{"id":847,"date":"2025-02-04T16:27:27","date_gmt":"2025-02-04T16:27:27","guid":{"rendered":"https:\/\/janusai.pro\/?p=847"},"modified":"2025-02-04T16:27:28","modified_gmt":"2025-02-04T16:27:28","slug":"how-good-is-deepseeks-janus-pro","status":"publish","type":"post","link":"https:\/\/janusai.pro\/zh\/how-good-is-deepseeks-janus-pro\/","title":{"rendered":"DeepSeek \u7684 Janus-Pro \u6709\u591a\u597d\uff1f"},"content":{"rendered":"<div style=\"margin-top: 0px; margin-bottom: 0px;\" class=\"sharethis-inline-share-buttons\" ><\/div>\n<p>\u6625\u7bc0\u524d\u5915\uff0cDeepSeek-R1\u6a5f\u578b\u6b63\u5f0f\u767c\u5e03\u3002\u6191\u85c9\u5176\u7d14 RL \u67b6\u69cb\uff0c\u5b83\u6c72\u53d6\u4e86 CoT \u7684\u5049\u5927\u5275\u65b0\uff0c\u4e26\u8d85\u8d8a\u4e86 <a href=\"https:\/\/openai.com\/\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u804a\u5929GPT<\/a> \u6578\u5b78\u3001\u7de8\u78bc\u548c\u908f\u8f2f\u63a8\u7406\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5176\u958b\u6e90\u6a21\u578b\u6b0a\u91cd\u3001\u4f4e\u8a13\u7df4\u6210\u672c\u4ee5\u53ca\u4fbf\u5b9c\u7684 API \u50f9\u683c\uff0c\u4e5f\u8b93 DeepSeek \u5728\u7db2\u8def\u4e0a\u5927\u53d7\u6b61\u8fce\uff0c\u751a\u81f3\u8b93 NVIDIA \u548c ASML \u7684\u80a1\u50f9\u4e00\u5ea6\u66b4\u8dcc\u3002<\/p>\n\n\n\n<p>\u5728\u7206\u7ea2\u7684\u540c\u65f6\uff0cDeepSeek\u8fd8\u53d1\u5e03\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578bJanus\uff08\u7b80\u7eb3\u65af\uff09\u7684\u5347\u7ea7\u7248\u672cJanus-Pro\uff0c\u7ee7\u627f\u4e86\u4e0a\u4e00\u4ee3\u591a\u6a21\u6001\u7406\u89e3\u548c\u751f\u6210\u7684\u7edf\u4e00\u67b6\u6784\uff0c\u4f18\u5316\u4e86\u8bad\u7ec3\u7b56\u7565\uff0c\u6269\u5c55\u4e86\u8bad\u7ec3\u6570\u636e\u548c\u6a21\u578b\u89c4\u6a21\uff0c\u5e26\u6765\u4e86\u66f4\u5f3a\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"427\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02.png\" alt=\"\" class=\"wp-image-850\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-300x119.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-1024x405.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-768x304.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/56e80359-198e-4faf-981a-54b7dfe49f02-18x7.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"522\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481.png\" alt=\"\" class=\"wp-image-854\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-300x145.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-1024x495.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-768x371.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/af7da2cf-a17d-4ac3-95ba-42252fe1a481-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u9304<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u5207\u63db\u5167\u5bb9\u8868\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u63db<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/janusai.pro\/zh\/how-good-is-deepseeks-janus-pro\/#Janus-Pro\" >Janus-Pro<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/janusai.pro\/zh\/how-good-is-deepseeks-janus-pro\/#Model_architecture\" >\u6a21\u578b\u67b6\u69cb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/janusai.pro\/zh\/how-good-is-deepseeks-janus-pro\/#Training_strategy\" >\u8a13\u7df4\u7b56\u7565<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/janusai.pro\/zh\/how-good-is-deepseeks-janus-pro\/#Training_data_scaling\" >\u8a13\u7df4\u8cc7\u6599\u7e2e\u653e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/janusai.pro\/zh\/how-good-is-deepseeks-janus-pro\/#Model_scaling\" >\u6a21\u578b\u7e2e\u653e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/janusai.pro\/zh\/how-good-is-deepseeks-janus-pro\/#Model_evaluation\" >\u6a21\u578b\u8a55\u4f30<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Janus-Pro\"><\/span>Janus-Pro<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Janus-Pro<\/a> \u662f\u4e00\u500b\u7d71\u4e00\u7684\u591a\u6a21\u614b\u8a9e\u8a00\u6a21\u578b (MLLM)\uff0c\u53ef\u4ee5\u540c\u6642\u8655\u7406\u591a\u6a21\u614b\u7406\u89e3\u4efb\u52d9\u548c\u7522\u751f\u4efb\u52d9\uff0c\u5373\u53ef\u4ee5\u7406\u89e3\u5716\u7247\u5167\u5bb9\uff0c\u4e5f\u53ef\u4ee5\u7522\u751f\u6587\u5b57\u3002<\/p>\n\n\n\n<p>\u5b83\u89e3\u8026\u4e86\u591a\u6a21\u614b\u7406\u89e3\u548c\u751f\u6210\u7684\u8996\u89ba\u7de8\u78bc\u5668\uff08\u5373\u5716\u50cf\u7406\u89e3\u7684\u8f38\u5165\u4ee5\u53ca\u5716\u50cf\u751f\u6210\u7684\u8f38\u5165\u548c\u8f38\u51fa\u4f7f\u7528\u4e0d\u540c\u7684\u6a19\u8a18\u5668\uff09\uff0c\u4e26\u4f7f\u7528\u7d71\u4e00\u7684\u81ea\u56de\u5f52\u8b8a\u63db\u5668\u9032\u884c\u8655\u7406\u3002<\/p>\n\n\n\n<p>\u4f5c\u70ba\u5148\u9032\u7684\u591a\u6a21\u614b\u7406\u89e3\u548c\u751f\u6210\u6a21\u578b\uff0c\u5b83\u662f\u4e4b\u524d Janus \u6a21\u578b\u7684\u5347\u7d1a\u7248\u3002<\/p>\n\n\n\n<p>\u5728\u7f85\u99ac\u795e\u8a71\u4e2d\uff0cJanus (\u5091\u7d0d\u65af) \u662f\u4e00\u500b\u96d9\u9762\u7684\u5b88\u8b77\u795e\uff0c\u8c61\u5fb5\u8457\u77db\u76fe\u548c\u8f49\u63db\u3002\u4ed6\u6709\u5169\u5f35\u81c9\uff0c\u9019\u4e5f\u6697\u793a Janus \u6a21\u578b\u53ef\u4ee5\u7406\u89e3\u4e26\u7522\u751f\u5f71\u50cf\uff0c\u975e\u5e38\u8cbc\u5207\u3002\u90a3\u9ebc PRO \u7a76\u7adf\u5347\u7d1a\u4e86\u4ec0\u9ebc\uff1f<\/p>\n\n\n\n<p>Janus \u4f5c\u70ba 1.3B \u7684\u5c0f\u6a21\u578b\uff0c\u8207\u5176\u8aaa\u662f\u6b63\u5f0f\u7248\u672c\uff0c\u4e0d\u5982\u8aaa\u662f\u9810\u89bd\u7248\u672c\u3002\u5b83\u63a2\u7d22\u7684\u662f\u7d71\u4e00\u7684\u591a\u6a21\u614b\u7406\u89e3\u548c\u751f\u6210\uff0c\u4f46\u5b58\u5728\u5f88\u591a\u554f\u984c\uff0c\u4f8b\u5982\u5716\u50cf\u751f\u6210\u6548\u679c\u4e0d\u7a69\u5b9a\u3001\u8207\u7528\u6236\u6307\u4ee4\u504f\u5dee\u5927\u3001\u7d30\u7bc0\u4e0d\u8db3\u7b49\u3002<\/p>\n\n\n\n<p>Pro \u7248\u672c\u512a\u5316\u4e86\u8a13\u7df4\u7b56\u7565\uff0c\u589e\u52a0\u4e86\u8a13\u7df4\u8cc7\u6599\u96c6\uff0c\u4e26\u5728\u63d0\u4f9b 1B \u6a21\u578b\u7684\u540c\u6642\uff0c\u63d0\u4f9b\u66f4\u5927\u7684\u6a21\u578b (7B) \u4f9b\u9078\u64c7\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Model_architecture\"><\/span>\u6a21\u578b\u67b6\u69cb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><a href=\"https:\/\/huggingface.co\/deepseek-ai\/Janus-Pro-7B\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Jaus-Pro \u548c Janus<\/a> \u5728\u6a21\u578b\u67b6\u69cb\u65b9\u9762\u5b8c\u5168\u76f8\u540c\u3002(\u50c5 1.3B\uff01Janus \u7d71\u4e00\u4e86\u591a\u6a21\u614b\u7406\u89e3\u548c\u751f\u6210\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"571\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006.png\" alt=\"\" class=\"wp-image-851\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-300x159.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-1024x541.