{"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":"2026-08-13T15:24:40","modified_gmt":"2026-08-13T22:24:40","slug":"elastic-fine-tuning","status":"publish","type":"page","link":"https:\/\/www.phisonenterprise.com\/zh\/elastic-fine-tuning\/","title":{"rendered":"Elastic\u00a0Fine-Tuning"},"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\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"section\" data-elementor-id=\"11025\" class=\"elementor elementor-11025\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-9320bf1 e-flex e-con-boxed e-con e-parent\" data-id=\"9320bf1\" 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-6f10943 elementor-nav-menu--dropdown-none elementor-widget elementor-widget-nav-menu\" data-id=\"6f10943\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;submenu_icon&quot;:{&quot;value&quot;:&quot;&lt;svg aria-hidden=\\&quot;true\\&quot; class=\\&quot;fa-svg-chevron-down e-font-icon-svg e-fas-chevron-down\\&quot; viewBox=\\&quot;0 0 448 512\\&quot; xmlns=\\&quot;http:\\\/\\\/www.w3.org\\\/2000\\\/svg\\&quot;&gt;&lt;path d=\\&quot;M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\\&quot;&gt;&lt;\\\/path&gt;&lt;\\\/svg&gt;&quot;,&quot;library&quot;:&quot;fa-solid&quot;},&quot;layout&quot;:&quot;horizontal&quot;}\" data-widget_type=\"nav-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<nav aria-label=\"Menu\" class=\"elementor-nav-menu--main elementor-nav-menu__container elementor-nav-menu--layout-horizontal e--pointer-underline e--animation-fade\">\n\t\t\t\t<ul id=\"menu-1-6f10943\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-11056\"><a href=\"\/zh\/pascari-aidaptiv\/\" class=\"elementor-item\">\u6982\u8ff0<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-11005\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/how-pascari-aidaptiv-works\/\" class=\"elementor-item\">How\u00a0Pascari\u00a0aiDAPTIV\u2122\u00a0works<span class=\"sub-arrow\"><svg aria-hidden=\"true\" class=\"fa-svg-chevron-down e-font-icon-svg e-fas-chevron-down\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11011\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/kv-cache-extension-reuse\/\" class=\"elementor-sub-item\">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\">Dynamic\u00a0MoE<\/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\">Elastic\u00a0Fine-Tuning<\/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\">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\">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\">Build with\u00a0Pascari\u00a0aiDAPTIV\u2122<\/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\">Evaluate \/ Where to\u00a0buy\u00a0<\/a><\/li>\n<\/ul>\t\t\t<\/nav>\n\t\t\t\t\t\t<nav class=\"elementor-nav-menu--dropdown elementor-nav-menu__container\" aria-hidden=\"true\">\n\t\t\t\t<ul id=\"menu-2-6f10943\" class=\"elementor-nav-menu\"><li class=\"menu-item menu-item-type-custom menu-item-object-custom menu-item-11056\"><a href=\"\/zh\/pascari-aidaptiv\/\" class=\"elementor-item\" tabindex=\"-1\">\u6982\u8ff0<\/a><\/li>\n<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-11005\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/how-pascari-aidaptiv-works\/\" class=\"elementor-item\" tabindex=\"-1\">How\u00a0Pascari\u00a0aiDAPTIV\u2122\u00a0works<span class=\"sub-arrow\"><svg aria-hidden=\"true\" class=\"fa-svg-chevron-down e-font-icon-svg e-fas-chevron-down\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span><\/a>\n<ul class=\"sub-menu elementor-nav-menu--dropdown\">\n\t<li class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-11011\"><a href=\"https:\/\/www.phisonenterprise.com\/zh\/kv-cache-extension-reuse\/\" 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\">Dynamic\u00a0MoE<\/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\">Elastic\u00a0Fine-Tuning<\/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\">Build with\u00a0Pascari\u00a0aiDAPTIV\u2122<\/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\">Evaluate \/ Where to\u00a0buy\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\">Elastic\u00a0Fine-Tuning<\/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\">Adapt a larger model locally<\/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>Fine-tuning can run out of memory before available\u00a0compute is\u00a0fully used.\u00a0<\/p><p>A training job needs memory for more than model weights. It also needs gradients, optimizer state, activations, intermediate data, input sequences, and batches.\u00a0<\/p><p>Increase model size, sequence length, or batch size, and fast memory can disappear before the system has exhausted its compute capacity.\u00a0<\/p><p>Pascari\u00a0aiDAPTIV\u2122\u00a0can help make memory-constrained fine-tuning practical by extending available capacity for model and training state beyond GPU memory alone.\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\">Make room 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-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>In supported training integrations, aiDAPTIV can stage model and training state through GPU memory, system memory, and\u00a0cache\u00a0memory rather than requiring the complete working set to remain in GPU memory at once.\u00a0<\/p><p>Exact handling varies by model, runtime, training method, hardware configuration, sequence length, and batch size. Depending on the workload, data may be retained, moved through the memory system, or recomputed to balance capacity and execution time.\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\">What this\u00a0enables<\/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>Explore larger candidate models or more demanding fine-tuning configurations while keeping data in the environment you control.\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 and 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>Parameter-efficient tuning can still run into memory limits around model size, sequence length, and batch configuration.<\/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\">Private adaptation<\/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>Keep domain data local when cloud training is not appropriate.<\/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\">Explore\u00a0technical\u00a0resources<\/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":0,"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","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":91,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages\/10783\/revisions"}],"predecessor-version":[{"id":11242,"href":"https:\/\/www.phisonenterprise.com\/zh\/wp-json\/wp\/v2\/pages\/10783\/revisions\/11242"}],"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}]}}