{"id":10783,"date":"2026-08-11T07:21:59","date_gmt":"2026-08-11T14:21:59","guid":{"rendered":"https:\/\/www.phisonenterprise.com\/?page_id=10783"},"modified":"2026-09-04T08:21:45","modified_gmt":"2026-09-04T15:21:45","slug":"elastic-fine-tuning","status":"publish","type":"page","link":"https:\/\/www.phisonenterprise.com\/zh\/elastic-fine-tuning\/","title":{"rendered":"\u5f39\u6027\u5fae\u8c03"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"10783\" class=\"elementor elementor-10783\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17c7002 e-flex e-con-boxed e-con e-parent\" data-id=\"17c7002\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6fb8b3d e-con-full e-flex e-con e-child\" data-id=\"6fb8b3d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8131cc0 elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"8131cc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">aiDAPTIV <sup>TM<\/sup><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3499ef7 elementor-widget elementor-widget-heading\" data-id=\"3499ef7\" data-element_type=\"widget\" data-e-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\">\u66f4\u5feb\u7684 AI \u63a8\u7406\u6027\u80fd\u4e0e\u66f4\u5927\u89c4\u6a21\u7684 LLM \u8bad\u7ec3\uff0c\u5168\u7a0b\u5728\u672c\u5730\u90e8\u7f72\uff08On-Prem\uff09\u79c1\u6709\u73af\u5883\u4e2d\u5b8c\u6210<\/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-971e26c e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"971e26c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-463563a e-flex e-con-boxed e-con e-parent\" data-id=\"463563a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e13ef6b elementor-widget elementor-widget-shortcode\" data-id=\"e13ef6b\" data-element_type=\"widget\" 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class=\"elementor-sub-item\" tabindex=\"-1\">KV\u00a0Cache Extension &#038; Reuse<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11012\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/dynamic-moe\/\" class=\"elementor-sub-item\" tabindex=\"-1\">\u52a8\u6001 MoE<\/a><\/li>\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11010\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/elastic-fine-tuning\/\" class=\"elementor-sub-item\" tabindex=\"-1\">\u5f39\u6027\u5fae\u8c03<\/a><\/li>\n<\/ul>\n<\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11003\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/aidaptiv-cache-memory\/\" class=\"elementor-item\" tabindex=\"-1\">aiDAPTIV\u00a0cache\u00a0memory<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11004\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/technical-resources\/\" class=\"elementor-item\" tabindex=\"-1\">Technical\u00a0resources<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11002\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/build-with-pascari-aidaptiv\/\" class=\"elementor-item\" tabindex=\"-1\">\u57fa\u4e8e Pascari aiDAPTIV\u2122 \u6784\u5efa<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11001\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/evaluate-where-to-buy\/\" class=\"elementor-item\" tabindex=\"-1\">\u8bc4\u4f30\u00a0<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\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\t\t<\/div>\n\t\t<\/div>\n\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-9adf934 e-flex e-con-boxed e-con e-parent\" data-id=\"9adf934\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9041432 elementor-widget elementor-widget-heading\" data-id=\"9041432\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">\u5f39\u6027\u5fae\u8c03<\/h1>\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-81220c1 e-flex e-con-boxed e-con e-parent\" data-id=\"81220c1\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-27c6b4b e-con-full e-flex e-con e-child\" data-id=\"27c6b4b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aba9b0c elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"aba9b0c\" data-element_type=\"widget\" data-e-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\">\u672c\u5730\u5fae\u8c03\u66f4\u5927\u7684\u6a21\u578b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc7b82f elementor-widget-tablet__width-inherit elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"cc7b82f\" data-element_type=\"widget\" data-e-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<p>\u5fae\u8c03\u4efb\u52a1\u53ef\u80fd\u4f1a\u5728\u7528\u5c3d\u7b97\u529b\u524d\uff0c\u5c31\u5148\u8017\u5c3d\u5185\u5b58\u3002\u00a0<\/p><p>\u8bad\u7ec3\u4efb\u52a1\u4e0d\u53ea\u9700\u8981\u5185\u5b58\u6765\u4fdd\u5b58\u6a21\u578b\u6743\u91cd\uff0c\u8fd8\u9700\u8981\u5b83\u6765\u4fdd\u5b58\u68af\u5ea6\u3001\u4f18\u5316\u5668\u72b6\u6001\u3001\u6fc0\u6d3b\u503c\u3001\u4e2d\u95f4\u6570\u636e\u3001\u8f93\u5165\u5e8f\u5217\u4ee5\u53ca\u6279\u6b21\u6570\u636e\u3002\u00a0<\/p><p>\u589e\u52a0\u6a21\u578b\u89c4\u6a21\u3001\u5e8f\u5217\u957f\u5ea6\u6216\u6279\u6b21\u5927\u5c0f\u540e\uff0c\u9ad8\u901f\u5185\u5b58\u53ef\u80fd\u4f1a\u5728\u7cfb\u7edf\u7528\u5c3d\u7b97\u529b\u524d\u5c31\u5148\u88ab\u8017\u5c3d\u3002\u00a0<\/p><p>Pascari aiDAPTIV\u2122 \u901a\u8fc7\u6269\u5c55 GPU \u5185\u5b58\u4e4b\u5916\u7684\u53ef\u7528\u7a7a\u95f4\uff0c\u6765\u4fdd\u5b58\u6a21\u578b\u548c\u8bad\u7ec3\u72b6\u6001\uff0c\u5e2e\u52a9\u53d7\u5185\u5b58\u9650\u5236\u7684\u5fae\u8c03\u5f97\u4ee5\u5b9e\u73b0\u3002\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-e703c0c e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"e703c0c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\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-0129445 e-flex e-con-boxed e-con e-parent\" data-id=\"0129445\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a260666 e-con-full e-flex e-con e-child\" data-id=\"a260666\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0237ba0 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-initial elementor-widget elementor-widget-heading\" data-id=\"0237ba0\" data-element_type=\"widget\" data-e-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\">Fine-tuning data flow with aiDAPTIV<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d023e70 elementor-widget-tablet__width-initial elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d023e70\" data-element_type=\"widget\" data-e-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\">Fine-tuning needs many types of training data.