redis Enterprise Database<\/span><\/span><\/h3><p><span style=\"color: #000000; font-size: 12pt;\">\u25cf\u00a0<\/span><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">\u00a0High-performance caching for business-critical applications<\/span><\/span><\/p><p><span style=\"color: #000000; font-size: 12pt;\">\u25cf\u00a0\u00a0<\/span><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">Build local and cloud applications using modern data models<\/span><\/span><\/p><p><span style=\"color: #000000; font-size: 12pt;\">\u25cf\u00a0<\/span><span style=\"color: #000000;\"><span style=\"font-size: 16px;\">Easily Migrate Local Data to the Cloud and Deploy Across Regions with Active-Active<\/span><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c07eca elementor-align-center elementor-widget__width-inherit elementor-absolute elementor-widget elementor-widget-button\" data-id=\"1c07eca\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/hongtronics.com\/en\/product\/redis-database\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Product Information<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ffa675a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ffa675a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0afabd8\" data-id=\"0afabd8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2a0f65b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2a0f65b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0406d64 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[&hellip;]<\/p>","protected":false},"author":42,"featured_media":67599,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_eb_attr":"","ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"","ocean_second_sidebar":"","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"","ocean_custom_header_template":"","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"","ocean_menu_typo_font_family":"","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"","iawp_total_views":48,"ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[2302],"tags":[3207,2044,3205,2815,3199],"table_tags":[4129,4126,4122,4070,4127,4125,4124,4123],"class_list":["post-67538","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-redis","tag-ai","tag-redis","tag-redis-copilot","tag-2815","tag-3199","table_tags-ai","table_tags-hnsw","table_tags-redis-8","table_tags-4070","table_tags-4127","table_tags-4125","table_tags-4124","table_tags-4123","entry","has-media","owp-thumbs-layout-horizontal","owp-btn-normal","owp-tabs-layout-horizontal","has-no-thumbnails","has-product-nav"],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/hongtronics.com\/wp-content\/uploads\/2025\/05\/a7wws-l7bxo.webp","_links":{"self":[{"href":"https:\/\/hongtronics.com\/en\/wp-json\/wp\/v2\/posts\/67538","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hongtronics.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hongtronics.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hongtronics.com\/en\/wp-json\/wp\/v2\/users\/42"}],"replies":[{"embeddable":true,"href":"https:\/\/hongtronics.com\/en\/wp-json\/wp\/v2\/comments?post=67538"}],"version-history":[{"count":13,"href":"https:\/\/hongtronics.com\/en\/wp-json\/wp\/v2\/posts\/67538\/revisions"}],"predecessor-version":[{"id":68425,"href":"https:\/\/hongtronics.com\/en\/wp-json\/wp\/v2\/posts\/67538\/revisions\/68425"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hongtronics.com\/en\/wp-json\/wp\/v2\/media\/67599"}],"wp:attachment":[{"href":"https:\/\/hongtronics.com\/en\/wp-json\/wp\/v2\/media?p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