{"id":7090,"date":"2024-07-11T16:43:47","date_gmt":"2024-07-11T08:43:47","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=7090"},"modified":"2024-12-13T21:09:46","modified_gmt":"2024-12-13T13:09:46","slug":"gemma2-paligemma-%e5%ad%b8%e7%bf%92%e7%ad%86%e8%a8%98%ef%bc%8c%e5%8f%af%e4%bb%a5%e6%87%89%e7%94%a8%e7%af%84%e5%9c%8d","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=7090","title":{"rendered":"Gemma2\/PaliGemma \u5b78\u7fd2\u7b46\u8a18\uff0c\u53ef\u4ee5\u61c9\u7528\u7bc4\u570d"},"content":{"rendered":"\n<p>2024-07-11 | Blog E<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"paligemma-\u76f8\u95dc\u8cc7\u6e90\">PaliGemma \u76f8\u95dc\u8cc7\u6e90\uff1a<\/h3>\n\n\n\n<p class=\"has-text-align-left\">\u9019\u908a\u6709 paligemma \u7684 demo code&nbsp;(\u5728 HuggingFace \u4e0a\u9762)<\/p>\n\n\n\n<p class=\"has-text-align-center\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.evanlin.com\/images\/2022\/image-20240711212906507.png?w=640&#038;ssl=1\" alt=\"image-20240711212906507\"><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.evanlin.com\/images\/2022\/Google%20Chrome%202024-07-11%2015.46.00.png?w=640&#038;ssl=1\" alt=\"Google Chrome 2024-07-11 15.46.00\"\/><\/figure>\n<\/div>\n\n\n<p>\u53ef\u4ee5\u770b\u51fa\u4f86\uff0c\u7531\u65bc\u662f Gemma 2B \u52a0\u4e0a SigLIP \u4ed6\u5c0d\u65bc\u8a9e\u8a00\u7684\u8655\u7406\u6bd4\u8f03\u7c21\u55ae\u3002 \u53ef\u4ee5\u505a\u4e00\u4e9b\u7c21\u55ae\u7684\u8cc7\u8a0a\u8655\u7406\uff0c\u4f46\u662f\u8907\u96dc\u554f\u984c\u5c31\u4e0d\u884c\uff0c\u6bd4\u5982\u8aaa\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7522\u751f JSON \u56de\u8986 (X)<\/li>\n\n\n\n<li>\u4e00\u6b21\u56de\u7b54\u5169\u500b\u554f\u984c\u4ee5\u4e0a (X)<\/li>\n<\/ul>\n\n\n\n<p>\u4f46\u662f\u53ef\u4ee5\u9054\u5230\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528\u4e2d\u6587\u554f\u554f\u984c\uff08\u4f46\u662f\u53ea\u6703\u56de\u7b54\u82f1\u6587\uff09<\/li>\n\n\n\n<li>\u53ef\u4ee5\u505a\u7c21\u55ae\u7684 OCR \uff0c\u6216\u662f Object Detection \u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6839\u64da\u4ee5\u4e0b\u8a0e\u8ad6 PaliGemma \u7684\u5f71\u7247\uff0c Google \u5718\u968a\u5efa\u8b70\u76f4\u63a5\u4f7f\u7528 Mix \u7248\u672c\u7684\u6a21\u578b\u3002\u4ed6\u53ef\u4ee5 Vision + Object Detection \u3002<\/p>\n\n\n\n<p><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.evanlin.com\/images\/2022\/image-20240711223813438.png?w=640&#038;ssl=1\" alt=\"image-20240711223813438\"\/><\/figure>\n<\/div>\n\n\n<p>\u4ee5\u4e0a\u662f PaliGemma model \u7684\u76f8\u95dc Benchmark \uff0c\u53ef\u4ee5\u770b\u51fa\u4f86\u3002<\/p>\n\n\n\n<p>\u5c0d\u6bd4\u7684\u76f8\u95dc\u6e2c\u8a66\u6578\u64da\u8ddf\u65b9\u6cd5\uff0c\u90fd\u53ef\u4ee5\u5f97\u5230\u4e0d\u932f\u7684\u6e96\u78ba\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5728-gcp-\u4e0a\u9762\u76f4\u63a5\u90e8\u7f72-paligemma\">\u5728 