{"id":10006430,"date":"2022-09-08T08:13:32","date_gmt":"2022-09-08T00:13:32","guid":{"rendered":"https:\/\/ityet.com\/?p=10006430"},"modified":"2022-09-08T08:13:32","modified_gmt":"2022-09-08T00:13:32","slug":"%e3%80%90modelscope%e3%80%915%e5%88%86%e9%92%9f%e8%ae%a9%e4%bd%a0%e5%9c%a8%e5%a4%a7%e7%81%ab%e7%9a%84%e5%a4%9a%e6%a8%a1%e6%80%81%e9%a2%86%e5%9f%9f%e6%9d%83%e5%a8%81%e6%a6%9c%e5%8d%95vqa%e4%b8%8a","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10006430","title":{"rendered":"\u3010ModelScope\u30115\u5206\u949f\u8ba9\u4f60\u5728\u5927\u706b\u7684\u591a\u6a21\u6001\u9886\u57df\u6743\u5a01\u699c\u5355VQA\u4e0a\u8d85\u8d8a\u4eba\u7c7b"},"content":{"rendered":"<p>\u7b80\u4ecb\uff1a\u00a0ModelScope\u4e0a\u5f00\u6e90\u4e86\u8fbe\u6469\u9662\u4f17\u591a\u4e1a\u754c\u6700\u5f3a\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5176\u4e2d\u5c31\u6709\u9996\u8d85\u4eba\u7c7b\u7684\u591a\u6a21\u6001\u89c6\u89c9\u95ee\u7b54\u6a21\u578bmPLUG\uff0c\u5c0f\u7f16\u4ece\u9875\u9762\u4f53\u9a8c\uff08\u4e00\u63a2\uff09\u3001\u5f00\u53d1\u4f53\u9a8c\uff08\u4e8c\u63a2\uff09\u3001\u5f00\u653e\u6d4b\u8bd5\uff08\u4e09\u63a2\uff09\u6765\u63a2\u7a76\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u6a21\u578b\u80fd\u529b\u3002ModelScope\u4e0a\u5f00\u6e90\u4e86\u8fbe\u6469\u9662\u4f17\u591a\u4e1a\u754c\u6700\u5f3a\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5176\u4e2d\u5c31\u6709\u9996\u8d85\u4eba\u7c7b\u7684\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u89c6\u89c9\u95ee\u7b54\u6a21\u578bmPLUG\uff0c\u5c0f\u7f16\u6fc0\u52a8\u7684\u6413\u6413\u5c0f\u624b\uff0c\u8feb\u4e0d\u53ca\u5f85\u7684\u4f53\u9a8c\u4e86\u4e00\u4e0b\u3002\u00a0\u4e00\u63a2\uff1a\u6d45\u8349\u624d\u80fd\u6ca1\u9a6c\u8e44\u5e02\u9762\u4e0a\u6709\u597d\u591a\u53f7\u79f0\u201c\u7528\u6237\u4e0a\u624b\u7b80\u5355\u201d\uff0c\u201c\u4e00\u6b65\u5230\u4f4d\u201d\uff0c\u201c\u50bb\u74dc\u5f0f\u201d\uff0c\u4f46\u662f\u771f\u7684\uff0c\u5982\u679c\u4e0d\u61c2\u4e24\u4e09\u884c\u4ee3\u7801\uff0c\u6ca1\u6709\u4e00\u4e9b\u673a\u5668\u5b66\u4e60\u57fa\u7840\uff0c\u4e0d\u8d9f\u51e0\u6b21\u6d51\u6c34\uff0c\u662f\u771f\u7684\u6ca1\u529e\u6cd5\u4e0a\u624b\u7684\u3002\u6d45\u8349\u624d\u80fd\u6ca1\u9a6c\u8e44\uff0cModelScope\u771f\u7684\u505a\u5230\u4e86\uff0c\u4e00\u6b65\u5373\u53ef\u4f53\u9a8c\uff0c\u6240\u89c1\u5373\u6240\u5f97\uff0c\u6ca1\u6709\u4efb\u4f55\u7684\u5197\u4f59\uff0c\u5982\u4e1d\u822c\u987a\u6ed1\u7684\u7684\u5728\u7ebf\u4f53\u9a8c\u3002\u00a0\u4e00\u6b65\uff0c\u70b9\u51fb\u300c\u6267\u884c\u6d4b\u8bd5\u300d\uff0c\u6709\u624b\u5c31\u884c!