{"id":1013,"date":"2026-02-04T16:10:18","date_gmt":"2026-02-04T07:10:18","guid":{"rendered":"https:\/\/graphai.io\/%eb%b6%84%eb%a5%98%eb%90%98%ec%a7%80-%ec%95%8a%ec%9d%8c\/graphai-framework-gflux\/"},"modified":"2026-03-13T16:23:36","modified_gmt":"2026-03-13T07:23:36","slug":"graphai-framework-gflux","status":"publish","type":"post","link":"https:\/\/graphai.io\/en\/news\/graphai-framework-gflux\/","title":{"rendered":"KAIST Professor Minsoo Kim&#8217;s Research Team Develops &#8216;GFlux,&#8217; the World&#8217;s Highest-Performance Computing Framework"},"content":{"rendered":"[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; row_position_desktop=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; left_margin=&#8221;auto&#8221; right_margin=&#8221;auto&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; max_width_desktop=&#8221;1000&#8243; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; column_padding_type=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; top_padding=&#8221;20&#8243; constrain_group_1=&#8221;yes&#8221; bottom_padding=&#8221;20&#8243; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;center&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; column_padding_type=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][image_with_animation image_url=&#8221;784&#8243; image_size=&#8221;full&#8221; max_width=&#8221;100%&#8221; max_width_mobile=&#8221;default&#8221; animation_type=&#8221;entrance&#8221; animation=&#8221;None&#8221; animation_movement_type=&#8221;transform_y&#8221; hover_animation=&#8221;none&#8221; alignment=&#8221;&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; image_loading=&#8221;default&#8221;][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][vc_column_text css=&#8221;&#8221; text_direction=&#8221;default&#8221; el_class=&#8221;article&#8221;]\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">GraphAI CEO and KAIST School of Computing Professor Minsoo Kim&#8217;s research team has developed &#8216;GFlux,&#8217; a framework capable of processing ultra-large-scale graph computations with 1 trillion edges at ultra-high speed using just a single GPU computer. While existing methods required connecting 25 computers and took approximately 2,000 seconds for high-difficulty computations, GFlux completed the same task in just 1,184 seconds in a single GPU environment, demonstrating world-class performance.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">This was achieved by introducing &#8216;GTask&#8217; scheduling, which optimizes computation units to overcome the GPU&#8217;s limited memory, along with integrated main memory-GPU memory management technology. The research also utilized a proprietary compression format called HGF to reduce data size by nearly half, and for the first time in a GPU environment, applied a 3-byte address system to reduce memory usage by 25%.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">These technological capabilities are expected to become core driving forces in next-generation AI and data analysis fields that handle massive data \u2014 including Graph Retrieval-Augmented Generation (RAG), knowledge graphs, and vector indexing. GraphAI engineers Seyeon Oh and Heeyong Yoon participated as co-first authors, CTO Donghyung Han as the third author, and CEO Minsoo Kim as the corresponding author, demonstrating an exemplary case of industry-academia collaboration.<\/p>\n<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\">GraphAI plans to leverage the technology validated through this research to take the lead in solving real-world industrial challenges that require large-scale graph computation processing.<\/p>\n<p>Read more : <a href=\"https:\/\/www.aitimes.kr\/news\/articleView.html?idxno=35071\" target=\"_blank\" rel=\"noopener\">https:\/\/www.aitimes.kr\/news\/articleView.html?idxno=35071<\/a>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; text_align=&#8221;left&#8221; row_position=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; pointer_events=&#8221;all&#8221;][vc_column_inner column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; top_margin=&#8221;20&#8243; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; centered_text=&#8221;true&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; overflow=&#8221;visible&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; column_padding_type=&#8221;default&#8221; gradient_type=&#8221;default&#8221;][nectar_btn size=&#8221;jumbo&#8221; button_style=&#8221;regular&#8221; button_color_2=&#8221;Extra-Color-1&#8243; icon_family=&#8221;default_arrow&#8221; button_id=&#8221;back_btn&#8221; text=&#8221;Back&#8221;][vc_raw_html css=&#8221;&#8221;]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[\/vc_raw_html][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; row_position_desktop=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_backdrop_filter=&#8221;none&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; column_link_target=&#8221;_self&#8221; column_position=&#8221;default&#8221; gradient_direction=&#8221;left_to_right&#8221; overlay_strength=&#8221;0.3&#8243; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; animation_type=&#8221;default&#8221; bg_image_animation=&#8221;none&#8221; border_type=&#8221;simple&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;120&#8243; custom_height_tablet=&#8221;70&#8243; custom_height_phone=&#8221;60&#8243;][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; column_margin=&#8221;default&#8221; column_direction=&#8221;default&#8221; column_direction_tablet=&#8221;default&#8221; column_direction_phone=&#8221;default&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; row_border_radius=&#8221;none&#8221; row_border_radius_applies=&#8221;bg&#8221; row_position_desktop=&#8221;default&#8221; row_position_tablet=&#8221;inherit&#8221; row_position_phone=&#8221;inherit&#8221; overflow=&#8221;visible&#8221; overlay_strength=&#8221;0.3&#8243; gradient_direction=&#8221;left_to_right&#8221; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_tablet=&#8221;inherit&#8221; column_padding_phone=&#8221;inherit&#8221; column_padding_position=&#8221;all&#8221; left_margin=&#8221;auto&#8221; right_margin=&#8221;auto&#8221; flex_gap_desktop=&#8221;10px&#8221; column_element_direction_desktop=&#8221;default&#8221; column_element_spacing=&#8221;default&#8221; desktop_text_alignment=&#8221;default&#8221;&#8230;<\/p>\n","protected":false},"author":1,"featured_media":1014,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[29],"tags":[],"class_list":{"0":"post-1013","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-news"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/posts\/1013","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/comments?post=1013"}],"version-history":[{"count":2,"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/posts\/1013\/revisions"}],"predecessor-version":[{"id":1184,"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/posts\/1013\/revisions\/1184"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/media\/1014"}],"wp:attachment":[{"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/media?parent=1013"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/categories?post=1013"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/graphai.io\/en\/wp-json\/wp\/v2\/tags?post=1013"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}