GCP \u4e0a\u9762\u76f4\u63a5\u90e8\u7f72 PaliGemma<\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.evanlin.com\/images\/2022\/image-20240711224714480.png?w=640&#038;ssl=1\" alt=\"\"\/><\/figure>\n<\/div>\n\n\n<p>\u53e6\u5916\u4e00\u65b9\u9762 Gemma 2 \u4e5f\u53ef\u4ee5:<\/p>\n\n\n\n<p>\u00a0https:\/\/console.cloud.google.com\/vertex-ai\/publishers\/google\/model-garden\/gemma2<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.evanlin.com\/images\/2022\/image-20240712105925552.png?w=640&#038;ssl=1\" alt=\"image-20240712105925552\"\/><\/figure>\n<\/div>\n\n\n<h1 class=\"wp-block-heading\" id=\"gemma-\u53ef\u4ee5\u9069\u7528\u7684\u76f8\u95dc\u5167\u5bb9\">Gemma \u53ef\u4ee5\u9069\u7528\u7684\u76f8\u95dc\u5167\u5bb9<\/h1>\n\n\n\n<p>\u900f\u904e Gemma \u53ef\u4ee5\u8b93 token \u6578\u5b57\u6709\u5927\u5e45\u5ea6\u7684\u6e1b\u5c11\uff0c\u6709\u4ee5\u4e0b\u5e7e\u7a2e\u65b9\u5411\u53ef\u4ee5\u8003\u616e\uff1a<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u500b\u4eba\u96b1\u79c1\u7684\u5075\u6e2c\">\u500b\u4eba\u96b1\u79c1\u7684\u5075\u6e2c<\/h2>\n\n\n\n<p>\u8b93\u4e00\u4e9b\u53ef\u80fd\u6709\u500b\u4eba\u96b1\u79c1\u7684\u90e8\u5206\u53ef\u4ee5\u7372\u5f97\u6bd4\u8f03\u6709\u6548\u7684\u7be9\u9078\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4ee5\u524d\u505a\u6cd5\">\u4ee5\u524d\u505a\u6cd5\uff1a<\/h3>\n\n\n\n<p>\u500b\u4eba\u8cc7\u6599\u7684\u5075\u6e2c\u8ddf\u53bb\u9664\u4e00\u76f4\u662f\u4e00\u500b\u5f88\u96e3\u7684\u6280\u8853\uff0c\u9700\u8981\u6709\u8a31\u591a regular expression \u4f86\u505a\u63a7\u7ba1\u3002\u5373\u4fbf\u662f\u5982\u6b64\uff0c\u9084\u662f\u6709\u53ef\u80fd\u6703\u6709\u907a\u6f0f\u7684\u5730\u65b9\u3002\u91dd\u5c0d\u500b\u4eba\u8cc7\u6599\u5075\u6e2c\u9019\u4e00\u6bb5\uff0c\u5176\u5be6\u5728 LLM \u662f\u53ef\u4ee5\u4f7f\u7528\u7684\u3002 \u4f46\u662f\u5728\u8cc7\u5b89\u6cd5\u898f\u4e0a\uff0c\u76f4\u63a5\u5c07\u7528\u6236\u7684\u500b\u4eba\u8cc7\u6599\u50b3\u5230\u7b2c\u4e09\u65b9\uff0c\u9019\u6a23\u662f\u4e0d\u7b26\u5408\u898f\u7bc4\u7684\u3002\u6240\u4ee5\u9019\u4e00\u6bb5\u53ef\u4ee5\u900f\u904e Gemma \u4f86\u65bd\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5982\u4f55\u7528-gemma-on-device-llm-\u8655\u7406\">\u5982\u4f55\u7528 Gemma (on-device LLM) \u8655\u7406<\/h3>\n\n\n\n<pre class=\"wp-block-code alignwide\"><code>\u67e5\u770b\u4ee5\u4e0b\u5167\u5bb9\u662f\u5426\u5305\u542b\u500b\u4eba\u8cc7\u6599\uff0c\u5730\u5740\uff0c\u8eab\u4efd\u5b57\u865f\uff0c\u9280\u884c\u5e33\u865f\uff0c\u56de\u8986\u6211 \u662f \u6216\u662f \u5426\n------\n\u6211\u60f3\u627e\u53f0\u5317\u7684\u623f\u5b50\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5982\u4f55\u7528-paligemma-\u8655\u7406\">\u5982\u4f55\u7528 PaliGemma \u8655\u7406\uff1f<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>Check if the image content contains personal information, address, identity number, or bank account number, and reply with Yes or No.