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-768x406.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/60356ab0-3c6e-4017-9eba-7ee44e0a1006-18x10.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u5176\u6838\u5fc3\u8a2d\u8a08\u539f\u5247\u662f\u89e3\u8026\u8996\u89ba\u7de8\u78bc\uff0c\u4ee5\u652f\u63f4\u591a\u6a21\u614b\u7406\u89e3\u548c\u751f\u6210\u3002Janus-Pro \u5206\u5225\u5c0d\u539f\u59cb\u5716\u50cf\/\u6587\u5b57\u8f38\u5165\u9032\u884c\u7de8\u78bc\u3001\u64f7\u53d6\u9ad8\u7dad\u7279\u5fb5\uff0c\u4e26\u900f\u904e\u7d71\u4e00\u7684\u81ea\u56de\u6b78\u8b8a\u5f62\u5668\u9032\u884c\u8655\u7406\u3002<\/p>\n\n\n\n<p>\u591a\u6a21\u614b\u5f71\u50cf\u7406\u89e3\u4f7f\u7528 SigLIP \u5c0d\u5f71\u50cf\u7279\u5fb5\u9032\u884c\u7de8\u78bc\uff08\u4e0a\u5716\u4e2d\u85cd\u8272\u7de8\u78bc\u5668\uff09\uff0c\u800c\u751f\u6210\u4efb\u52d9\u5247\u4f7f\u7528 VQ tokenizer \u5c0d\u5f71\u50cf\u9032\u884c\u96e2\u6563\u5316\uff08\u4e0a\u5716\u4e2d\u9ec3\u8272\u7de8\u78bc\u5668\uff09\u3002\u6700\u5f8c\uff0c\u6240\u6709\u7684\u7279\u5fb5\u5e8f\u5217\u90fd\u6703\u8f38\u5165\u5230 LLM \u9032\u884c\u8655\u7406<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_strategy\"><\/span>\u8a13\u7df4\u7b56\u7565<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5728\u8a13\u7df4\u7b56\u7565\u65b9\u9762\uff0cJanus-Pro \u505a\u4e86\u66f4\u591a\u7684\u6539\u9032\u3002\u820a\u7248\u7684 Janus \u63a1\u7528\u4e86\u4e09\u968e\u6bb5\u7684\u8a13\u7df4\u7b56\u7565\uff0c\u7b2c\u4e00\u968e\u6bb5\u8a13\u7df4\u8f38\u5165\u9069\u914d\u5668\u548c\u5f71\u50cf\u7522\u751f\u982d\u9032\u884c\u5f71\u50cf\u7406\u89e3\u548c\u5f71\u50cf\u7522\u751f\uff0c\u7b2c\u4e8c\u968e\u6bb5\u9032\u884c\u7d71\u4e00\u7684\u9810\u8a13\u7df4\uff0c\u7b2c\u4e09\u968e\u6bb5\u5728\u6b64\u57fa\u790e\u4e0a\u5fae\u8abf\u7406\u89e3\u7de8\u78bc\u5668\u3002(Janus \u8a13\u7df4\u7b56\u7565\u5982\u4e0b\u5716\u6240\u793a\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"381\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a.png\" alt=\"\" class=\"wp-image-849\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-300x106.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-1024x361.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-768x271.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/dbf6954f-1a18-4572-a452-ec995c8af71a-18x6.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u7136\u800c\uff0c\u6b64\u7b56\u7565\u5728\u7b2c\u4e8c\u968e\u6bb5\u4f7f\u7528 PixArt \u65b9\u6cd5\u5c07\u6587\u5b57\u8f49\u63db\u6210\u5f71\u50cf\u7684\u8a13\u7df4\u5206\u5272\uff0c\u5c0e\u81f4\u8a08\u7b97\u6548\u7387\u504f\u4f4e\u3002<\/p>\n\n\n\n<p>\u70ba\u6b64\uff0c\u6211\u5011\u5ef6\u9577\u4e86 Stage I \u7684\u8a13\u7df4\u6642\u9593\uff0c\u4e26\u52a0\u5165\u4f7f\u7528 ImageNet \u8cc7\u6599\u7684\u8a13\u7df4\uff0c\u4f7f\u6a21\u578b\u80fd\u5728\u56fa\u5b9a LLM \u53c3\u6578\u7684\u60c5\u6cc1\u4e0b\uff0c\u6709\u6548\u5730\u5efa\u7acb\u50cf\u7d20\u4f9d\u8cf4\u95dc\u4fc2\u7684\u6a21\u578b\u3002\u5728 Stage II \u4e2d\uff0c\u6211\u5011\u6368\u68c4 ImageNet \u8cc7\u6599\uff0c\u76f4\u63a5\u4f7f\u7528\u6587\u5b57\u5716\u50cf\u5c0d\u8cc7\u6599\u9032\u884c\u8a13\u7df4\uff0c\u63d0\u9ad8\u4e86\u8a13\u7df4\u6548\u7387\u3002\u6b64\u5916\uff0c\u6211\u5011\u8abf\u6574\u4e86\u7b2c\u4e09\u968e\u6bb5\u7684\u8cc7\u6599\u6bd4\u4f8b\uff08\u591a\u6a21\u614b\uff1a\u7d14\u6587\u5b57\uff1a\u8996\u89ba\u8a9e\u7fa9\u5716\u8868\u8cc7\u6599\u5f9e 