\naiDAPTIV helps make larger fine-tuning jobs practical.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d6abbc e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"2d6abbc\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6719360 elementor-widget elementor-widget-image\" data-id=\"6719360\" data-element_type=\"widget\" data-e-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 fetchpriority=\"high\" decoding=\"async\" width=\"2560\" height=\"1617\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-34-2-scaled.png\" class=\"attachment-full size-full wp-image-10991\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-34-2-scaled.png 2560w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-34-2-300x189.png 300w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-34-2-1024x647.png 1024w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-34-2-768x485.png 768w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-34-2-1536x970.png 1536w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-34-2-2048x1293.png 2048w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-34-2-18x12.png 18w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\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>\n\t\t<div class=\"elementor-element elementor-element-7f300f9 e-con-full elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet e-flex e-con e-child\" data-id=\"7f300f9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-82b9814 elementor-widget elementor-widget-image\" data-id=\"82b9814\" data-element_type=\"widget\" data-e-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=\"656\" height=\"552\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-55.png\" class=\"attachment-large size-large wp-image-10789\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-55.png 656w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-55-300x252.png 300w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-55-14x12.png 14w\" sizes=\"(max-width: 656px) 100vw, 656px\" \/>\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-31cdebb elementor-widget elementor-widget-image\" data-id=\"31cdebb\" data-element_type=\"widget\" data-e-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=\"656\" height=\"138\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-28.png\" class=\"attachment-large size-large wp-image-10790\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-28.png 656w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-28-300x63.png 300w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-28-18x4.png 18w\" sizes=\"(max-width: 656px) 100vw, 656px\" \/>\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-85d86a9 elementor-widget elementor-widget-image\" data-id=\"85d86a9\" data-element_type=\"widget\" data-e-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 loading=\"lazy\" decoding=\"async\" width=\"465\" height=\"1024\" src=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-33-465x1024.png\" class=\"attachment-large size-large wp-image-10791\" alt=\"\" srcset=\"https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-33-465x1024.png 465w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-33-136x300.png 136w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-33-5x12.png 5w, https:\/\/www.phisonenterprise.com\/wp-content\/uploads\/2026\/08\/Group-33.png 656w\" sizes=\"(max-width: 465px) 100vw, 465px\" \/>\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>\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-7253ee4 e-flex e-con-boxed e-con e-parent\" data-id=\"7253ee4\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8a1093b e-con-full e-flex e-con e-child\" data-id=\"8a1093b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dca3be4 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-initial elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"dca3be4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u4e3a\u8bad\u7ec3\u72b6\u6001\u817e\u51fa\u7a7a\u95f4<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-caa4025 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-initial elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-widget elementor-widget-heading\" data-id=\"caa4025\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Make room <br \/>for training state<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3575f7e elementor-widget-tablet__width-inherit elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"3575f7e\" data-element_type=\"widget\" data-e-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<p>\u5728\u517c\u5bb9\u7684\u96c6\u6210\u8bad\u7ec3\u73af\u5883\u4e2d\uff0caiDAPTIV \u4f1a\u5728 GPU \u5185\u5b58\u3001\u7cfb\u7edf\u5185\u5b58\u548c\u7f13\u5b58\u5185\u5b58\u4e4b\u95f4\u8c03\u5ea6\u6a21\u578b\u548c\u8bad\u7ec3\u72b6\u6001\uff0c\u800c\u4e0d\u8981\u6c42\u5f53\u524d\u8bad\u7ec3\u6240\u9700\u7684\u5168\u90e8\u6570\u636e\u59cb\u7ec8\u7559\u5728 GPU \u5185\u5b58\u4e2d\u3002\u00a0<\/p><p>\u5177\u4f53\u5904\u7406\u65b9\u5f0f\u4f1a\u56e0\u6a21\u578b\u3001\u8fd0\u884c\u65f6\u3001\u8bad\u7ec3\u65b9\u6cd5\u3001\u786c\u4ef6\u914d\u7f6e\u3001\u5e8f\u5217\u957f\u5ea6\u4ee5\u53ca\u6279\u6b21\u5927\u5c0f\u800c\u53d8\u5316\u3002\u6839\u636e\u5177\u4f53\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u6570\u636e\u53ef\u80fd\u4f1a\u88ab\u4fdd\u7559\u3001\u5728\u5185\u5b58\u7cfb\u7edf\u4e2d\u79fb\u52a8\uff0c\u6216\u8005\u5728\u9700\u8981\u65f6\u91cd\u65b0\u751f\u6210\uff0c\u4ee5\u5e73\u8861\u5185\u5b58\u627f\u8f7d\u80fd\u529b\u548c\u6267\u884c\u65f6\u95f4\u3002\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\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9f7db9c