{"id":8781,"date":"2026-03-30T21:26:18","date_gmt":"2026-03-30T12:26:18","guid":{"rendered":"https:\/\/now0930.pe.kr\/wordpress\/?p=8781"},"modified":"2026-04-05T22:30:31","modified_gmt":"2026-04-05T13:30:31","slug":"%ec%82%bd%ec%a7%88%ea%b8%b0-pdf-%eb%b2%88%ec%97%ad-%ed%80%84%eb%a6%ac%ed%8b%b0-100-%eb%bd%91%ec%95%84%eb%82%b4%ea%b8%b0-docling-gpu-%ea%b0%80%ec%9d%b4%eb%93%9c","status":"publish","type":"post","link":"https:\/\/now0930.pe.kr\/wordpress\/%ec%82%bd%ec%a7%88%ea%b8%b0-pdf-%eb%b2%88%ec%97%ad-%ed%80%84%eb%a6%ac%ed%8b%b0-100-%eb%bd%91%ec%95%84%eb%82%b4%ea%b8%b0-docling-gpu-%ea%b0%80%ec%9d%b4%eb%93%9c\/","title":{"rendered":"[\uc0bd\uc9c8\uae30] PDF \ubc88\uc5ed \ud004\ub9ac\ud2f0 100% \ubf51\uc544\ub0b4\uae30: Docling GPU \uac00\uc774\ub4dc"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\uae30\uc220 \ubb38\uc11c\ub098 \ub17c\ubb38\uc744 LLM\uc73c\ub85c \ubc88\uc5ed\ud560 \ub54c \uac00\uc7a5 \ud070 \uac78\ub9bc\ub3cc\uc740 PDF \uadf8 \uc790\uccb4\uc785\ub2c8\ub2e4. PDF\ub97c \uadf8\ub300\ub85c \uc5c5\ub85c\ub4dc\ud558\uba74 \ub808\uc774\uc544\uc6c3\uc774 \uae68\uc9c0\uac70\ub098 \ud45c \ub370\uc774\ud130\uac00 \ub4a4\uc11e\uc5ec \ubc88\uc5ed \ud488\uc9c8\uc774 \ucc98\ucc38\ud574\uc9c0\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ubb38\uc11c\uc758 \uad6c\uc870\ub97c \uc644\ubcbd\ud558\uac8c \uc720\uc9c0\ud558\uba70 \ub9c8\ud06c\ub2e4\uc6b4(Markdown)\uc73c\ub85c \ubcc0\ud658\ud574\uc8fc\ub294 <strong>Docling<\/strong> \ub3c4\uc785\uae30\ub97c \uae30\ub85d\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. Docling \uacf5\uc2dd \uc0ac\uc774\ud2b8 \ubc0f \uc8fc\uc694 \ud2b9\uc9d5<\/h2>\n\n\n\n<p><strong>Docling<\/strong>\uc740 \ub2e8\uc21c\ud55c \ud14d\uc2a4\ud2b8 \ucd94\ucd9c\uc744 \ub118\uc5b4, AI \ubaa8\ub378\uc774 \ubb38\uc11c\ub97c &#8216;\uc774\ud574&#8217;\ud560 \uc218 \uc788\ub294 \uad6c\uc870\ub85c \ubcc0\ud658\ud574\uc8fc\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uacf5\uc2dd \uc0ac\uc774\ud2b8<\/strong>: <a href=\"https:\/\/www.docling.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">docling.ai<\/a><\/li>\n\n\n\n<li><strong>\ud575\uc2ec \uae30\ub2a5<\/strong>: \uace0\uae09 \ub808\uc774\uc544\uc6c3 \ubd84\uc11d, \ubcf5\uc7a1\ud55c \ud45c(Table) \uc778\uc2dd, OCR \uc9c0\uc6d0 \ub4f1.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. CPU vs GPU \ubc84\uc804: \uc65c GPU\uc778\uac00?