7:3:10 \u8abf\u6574\u70ba 5:1:4\uff09\uff0c\u5728\u7dad\u6301\u8996\u89ba\u751f\u6210\u80fd\u529b\u7684\u540c\u6642\uff0c\u63d0\u5347\u4e86\u591a\u6a21\u614b\u7406\u89e3\u80fd\u529b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Training_data_scaling\"><\/span>\u8a13\u7df4\u8cc7\u6599\u7e2e\u653e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Janus-Pro 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loading=\"lazy\" decoding=\"async\" width=\"864\" height=\"352\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b.png\" alt=\"\" class=\"wp-image-848\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b.png 864w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b-300x122.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b-768x313.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/a19590e2-1805-493d-85e3-09c9b8e2274b-18x7.png 18w\" sizes=\"auto, (max-width: 864px) 100vw, 864px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"536\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba.png\" alt=\"\" class=\"wp-image-852\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-300x149.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-1024x508.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-768x381.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/c78ed17c-6e07-43ef-bfda-ae287f597bba-18x9.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<p>\u5be6\u9a57\u4f7f\u7528 DeepSeek-LLM (1.5B \u548c 7B\uff0c\u652f\u63f4\u6700\u5927\u5e8f\u5217\u70ba 4096) \u4f5c\u70ba\u57fa\u672c\u8a9e\u8a00\u6a21\u578b\u3002\u5728\u591a\u6a21\u614b\u7406\u89e3\u4efb\u52d9\u4e2d\uff0c\u4f7f\u7528 SigLIP-Large-Patch16-384 \u4f5c\u70ba\u8996\u89ba\u7de8\u78bc\u5668\uff0c\u7de8\u78bc\u5668\u7684\u5b57\u5178\u5927\u5c0f\u70ba 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https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349-1024x784.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349-768x588.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/47aa92e1-b474-4874-956e-db210da9d349-16x12.png 16w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"744\" src=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55.png\" alt=\"\" class=\"wp-image-855\" srcset=\"https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55.png 1080w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-300x207.png 300w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-1024x705.png 1024w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-768x529.png 768w, https:\/\/janusai.pro\/wp-content\/uploads\/2025\/02\/38de369b-7f1f-4159-83a7-5f411e816d55-18x12.png 18w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/figure>","protected":false},"excerpt":{"rendered":"<p>\u6625\u7bc0\u524d\u5915\uff0cDeepSeek-R1\u6a21\u578b\u6b63\u5f0f\u767c\u5e03\u3002\u5b83\u63a1\u7528\u7d14 RL \u67b6\u69cb\uff0c\u6c72\u53d6\u4e86 CoT \u7684\u5049\u5927\u5275\u65b0\uff0c\u5728\u6578\u5b78\u3001\u4ee3\u78bc\u3001\u908f\u8f2f\u63a8\u7406\u7b49\u65b9\u9762\u90fd\u512a\u65bc ChatGPT\u3002\u6b64\u5916\uff0c\u5176\u958b\u6e90\u7684\u6a21\u578b\u6b0a\u91cd\u3001\u4f4e\u5ec9\u7684\u8a13\u7df4\u6210\u672c\u4ee5\u53ca\u4fbf\u5b9c\u7684 API \u50f9\u683c\uff0c\u4e5f\u8b93 DeepSeek 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