e-flex e-con-boxed e-con e-parent\" data-id=\"9f7db9c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4575bd0 e-con-full e-flex e-con e-child\" data-id=\"4575bd0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-18da911 elementor-widget__width-initial elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"18da911\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u8fd9\u80fd\u591f\u5b9e\u73b0\u4ec0\u4e48<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5bad26e elementor-widget-tablet__width-inherit elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"5bad26e\" data-element_type=\"widget\" data-e-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<p>\u60a8\u53ef\u4ee5\u5728\u81ea\u5df1\u638c\u63a7\u7684\u6570\u636e\u73af\u5883\u4e2d\uff0c\u5c1d\u8bd5\u66f4\u5927\u89c4\u6a21\u7684\u6a21\u578b\u548c\u66f4\u9ad8\u8d1f\u8f7d\u7684\u5fae\u8c03\u914d\u7f6e\u3002\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-c694413 e-con-full e-grid e-con e-child\" data-id=\"c694413\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-bd9bc2d e-con-full e-flex e-con e-child\" data-id=\"bd9bc2d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f6b492b elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"f6b492b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">LoRA \u548c QLoRA<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ef0ec3f elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"ef0ec3f\" data-element_type=\"widget\" data-e-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<p>\u5373\u4f7f\u91c7\u7528\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff0c\u82e5\u6a21\u578b\u89c4\u6a21\u8f83\u5927\u3001\u5e8f\u5217\u8f83\u957f\u3001<\/p><p>\u6279\u6b21\u914d\u7f6e\u8f83\u9ad8\uff0c\u5185\u5b58\u4ecd\u53ef\u80fd\u4e0d\u8db3\u3002<\/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-f5f97fd e-con-full e-flex e-con e-child\" data-id=\"f5f97fd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-29aaa5f elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"29aaa5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u672c\u5730\u79c1\u6709\u5fae\u8c03<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22b8283 elementor-widget-tablet__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"22b8283\" data-element_type=\"widget\" data-e-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<p>\u5f53\u4e0d\u9002\u5408\u91c7\u7528\u4e91\u7aef\u8bad\u7ec3\u65f6\uff0c\u8ba9\u9886\u57df\u6570\u636e\u4fdd\u7559\u5728\u672c\u5730\u73af\u5883\u4e2d\u3002<\/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\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-6de8c5d elementor-hidden-desktop elementor-hidden-laptop elementor-hidden-tablet elementor-hidden-mobile e-flex e-con-boxed e-con e-parent\" data-id=\"6de8c5d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d1f20f7 e-con-full e-flex e-con e-child\" data-id=\"d1f20f7\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5c5567a elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"5c5567a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Capacity comes with tradeoffs<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4f0916 elementor-widget-tablet__width-inherit elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"d4f0916\" data-element_type=\"widget\" data-e-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<p>Fine-tuning performance depends on the model, runtime, training method, hardware configuration, sequence length, batch size, and data movement through the memory tiers.\u00a0<\/p><p>The value is added training capacity when GPU memory alone is the limiting factor.\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-15bb480 e-con-full e-flex e-con e-child\" data-id=\"15bb480\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a920aff elementor-align-left elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"a920aff\" data-element_type=\"widget\" data-e-type=\"widget\" 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=\"#\">\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\">Discuss a fine-tuning workload<\/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-e36a773 elementor-align-left elementor-widget__width-auto elementor-widget elementor-widget-button\" data-id=\"e36a773\" data-element_type=\"widget\" data-e-type=\"widget\" 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=\"#\">\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\">\u4e86\u89e3 aiDAPTIV \u7684\u5de5\u4f5c\u539f\u7406<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>aiDAPTIV TM Faster Inference and Larger LLM Training, Done Privately On-Prem Elastic\u00a0Fine-Tuning Adapt a larger model locally Fine-tuning can run out of memory before available\u00a0compute is\u00a0fully used.\u00a0 A training job needs memory for more than model weights. It also needs gradients, optimizer state, activations, intermediate data, input sequences, and batches.\u00a0 Increase model size, sequence length, [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":11438,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"_acf_changed":false,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"class_list":["post-10783","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages\/10783","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/comments?post=10783"}],"version-history":[{"count":95,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages\/10783\/revisions"}],"predecessor-version":[{"id":11495,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages\/10783\/revisions\/11495"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/media\/11438"}],"wp:attachment":[{"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/media?parent=10783"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}