<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444977\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u90a3\u4e48\u8fd9\u4e2a\u53f7\u79f0\u8d85\u4eba\u7c7b\u7684\u6a21\u578b\u600e\u4e48\u6837\u5462\uff1f\u5c0f\u7f16\u9a6c\u4e0a\u5f00\u59cb\u6d4b\u8bd5\u6a21\u578b\uff01\u5c31\u62ff\u5c0f\u7f16\u6700\u8fd1\u53bb\u897f\u53cc\u7248\u7eb3\u7684\u56fe\u7247\u6765\u6d4b\u8bd5\uff01\uff01\uff01\u897f\u53cc\u7248\u7eb3\u662f\u4e2d\u56fd\u70ed\u5e26\u751f\u6001\u7cfb\u7edf\u4fdd\u5b58\u6700\u5b8c\u6574\u7684\u5730\u533a\uff0c\u7d20\u6709\u201c\u690d\u7269\u738b\u56fd\u201d\u3001\u201c\u52a8\u7269\u738b\u56fd\u201d\u3001\u201c\u751f\u7269\u57fa\u56e0\u5e93\u201d\u3001\u201c\u690d\u7269\u738b\u56fd\u6842\u51a0\u4e0a\u7684\u4e00\u9897\u7eff\u5b9d\u77f3\u201d\u7b49\u7f8e\u79f0\u3002\u540c\u65f6\u897f\u53cc\u7248\u7eb3\u8fd8\u6709\u597d\u591a\u597d\u5403\u7684\uff0c\u8202\u9e21\u811a\u3001\u6cf0\u56fd\u83dc\u3001\u5b54\u96c0\u5bb4\u3001\u8001\u631d\u51b0\u5496\u5561\u3001\u5c0f\u83e0\u841d\u3001\u50a3\u5f0f\u70e7\u70e4\u7b49\u7b49\u3002\u00a0\u6d4b\u5b8c\u4e4b\u540e\uff0c\u771f\u670d\u4e86\uff0c\u771f\u7684\u662f\u5168\u77e5\u5168\u80fd\u7684\u95ee\u7b54\u6a21\u578b\uff0c\u65e0\u8bba\u95ee\u7269\u79cd\u3001\u95ee\u6570\u91cf\u3001\u95ee\u4f4d\u7f6e\uff0c\u6a21\u578b\u90fd\u80fd\u56de\u7b54\u51fa\u6765\u3002\u56fe\u4e2d\u5c0f\u7f16\u521a\u8ba4\u8bc6\u7684\u7761\u83b2(lily pads)&#8211;\u6cf0\u56fd\u7684\u56fd\u82b1\u90fd\u662f\u7cbe\u51c6\u65e0\u6bd4\uff0c\u8fd8\u6709\u56fe4\u4e5f\u80fd\u628a\u80cc\u666f\u4e2d\u5927\u8c61\u4e5f\u80fd\u8bc6\u522b\u51fa\u6765\uff0c\u5b9e\u5728\u592a\u5389\u5bb3\u4e86\uff01<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444978\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444979\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444980\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444981\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444982\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444983\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444984\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444985\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u5c0f\u7f16\u53c8\u60f3\u4e86\u4e2a\u529e\u6cd5\uff0c\u6211\u8981\u6d4b\u8bd5\u5b54\u96c0&#038;\u5b54\u96c0\u821e\uff0c\u8fd9\u4e0b\u7ec8\u4e8e\u96be\u5012\u4e86\u6a21\u578b\uff01<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444986\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444987\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u4e8c\u63a2\uff1a\u89c9\u77e5\u6b64\u4e8b\u8981\u8eac\u884c\u9047\u5230\u8fd9\u4e48\u5f3a\u7684\u6a21\u578b\uff0c\u5c0f\u7f16\u5f53\u7136\u60f3\u6df1\u523b\u4e86\u89e3\u4e00\u4e0b\uff0c\u89c9\u77e5\u6b64\u4e8b\u8981\u8eac\u884c\u561b\uff01\u5176\u5b9e\u662f\u60f3\u81ea\u5df1\u62e5\u6709\u4e00\u4e2a\uff0c\u5c06\u6765\u51fa\u53bb\u73a9\u7684\u65f6\u5019\u53ef\u4ee5\u628a\u5bfc\u6e38\u8d39\u7ed9\u7701\u4e86\u3002ModelScope\u4e5f\u4e3a\u6211\u8003\u8651\u5230\u4e86\uff0c\u53f3\u4e0a\u89d2\u300c\u5728Notebook\u4e2d\u6253\u5f00\u300d\uff0c\u70b9\u5b83\uff01\u8fd9\u91cc\u6709CPU\u73af\u5883\u548cGPU\u73af\u5883\uff0c\u770b\u5230GPU\uff0c\u5c0f\u7f16\u773c\u775b\u90fd\u76f