{"id":53761,"date":"2025-02-16T13:42:33","date_gmt":"2025-02-16T05:42:33","guid":{"rendered":"https:\/\/fwq.ai\/blog\/53761\/"},"modified":"2025-02-16T13:42:33","modified_gmt":"2025-02-16T05:42:33","slug":"vertex-ai-%e6%89%98%e7%ae%a1%e6%95%b0%e6%8d%ae%e9%9b%86%e5%88%b6%e4%bd%9c%e6%8c%87%e5%8d%97","status":"publish","type":"post","link":"https:\/\/fwq.ai\/blog\/53761\/","title":{"rendered":"Vertex AI \u6258\u7ba1\u6570\u636e\u96c6\u5236\u4f5c\u6307\u5357"},"content":{"rendered":"<p>Google \u7684 Vertex AI \u662f\u4e00\u4e2a\u57fa\u4e8e Google Cloud \u7684\u5e73\u53f0\uff0c\u4f01\u4e1a\u5bb6\u3001\u5f00\u53d1\u8005\u548c AI \u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u4f7f\u7528\u5b83\u6765\u7ba1\u7406\u4ed6\u4eec\u7684 AI \u9879\u76ee\u3002\u6211\u4eec\u5728\u4e4b\u524d\u7684\u6587\u7ae0\u4e2d\u8be6\u7ec6\u8ba8\u8bba\u4e86\u6574\u4e2a Vertex AI \u751f\u6001\u7cfb\u7edf\u7684\u67b6\u6784\u3002<\/p>\n<p>\u672c\u6587\u5c06\u8ba8\u8bba Vertex AI \u4e2d\u7684\u6258\u7ba1 ML \u6570\u636e\u96c6\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u5b83\u4eec\u6765\u521b\u5efa\u7a0b\u5e8f\u3002<\/p>\n<h2>1\u3001\u4ec0\u4e48\u662f\u6258\u7ba1\u6570\u636e\u96c6\uff1f<\/h2>\n<p>\u6258\u7ba1\u6570\u636e\u96c6\u662f\u5728 Vertex AI \u6846\u67b6\u5185\u5de5\u4f5c\u7684\u6570\u636e\u96c6\u3002\u4f60\u9700\u8981\u5b83\u4eec\u8fdb\u884c AutoML \u8bad\u7ec3\uff08\u548c Gemini \u8bad\u7ec3\uff09\uff0c\u4f46\u4e0d\u9700\u8981\u5b83\u4eec\u8fdb\u884c\u81ea\u5b9a\u4e49\u6a21\u578b\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u901a\u8fc7\u63d0\u4f9b\u591a\u79cd\u529f\u80fd\uff0c\u7ba1\u7406\u6570\u636e\u5e93\u53ef\u4ee5\u51cf\u5c11\u4f60\u5728 Vertex \u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u5de5\u4f5c\u91cf\u3002\u6258\u7ba1\u6570\u636e\u5e93\u7684\u597d\u5904\u662f\uff1a<\/p>\n<ul>\n<li>\u4f60\u53ef\u4ee5\u4ece\u96c6\u4e2d\u4f4d\u7f6e\u7ba1\u7406\u6570\u636e\u96c6\u3002<\/li>\n<li>\u4f60\u53ef\u4ee5\u8f7b\u677e\u521b\u5efa\u6807\u7b7e\u548c\u591a\u4e2a\u6ce8\u91ca\u96c6\u3002<\/li>\n<li>\u4f60\u53ef\u4ee5\u521b\u5efa\u4eba\u5de5\u6807\u8bb0\u4efb\u52a1\u3002<\/li>\n<li>\u4f60\u53ef\u4ee5\u6839\u636e AI \u6a21\u578b\u8ddf\u8e2a\u6b64\u6570\u636e\u5e93\u7684\u6cbf\u88ad\u4ee5\u8fdb\u884c\u8fed\u4ee3\u548c\u8bad\u7ec3\u3002<\/li>\n<li>\u4f60\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u540c\u4e00\u6570\u636e\u96c6\u8bad\u7ec3\u591a\u4e2a\u6a21\u578b\u6765\u6bd4\u8f83 AI \u6a21\u578b\u6027\u80fd\u3002<\/li>\n<li>\u4f60\u53ef\u4ee5\u751f\u6210\u7edf\u8ba1\u6570\u636e\uff0c<\/li>\n<li>Vertex \u5141\u8bb8\u4f60\u5c06\u6570\u636e\u96c6\u62c6\u5206\u4e3a\u8bad\u7ec3\u3001\u6d4b\u8bd5\u548c\u9a8c\u8bc1\u6570\u636e\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u529f\u80fd\u5141\u8bb8\u4f60\u4f7f\u7528\u60f3\u8981\u7684\u4efb\u4f55\u6570\u636e\u96c6\u5728 Vertex AI \u4e0a\u4ee5\u672c\u5730\u65b9\u5f0f\u7aef\u5230\u7aef\u8fd0\u884c\u4f60\u7684 AI \u9879\u76ee\u3002\u4f60\u8fd8\u53ef\u4ee5\u4f7f\u7528 Google \u63d0\u4f9b\u7684\u6570\u636e\u96c6\u6765\u8bad\u7ec3\u4f60\u7684\u6a21\u578b\u5e76\u68c0\u67e5\u5176\u6027\u80fd\u3002<\/p>\n<p>\u4f46\u662f\uff0c\u4f60\u53ef\u4ee5\u8bbf\u95ee\u7684\u6570\u636e\u5e93\u5c06\u53d6\u51b3\u4e8e\u3002\u7531\u4e8e\u8bad\u7ec3\u548c\u8fed\u4ee3\u7684\u901f\u5ea6\u53d6\u51b3\u4e8e\u4f60\u4e0e\u6240\u9009\u670d\u52a1\u5668\u4e4b\u95f4\u7684\u7269\u7406\u8ddd\u79bb\uff0c\u56e0\u6b64\u5efa\u8bae\u4f60\u9009\u62e9\u8ddd\u79bb\u9879\u76ee\u6240\u9700\u7684\u6a21\u578b\u548c\u8bad\u7ec3\u6570\u636e\u96c6\u6700\u8fd1\u7684\u4f4d\u7f6e\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u6765\u8c08\u8c08\u5982\u4f55\u521b\u5efa\u6570\u636e\u96c6\u3002<\/p>\n<blockquote><p>\n  \u5982\u4f55\u4e3a Vertex AI \u51c6\u5907\u6570\u636e\u96c6\uff1f\n<\/p><\/blockquote>\n<p>\u53ef\u4ee5\u4f7f\u7528 (GCP) \u6216 Google Vertex API \u521b\u5efa Vertex AI \u7684\u6258\u7ba1\u6570\u636e\u96c6\u3002\u4f60\u7684\u6d41\u7a0b\u5c06\u6839\u636e\u4f7f\u7528\u7684\u6570\u636e\u7c7b\u578b\u548c\u8981\u6267\u884c\u7684\u64cd\u4f5c\u800c\u6709\u6240\u4e0d\u540c\u3002<\/p>\n<p>\u5bf9\u4e8e\u4f60\u5bfc\u5165\u7684\u6bcf\u4e2a\u6570\u636e\u96c6\uff0c\u90fd\u9700\u8981\u4e00\u4e2a\u7ed3\u6784\u5316\u7684 JSON \u6216 CSV \u6587\u4ef6\uff0c\u5c06\u6570\u636e\u653e\u5165\u7ed3\u6784\u4e2d\u5e76\u5141\u8bb8\u6807\u6ce8\u3002<\/p>\n<h2>2\u3001\u5236\u4f5c\u7528\u4e8e\u5206\u7c7b\u7684\u56fe\u50cf\u6570\u636e\u96c6<\/h2>\n<p>\u5206\u7c7b\u4efb\u52a1\u662f\u81ea\u52a8\u6807\u8bb0\u56fe\u50cf\u548c\u8bc6\u522b\u7279\u5f81\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5206\u7c7b\u4efb\u52a1\u53ef\u80fd\u662f\u627e\u5230\u7167\u7247\u4e2d\u63cf\u7ed8\u7684\u82b1\u6735\u7c7b\u578b\u3002\u8ba9\u6211\u4eec\u6765\u8c08\u8c08\u8bad\u7ec3\u8fd9\u79cd\u6a21\u578b\u6240\u9700\u7684\u6570\u636e\u3002<\/p>\n<h3>2.1 \u652f\u6301\u7684\u56fe\u50cf\u683c\u5f0f<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4f7f\u7528 Vertex \u8bad\u7ec3\u5355\u6807\u7b7e\u548c\u591a\u6807\u7b7e\u5206\u7c7b\u6a21\u578b\u3002\u4e24\u79cd\u7c7b\u578b\u7684\u6a21\u578b\u90fd\u63a5\u53d7\u4ee5\u4e0b\u7c7b\u578b\u7684\u56fe\u50cf\u4f5c\u4e3a\u8f93\u5165\uff1a<\/p>\n<ul>\n<li>PNG<\/li>\n<li>JPEG<\/li>\n<li>GIF<\/li>\n<li>BMP<\/li>\n<li>ICO<\/li>\n<\/ul>\n<p>\u8f93\u51fa\u56fe\u50cf\u5c06\u9075\u5faa\u76f8\u540c\u7684\u6587\u4ef6\u683c\u5f0f\uff0c\u4f46\u5982\u679c\u9700\u8981\uff0c\u8fd9\u4e9b\u6a21\u578b\u4e5f\u53ef\u4ee5\u8bad\u7ec3\u4e3a\u8f93\u51fa TIFF \u548c WEBP \u6587\u4ef6\u3002<\/p>\n<p>\u6ce8\u610f\uff1a\u53e6\u5916\uff0c\u8bf7\u8bb0\u4f4f\u4f60\u7684\u6587\u4ef6\u9700\u8981\u8fdb\u884c Base64 \u7f16\u7801\u3002<\/p>\n<h3>2.2 \u51c6\u5907\u6570\u636e<\/h3>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u5c06\u51c6\u5907\u7528\u4e8e\u5355\u6807\u7b7e\u5206\u7c7b\u7684\u56fe\u50cf\u3002\u4f60\u9700\u8981\u9075\u5faa\u5982\u4e0b\u6240\u793a\u7684 JSON \u683c\u5f0f\uff1a<\/p>\n<pre><code>{\n  \"imageGcsUri\": \"gs:\/\/bucket\/filename.ext\",\n  \"classificationAnnotation\": {\n    \"displayName\": \"LABEL\",\n    \"annotationResourceLabels\": {\n        \"aiplatform.googleapis.com\/annotation_set_name\": \"displayName\",\n        \"env\": \"prod\"\n      }\n   },\n  \"dataItemResourceLabels\": {\n    \"aiplatform.googleapis.com\/ml_use\": \"training\/test\/validation\"\n  }\n}<\/code><\/pre>\n<p>\u8fd9\u91cc\uff0c<\/p>\n<ul>\n<li>imageGCsUrl \u2014 \u6307\u5b9a\u56fe\u50cf\u7684\u4f4d\u7f6e<\/li>\n<li>commentResourceLabels \u2014 \u7528\u4e8e\u6ce8\u91ca\u8f93\u5165\u6570\u636e\u3002\u7cfb\u7edf\u53ea\u4fdd\u7559 <code>\"aiplatform.googleapis.com\/annotation_set_name\"\uff1a\"isplayName\"<\/code><\/li>\n<li>dataitemResourceLabels \u2014 \u7528\u4e8e\u6307\u5b9a\u8981\u4e0a\u4f20\u56fe\u50cf\u7684\u5143\u6570\u636e\u3002\u7cfb\u7edf\u4fdd\u7559 <code>\"aiplatform.googleapis.com\/ml_use\"\uff1a\"training\/test\/validation\"<\/code><\/li>\n<\/ul>\n<p>\u4e3a\u4e86\u8bf4\u660e\uff0c\u5982\u679c\u6211\u4eec\u5728\u7528\u4e8e Kommunicate \u7684 <code>gs:\/\/bucket<\/code> \u4e2d\u6709\u4e09\u4e2a\u56fe\u50cf\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u751f\u6210\u5982\u4e0b JSON \u683c\u5f0f\uff1a<\/p>\n<p>\u6b64\u5916\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528 <code>label_type<\/code> \u81ea\u5b9a\u4e49\u952e\u503c\u5bf9\u5bf9\u4f60\u6dfb\u52a0\u5230\u56fe\u50cf\u7684\u591a\u4e2a\u6807\u7b7e\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<h3>2.3 \u6307\u5357<\/h3>\n<p>\u73b0\u5728\uff0c\u4f60\u9700\u8981\u9075\u5faa\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u4e00\u4e9b\u6307\u5357\uff1a<\/p>\n<ul>\n<li>Vertex \u9488\u5bf9\u771f\u5b9e\u4e16\u754c\u56fe\u50cf\u8fdb\u884c\u4e86\u4f18\u5316\u3002<\/li>\n<li>\u4f60\u7684\u8bad\u7ec3\u6570\u636e\u51b3\u5b9a\u4e86\u8f93\u51fa\uff0c\u56e0\u6b64\u56fe\u50cf\u5e94\u8be5\u63a5\u8fd1\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u60f3\u5206\u6790\u4f4e\u8d28\u91cf\u3001\u6a21\u7cca\u7684\u7167\u7247\uff0c\u5fc5\u987b\u5728\u7c7b\u4f3c\u7684\u56fe\u50cf\u4e0a\u8bad\u7ec3\u4f60\u7684\u6a21\u578b\u3002<\/li>\n<li>Vertex AI \u7684\u9884\u6d4b\u80fd\u529b\u6709\u9650\uff0c\u56e0\u6b64\u5982\u679c\u4eba\u7c7b\u65e0\u6cd5\u5728 1-2 \u79d2\u5185\u5bf9\u56fe\u50cf\u8fdb\u884c\u5206\u7c7b\uff0cVertex AI \u4e5f\u65e0\u6cd5\u505a\u5230\u3002<\/li>\n<li>\u5efa\u8bae\u4f60\u81f3\u5c11\u4f7f\u7528 1000 \u5f20\u56fe\u50cf\u8fdb\u884c\u8bad\u7ec3\u3002<\/li>\n<li>\u6700\u597d\u5c06\u51fa\u73b0\u9891\u7387\u6700\u9ad8\u7684\u6807\u7b7e\u7684\u56fe\u50cf\u4fdd\u7559\u5728 100 \u500d\u4e8e\u539f\u59cb\u56fe\u50cf\u7684\u6570\u91cf<\/li>\n<li>\u6807\u6709\u6700\u4e0d\u5e38\u89c1\u6807\u7b7e\u7684\u7167\u7247\u3002<\/li>\n<li><code>None_of_the_above<\/code> \u5206\u7c7b\u5668\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<p>\u57fa\u4e8e\u56fe\u50cf\u7684 ML \u6a21\u578b\u7684\u53e6\u4e00\u4e2a\u6d41\u884c\u4e1a\u52a1\u7528\u4f8b\u662f\u5bf9\u8c61\u68c0\u6d4b\uff0c\u63a5\u4e0b\u6765\u8ba9\u6211\u4eec\u8ba8\u8bba\u4e00\u4e0b\u3002<\/p>\n<h2>3\u3001\u5236\u4f5c\u7528\u4e8e\u5bf9\u8c61\u68c0\u6d4b\u7684\u56fe\u50cf\u6570\u636e\u96c6<\/h2>\n<p>\u5728\u5bf9\u8c61\u68c0\u6d4b\u6a21\u578b\u4e2d\uff0c\u6a21\u578b\u4f1a\u5c1d\u8bd5\u5728\u7167\u7247\u4e2d\u627e\u5230\u7279\u5b9a\u5bf9\u8c61\u3002\u8fd9\u5bf9\u4e8e\u5728\u56fe\u50cf\u4e2d\u67e5\u627e\u7279\u5b9a\u56fe\u6848\u6216\u5bf9\u8c61\u5f88\u6709\u7528\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u5b83\u5728\u8857\u5934\u6444\u5f71\u6570\u636e\u96c6\u4e2d\u67e5\u627e\u54c1\u724c\u5fbd\u6807\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u8ba8\u8bba\u5982\u4f55\u4e3a\u8fd9\u4e9b\u4efb\u52a1\u51c6\u5907\u6570\u636e\u96c6\u3002<\/p>\n<h3>3.1 \u652f\u6301\u7684\u56fe\u50cf\u683c\u5f0f<\/h3>\n<p>Vertex AI \u652f\u6301\u4ee5\u4e0b\u7528\u4e8e\u5bf9\u8c61\u68c0\u6d4b\u548c\u8bc6\u522b\u7684\u56fe\u50cf\u683c\u5f0f\uff1a<\/p>\n<ul>\n<li>PNG<\/li>\n<li>JPEG<\/li>\n<li>GIF<\/li>\n<li>BMP<\/li>\n<li>ICO<\/li>\n<\/ul>\n<h3>3.2 \u8f93\u51fa\u683c\u5f0f<\/h3>\n<p>\u7ecf\u8fc7\u8bad\u7ec3\u7684\u6a21\u578b\u901a\u5e38\u4ee5\u4e0e\u8bad\u7ec3\u6570\u636e\u76f8\u540c\u7684\u683c\u5f0f\u8f93\u51fa\u56fe\u50cf\u3002\u4f46\u662f\uff0cVertex AI \u4e5f\u53ef\u4ee5\u8f93\u51fa\uff1a<\/p>\n<ul>\n<li>TIFF<\/li>\n<li>WEBP<\/li>\n<\/ul>\n<h3>3.3 \u51c6\u5907\u7528\u4e8e\u5bf9\u8c61\u8bc6\u522b\u7684\u56fe\u50cf<\/h3>\n<p>Vertex AI \u4f7f\u7528\u7279\u5b9a\u7684 JSON \u683c\u5f0f\u8fdb\u884c\u5bf9\u8c61\u8bc6\u522b\u4efb\u52a1\u3002\u4ee5\u4e0b\u662f\u793a\u4f8b\uff1a<\/p>\n<pre><code>{\n  \"imageGcsUri\": \"gs:\/\/bucket\/filename.ext\",  # Location of the image\n  \"objectAnnotations\": [\n    {\n      \"boundingBox\": {\n        \"normalizedVertices\": [\n          { \"x\": 0.1, \"y\": 0.2 },\n          { \"x\": 0.3, \"y\": 0.2 },\n          { \"x\": 0.3, \"y\": 0.4 },\n          { \"x\": 0.1, \"y\": 0.4 }\n        ]\n      },\n      \"displayName\": \"LABEL\",  # Label associated with the object\n      \"annotationResourceLabels\": {\n        \"aiplatform.googleapis.com\/annotation_set_name\": \"displayName\",  # Annotation set name\n        \"env\": \"prod\"  # Optional custom key-value pair (e.g., environment)\n      }\n    }\n  ],\n  \"dataItemResourceLabels\": {\n    \"aiplatform.googleapis.com\/ml_use\": \"training\/test\/validation\"  # Intended use of the data item\n  }\n}<\/code><\/pre>\n<p>\u5728\u6b64\u793a\u4f8b\u4e2d\uff0cJSON \u5b57\u6bb5\u8868\u793a\uff1a<\/p>\n<ul>\n<li>imageGcsUri\uff1a\u6307\u5b9a\u56fe\u50cf\u6587\u4ef6\u7684 Google Cloud Storage URI<\/li>\n<li>objectAnnotations\uff1a\u6b64\u6570\u7ec4\u5305\u542b\u8868\u793a\u56fe\u50cf\u4e2d\u68c0\u6d4b\u5230\u7684\u5bf9\u8c61\u7684\u5bf9\u8c61<\/li>\n<li>boundingBox\uff1a\u6b64\u5bf9\u8c61\u5b9a\u4e49\u5bf9\u8c61\u5468\u56f4\u7684\u8fb9\u754c\u6846<\/li>\n<li>normalizedVertices\uff1a\u6b64\u6570\u7ec4\u4ee5\u89c4\u8303\u5316\u5750\u6807\uff080 \u5230 1\uff09\u6307\u5b9a\u8fb9\u754c\u6846\u9876\u70b9\u7684\u5750\u6807<\/li>\n<li>displayName\uff1a\u6b64\u952e\u4fdd\u5b58\u4e0e\u68c0\u6d4b\u5230\u7684\u5bf9\u8c61\u5173\u8054\u7684\u6807\u7b7e<\/li>\n<li>annotationResourceLabels\uff1a\u6b64\u5bf9\u8c61\u63d0\u4f9b\u6709\u5173\u6ce8\u91ca\u7684\u5176\u4ed6\u5143\u6570\u636e<\/li>\n<li>aiplatform.googleapis.com\/annotation_set_name\uff1a\u6b64\u952e\u5f15\u7528\u73b0\u6709\u6ce8\u91ca\u96c6\uff0c\u5176\u4e2d\u76f8\u5173\u6ce8\u91ca\u5206\u7ec4\u5728\u4e00\u8d77\u3002\u5c06\u201cdisplayName\u201d\u66ff\u6362\u4e3a\u5b9e\u9645\u7684\u96c6\u5408\u540d\u79f0<\/li>\n<li>env\uff08\u53ef\u9009\uff09\uff1a\u5728\u6b64\u5904\u6dfb\u52a0\u81ea\u5b9a\u4e49\u952e\u503c\u5bf9\u4ee5\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\uff08\u4f8b\u5982\u73af\u5883\uff09<\/li>\n<li>dataItemResourceLabels\uff1a\u6b64\u5bf9\u8c61\u63d0\u4f9b\u6709\u5173\u6570\u636e\u9879\u672c\u8eab\u7684\u5143\u6570\u636e<\/li>\n<li>aiplatform.googleapis.com\/ml_use\uff1a\u6b64\u952e\u6307\u5b9a\u6570\u636e\u9879\u7684\u9884\u671f\u7528\u9014\uff08\u201c\u8bad\u7ec3\u201d\u3001\u201c\u6d4b\u8bd5\u201d\u3001\u201c\u9a8c\u8bc1\u201d\uff09<\/li>\n<\/ul>\n<p>\u4f8b\u5982\uff0c\u5bf9\u4e8e\u6211\u4eec Google Cloud \u5b58\u50a8\u6876\u4e2d\u540d\u4e3a <code>Kommunicate_1.jpeg<\/code> \u7684\u56fe\u50cf\uff0c\u6211\u4eec\u5c06\u7f16\u5199\u4e00\u4e2a JSON\uff1a<\/p>\n<h3>3.4 \u6570\u636e\u96c6\u6307\u5357<\/h3>\n<p>\u56fe\u50cf\u5927\u5c0f\uff1a<\/p>\n<ul>\n<li>\u6700\u4f73\u8303\u56f4\uff1a\u56fe\u50cf\u5927\u5c0f\u4ecb\u4e8e 512\u00d7512 \u548c 1024\u00d71024 \u50cf\u7d20\u4e4b\u95f4\u3002<\/li>\n<li>\u7f29\u653e\uff1a\u5efa\u8bae\u7684\u6700\u5927\u503c\u662f 1024\u00d71024\u3002\u5982\u679c\u56fe\u50cf\u660e\u663e\u8f83\u5927\uff0c\u8bf7\u8003\u8651\u7f29\u5c0f\u5b83\u4eec\uff0c\u540c\u65f6\u4fdd\u6301\u7eb5\u6a2a\u6bd4\u3002<\/li>\n<\/ul>\n<p>\u8fb9\u754c\u6846\u5927\u5c0f\uff1a<\/p>\n<ul>\n<li>\u51c6\u786e\u5ea6\uff1a\u786e\u4fdd\u8fb9\u754c\u6846\u7d27\u5bc6\u8d34\u5408\u7269\u4f53\u3002<\/li>\n<li>\u907f\u514d\u91cd\u53e0\uff1a\u5c3d\u91cf\u51cf\u5c11\u8fb9\u754c\u6846\u4e4b\u95f4\u7684\u91cd\u53e0\u3002<\/li>\n<li>\u5c3a\u5bf8\u53d8\u5316\uff1a\u5305\u62ec\u5404\u79cd\u5c3a\u5bf8\u7684\u8fb9\u754c\u6846\u3002<\/li>\n<li>\u89c4\u8303\u5316\uff1a\u5bf9\u8fb9\u754c\u6846\u4f7f\u7528\u89c4\u8303\u5316\u5750\u6807\uff080 \u5230 