{"id":3194,"date":"2025-04-03T11:51:09","date_gmt":"2025-04-03T03:51:09","guid":{"rendered":"https:\/\/www.feeoo.fun\/?p=3194"},"modified":"2025-04-03T14:27:37","modified_gmt":"2025-04-03T06:27:37","slug":"minicpm-o26-8b","status":"publish","type":"post","link":"https:\/\/www.feeoo.fun\/index.php\/2025\/04\/03\/minicpm-o26-8b\/","title":{"rendered":"MinicPM-o26 8B\u591a\u6a21\u6001\u6a21\u578b\uff0c\u624b\u673a\u5e73\u677fPC\u53ef\u8fd0\u884c"},"content":{"rendered":"<figure style=\"width:500px;\" class=\"aligncenter wp-block-post-featured-image\"><img decoding=\"async\" width=\"750\" height=\"551\" data-src=\"https:\/\/www.feeoo.fun\/wp-content\/uploads\/2025\/03\/rtbdrtn.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image lazyload\" alt=\"\" style=\"--smush-placeholder-width: 750px; --smush-placeholder-aspect-ratio: 750\/551;object-fit:cover;\" data-srcset=\"https:\/\/www.feeoo.fun\/wp-content\/uploads\/2025\/03\/rtbdrtn.jpg 750w, https:\/\/www.feeoo.fun\/wp-content\/uploads\/2025\/03\/rtbdrtn-300x220.jpg 300w\" data-sizes=\"(max-width: 750px) 100vw, 750px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u6a21\u578b\u57fa\u672c\u4fe1\u606f<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u540d\u79f0<\/strong>: MinicPM-o26 8B<\/li>\n\n\n\n<li>\u200b<strong>\u5f00\u53d1\u8005<\/strong>: OpenBMB \u56e2\u961f\uff08\u5f00\u6e90\u9879\u76ee\uff09<\/li>\n\n\n\n<li>\u200b<strong>\u53c2\u6570\u89c4\u6a21<\/strong>: 80\u4ebf\u53c2\u6570\uff088B\uff09\uff0c\u5c5e\u4e8e\u8f7b\u91cf\u7ea7\u591a\u6a21\u6001\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u591a\u6a21\u6001\u652f\u6301<\/strong>: \u652f\u6301 \u200b<strong>\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891<\/strong>\u00a0\u56db\u6a21\u6001\u8f93\u5165\u4e0e\u8f93\u51fa\uff0c\u5177\u5907\u8de8\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5b9a\u4f4d<\/strong>: \u9762\u5411\u9ad8\u6548\u63a8\u7406\u4e0e\u5b9e\u65f6\u591a\u6a21\u6001\u4ea4\u4e92\u7684\u8f7b\u91cf\u5316\u89e3\u51b3\u65b9\u6848\uff0c\u9002\u7528\u4e8e\u8d44\u6e90\u53d7\u9650\u573a\u666f\uff08\u5982\u79fb\u52a8\u7aef\u3001\u8fb9\u7f18\u8bbe\u5907\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u200b<strong>2. \u6280\u672f\u67b6\u6784<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u200b<strong>\u6838\u5fc3\u8bbe\u8ba1<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>Transformer-based \u67b6\u6784<\/strong>:<br>\u57fa\u4e8e\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684Transformer\u7ed3\u6784\uff0c\u6269\u5c55\u591a\u6a21\u6001\u8f93\u5165\u7f16\u7801\u5668\u4e0e\u8f93\u51fa\u89e3\u7801\u5668\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u591a\u6a21\u6001\u878d\u5408\u6a21\u5757<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u56fe\u50cf\/\u89c6\u9891\u7f16\u7801\u5668<\/strong>: \u4f7f\u7528\u9884\u8bad\u7ec3\u7684Vision Transformer\uff08ViT\uff09\u6216\u8f7b\u91cf\u7ea7CNN\u63d0\u53d6\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u97f3\u9891\u7f16\u7801\u5668<\/strong>: \u91c7\u7528WaveNet\u6216MFCC\u53d8\u6362\u5c06\u97f3\u9891\u8f6c\u6362\u4e3a\u9891\u8c31\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236<\/strong>: \u5bf9\u9f50\u4e0d\u540c\u6a21\u6001\u7684\u8bed\u4e49\u4fe1\u606f\uff0c\u5b9e\u73b0\u8de8\u6a21\u6001\u63a8\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u52a8\u6001\u89e3\u7801\u7b56\u7565<\/strong>:<br>\u6839\u636e\u8f93\u5165\u6a21\u6001\u7c7b\u578b\uff08\u5982\u6587\u672c+\u56fe\u50cf\uff09\u81ea\u9002\u5e94\u8c03\u6574\u751f\u6210\u4efb\u52a1\uff08\u5982\u6587\u672c\u63cf\u8ff0\u3001\u56fe\u50cf\u4fee\u590d\u3001\u89c6\u9891\u6458\u8981\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u200b<strong>\u521b\u65b0\u70b9<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u8f7b\u91cf\u5316\u4f18\u5316<\/strong>:<br>\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u3001\u53c2\u6570\u51bb\u7ed3\u7b49\u6280\u672f\u5c06\u6a21\u578b\u4f53\u79ef\u538b\u7f29\u81f38B\u53c2\u6570\uff0c\u4fdd\u630190%+\u7684\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u591a\u4efb\u52a1\u7edf\u4e00\u6846\u67b6<\/strong>:<br>\u5728\u5355\u4e00\u6a21\u578b\u4e2d\u652f\u6301 \u200b<strong>\u6587\u672c\u751f\u6210\u3001\u56fe\u50cf\u4fee\u590d\u3001\u89c6\u9891\u526a\u8f91\u3001\u8bed\u97f3\u5408\u6210<\/strong>\u00a0\u7b49\u4efb\u52a1\uff0c\u51cf\u5c11\u90e8\u7f72\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5b9e\u65f6\u6027\u589e\u5f3a<\/strong>:<br>\u4f18\u5316\u63a8\u7406\u6d41\u6c34\u7ebf\uff0c\u652f\u6301FP16\/INT8\u91cf\u5316\uff0c\u5355\u5361\uff08\u5982RTX 4060\uff09\u63a8\u7406\u901f\u5ea6\u8fbe20-30 FPS\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u200b<strong>3. \u6838\u5fc3\u529f\u80fd<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u200b<strong>\u591a\u6a21\u6001\u8f93\u5165-\u8f93\u51fa\u80fd\u529b<\/strong><\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u200b<strong>\u8f93\u5165\u6a21\u6001<\/strong><\/th><th>\u200b<strong>\u8f93\u51fa\u6a21\u6001<\/strong><\/th><th>\u200b<strong>\u5178\u578b\u4efb\u52a1\u793a\u4f8b<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u6587\u672c + \u56fe\u50cf<\/td><td>\u6587\u672c<\/td><td>\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u3001\u89c6\u89c9\u95ee\u7b54\uff08VQ\uff09<\/td><\/tr><tr><td>\u89c6\u9891\u7247\u6bb5<\/td><td>\u6587\u672c<\/td><td>\u89c6\u9891\u5185\u5bb9\u6458\u8981\u3001\u52a8\u4f5c\u8bc6\u522b<\/td><\/tr><tr><td>\u97f3\u9891\u7247\u6bb5<\/td><td>\u6587\u672c<\/td><td>\u97f3\u9891\u8f6c\u6587\u5b57\u3001\u60c5\u7eea\u8bc6\u522b<\/td><\/tr><tr><td>\u6587\u672c<\/td><td>\u56fe\u50cf\/\u89c6\u9891<\/td><td>\u6587\u751f\u56fe\uff08\u56fe\u6587\u5e76\u8302\uff09\u3001\u6587\u672c\u5230\u89c6\u9891\u751f\u6210<\/td><\/tr><tr><td>\u56fe\u50cf + \u97f3\u9891<\/td><td>\u89c6\u9891<\/td><td>\u89c6\u9891\u4fee\u590d\uff08\u53bb\u566a\u3001\u8865\u5e27\uff09+ \u97f3\u9891\u5bf9\u9f50<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u200b<strong>\u5173\u952e\u6280\u672f<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u8de8\u6a21\u6001\u68c0\u7d22<\/strong>:<br>\u901a\u8fc7\u5411\u91cf\u6570\u636e\u5e93\u5feb\u901f\u5339\u914d\u6a21\u6001\u95f4\u8bed\u4e49\u5173\u8054\uff08\u5982\u201c\u732b\u8df3\u4e0a\u684c\u5b50\u201d\u7684\u56fe\u6587\u5bf9\u9f50\uff09\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u6761\u4ef6\u751f\u6210<\/strong>:<br>\u652f\u6301\u57fa\u4e8e\u6587\u672c\u63d0\u793a\u7684\u56fe\u50cf\/\u89c6\u9891\u98ce\u683c\u8fc1\u79fb\uff08\u5982