4\u4e86\uff0c\u8fd9\u4e0d\u5c31\u662f\u548c3090Ti\u9f50\u540d\u7684V100\uff0c\u5982\u6b64\u9ad8\u6027\u80fd\u7684GPU\uff0c\u7f8a\u6bdb\u515a\u679c\u65ad\u8585\u4e00\u4e0b\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444988\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444989\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u6d4b\u8bd5\u8fc7\u7a0b\u975e\u5e38\u6d41\u7a0b\uff0c\u53ea\u9700\u8981\u4f1aimport\u5c31\u80fd\u5b9e\u73b0\u6574\u4f53\u6d41\u7a0b\uff0c\u5c0f\u7f16\u4e5f\u6574\u7406\u4e86\u76f8\u5173\u4ee3\u7801\u653e\u51fa\u6765\u53ef\u4ee5\u4f7f\u7528\uff01###<br \/>!pwd<br \/>!mkdir data<br \/>!wget <a href=\"https:\/\/link.segmentfault.com\/?enc=LVPKaIQ6cSnJ4QGwhRPk0Q%3D%3D.ervLpGt3XVErnyyDT4954cYJPfOZHLTwGn9i0B4MrrnkxmVW9RxEp95kjcH6%2FB7W89EHc6QY3csVgtVPXb0LmKGw7%2FYtkUE%2FNY6LcdamrdErmqWomTVC1DvRQ%2B%2FwZr%2B%2F5dsZxSbZsC95g2XUByXUgrkHoMLtYf2M25qKcqYXjao%3D\" rel=\"nofollow\">http:\/\/xingchen-data.oss-cn-z&#8230;<\/a> -O data\/visual_question_answering.png<\/p>\n<p>from PIL import Image<br \/>image = Image.open(&#8216;data\/visual_question_answering.png&#8217;)<br \/>image.show()<\/p>\n<p>from PIL import Image<br \/>from modelscope.pipelines import pipeline<br \/>from modelscope.utils.constant import Tasks<\/p>\n<p>model_id = &#8216;damo\/mplug_visual-question-answering_coco_large_en&#8217;<br \/>input_vqa = {<\/p>\n<pre><code>'image': Image.open('data\/visual_question_answering.png'),\n'question': 'What is grown on the plant?',<\/code><\/pre>\n<p>}<\/p>\n<p>pipeline_vqa = pipeline(Tasks.visual_question_answering, model=model_id)<br \/>print(pipeline_vqa(input_vqa))<br \/>\u4e3a\u4e86\u65b9\u4fbf\u5927\u5bb6\uff0c\u5c0f\u7f16\u4e5f\u628a\u8fd0\u884c\u4e2d\u95f4\u6b65\u9aa4\u5c55\u793a\u51fa\u6765\uff0c\u8fd9\u6837\u65e0\u8bba\u662f\u5c0f\u767d\u8fd8\u662f\u65b0\u624b\uff0c\u90fd\u53ef\u4ee5\u73a9\u8d77\u6765\u4e86\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444990\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444991\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444992\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444993\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444994\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u79bb\u90e8\u7f72\u53ea\u5dee\u6700\u540e\u4e00\u6b65\u4e86\uff0c\u7528gradio\u5c31\u53ef\u4ee5\u6ee1\u8db3\u4f60\uff0c\u6309\u7167\u6587\u6863\u63d0\u793a\u5373\u53ef\u5b8c\u6210\u3002<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444995\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u00a0\u4e09\u63a2\uff1a\u65e0\u62db\u80dc\u6709\u62db\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u6a21\u578bmPLUG\u662f\u5efa\u7acb\u5728\u5343\u4e07\u56fe\u6587\u6570\u636e\u9884\u8bad\u7ec3\u7684\u57fa\u7840\u4e0a\uff0c\u5c0f\u7f16\u5c31\u60f3\u63a2\u7a76\u4e0b\u6a21\u578b\u662f\u4e0d\u662f\u771f\u7684\u90fd\u5b66\u4f1a\u4e86\u