1\uff09\u3002<\/li>\n<\/ul>\n<p>\u5176\u4ed6\u6ce8\u610f\u4e8b\u9879\uff1a<\/p>\n<ul>\n<li>\u7eb5\u6a2a\u6bd4\uff1a\u4fdd\u6301\u56fe\u50cf\u7684\u539f\u59cb\u7eb5\u6a2a\u6bd4\u3002<\/li>\n<li>\u6570\u636e\u589e\u5f3a\uff1a\u5c1d\u8bd5\u88c1\u526a\u3001\u586b\u5145\u548c\u8c03\u6574\u5927\u5c0f\u7b49\u6280\u672f\u3002<\/li>\n<li>\u786c\u4ef6\u9650\u5236\uff1a\u8bbe\u7f6e\u56fe\u50cf\u548c\u8fb9\u754c\u6846\u5927\u5c0f\u65f6\u8003\u8651\u786c\u4ef6\u8d44\u6e90\u3002<\/li>\n<\/ul>\n<p>\u6570\u636e\u96c6\u8d28\u91cf\u548c\u591a\u6837\u6027\uff1a<\/p>\n<ul>\n<li>\u56fe\u50cf\u8d28\u91cf\uff1a\u4f7f\u7528\u5177\u6709\u4e0d\u540c\u80cc\u666f\u3001\u5149\u7167\u6761\u4ef6\u548c\u5bf9\u8c61\u5927\u5c0f\u7684\u9ad8\u8d28\u91cf\u56fe\u50cf\u3002<\/li>\n<li>\u6807\u7b7e\u51c6\u786e\u6027\uff1a\u786e\u4fdd\u51c6\u786e\u4e00\u81f4\u7684\u6807\u7b7e\u3002<\/li>\n<li>\u6570\u636e\u91cf\uff1a\u4e89\u53d6\u8db3\u591f\u5927\u7684\u6570\u636e\u96c6\u3002<\/li>\n<li>\u6570\u636e\u5e73\u8861\uff1a\u4fdd\u6301\u5e73\u8861\u7684\u6570\u636e\u96c6\u3002<\/li>\n<li>\u6ce8\u91ca\u4e00\u81f4\u6027\uff1a\u786e\u4fdd\u6ce8\u91ca\u7c7b\u578b\u548c\u5c5e\u6027\u7684\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n<p>\u6807\u6ce8\u96c6\u7ba1\u7406\uff1a<\/p>\n<ul>\n<li>\u521b\u5efa\u96c6\uff1a\u6839\u636e\u5bf9\u8c61\u7c7b\u522b\u6216\u5c5e\u6027\u5c06\u6807\u6ce8\u7ec4\u7ec7\u6210\u96c6\u3002<\/li>\n<li>\u5206\u914d\u6807\u6ce8\uff1a\u5c06\u6807\u6ce8\u4e0e\u9002\u5f53\u7684\u96c6\u5173\u8054\u3002<\/li>\n<\/ul>\n<p>\u5143\u6570\u636e\uff1a<\/p>\n<ul>\n<li>\u5305\u62ec\u5143\u6570\u636e\uff1a\u6dfb\u52a0\u76f8\u5173\u5143\u6570\u636e\uff0c\u5982\u5bf9\u8c61\u7c7b\u578b\u3001\u5c5e\u6027\u6216\u65f6\u95f4\u6233\u3002<\/li>\n<\/ul>\n<p>\u6570\u636e\u683c\u5f0f\uff1a<\/p>\n<ul>\n<li>JSON \u683c\u5f0f\uff1a\u4f7f\u7528\u63d0\u4f9b\u7684 JSON \u683c\u5f0f\u8fdb\u884c\u5bf9\u8c61\u68c0\u6d4b\u548c\u5206\u7c7b\u4efb\u52a1\u3002<\/li>\n<li>\u6a21\u5f0f\u5b9a\u4e49\uff1a\u4e3a\u60a8\u7684\u6570\u636e\u96c6\u5b9a\u4e49\u4e00\u4e2a\u660e\u786e\u7684\u6a21\u5f0f\u3002<\/li>\n<\/ul>\n<p>\u4e3a\u4e24\u4e2a\u57fa\u4e8e\u56fe\u50cf\u7684\u4efb\u52a1\u51c6\u5907\u6307\u5b9a\u683c\u5f0f\u7684\u6570\u636e\u96c6\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u5f00\u59cb\u5728\u4efb\u52a1\u4e2d\u4f7f\u7528\u5b83\u4eec\u4e86\u3002\u63a5\u4e0b\u6765\u662f\u8868\u683c\u6570\u636e\u96c6\u3002<\/p>\n<h2>4\u3001\u5236\u4f5c\u7528\u4e8e\u5206\u7c7b\u548c\u56de\u5f52\u7684\u8868\u683c\u6570\u636e\u96c6<\/h2>\n<p>\u6b64\u4e0a\u4e0b\u6587\u7684\u5206\u7c7b\u4efb\u52a1\u662f\u9884\u6d4b\u5206\u7c7b\u7ed3\u679c\u7684\u4efb\u52a1\u3002\u56e0\u6b64\uff0c\u5982\u679c\u4f60\u60f3\u9884\u6d4b\u5ba2\u6237\u662f\u5426\u4f1a\u6d41\u5931\uff0c\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u6a21\u578b\u3002<\/p>\n<p>\u56de\u5f52\u4efb\u52a1\u7528\u4e8e\u9884\u6d4b\u8fde\u7eed\u6570\u503c\u6570\u636e\uff0c\u56e0\u6b64\u5982\u679c\u4f60\u60f3\u5c06\u623f\u4ef7\u4e0e\u6570\u636e\u5173\u8054\u8d77\u6765\u65f6\u3002<\/p>\n<blockquote><p>\n  \u91cd\u8981\u63d0\u793a\uff1a\u5bf9\u4e8e\u8868\u683c\u6570\u636e\uff0cVertex \u4f1a\u5c06 80% \u7684\u6570\u636e\u968f\u673a\u62c6\u5206\u4e3a\u8bad\u7ec3\u300110% \u7528\u4e8e\u9a8c\u8bc1\u548c 10% \u7528\u4e8e\u6d4b\u8bd5\u7528\u4f8b\u3002\u5982\u679c\u4f60\u60f3\u8981\u624b\u52a8\u62c6\u5206\u6216\u6309\u65f6\u95f4\u987a\u5e8f\u6620\u5c04\uff0c\u5219\u9700\u8981\u6dfb\u52a0\u5355\u72ec\u7684\u62c6\u5206\u5217\u3002\n<\/p><\/blockquote>\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u4f60\u7684\u6570\u636e\u96c6\u5fc5\u987b\u5177\u6709\u4ee5\u4e0b\u5185\u5bb9\u3002<\/p>\n<h3>4.1 \u6570\u636e\u96c6\u6307\u5357<\/h3>\n<ul>\n<li>\u6700\u5927\u5c3a\u5bf8\uff1a\u6570\u636e\u96c6\u5fc5\u987b\u4e3a 100 GB \u6216\u66f4\u5c0f<\/li>\n<li>\u6700\u5c0f\u5217\u6570\uff1a2 \u5217\uff08\u5305\u62ec\u76ee\u6807\u548c\u81f3\u5c11\u4e00\u4e2a\u7279\u5f81\uff09<\/li>\n<li>\u6700\u5927\u5217\u6570\uff1a1,000 \u5217\uff08\u5305\u62ec\u7279\u5f81\u548c\u975e\u7279\u5f81\uff09<\/li>\n<li>\u76ee\u6807\u5217\uff1a\u6307\u5b9a Vertex AI \u53ef\u7528\u4e8e\u5c06\u8bad\u7ec3\u6570\u636e\u4e0e\u6240\u9700\u7ed3\u679c\u76f8\u5173\u8054\u7684\u76ee\u6807\u5217\uff0c\u76ee\u6807\u5217\u4e0d\u80fd\u5305\u542b\u7f3a\u5931\u503c<\/li>\n<li>\u4f60\u53ef\u4ee5\u6dfb\u52a0\u4e24\u79cd\u6570\u636e\u7c7b\u578b\uff1a\u5206\u7c7b\u6216\u6570\u503c\u3002<\/li>\n<li>\u5206\u7c7b\uff1a\u6700\u5c11\u4e24\u4e2a\u4e0d\u540c\u503c\uff0c\u6700\u591a 500 \u4e2a\u4e0d\u540c\u503c<\/li>\n<li>\u6570\u503c\uff1a\u65e0\u9650\u5236<\/li>\n<li>\u5217\u540d\uff1a\u5141\u8bb8\u6570\u5b57\u3001\u5b57\u7b26\u548c\u4e0b\u5212\u7ebf<em>\u3002<\/em>\u4f46\u662f\uff0c\u5217\u540d\u4e0d\u80fd\u4ee5\u4e0b\u5212\u7ebf\u5f00\u5934\u3002<\/li>\n<li>\u884c\u6570\uff1a\u6700\u5c0f1,000 \u884c\uff0c\u6700\u5927100,000,000 \u884c<\/li>\n<li>\u9996\u9009\u5bbd\u6570\u636e\u683c\u5f0f\uff1a\u6bcf\u884c\u4ee3\u8868\u4e00\u4e2a\u8bad\u7ec3\u6570\u636e\u9879\u3002<\/li>\n<li>\u9664\u975e\u4f60\u4e3a\u6570\u636e\u6dfb\u52a0\u7279\u5b9a\u6743\u91cd\uff0c\u5426\u5219\u6240\u6709\u6570\u636e\u90fd\u5c06\u88ab\u89c6\u4e3a\u76f8\u7b49\u3002\u5982\u679c\u4f60\u60f3\u5f3a\u8c03\u67d0\u4e2a\u7279\u5b9a\u5b50\u96c6\uff0c\u8bf7\u5728\u6743\u91cd\u5217\u4e2d\u4ece\u8303\u56f4 [0,10000] \u4e2d\u5206\u914d\u4e00\u4e2a\u76f8\u5bf9\u66f4\u91cd\u8981\u7684\u6570\u5b57\u3002<\/li>\n<\/ul>\n<h3>4.2 \u6570\u636e\u6e90<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4ece \u6216 CSV \u5bfc\u5165\u8868\u683c\u6570\u636e\uff1a<\/p>\n<ul>\n<li>\u5bf9\u4e8e BigQuery\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u4f4d\u7f6e ID\uff0c\u683c\u5f0f\u5982\u4e0b\uff1a <code>bq:\/\/&lt;project_id&gt;.