<\/h2>\n\n\n\n<p>\uc0b0\uc5c5\uc6a9 \uae30\uc220 \ubb38\uc11c\ucc98\ub7fc \ub3c4\ud45c\uc640 \ubcf5\uc7a1\ud55c \uad6c\uc131\ub3c4\uac00 \ub9ce\uc740 PDF\ub294 \ube44\uc804 \ubaa8\ub378(VLM)\uc744 \ud65c\uc6a9\ud55c \ubd84\uc11d\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. GPU \uac00\uc18d\uc744 \uc0ac\uc6a9\ud558\uba74 CPU \ub300\ube44 <strong>\ucd5c\ub300 6\ubc30 \uc774\uc0c1 \ube60\ub978 \uc18d\ub3c4<\/strong>\ub85c \ub300\ub7c9\uc758 \ubb38\uc11c\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. GPU \ucd5c\uc801\ud654 Docker \ud658\uacbd \uad6c\uc131<\/h2>\n\n\n\n<p>\uc2dc\ud589\ucc29\uc624 \ub05d\uc5d0 \uc815\ucc29\ud55c <strong>Intel Core Ultra 245K \ubc0f NVIDIA GPU<\/strong> \ud658\uacbd\uc6a9 <code>Dockerfile<\/code>\uc785\ub2c8\ub2e4. CUDA \uc9c0\uc6d0 PyTorch\ub97c \uba85\uc2dc\uc801\uc73c\ub85c \uc124\uce58\ud558\uc5ec \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>Dockerfile<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. CUDA \uc9c0\uc6d0 \ud30c\uc774\uc36c \uc774\ubbf8\uc9c0 \uc0ac\uc6a9\nFROM nvidia\/cuda:12.4.1-base-ubuntu22.04\n\n# 2. \ud544\uc218 \ud328\ud0a4\uc9c0 \ubc0f \ud30c\uc774\uc36c \uc124\uce58\nRUN apt-get update &amp;&amp; apt-get install -y \\\n    python3-pip python3-dev libgl1 libglib2.0-0 curl git \\\n    &amp;&amp; rm -rf \/var\/lib\/apt\/lists\/*\n\nWORKDIR \/app\n\n# 3. CUDA \uc9c0\uc6d0 PyTorch \uc124\uce58 (\uc131\ub2a5 \ucd5c\uc801\ud654\uc758 \ud575\uc2ec)\nRUN pip3 install torch torchvision torchaudio --index-url https:\/\/download.pytorch.org\/whl\/cu124\n\n# 4. Docling \ubc0f ONNX GPU \uac00\uc18d \uc5d4\uc9c4 \uc124\uce58\nRUN pip3 install docling&#91;onnxruntime-gpu]\n\n# 5. \ubaa8\ub378 \ubbf8\ub9ac \ub2e4\uc6b4\ub85c\ub4dc (\uc2e4\ud589 \uc2dc \uc18d\ub3c4 \ud5a5\uc0c1)\nRUN docling-tools models download\n\nENTRYPOINT &#91;\"docling\"]\n<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \ucd5c\uc885 \ud574\uacb0: \uccb4\uacc4\uc801\uc778 \uacb0\uacfc\ubb3c \uad00\ub9ac\ub97c \uc704\ud55c \uc2e4\ud589 \uc804\ub7b5<\/h2>\n\n\n\n<p>\ub2e8\uc21c \ub9ac\ub2e4\uc774\ub809\uc158 \ub300\uc2e0, \ubcc4\ub3c4\uc758 \ucd9c\ub825 \ub514\ub809\ud1a0\ub9ac\ub97c \uc0dd\uc131\ud558\uace0 <code>--output<\/code> \uc635\uc158\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubcc0\ud658\ub41c \ud30c\uc77c\ub4e4\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \uad00\ub9ac\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p>Bash<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># 1. \uacb0\uacfc\ubb3c\uc774 \uc800\uc7a5\ub420 \ud3f4\ub354 \uc0dd\uc131\nmkdir -p output\n\n# 2. GPU \uac00\uc18d \ubc0f \ucd9c\ub825 \uacbd\ub85c \uc9c0\uc815 \uc2e4\ud589\ndocker run --rm --gpus all \\\n  -v \"$(pwd)\":\/data \\\n  docling-gpu:latest \\\n  \/data\/technical-spec.pdf \\\n  --force-ocr \\\n  --ocr-lang ko,en \\\n  --output \/data\/output\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\uc774 \ubc29\uc2dd\uc758 \ud575\uc2ec \ud3ec\uc778\ud2b8:<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong><code>--output \/data\/output<\/code><\/strong>: \uacb0\uacfc \ub9c8\ud06c\ub2e4\uc6b4 \ud30c\uc77c\uc774 \uc9c0\uc815\ub41c \ud3f4\ub354 \ub0b4\uc5d0 \uc0dd\uc131\ub418\uc5b4 \ud30c\uc77c \uad00\ub9ac\uac00 \ud6e8\uc52c \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong><code>--force-ocr<\/code><\/strong>: \ud14d\uc2a4\ud2b8 \ub808\uc774\uc5b4\uac00 \uae68\uc9c4 PDF\ub3c4 \uc774\ubbf8\uc9c0 \ubd84\uc11d\uc744 \ud1b5\ud574 100% \ud14d\uc2a4\ud2b8\ub85c \ubcf5\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong><code>--ocr-lang ko,en<\/code><\/strong>: \ud55c\uc601 \ud63c\uc6a9 \ubb38\uc11c\uc758 \uc778\uc2dd\ub960\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ub9c8\uce58\ub294 \uae00<\/h2>\n\n\n\n<p>PDF\ub97c \uadf8\ub300\ub85c \ubc88\uc5ed\uae30\uc5d0 \ub123\uace0 \uc2e4\ub9dd\ud558\uc168\ub2e4\uba74, \uc774\uc81c <strong>Docling GPU<\/strong>\ub85c \uc804\ucc98\ub9ac\ub97c \uc2dc\uc791\ud574 \ubcf4\uc138\uc694. \uad6c\uc870\uac00 \uc0b4\uc544\uc788\ub294 \ub9c8\ud06c\ub2e4\uc6b4 \ud30c\uc77c \ub355\ubd84\uc5d0 LLM\uc758 \ubc88\uc5ed \ud488\uc9c8\uc774 \ucc28\uc6d0\uc774 \ub2e4\ub974\uac8c \ub192\uc544\uc9c0\ub294 \uac83\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc88b\uc2b5\ub2c8\ub2e4, \ub300\uc6d0\ub2d8. \uc694\uccad\ud558\uc2e0 \ub300\ub85c <strong>22.3 Security Measures to Counteract Network Attacks<\/strong>\ub97c \uc6d0\ubb38 \uadf8\ub300\ub85c \ubc88\uc5ed\ud558\ub418, \uc6d0\ubb38\uc740 \ucc98\uc74c \ub450 \ubb38\uc7a5\ub9cc \uc81c\uc2dc\ud558\uace0 \ub098\uba38\uc9c0\ub294 \ubc88\uc5ed\uc73c\ub85c \uc774\uc5b4\uac00\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uae30\uc220 \ubb38\uc11c\ub098 \ub17c\ubb38\uc744 LLM\uc73c\ub85c \ubc88\uc5ed\ud560 \ub54c \uac00\uc7a5 \ud070 \uac78\ub9bc\ub3cc\uc740 PDF \uadf8 \uc790\uccb4\uc785\ub2c8\ub2e4. PDF\ub97c \uadf8\ub300\ub85c \uc5c5\ub85c\ub4dc\ud558\uba74 \ub808\uc774\uc544\uc6c3\uc774 \uae68\uc9c0\uac70\ub098 \ud45c \ub370\uc774\ud130\uac00 \ub4a4\uc11e\uc5ec [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[12],"tags":[1908,1910,1909,1911],"class_list":["post-8781","post","type-post","status-publish","format-standard","hentry","category-12","tag-docling","tag-markup","tag-md","tag-1911"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/posts\/8781","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/comments?post=8781"}],"version-history":[{"count":2,"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/posts\/8781\/revisions"}],"predecessor-version":[{"id":8805,"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/posts\/8781\/revisions\/8805"}],"wp:attachment":[{"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/media?parent=8781"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/categories?post=8781"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/now0930.pe.kr\/wordpress\/wp-json\/wp\/v2\/tags?post=8781"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}