5417\uff1f\u6700\u8fd1\u6587\u672c\u751f\u6210\u56fe\u50cf\u6a21\u578bDALLE\u548c\u6269\u6563\u6a21\u578b\u5f00\u59cb\u5982\u706b\u5982\u837c\u6839\u636e\u6587\u672c\u751f\u6210\u5404\u79cd\u60f3\u8c61\u7684\u56fe\u7247\uff0c\u5c0f\u7f16\u5c31\u60f3\u5bf9\u4e8e\u8fd9\u4e9b\u751f\u6210\u51fa\u6765\u7684\u56fe\u7247\uff0c\u89c6\u89c9\u95ee\u7b54\u6a21\u578bmPLUG\u8fd8\u53ef\u4ee5\u6b63\u786e\u56de\u7b54\u5417\uff1f\u4f1a\u4e0d\u4f1a\u56e0\u4e3a\u6ca1\u89c1\u8fc7\u7c7b\u4f3c\u7684\u6837\u672c\u5c31\u6ca1\u6709\u529e\u6cd5\u56de\u7b54\u5440\uff1f\u00a0\u5c0f\u7f16\u5148\u5c1d\u8bd5\u4e86\u5bf9\u5927\u540d\u9f0e\u9f0e\u7684DALLE\u751f\u6210\u7684\u56fe\u50cf\u8fdb\u884c\u95ee\u7b54\uff0cDALLE\u662fOpenAI\u653e\u51fa\u7684\u6587\u672c\u751f\u6210\u56fe\u50cf\u6a21\u578b\uff0c\u53d6\u540dDALL-E\uff0c\u662f\u4e3a\u4e86\u5411\u827a\u672f\u5bb6\u8428\u5c14\u74e6\u591a-\u8fbe\u5229\uff08Salvador Dali \uff09\u548c\u76ae\u514b\u65af\u7684\u673a\u5668\u4ebaWALL-E\u81f4\u656c\u3002\u6d4b\u8bd5\u4e4b\u540e\uff0c\u770b\u770b\u4e0b\u9762\u7684\u7ed3\u679c\uff0c\u8fde\u827a\u672f\u5bb6dali\u90fd\u80fd\u8bc6\u522b\u51fa\u6765\uff0c\u4e0d\u6127\u662f\u89c1\u591a\u8bc6\u5e7f\uff0c\u77e5\u8bc6\u4e5f\u592a\u6e0a\u535a\u4e86\uff01<br \/><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444996\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444997\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444998\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042444999\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p>from modelscope.msdatasets import MsDataset<\/p>\n<h2>from icecream import ic<\/h2>\n<p>dataset = MsDataset.load(&#8216;vqa_trial&#8217;, subset_name=&#8217;vqa_trial&#8217;, split=&#8221;test&#8221;)<br \/>print(dataset[0])<\/p>\n<p>def resize_img(img):<\/p>\n<pre><code># set the base width of the result\nbasewidth = 300\n# determining the height ratio\nwpercent = (basewidth\/float(img.size[0]))\nhsize = int((float(img.size[1])*float(wpercent)))\n# resize image and save\nimg = img.resize((basewidth,hsize), Image.ANTIALIAS)\nreturn img\n<\/code><\/pre>\n<p>resize_img(dataset0).show()<\/p>\n<p>from PIL import Image<br \/>from modelscope.pipelines import pipeline<br \/>from modelscope.utils.constant import Tasks<\/p>\n<p>model_id = &#8216;damo\/mplug_visual-question-answering_coco_large_en&#8217;<br \/>pipeline_vqa = pipeline(Tasks.visual_question_answering, model=model_id)<\/p>\n<p>for item in dataset:<\/p>\n<pre><code>input_vqa = {\n    'image': item['image'],\n    'question': item['question'],\n}\nanswer = pipeline_vqa(input_vqa)\nresize_img(item['image']).show()\nprint('Q: ' + item['question'])\nprint('A: ' + answer['text'])\u00a0\u540c\u65f6\u5c0f\u7f16\u4e5f\u62ff\u4e86ModelScope\u4e0a\u7684\u6587\u751f\u56fe\u6a21\u578b\u8fdb\u884c\u6d4b\u8bd5\uff0c\u6d4b\u8bd5\u7ed3\u679c\u5982\u4e0b\uff1a<\/code><\/pre>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042445000\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042445001\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042445002\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><\/p>\n<p><img decoding=\"async\" referrerpolicy=\"no-referrer\" src=\"https:\/\/segmentfault.com\/img\/remote\/1460000042445003\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" loading=\"lazy\"><br \/>\u53ef\u4ee5\u770b\u5230\u89c6\u89c9\u95ee\u7b54\u6a21\u578bmPLUG\u5177\u6709\u975e\u5e38\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u9488\u5bf9\u5404\u79cd\u751f\u6210\u7684\u56fe\u7247\uff0c\u5404\u4e2a\u4e0d\u540c\u9886\u57df\u7684\u6765\u6e90\uff0c\u90fd\u80fd\u56de\u7b54\u6b63\u786e\u3002\u8fd9\u5c31\u662f\u8bad\u7ec3\u4e86\u5343\u4e07\u6b21\uff0c\u7406\u89e3\u4e86\u89c6\u89c9\u7279\u5f81\u4e4b\u540e\uff0c\u8fbe\u5230\u4e86\u201c\u65e0\u62db\u80dc\u6709\u62db\u201d\uff0c\u5b9e\u9645\u6d4b\u8bd5\u4e2d\u5c31\u53ef\u4ee5\u878d\u4f1a\u8d2f\u901a!\u00a0\u7ed3\u8bed\u5230\u8fd9\u91cc\u5c31\u7ed3\u675f\u4e86\uff0c\u8d76\u7d27\u4e0aModelScope\u4e00\u952e\u4f53\u9a8c\u8d85\u4eba\u7c7b\u7684\u89c6\u89c9\u95ee\u7b54\u6a21\u578b\uff0c\u4e00\u952e\u76f4\u8fbe\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=fy4D7tzt04JfkOqK2F9qpw%3D%3D.uF09w2gWdWyrIqn3%2F2sjxL4LhCxoCho9IfWMyUSXMjcH7ikoBb07JhZmv2jGbWGh8S1FLghmtFOdonizmw2wM1HONxM8UMC9dsGzo0qb3E0WnaRKlOuWL8SAwtlTmvo4\" rel=\"nofollow\">https:\/\/www.modelscope.cn\/mod&#8230;<\/a>\u00a0\u3002\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/link.segmentfault.com\/?enc=gowHiWUmBQEoF6IxJVH23A%3D%3D.4dCOo31WHDFRt2kAQjZtY8Tm6eZ8NCuhJlVLMtNjOBdG%2Bf0%2Fmou90dzqQUtVxDf7\" rel=\"nofollow\">https:\/\/click.aliyun.com\/m\/10&#8230;<\/a>\u672c\u6587\u4e3a\u963f\u91cc\u4e91\u539f\u521b\u5185\u5bb9\uff0c\u672a\u7ecf\u5141\u8bb8\u4e0d\u5f97\u8f6c\u8f7d\u3002<\/p>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000042444974\">https:\/\/segmentfault.com\/a\/1190000042444974<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7b80\u4ecb\uff1a\u00a0ModelScope\u4e0a\u5f00\u6e90\u4e86\u8fbe\u6469\u9662\u4f17\u591a\u4e1a\u754c\u6700\u5f3a\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5176\u4e2d\u5c31\u6709\u9996\u8d85\u4eba\u7c7b\u7684\u591a\u6a21\u6001\u89c6\u89c9\u95ee\u7b54\u6a21\u578bmPLU [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-10006430","post","type-post","status-publish","format-standard","hentry"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006430","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10006430"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10006430\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10006430"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10006430"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10006430"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}