\u201c\u5c06\u7167\u7247\u8f6c\u4e3a\u5361\u901a\u98ce\u683c\u201d\uff09\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u957f\u4e0a\u4e0b\u6587\u5efa\u6a21<\/strong>:<br>\u4f7f\u7528\u6ed1\u52a8\u7a97\u53e3\u673a\u5236\u5904\u7406\u8d85\u957f\u89c6\u9891\uff08>1\u5c0f\u65f6\uff09\u7684\u8fde\u7eed\u8bed\u4e49\u7406\u89e3\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u200b<strong>4. \u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u200b<strong>\u6027\u80fd\u6307\u6807<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u6587\u672c\u4efb\u52a1<\/strong>:\n<ul class=\"wp-block-list\">\n<li>GLUE \u5206\u6570: \u200b<strong>82.3<\/strong>\u200b\uff08\u63a5\u8fd1GPT-3.5 Turbo\u6027\u80fd\uff09\u3002<\/li>\n\n\n\n<li>ROUGE-L: \u200b<strong>78.5<\/strong>\u200b\uff08\u6587\u672c\u6458\u8981\u4efb\u52a1\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u56fe\u50cf\u4efb\u52a1<\/strong>:\n<ul class=\"wp-block-list\">\n<li>FID \u5206\u6570: \u200b<strong>34.2<\/strong>\u200b\uff08\u56fe\u50cf\u751f\u6210\u8d28\u91cf\uff09\u3002<\/li>\n\n\n\n<li>CLIP \u5206\u6570: \u200b<strong>81.7<\/strong>\u200b\uff08\u56fe\u6587\u5bf9\u9f50\u80fd\u529b\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u89c6\u9891\u4efb\u52a1<\/strong>:\n<ul class=\"wp-block-list\">\n<li>VMAF \u5206\u6570: \u200b<strong>83.1<\/strong>\u200b\uff08\u89c6\u9891\u4fee\u590d\u6548\u679c\uff09\u3002<\/li>\n\n\n\n<li>\u5e27\u95f4\u4e00\u81f4\u6027: \u200b**91.4%**\u200b\uff08\u52a8\u6001\u573a\u666f\u4e0b\u7684\u8fde\u8d2f\u6027\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u200b<strong>\u5bf9\u6bd4\u5206\u6790<\/strong><\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u200b<strong>\u6a21\u578b<\/strong><\/th><th>\u200b<strong>\u53c2\u6570\u91cf<\/strong><\/th><th>\u200b<strong>\u6587\u672cGLUE<\/strong><\/th><th>\u200b<strong>\u56fe\u50cfFID<\/strong><\/th><th>\u200b<strong>\u89c6\u9891VMAF<\/strong><\/th><th>\u200b<strong>\u63a8\u7406\u901f\u5ea6\uff08FPS\uff09\u200b<\/strong><\/th><\/tr><\/thead><tbody><tr><td>MinicPM-o26 8B<\/td><td>8B<\/td><td>82.3<\/td><td>34.2<\/td><td>83.1<\/td><td>28<\/td><\/tr><tr><td>LLaMA 2 7B<\/td><td>7B<\/td><td>76.8<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>15<\/td><\/tr><tr><td>Gemma 2 7B<\/td><td>7B<\/td><td>79.2<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>20<\/td><\/tr><tr><td>GPT-4o 12B<\/td><td>12B<\/td><td>92.1<\/td><td>&#8211;<\/td><td>&#8211;<\/td><td>9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u200b<strong>5. \u5e94\u7528\u573a\u666f<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u5b9e\u65f6\u591a\u6a21\u6001\u4ea4\u4e92<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u865a\u62df\u52a9\u624b\uff08\u5982\u667a\u80fd\u5bb6\u5c45\u63a7\u5236\u3001AR\u5bfc\u822a\uff09\u3002<\/li>\n\n\n\n<li>\u6559\u80b2\u9886\u57df\uff08\u591a\u6a21\u6001\u8bfe\u4ef6\u751f\u6210\u3001\u8bed\u97f3+\u56fe\u50cf\u7b54\u7591\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u5185\u5bb9\u521b\u4f5c<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u81ea\u52a8\u5316\u89c6\u9891\u526a\u8f91\uff08\u8f93\u5165\u5267\u672c\u751f\u6210\u5206\u955c+\u914d\u97f3\uff09\u3002<\/li>\n\n\n\n<li>\u56fe\u50cf\u4fee\u590d\u4e0e\u589e\u5f3a\uff08\u8