\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5be6\u5730\u6e2c\u8a66---gemma2--paligemma\">\u5be6\u5730\u6e2c\u8a66 &#8211; Gemma2 \/ PaliGemma<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u6587\u5b57\u6e2c\u8a66-gemma2-9b\">\u6587\u5b57\u6e2c\u8a66 Gemma2-9B<\/h4>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.evanlin.com\/images\/2022\/iTerm2%202024-07-12%2011.49.58.png?w=640&#038;ssl=1\" alt=\"iTerm2 2024-07-12 11.49.58\"\/><\/figure>\n<\/div>\n\n\n<p>\u6539\u6210 \u300c\u67d0\u4eba\u300d\u8ddf \u300c\u914d\u5076\u300d\uff0c\u4e26\u4e14\u53ef\u4ee5\u6709\u6548\u5730\u53bb\u9664\u8eab\u4efd\u5b57\u865f\u8ddf\u9280\u884c\u5e33\u865f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"\u5716\u7247\u6e2c\u8a66-paligemma\">\u5716\u7247\u6e2c\u8a66 PaliGemma<\/h4>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.evanlin.com\/images\/2022\/Google%20Chrome%202024-07-12%2011.10.02.png?w=640&#038;ssl=1\" alt=\"Google Chrome 2024-07-12 11.10.02\"\/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.evanlin.com\/images\/2022\/image-20240712111911951.png?w=640&#038;ssl=1\" alt=\"image-20240712111911951\"\/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5224\u5b9a\u662f\u5426\u9700\u8981-\u5927\u578bllm-\u7684\u4ecb\u5165\">\u5224\u5b9a\u662f\u5426\u9700\u8981 \u300c\u5927\u578b\u300dLLM \u7684\u4ecb\u5165<\/h2>\n\n\n\n<p>\u5c07\u804a\u5929\u6a5f\u5668\u4eba\u653e\u5165\u7fa4\u7d44\u4e4b\u4e2d\uff0c\u6700\u5bb3\u6015\u7684\u5c31\u662f\u6015\u300c Token\u300d\u7206\u6389\u3002\u56e0\u70ba\u6bcf\u4e00\u53e5\u8a71\u90fd\u9700\u8981\u5224\u65b7\u662f\u5426\u9700\u8981 LLM \u7684\u4ecb\u5165\u3002\u9019\u6642\u5019\u5c31\u53ef\u4ee5\u900f\u904e Gemma \u53ef\u4ee5\u6709\u6548\u7684\u8655\u7406\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4ee5\u524d\u505a\u6cd5-1\">\u4ee5\u524d\u505a\u6cd5<\/h3>\n\n\n\n<p>\u6709\u770b\u904e\u4e00\u4e9b\u4eba\u505a\u6cd5\u662f\uff1a&nbsp;<code>\u8a2d\u5b9a\u524d\u7db4\u5b57 \"@\" \"!\" \u624d\u6703\u547c\u53eb LLM<\/code><\/p>\n\n\n\n<p>\u9019\u4e9b\u505a\u6cd5\u6c92\u6709\u932f\u8aa4\uff0c\u53ea\u662f\u9019\u6a23\u5f80\u5f80\u8b93\u804a\u5929\u5ba4\u88e1\u9762\u7684\u6587\u5b57\u4e0d\u597d\u7406\u89e3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5982\u4f55\u7528-gemma-on-device-llm-\u8655\u7406-1\">\u5982\u4f55\u7528 Gemma (on-device LLM) \u8655\u7406<\/h3>\n\n\n\n<p>\u53ef\u4ee5\u900f\u904e\u7c21\u55ae\u7684\u5224\u65b7 Prompt \u8b93<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u67e5\u770b\u4ee5\u4e0b\u6587\u5b57\u662f\u5426\u9700\u8981\u5ba2\u670d\u4eba\u54e1\u7684\u5354\u52a9\u3002\u56de\u7b54 yes\/no\n------\n\u6211\u4eca\u5929\u65e9\u4e0a\u5403\u4e86\u86cb\u9905\n<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5be6\u9ad4\u6e2c\u8a66-gemma\">\u5be6\u9ad4\u6e2c\u8a66 Gemma<\/h3>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/www.evanlin.com\/images\/2022\/image-20240712122131249.png?w=640&#038;ssl=1\" alt=\"image-20240712122131249\"\/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"\u672a\u4f86\u5c55\u671b\">\u672a\u4f86\u5c55\u671b<\/h2>\n\n\n\n<p>\u6240\u8b02\u7684\u300c\u5c0f\u6a21\u578b\u300d\u6216\u8005\u662f\u300cOpen Model\u300d \u4e0d\u50c5\u50c5\u662f\u5728 on-device \u7684\u61c9\u7528\u624d\u6709\u7528\u3002 \u653e\u773c\u5728 Cloud Services \u7684\u6982\u5ff5\u4e0a\uff0c\u5176\u5be6\u4e5f\u662f\u53ef\u4ee5\u900f\u904e on-devices LLM model \u4f86\u505a\u76f8\u95dc\u61c9\u7528\u3002 \u4e5f\u6b61\u8fce\u5927\u5bb6\u4e00\u8d77\u4f86\u767c\u60f3\uff0c\u5982\u4f55\u900f\u904e\u6bd4\u8f03\u96b1\u5bc6\u7684 on-device model \u4f86\u505a\u51fa\u66f4\u591a\u7b26\u5408\u6cd5\u898f\u8207\u8b93\u6210\u672c\u66f4\u52a0\u512a\u5316\u7684\u7684\u61c9\u7528\u3002<\/p>\n\n\n\n<p>\u8cc7\u6599\u4f86\u6e90: <a href=\"https:\/\/www.evanlin.com\/google-gemma2_study_note\/\">https:\/\/www.evanlin.com\/google-gemma2_study_note\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2024-07-11 | Blog E PaliGemma \u76f8\u95dc\u8cc7\u6e90\uff1a \u9019\u908a\u6709 paligemma \u7684 demo code&nbsp;(\u5728 HuggingFace \u4e0a\u9762) \u53ef\u4ee5\u770b\u51fa&hellip;<\/p>\n","protected":false},"author":4,"featured_media":7091,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_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":"","jetpack_post_was_ever_published":false},"categories":[579,4],"tags":[40],"class_list":["post-7090","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-579","category-industry-news","tag-40"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/10\/%E8%9E%A2%E5%B9%95%E6%93%B7%E5%8F%96%E7%95%AB%E9%9D%A2-2024-10-04-165214.png?fit=1003%2C562&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/7090","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7090"}],"version-history":[{"count":2,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/7090\/revisions"}],"predecessor-version":[{"id":7093,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/7090\/revisions\/7093"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/7091"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7090"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7090"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7090"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}