{"id":21560,"date":"2025-02-20T11:46:10","date_gmt":"2025-02-20T03:46:10","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=21560"},"modified":"2025-02-20T11:46:10","modified_gmt":"2025-02-20T03:46:10","slug":"healthgpt","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/healthgpt\/","title":{"rendered":"HealthGPT\uff1a\u652f\u6301\u533b\u5b66\u56fe\u50cf\u5206\u6790\u4e0e\u8bca\u65ad\u95ee\u7b54\u7684\u533b\u7597\u5927\u6a21\u578b"},"content":{"rendered":"<p>HealthGPT \u662f\u4e00\u4e2a\u5148\u8fdb\u7684\u533b\u7597\u5927\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u65e8\u5728\u901a\u8fc7\u5f02\u6784\u77e5\u8bc6\u9002\u5e94\u5b9e\u73b0\u7edf\u4e00\u7684\u533b\u5b66\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u529f\u80fd\u3002\u8be5\u9879\u76ee\u7684\u76ee\u6807\u662f\u5c06\u533b\u5b66\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u96c6\u6210\u5230\u4e00\u4e2a\u7edf\u4e00\u7684\u81ea\u56de\u5f52\u6846\u67b6\u4e2d\uff0c\u663e\u8457\u63d0\u5347\u4e86\u533b\u7597\u56fe\u50cf\u5904\u7406\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002HealthGPT \u652f\u6301\u591a\u79cd\u533b\u5b66\u7406\u89e3\u4efb\u52a1\u548c\u751f\u6210\u4efb\u52a1\uff0c\u80fd\u591f\u5728\u5404\u7c7b\u533b\u5b66\u56fe\u50cf\u5904\u7406\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u8272\u3002\u9879\u76ee\u7531\u6d59\u6c5f\u5927\u5b66\u3001\u7535\u5b50\u79d1\u6280\u5927\u5b66\u3001\u963f\u91cc\u5df4\u5df4\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u3001\u65b0\u52a0\u5761\u56fd\u7acb\u5927\u5b66\u7b49\u591a\u5bb6\u673a\u6784\u8054\u5408\u5f00\u53d1\uff0c\u5177\u5907\u5f3a\u5927\u7684\u79d1\u7814\u548c\u5b9e\u7528\u4ef7\u503c\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-21561\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/204333b40608641.png\" alt=\"\" width=\"1532\" height=\"992\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/204333b40608641.png 1532w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/204333b40608641-768x497.png 768w\" sizes=\"auto, (max-width: 1532px) 100vw, 1532px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u533b\u5b66\u89c6\u89c9\u95ee\u7b54\uff1a\u652f\u6301\u591a\u79cd\u533b\u5b66\u5f71\u50cf\u7684\u95ee\u7b54\u4efb\u52a1\uff0c\u7cbe\u786e\u56de\u7b54\u7528\u6237\u63d0\u51fa\u7684\u533b\u5b66\u95ee\u9898\u3002<\/li>\n<li>\u533b\u5b66\u56fe\u50cf\u751f\u6210\uff1a\u80fd\u591f\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u533b\u5b66\u56fe\u50cf\uff0c\u8f85\u52a9\u533b\u7597\u8bca\u65ad\u548c\u7814\u7a76\u3002<\/li>\n<li>\u4efb\u52a1\u5206\u7c7b\u652f\u6301\uff1a\u652f\u63017\u79cd\u533b\u5b66\u7406\u89e3\u4efb\u52a1\u548c5\u79cd\u533b\u5b66\u751f\u6210\u4efb\u52a1\uff0c\u8986\u76d6\u5e7f\u6cdb\u7684\u533b\u7597\u5e94\u7528\u573a\u666f\u3002<\/li>\n<li>\u6a21\u578b\u67b6\u6784\uff1a\u91c7\u7528\u5206\u5c42\u89c6\u89c9\u611f\u77e5\u548cH-LoRA\u63d2\u4ef6\uff0c\u9009\u62e9\u89c6\u89c9\u7279\u5f81\u548cH-LoRA\u63d2\u4ef6\uff0c\u751f\u6210\u6587\u672c\u548c\u89c6\u89c9\u5185\u5bb9\u3002<\/li>\n<li>\u591a\u7248\u672c\u6a21\u578b\uff1a\u63d0\u4f9bHealthGPT-M3\u548cHealthGPT-L14\u4e24\u79cd\u914d\u7f6e\uff0c\u5206\u522b\u9002\u5e94\u4e0d\u540c\u7684\u9700\u6c42\u548c\u8d44\u6e90\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li>\u51c6\u5907\u73af\u5883<br \/>\n\u9996\u5148\uff0c\u514b\u9686\u9879\u76ee\u5e76\u521b\u5efaPython\u8fd0\u884c\u73af\u5883\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/DCDmllm\/HealthGPT.git\r\ncd HealthGPT\r\nconda create -n HealthGPT python=3.10\r\nconda activate HealthGPT\r\npip install -r requirements.txt<\/code><\/pre>\n<\/li>\n<\/ol>\n<ol start=\"2\">\n<li>\u51c6\u5907\u9884\u8bad\u7ec3\u6743\u91cd<br \/>\nHealthGPT\u4f7f\u7528<code>clip-vit-large-patch14-336<\/code>\u4f5c\u4e3a\u89c6\u89c9\u7f16\u7801\u5668\uff0cHealthGPT-M3\u548cHealthGPT-L14\u5206\u522b\u57fa\u4e8e<code>Phi-3-mini-4k-instruct<\/code>\u548c<code>phi-4<\/code>\u9884\u8bad\u7ec3\u3002<br \/>\n\u4e0b\u8f7d\u6240\u9700\u7684\u6a21\u578b\u6743\u91cd\u5e76\u653e\u7f6e\u5728\u76f8\u5e94\u76ee\u5f55\uff1a<\/p>\n<ul>\n<li>ViT\u6a21\u578b\uff1a<a href=\"https:\/\/huggingface.co\/openai\/clip-vit-large-patch14-336\">\u4e0b\u8f7d\u94fe\u63a5<\/a><\/li>\n<li>HealthGPT-M3\u57fa\u7840\u6a21\u578b\uff1a<a href=\"https:\/\/huggingface.co\/microsoft\/Phi-3-mini-4k-instruct\">\u4e0b\u8f7d\u94fe\u63a5<\/a><\/li>\n<li>HealthGPT-L14\u57fa\u7840\u6a21\u578b\uff1a<a href=\"https:\/\/huggingface.co\/microsoft\/phi-4\">\u4e0b\u8f7d\u94fe\u63a5<\/a><\/li>\n<li>VQGAN\u6a21\u578b\uff1a<a href=\"https:\/\/heibox.uni-heidelberg.de\/d\/2e5662443a6b4307b470\/?p=%2F&amp;mode=list\">\u4e0b\u8f7d\u94fe\u63a5<\/a><\/li>\n<\/ul>\n<\/li>\n<li>\u51c6\u5907H-LoRA\u548c\u9002\u914d\u5668\u6743\u91cd<br \/>\n\u4e0b\u8f7d\u5e76\u653e\u7f6eH-LoRA\u6743\u91cd\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u533b\u5b66\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002\u5b8c\u6574\u7684\u6743\u91cd\u5373\u5c06\u53d1\u5e03\uff0c\u656c\u8bf7\u671f\u5f85\u3002<\/li>\n<\/ol>\n<h3>\u63a8\u7406<\/h3>\n<h4>\u533b\u5b66\u89c6\u89c9\u95ee\u7b54<\/h4>\n<ol>\n<li>\u4e0b\u8f7d\u5fc5\u8981\u6587\u4ef6<\/li>\n<li>\u66f4\u65b0\u811a\u672c\u8def\u5f84<br \/>\n\u6253\u5f00<code>llava\/demo\/com_infer.sh<\/code>\u811a\u672c\uff0c\u4fee\u6539\u4ee5\u4e0b\u53d8\u91cf\u4e3a\u4e0b\u8f7d\u6587\u4ef6\u7684\u8def\u5f84\uff1a<\/p>\n<ul>\n<li>MODEL_NAME_OR_PATH: \u57fa\u7840\u6a21\u578b\u8def\u5f84\u6216\u6807\u8bc6\u7b26<\/li>\n<li>VIT_PATH: \u89c6\u89c9\u53d8\u6362\u5668\u6a21\u578b\u6743\u91cd\u8def\u5f84<\/li>\n<li>HLORA_PATH: \u89c6\u89c9\u7406\u89e3H-LoRA\u6743\u91cd\u8def\u5f84<\/li>\n<li>FUSION_LAYER_PATH: \u878d\u5408\u5c42\u6743\u91cd\u8def\u5f84<\/li>\n<\/ul>\n<\/li>\n<li>\u8fd0\u884c\u811a\u672c\n<pre><code>cd llava\/demo\r\nbash com_infer.sh\r\n<\/code><\/pre>\n<p>\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884cPython\u547d\u4ee4\uff1a<\/p>\n<pre><code>python3 com_infer.py \\\r\n--model_name_or_path \"microsoft\/Phi-3-mini-4k-instruct\" \\\r\n--dtype \"FP16\" \\\r\n--hlora_r \"64\" \\\r\n--hlora_alpha \"128\" \\\r\n--hlora_nums \"4\" \\\r\n--vq_idx_nums \"8192\" \\\r\n--instruct_template \"phi3_instruct\" \\\r\n--vit_path \"openai\/clip-vit-large-patch14-336\/\" \\\r\n--hlora_path \"path\/to\/your\/local\/com_hlora_weights.bin\" \\\r\n--fusion_layer_path \"path\/to\/your\/local\/fusion_layer_weights.bin\" \\\r\n--question \"Your question\" \\\r\n--img_path \"path\/to\/image.jpg\"\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h4>\u56fe\u50cf\u91cd\u5efa<\/h4>\n<p>\u5c06<code>HLORA_PATH<\/code>\u8bbe\u7f6e\u4e3a<a href=\"https:\/\/huggingface.co\/lintw\/HealthGPT-M3\/blob\/main\/gen_hlora_weights.bin\"><code>gen_hlora_weights.bin<\/code><\/a>\u6587\u4ef6\u8def\u5f84\uff0c\u5e76\u914d\u7f6e\u5176\u4ed6\u6a21\u578b\u8def\u5f84\uff1a<\/p>\n<pre><code>cd llava\/demo\r\nbash gen_infer.sh\r\n<\/code><\/pre>\n<p>\u4e5f\u53ef\u4ee5\u76f4\u63a5\u8fd0\u884c\u4ee5\u4e0bPython\u547d\u4ee4\uff1a<\/p>\n<pre><code>python3 gen_infer.py \\\r\n--model_name_or_path \"microsoft\/Phi-3-mini-4k-instruct\" \\\r\n--dtype \"FP16\" \\\r\n--hlora_r \"256\" \\\r\n--hlora_alpha \"512\" \\\r\n--hlora_nums \"4\" \\\r\n--vq_idx_nums \"8192\" \\\r\n--instruct_template \"phi3_instruct\" \\\r\n--vit_path \"openai\/clip-vit-large-patch14-336\/\" \\\r\n--hlora_path \"path\/to\/your\/local\/gen_hlora_weights.bin\" \\\r\n--fusion_layer_path \"path\/to\/your\/local\/fusion_layer_weights.bin\" \\\r\n--question \"Reconstruct the image.\" \\\r\n--img_path \"path\/to\/image.jpg\" \\\r\n--save_path \"path\/to\/save.jpg\"<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>HealthGPT \u662f\u4e00\u4e2a\u5148\u8fdb\u7684\u533b\u7597\u5927\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u65e8\u5728\u901a\u8fc7\u5f02\u6784\u77e5\u8bc6\u9002\u5e94\u5b9e\u73b0\u7edf\u4e00\u7684\u533b\u5b66\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u529f\u80fd\u3002\u8be5\u9879\u76ee\u7684\u76ee\u6807\u662f\u5c06\u533b\u5b66\u89c6\u89c9\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u96c6\u6210\u5230\u4e00\u4e2a\u7edf\u4e00\u7684\u81ea\u56de\u5f52\u6846\u67b6\u4e2d\uff0c\u663e\u8457\u63d0\u5347\u4e86\u533b\u7597\u56fe\u50cf\u5904\u7406\u7684\u6548\u7387\u548c\u51c6\u786e\u6027\u3002HealthGPT \u652f\u6301\u591a\u79cd&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61868,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,378],"class_list":["post-21560","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-shijuemubiaojiance"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/21560","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=21560"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/21560\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61868"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=21560"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=21560"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=21560"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}