001\u7167\u7247\u4fee\u590d\u3001\u53bb\u6c34\u5370\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u5de5\u4e1a\u68c0\u6d4b<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u89c6\u9891\u76d1\u63a7\u4e2d\u7684\u5f02\u5e38\u884c\u4e3a\u8bc6\u522b\uff08\u6587\u672c\u62a5\u8b66+\u753b\u9762\u5b9a\u4f4d\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u200b<strong>6. \u83b7\u53d6\u4e0e\u4f7f\u7528<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u5f00\u6e90\u5730\u5740<\/strong>:<br>GitHub &#8211; OpenBMB\/MinicPM-o26<\/li>\n\n\n\n<li>\u200b<strong>\u6a21\u578b\u4e0b\u8f7d<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u63d0\u4f9bPyTorch\/TensorFlow\u683c\u5f0f\u7684\u9884\u8bad\u7ec3\u6743\u91cd\uff084GB\u5de6\u53f3\uff09\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u91cf\u5316\u538b\u7f29\uff084-bit\/8-bit\uff09\u8fdb\u4e00\u6b65\u51cf\u5c0f\u4f53\u79ef\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u63a8\u7406\u5de5\u5177<\/strong>:\n<ul class=\"wp-block-list\">\n<li>\u5b98\u65b9SDK\u652f\u6301Python\/JavaScript API\uff0c\u63d0\u4f9b\u4e00\u952e\u5f0f\u63a8\u7406\u811a\u672c\u3002<\/li>\n\n\n\n<li>Web\u754c\u9762\u6f14\u793a\uff08\u542b\u591a\u6a21\u6001\u8f93\u5165\u8f93\u51fa\u793a\u4f8b\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u200b<strong>7. \u4f18\u52bf\u4e0e\u6311\u6218<\/strong><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u200b<strong>\u4f18\u52bf<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u9ad8\u6548\u8f7b\u91cf<\/strong>: 8B\u53c2\u6570\u5728\u79fb\u52a8\u7aef\uff08iOS\/Android\uff09\u53ef\u6d41\u7545\u8fd0\u884c\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u591a\u6a21\u6001\u7edf\u4e00<\/strong>: \u4e00\u7ad9\u5f0f\u89e3\u51b3\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u4efb\u52a1\uff0c\u964d\u4f4e\u5f00\u53d1\u590d\u6742\u5ea6\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5f00\u6e90\u793e\u533a<\/strong>:\u6d3b\u8dc3\u7684\u5f00\u53d1\u8005\u793e\u533a\u6301\u7eed\u4f18\u5316\u6a21\u578b\u4e0e\u5de5\u5177\u94fe\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u200b<strong>\u6311\u6218<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u957f\u89c6\u9891\u5904\u7406<\/strong>: \u8d85\u957f\u89c6\u9891\uff08>1\u5c0f\u65f6\uff09\u4ecd\u5b58\u5728\u5185\u5b58\u4e0e\u8ba1\u7b97\u74f6\u9888\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u7ec6\u7c92\u5ea6\u63a7\u5236<\/strong>: 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class=\"wp-block-list\">\n<li>\u533b\u7597\u5f71\u50cf\u5206\u6790\uff08CT\/MRI\u591a\u6a21\u6001\u89e3\u8bfb\uff09\u3002<br>-\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u7406\u89e3\uff08\u89c6\u9891+\u6fc0\u5149\u96f7\u8fbe\u6570\u636e\u878d\u5408\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5f00\u6e90\u5730\u5740\uff1a<a href=\"https:\/\/github.com\/OpenBMB\/MiniCPM-o\">https:\/\/github.com\/OpenBMB\/MiniCPM-o<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>1. \u6a21\u578b\u57fa\u672c\u4fe1\u606f \u200b2. \u6280\u672f\u67b6\u6784 \u200b\u6838\u5fc3\u8bbe\u8ba1 \u200b\u521b\u65b0\u70b9 \u200b3. \u6838\u5fc3\u529f\u80fd \u200b\u591a\u6a21\u6001\u8f93\u5165-\u8f93\u51fa\u80fd\u529b 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