&lt;dataset_id&gt;.&lt;table_id&gt;<\/code><\/li>\n<li>\u5bf9\u4e8e CSV\uff0c\u6bcf\u4e2a\u6587\u4ef6\u5e94\u5c0f\u4e8e 10GB\uff0c\u4f46\u5982\u679c\u603b\u6587\u4ef6\u5927\u5c0f\u5c0f\u4e8e 100GB\uff0c\u60a8\u53ef\u4ee5\u4e0a\u4f20\u591a\u4e2a\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u8868\u683c\u6570\u636e\u96c6\u4e5f\u7528\u4e8e\u9884\u6d4b\u4efb\u52a1\u3002\u8ba9\u6211\u4eec\u7ee7\u7eed\u4ecb\u7ecd\u5b83\u4eec\u3002<\/p>\n<h2>5\u3001\u5236\u4f5c\u7528\u4e8e\u9884\u6d4b\u7684\u8868\u683c\u6570\u636e\u96c6<\/h2>\n<p>\u9884\u6d4b\u4efb\u52a1\u5c1d\u8bd5\u6839\u636e\u5386\u53f2\u6570\u636e\u9884\u6d4b\u672a\u6765\u7684\u6570\u503c\u3002\u8fd9\u4e9b\u4efb\u52a1\u5177\u6709\u5f3a\u5236\u6027\u7684\u65f6\u95f4\u5e8f\u5217\u7ec4\u4ef6\u3002<\/p>\n<blockquote><p>\n  \u91cd\u8981\u63d0\u793a\uff1a\u4e0e\u5206\u7c7b\u548c\u56de\u5f52\u8868\u683c\u6570\u636e\u4e00\u6837\uff0c\u4f60\u7684\u6570\u636e\u5c06\u88ab\u968f\u673a\u62c6\u5206\u4e3a\u8bad\u7ec3\u3001\u9a8c\u8bc1\u548c\u6d4b\u8bd5\u5b50\u96c6\u3002\u6839\u636e\u60a8\u7684\u8bad\u7ec3\u8981\u6c42\uff0c\u60a8\u53ef\u4ee5\u624b\u52a8\u6216\u6309\u65f6\u95f4\u987a\u5e8f\u62c6\u5206\u3002\n<\/p><\/blockquote>\n<p>\u6b64\u5904\u6240\u9700\u6570\u636e\u7684\u57fa\u672c\u51c6\u5219\u5982\u4e0b\u3002<\/p>\n<h3>5.1 \u6570\u636e\u96c6\u51c6\u5219<\/h3>\n<ul>\n<li>\u6570\u636e\u96c6\u5927\u5c0f\uff1a\u6700\u5927 100GB\u3002<\/li>\n<li>\u5217\u6570\uff1a\u6700\u5c11 3 \u5217\uff08\u76ee\u6807\u3001\u65f6\u95f4\u3001\u65f6\u95f4\u5e8f\u5217 ID\uff09\uff0c\u6700\u591a 100 \u5217\u3002\u8003\u8651\u4f7f\u7528 3 \u5217\u4ee5\u4e0a\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6027\u80fd\u3002<\/li>\n<li>\u76ee\u6807\u5217\uff1a\u5fc5\u586b\u3002\u4f60\u4e0d\u80fd\u6dfb\u52a0\u7a7a\u503c\u3002<\/li>\n<li>\u65f6\u95f4\u5217\uff1a\u5fc5\u586b\u3002\u4f60\u9700\u8981\u4e3a\u6bcf\u4e00\u884c\u6dfb\u52a0\u4e00\u4e2a\u503c\uff0c\u5e76\u4e14\u5efa\u8bae\u6570\u636e\u7c92\u5ea6\u4fdd\u6301\u4e00\u81f4\u7684\u5468\u671f\u6027\u3002<\/li>\n<li>\u65f6\u95f4\u5e8f\u5217\u6807\u8bc6\u7b26\u5217\uff1a\u4e3a\u6bcf\u4e00\u884c\u6dfb\u52a0\u4e00\u4e2a\u503c\uff0c\u4ee5\u6807\u8bc6\u89c2\u5bdf\u7ed3\u679c\u5c5e\u4e8e\u54ea\u4e2a\u65f6\u95f4\u5e8f\u5217\u3002<\/li>\n<li>\u5217\u540d\uff1a\u4f7f\u7528\u5b57\u6bcd\u6570\u5b57\u5b57\u7b26\u548c\u4e0b\u5212\u7ebf\uff1b\u4e0d\u80fd\u4ee5\u4e0b\u5212\u7ebf\u5f00\u5934\u3002<\/li>\n<li>\u884c\u6570\uff1a\u6700\u5c11 1,000 \u884c\uff0c\u6700\u591a 100,000,000 \u884c\u3002\u8003\u8651\u4f7f\u7528 1,000 \u884c\u4ee5\u4e0a\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u6027\u80fd\u3002<\/li>\n<li>\u6570\u636e\u683c\u5f0f\uff1a\u4f7f\u7528\u7a84\uff08\u957f\uff09\u6570\u636e\u683c\u5f0f\uff0c\u5176\u4e2d\u6bcf\u884c\u4ee3\u8868\u65f6\u95f4\u5e8f\u5217 ID \u53ca\u5176\u6570\u636e\u7684\u7279\u5b9a\u65f6\u95f4\u70b9\u3002<\/li>\n<li>\u884c\u95f4\u95f4\u9694\uff1a\u786e\u4fdd\u884c\u95f4\u95f4\u9694\u4e00\u81f4\uff0c\u4ee5\u5b9e\u73b0\u4e00\u81f4\u7684\u6570\u636e\u7c92\u5ea6\u3002<\/li>\n<li>\u65f6\u95f4\u5e8f\u5217\u957f\u5ea6\uff1a\u6bcf\u4e2a\u65f6\u95f4\u5e8f\u5217\u6700\u591a 3,000 \u4e2a\u65f6\u95f4\u6b65\u957f\u3002<\/li>\n<\/ul>\n<h3>5.2 \u6570\u636e\u6e90<\/h3>\n<p>\u4f60\u53ef\u4ee5\u4ece BigQuery \u6216 CSV \u5bfc\u5165\u8868\u683c\u6570\u636e\u3002<\/p>\n<ul>\n<li>\u5bf9\u4e8e BigQuery\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u4f4d\u7f6e ID\uff0c\u683c\u5f0f\u5982\u4e0b\uff1a <code>bq:\/\/&lt;project_id&gt;.&lt;dataset_id&gt;.&lt;table_id&gt;<\/code><\/li>\n<li>\u5bf9\u4e8e CSV\uff0c\u6bcf\u4e2a\u6587\u4ef6\u5e94\u5c0f\u4e8e 10GB\uff0c\u4f46\u5982\u679c\u603b\u6570\u5c0f\u4e8e 100 GB\uff0c\u4f60\u53ef\u4ee5\u4e0a\u4f20\u591a\u4e2a\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u60f3\u8981\u5904\u7406\u57fa\u4e8e\u6587\u672c\u7684\u4efb\u52a1\uff0c\u5982\u6216 NLP\uff0c\u8bf7\u8f6c\u5230\u4e0b\u4e00\u90e8\u5206\u3002<\/p>\n<blockquote><p>\n  \u51c6\u5907\u6587\u672c\u6570\u636e\u96c6\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528 Vertex \u4e2d\u7684 Gemini AI \u6a21\u578b\u6765\u5904\u7406\u6587\u672c\u6570\u636e\u96c6\u3002\u7528\u4e8e\u6587\u672c\u63d0\u53d6\u3001\u5206\u7c7b\u548c\u5b9e\u4f53\u8bc6\u522b\u7684 AutoML \u5c06\u4ece 2024 \u5e74 9 \u6708 15 \u65e5\u8d77\u505c\u7528\u3002\n<\/p><\/blockquote>\n<p>\u73b0\u5728\uff0c\u8ba9\u6211\u4eec\u770b\u770b\u5982\u4f55\u4e3a\u5404\u79cd\u4efb\u52a1\u51c6\u5907\u6570\u636e\u96c6\u3002<\/p>\n<h2>6\u3001\u5236\u4f5c\u7528\u4e8e\u5206\u7c7b\u7684\u6587\u672c\u6570\u636e\u96c6<\/h2>\n<p>\u5206\u7c7b\u6a21\u578b\u5c1d\u8bd5\u5c06\u6587\u6863\u5206\u7c7b\u4e3a\u4e0d\u540c\u7684\u7c7b\u522b\u3002\u8fd9\u53ef\u7528\u4e8e\u5c06\u4e66\u7c4d\u5206\u7c7b\u4e3a\u6d41\u6d3e\uff0c\u5c06\u4e0d\u540c\u7684\u7814\u7a76\u8bba\u6587\u5206\u7c7b\u4e3a\u4e3b\u9898\u7b49\u3002\u8ba9\u6211\u4eec\u6765\u8c08\u8c08\u5177\u4f53\u7684\u6570\u636e\u8981\u6c42\u3002<\/p>\n<p>\u6570\u636e\u51c6\u5219<\/p>\n<ul>\n<li>\u6700\u5c11\u6587\u6863\u6570\uff1a20<\/li>\n<li>\u6700\u591a\u6587\u6863\u6570\uff1a1,000,000<\/li>\n<li>\u552f\u4e00\u6807\u7b7e\uff1a\u6700\u5c11 2 \u4e2a\uff0c\u6700\u591a 5000 \u4e2a<\/li>\n<li>\u6bcf\u4e2a\u6807\u7b7e\u7684\u6587\u6863\u6570\uff1a\u6bcf\u4e2a\u6807\u7b7e\u81f3\u5c11 10 \u4e2a\u6587\u6863<\/li>\n<li>\u6570\u636e\u683c\u5f0f\uff1a\u5185\u8054\u6216\u5f15\u7528 Cloud Storage \u5b58\u50a8\u6876\u4e2d\u7684 TXT \u6587\u4ef6<\/li>\n<\/ul>\n<p>\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>\u6570\u636e\u53d8\u5316\uff1a\u4f7f\u7528\u5177\u6709\u4e0d\u540c\u957f\u5ea6\u3001\u4f5c\u8005\u3001\u63aa\u8f9e\u548c\u6837\u5f0f\u7684\u591a\u6837\u5316\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n<li>\u4eba\u5de5\u5206\u7c7b\u80fd\u529b\uff1a\u786e\u4fdd\u6587\u6863\u53ef\u7531\u4eba\u5de5\u8f7b\u677e\u5206\u7c7b\u3002<\/li>\n<li>\u8db3\u591f\u7684\u793a\u4f8b\uff1a\u4e3a\u6bcf\u4e2a\u6807\u7b7e\u63d0\u4f9b\u5c3d\u53ef\u80fd\u591a\u7684\u8bad\u7ec3\u6587\u6863\u3002<\/li>\n<li>\u6807\u7b7e\u5e73\u8861\uff1a\u4e89\u53d6\u4f7f\u6700\u5e38\u89c1\u6807\u7b7e\u7684\u6587\u6863\u6570\u6bd4\u6807\u51c6\u6700\u4f4e\u7684\u6807\u7b7e\u591a 100 \u500d\u3002<\/li>\n<li>\u57df\u5916\u6807\u7b7e\uff1a\u8003\u8651\u4e3a\u4e0d\u7b26\u5408\u5b9a\u4e49\u6807\u7b7e\u7684\u6587\u6863\u6dfb\u52a0\u201cNone_of_the_above\u201d\u6807\u7b7e\u3002<\/li>\n<li>\u8fc7\u6ee4\uff1a\u8fc7\u6ee4\u6389\u4e0e\u60a8\u7684\u6807\u7b7e\u4e0d\u5339\u914d\u7684\u6587\u6863\uff0c\u4ee5\u907f\u514d\u9884\u6d4b\u51fa\u73b0\u504f\u5dee\u3002<\/li>\n<\/ul>\n<p>\u591a\u6807\u7b7e\u5206\u7c7b\uff1a<\/p>\n<ul>\n<li>\u591a\u6807\u7b7e\uff1a\u6587\u6863\u53ef\u4ee5\u6709\u4e00\u4e2a\u6216\u591a\u4e2a\u6807\u7b7e\u3002<\/li>\n<li>\u6570\u636e\u8981\u6c42\uff1a\u9075\u5faa\u4e0e\u5355\u6807\u7b7e\u76f8\u540c\u7684\u51c6\u5219<\/li>\n<\/ul>\n<p>\u8981\u51c6\u5907\u6570\u636e\u96c6\uff0c\u8bf7\u6309\u7167\u4e2d\u7684\u8bf4\u660e\u8fdb\u884c\u64cd\u4f5c\u3002<\/p>\n<p>JSON \u6a21\u5f0f\u7684\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<p>\u51c6\u5907\u597d\u6b64\u683c\u5f0f\u7684\u6570\u636e\u96c6\u540e\uff0c\u4f60\u53ef\u4ee5\u5c06\u6587\u672c\u7528\u4e8e\u5206\u7c7b\u4efb\u52a1\u3002\u6211\u4eec\u5c06\u5c1d\u8bd5\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u4e00\u4e9b\u7279\u5f81\u4ee5\u7528\u4e8e\u4e0b\u4e00\u7ec4\u4efb\u52a1\u3002<\/p>\n<h2>7\u3001\u5236\u4f5c\u7528\u4e8e\u5b9e\u4f53\u63d0\u53d6\u7684\u6587\u672c\u6570\u636e\u96c6<\/h2>\n<p>\u5b9e\u4f53\u63d0\u53d6\u6a21\u578b\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u53ef\u4ee5\u8bc6\u522b\u5e76\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u7279\u5b9a\u5b9e\u4f53\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u5b83\u6765\u6536\u96c6\u6f5c\u5728\u5ba2\u6237\u5e76\u4ece\u804a\u5929\u5bf9\u8bdd\u4e2d\u67e5\u627e\u6f5c\u5728\u5ba2\u6237\u7684\u59d3\u540d\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u6570\u636e\u8981\u6c42\u3002<\/p>\n<p>\u6570\u636e\u6307\u5357\uff1a<\/p>\n<ul>\n<li>\u6700\u5c11\u6587\u6863\uff1a50<\/li>\n<li>\u6700\u591a\u6587\u6863\uff1a100,000<\/li>\n<li>\u552f\u4e00\u6807\u7b7e\uff1a\u6700\u5c11 1 \u4e2a\uff0c\u6700\u591a 100 \u4e2a<\/li>\n<li>\u6807\u7b7e\u957f\u5ea6\uff1a2 \u5230 30 \u4e2a\u5b57\u7b26\u4e4b\u95f4<\/li>\n<li>\u6bcf\u4e2a\u6807\u7b7e\u7684\u6ce8\u91ca\uff1a\u6bcf\u4e2a\u6807\u7b7e\u81f3\u5c11\u51fa\u73b0 200 \u6b21<\/li>\n<li>\u6807\u6ce8\u4f4d\u7f6e\uff1a\u8003\u8651\u7ed3\u6784\u5316\u6587\u6863\uff08\u4f8b\u5982\u53d1\u7968\u3001\u5408\u540c\uff09\u7684\u7a7a\u95f4\u4f4d\u7f6e\u3002<\/li>\n<\/ul>\n<p>\u6570\u636e\u683c\u5f0f\uff1a<\/p>\n<ul>\n<li>JSON \u884c\uff1a\u76f4\u63a5\u5728 JSON \u884c\u6587\u4ef6\u4e2d\u5305\u542b\u6ce8\u91ca\u3002<\/li>\n<li>\u4e91\u5b58\u50a8\uff1a\u5f15\u7528\u4e91\u5b58\u50a8\u5b58\u50a8\u6876\u4e2d\u7684 TXT \u6587\u4ef6\u4ee5\u83b7\u53d6\u6587\u6863\u3002<\/li>\n<\/ul>\n<p>\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>\u6807\u6ce8\u6240\u6709\u51fa\u73b0\uff1a\u6807\u6ce8\u8981\u63d0\u53d6\u7684\u6bcf\u4e2a\u5b9e\u4f53\u5b9e\u4f8b\u3002<\/li>\n<li>\u6570\u636e\u53d8\u5316\uff1a\u4f7f\u7528\u5177\u6709\u4e0d\u540c\u957f\u5ea6\u3001\u4f5c\u8005\u3001\u63aa\u8f9e\u548c\u6837\u5f0f\u7684\u591a\u6837\u5316\u8bad\u7ec3\u6570\u636e\u3002<\/li>\n<li>\u8fd9\u4e9b\u6a21\u578b\u65e0\u6cd5\u8fdb\u884c\u4eba\u7c7b\u65e0\u6cd5\u8fdb\u884c\u7684\u5b9e\u4f53\u63d0\u53d6\u3002\u56e0\u6b64\uff0c\u4efb\u4f55\u4eba\u7c7b\u65e0\u6cd5\u5206\u7c7b\u7684\u5185\u5bb9\u90fd\u65e0\u6cd5\u901a\u8fc7\u6a21\u578b\u8fdb\u884c\u5206\u7c7b\u3002<\/li>\n<\/ul>\n<p>\u5176\u4ed6\u6ce8\u610f\u4e8b\u9879\uff1a<\/p>\n<ul>\n<li>\u7ed3\u6784\u5316\u6587\u6863\uff1a\u7ed3\u6784\u5316\u6587\u6863\u5c06\u5141\u8bb8\u60a8\u4f7f\u7528\u5b9e\u4f53\u7684\u4f4d\u7f6e\u8fdb\u884c\u66f4\u597d\u7684\u63d0\u53d6\u3002<\/li>\n<li>\u6570\u636e\u8d28\u91cf\uff1a\u5f3a\u70c8\u5efa\u8bae\u60a8\u62e5\u6709\u9ad8\u8d28\u91cf\u7684\u6ce8\u91ca\u548c\u5e72\u51c0\u7684\u6570\u636e\u3002<\/li>\n<li>\u6807\u7b7e\u4e00\u81f4\u6027\uff1a\u5728\u6574\u4e2a\u6570\u636e\u96c6\u4e2d\u4fdd\u6301\u4e00\u81f4\u7684\u6807\u7b7e\u5b9e\u8df5\u3002<\/li>\n<\/ul>\n<p>\u67b6\u6784\uff1a<\/p>\n<ul>\n<li>\u5bf9\u4e8e\u5355\u6807\u7b7e\u5206\u7c7b\uff1a\u9075\u5faa\u3002<\/li>\n<li>\u5bf9\u4e8e\u591a\u6807\u7b7e\u5206\u7c7b\uff1a\u9075\u5faa\u3002<\/li>\n<\/ul>\n<p>\u4f18\u5148\u8003\u8651 JSON \u6587\u4ef6\u4f1a\u66f4\u597d\uff0c\u56e0\u4e3a\u7528\u4e8e\u57fa\u4e8e\u6587\u672c\u7684\u4efb\u52a1\u7684 AutoML \u5c06\u4e8e 2024 \u5e74 9 \u6708\u505c\u6b62\u4f7f\u7528\u3002Gemini \u5c06\u53d6\u800c\u4ee3\u4e4b\uff0c\u53ea\u5141\u8bb8\u4f7f\u7528 JSON \u6587\u4ef6\u6267\u884c\u4efb\u52a1<\/p>\n<h2>8\u3001\u5236\u4f5c\u7528\u4e8e\u60c5\u611f\u5206\u6790\u7684\u6587\u672c\u6570\u636e\u96c6<\/h2>\n<p>\u60c5\u611f\u5206\u6790\u4efb\u52a1\u8bd5\u56fe\u68c0\u67e5\u6587\u672c\u4ee5\u4e86\u89e3\u5176\u80cc\u540e\u7684\u60c5\u611f\u3002\u8fd9\u5bf9\u4e8e\u5ba2\u6237\u670d\u52a1\u804a\u5929\u673a\u5668\u4eba\u975e\u5e38\u91cd\u8981\uff0c\u60c5\u611f\u5206\u6790\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u4e86\u89e3\u5ba2\u6237\u5bf9\u5176\u804a\u5929\u673a\u5668\u4eba\u7684\u611f\u53d7\u3002<\/p>\n<p>\u6570\u636e\u8981\u6c42\u5982\u4e0b\uff1a<\/p>\n<ul>\n<li>\u6700\u5c11\u6587\u6863\u6570\uff1a10<\/li>\n<li>\u6700\u591a\u6587\u6863\u6570\uff1a100,000<\/li>\n<li>\u60c5\u7eea\u503c\uff1a\u4f60\u7684\u60c5\u7eea\u503c\u5e94\u4e3a\u4ece 0 \u5230\u6240\u9009\u6700\u5927\u503c\u7684\u6574\u6570\uff08\u4f8b\u5982\uff0c\u53ef\u4ee5\u4f7f\u7528\u8303\u56f4 [0,1,2]\uff0c\u5176\u4e2d 0 \u4e3a\u8d1f\uff0c1 \u4e3a\u4e2d\u6027\uff0c2 \u4e3a\u6b63\uff09<\/li>\n<li>\u6bcf\u4e2a\u60c5\u7eea\u7684\u6587\u6863\u6570\uff1a\u4e3a\u6bcf\u4e2a\u60c5\u7eea\u503c\u6dfb\u52a0\u81f3\u5c11\u5341\u4e2a\u6587\u6863<\/li>\n<li>\u60c5\u7eea\u5206\u6570\u4e00\u81f4\u6027\uff1a\u4f60\u7684\u60c5\u7eea\u5fc5\u987b\u662f\u4ece 0 \u5f00\u59cb\u7684\u8fde\u7eed\u6574\u6570\u3002<\/li>\n<li>\u6570\u636e\u683c\u5f0f\uff1a\u4f60\u53ef\u4ee5\u6dfb\u52a0\u5185\u8054\u6587\u672c\u6216\u4f7f\u7528\u4f60\u7684 Google Cloud Storage \u53c2\u8003\u6587\u672c\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>\u6bcf\u4e2a\u60c5\u7eea\u7684\u6587\u6863\u6570\uff1a\u6bcf\u4e2a\u60c5\u7eea\u503c\u81f3\u5c11\u6709 100 \u4e2a\u6587\u6863\u3002<\/li>\n<li>\u5e73\u8861\u6570\u636e\u96c6\uff1a\u4e3a\u907f\u514d\u504f\u89c1\uff0c\u8bf7\u4e3a\u6bcf\u4e2a\u60c5\u7eea\u5206\u6570\u4f7f\u7528\u5e73\u8861\u6570\u91cf\u7684\u6587\u6863\u3002<\/li>\n<li>\u6570\u636e\u53d8\u5316\uff1a\u5305\u62ec\u5177\u6709\u4e0d\u540c\u957f\u5ea6\u3001\u4f5c\u8005\u548c\u6837\u5f0f\u7684\u591a\u6837\u5316\u6587\u672c\u6570\u636e\u3002<\/li>\n<li>\u4eba\u7c7b\u53ef\u5206\u7c7b\u6027\uff1a\u5982\u679c\u4eba\u7c7b\u65e0\u6cd5\u8bc6\u522b\u60a8\u63d0\u4f9b\u7684\u7528\u4e8e\u9884\u6d4b\u7684\u6587\u6863\u4e2d\u7684\u60c5\u7eea\uff0c\u90a3\u4e48\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e5f\u65e0\u6cd5\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/li>\n<\/ul>\n<p>\u67b6\u6784\uff1a<\/p>\n<ul>\n<li>\u5bf9\u4e8e JSON \u6587\u4ef6 \u2014 \u4f7f\u7528\u3002<\/li>\n<li>\u5bf9\u4e8e CSV \u6587\u4ef6 \u2014 \u4f7f\u7528\u4ee5\u4e0b\u5217\u3002 <code>[ml_use]<\/code> \u5217\u662f\u53ef\u9009\u7684<\/li>\n<\/ul>\n<pre><code>[ml_use],gcs_file_uri|\"inline_text\",sentiment,sentimentMax<\/code><\/pre>\n<p>\u4f8b\u5982\uff0c\u5982\u679c\u6211\u4eec\u60f3\u901a\u8fc7 JSON \u6587\u4ef6\u5bfc\u5165\u4e24\u79cd\u7c7b\u578b\u7684\u6587\u672c\uff08\u4e00\u4e2a\u5185\u8054\u548c\u4e00\u4e2a .txt \u6587\u6863\uff09\uff0c\u6211\u4eec\u4f7f\u7528\u4ee5\u4e0b\u683c\u5f0f\uff1a<\/p>\n<blockquote><p>\n  \u91cd\u8981\u63d0\u793a\uff1a\u5bf9 Text AutoML \u6a21\u578b\u7684\u652f\u6301\u5c06\u4ece 2025 \u5e74 9 \u6708\u5f00\u59cb\u4e0d\u518d\u4f7f\u7528\uff0c\u6b64\u540e\u53ea\u6709 Gemini \u6a21\u578b\u53ef\u7528\u4e8e\u8fd9\u4e9b\u4efb\u52a1\u3002\u4e0d\u5efa\u8bae\u4f7f\u7528 CSV \u6570\u636e\uff0c\u56e0\u4e3a Gemini \u6a21\u578b\u4ec5\u4f7f\u7528\u7ed3\u6784\u5316 JSON \u6570\u636e\u3002\n<\/p><\/blockquote>\n<h2>9\u3001\u5236\u4f5c\u7528\u4e8e\u52a8\u4f5c\u8bc6\u522b\u7684\u89c6\u9891\u6570\u636e\u96c6<\/h2>\n<p>\u52a8\u4f5c\u8bc6\u522b\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u5c1d\u8bd5\u8bc6\u522b\u89c6\u9891\u4e2d\u7684\u7279\u5b9a\u4eba\u7c7b\u52a8\u4f5c\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u5728\u4e00\u4e2a\u8fc7\u7a0b\u4e2d\u8bc6\u522b\u548c\u5206\u7c7b\u4eba\u7c7b\u884c\u4e3a\u3002<\/p>\n<p>\u8fd9\u5bf9\u4e8e\u94f6\u884c\u7684\u5b89\u5168\u8ba1\u5212\u53ef\u80fd\u5f88\u91cd\u8981\u3002<\/p>\n<p>\u6570\u636e\u683c\u5f0f\uff1a<\/p>\n<ul>\n<li>\u652f\u6301\u7684\u683c\u5f0f\uff1a.MOV\u3001.MPEG4\u3001.MP4\u3001.AVI<\/li>\n<li>\u63a8\u8350\u683c\u5f0f\uff1a\u6700\u597d\u4f7f\u7528 MPEG4 \u6216 .MP4 \u4ee5\u5b9e\u73b0\u6d4f\u89c8\u5668\u517c\u5bb9\u6027\u3002<\/li>\n<\/ul>\n<p>\u6587\u4ef6\u5927\u5c0f\uff1a<\/p>\n<ul>\n<li>\u6700\u5927\uff1a50 GB\uff08\u6700\u591a 3 \u5c0f\u65f6\uff09\u3002<\/li>\n<li>\u65f6\u95f4\u6233\u683c\u5f0f\u9519\u8bef\uff1a\u907f\u514d\u4f7f\u7528\u65f6\u95f4\u6233\u683c\u5f0f\u9519\u8bef\u6216\u4e3a\u7a7a\u7684\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u6807\u7b7e\u9650\u5236\uff1a<\/p>\n<ul>\n<li>\u6700\u5927\u6807\u7b7e\u6570\uff1a\u6bcf\u4e2a\u6570\u636e\u96c6 1,000 \u4e2a\u3002<\/li>\n<\/ul>\n<p>\u52a8\u4f5c\u8bc6\u522b\uff1a<\/p>\n<ul>\n<li>\u6807\u8bb0\u6240\u6709\u52a8\u4f5c\uff1a\u4f7f\u7528 VAR \u6807\u7b7e\u63a7\u5236\u53f0\u6807\u8bb0\u89c6\u9891\u4e2d\u7684\u6240\u6709\u52a8\u4f5c\u3002<\/li>\n<\/ul>\n<p>\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>\u6570\u636e\u76f8\u5173\u6027\uff1a\u4f7f\u7528\u4e0e\u76ee\u6807\u6570\u636e\u7c7b\u4f3c\u7684\u8bad\u7ec3\u6570\u636e\uff08\u4f8b\u5982\uff0c\u5b89\u5168\u6444\u50cf\u5934\u7528\u4f8b\u7684\u6a21\u7cca\u89c6\u9891\uff09\u3002<\/li>\n<li>\u4eba\u7c7b\u53ef\u5206\u7c7b\u6027\uff1a\u786e\u4fdd\u4eba\u7c7b\u53ef\u4ee5\u5728 1-2 \u79d2\u5185\u5206\u914d\u6807\u7b7e\u3002<\/li>\n<li>\u6807\u7b7e\u5e73\u8861\uff1a\u4e89\u53d6\u6700\u5e38\u89c1\u6807\u7b7e\u7684\u89c6\u9891\u6570\u91cf\u662f\u6700\u5c11\u89c1\u6807\u7b7e\u7684 100 \u500d\u3002<\/li>\n<li>\u52a8\u4f5c\u8bc6\u522b\uff1a\u6bcf\u4e2a\u6807\u7b7e\u81f3\u5c11\u4f7f\u7528 100 \u4e2a\u8bad\u7ec3\u89c6\u9891\u5e27\uff0c\u5e76\u8003\u8651\u9ad8\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u8d28\u91cf\u9650\u5236\u3002<\/li>\n<\/ul>\n<p>\u67b6\u6784\uff1a<\/p>\n<ul>\n<li>JSON \u2014 \u4f7f\u7528\u4ee5\u4e0b \u4f5c\u4e3a\u4f60\u7684\u67b6\u6784\u3002<\/li>\n<\/ul>\n<p>\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>CSV \u2014 \u4f60\u7684 CSV \u6587\u4ef6\u9700\u8981\u9075\u5faa\u4ee5\u4e0b\u683c\u5f0f\u3002<\/li>\n<\/ul>\n<pre><code>VIDEO_URI, TIME_SEGMENT_START, TIME_SEGMENT_END, LABEL, ANNOTATION_SEGMENT_START, ANNOTATION_SEGMENT_END<\/code><\/pre>\n<h2>10\u3001\u5236\u4f5c\u7528\u4e8e\u5206\u7c7b\u7684\u89c6\u9891\u6570\u636e\u96c6<\/h2>\n<p>\u89c6\u9891\u7684\u5206\u7c7b\u4efb\u52a1\u5c1d\u8bd5\u6839\u636e\u8bad\u7ec3\u6570\u636e\u6807\u8bb0\u89c6\u9891\u3002\u4e3a\u4e86\u5b9e\u73b0\u7c92\u5ea6\uff0c\u5efa\u8bae\u4f60\u521b\u5efa\u4e00\u4e2a\u5168\u5c40\u6807\u7b7e\u5e76\u4e3a\u89c6\u9891\u7684\u6bcf\u4e2a\u5e27\u521b\u5efa\u4e00\u4e2a\u6807\u7b7e\u3002<\/p>\n<p>\u6570\u636e\u683c\u5f0f\uff1a<\/p>\n<ul>\n<li>\u652f\u6301\u7684\u683c\u5f0f\uff1a.MOV\u3001.MPEG4\u3001.MP4\u3001.AVI<\/li>\n<li>\u63a8\u8350\u7684\u683c\u5f0f\uff1aMPEG4 \u6216 .MP4 \u4ee5\u5b9e\u73b0\u6d4f\u89c8\u5668\u517c\u5bb9\u6027<\/li>\n<\/ul>\n<p>\u6587\u4ef6\u5927\u5c0f\uff1a<\/p>\n<ul>\n<li>\u6700\u5927\uff1a50 GB\uff08\u6700\u591a 3 \u5c0f\u65f6\uff09<\/li>\n<li>\u683c\u5f0f\u9519\u8bef\u7684\u65f6\u95f4\u6233\uff1a\u907f\u514d\u4f7f\u7528\u683c\u5f0f\u9519\u8bef\u6216\u4e3a\u7a7a\u7684\u65f6\u95f4\u6233\u7684\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u6807\u7b7e\u9650\u5236\uff1a<\/p>\n<ul>\n<li>\u6700\u5927\u6807\u7b7e\uff1a\u6bcf\u4e2a\u6570\u636e\u96c6 1,000 \u4e2a<\/li>\n<\/ul>\n<p>ML_USE \u6807\u7b7e\uff1a<\/p>\n<ul>\n<li>\u53ef\u9009\uff1a\u4e3a\u8bad\u7ec3\/\u6d4b\u8bd5\u5206\u5272\u5206\u914d\u201cML_USE\u201d\u6807\u7b7e\u3002<\/li>\n<\/ul>\n<p>\u89c6\u9891\u5206\u7c7b\uff1a<\/p>\n<ul>\n<li>\u6dfb\u52a0\u7c7b\u522b\uff1a\u6dfb\u52a0\u81f3\u5c11\u4e24\u4e2a\u4e0d\u540c\u7684\u7c7b\u522b\uff08\u4f8b\u5982\uff0c\u201c\u65b0\u95fb\u201d\u548c\u201cMTV\u201d\uff09\u3002<\/li>\n<li>\u57df\u5916\u6807\u7b7e\uff1a\u5bf9\u4e8e\u672a\u5206\u7c7b\u7684\u89c6\u9891\uff0c\u8bf7\u8003\u8651\u4f7f\u7528\u201c\u4ee5\u4e0a\u5747\u65e0\u201d\u3002<\/li>\n<\/ul>\n<p>\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>\u6570\u636e\u76f8\u5173\u6027\uff1a\u4f7f\u7528\u4e0e\u76ee\u6807\u6570\u636e\u7c7b\u4f3c\u7684\u8bad\u7ec3\u6570\u636e\uff08\u4f8b\u5982\uff0c\u5b89\u5168\u6444\u50cf\u5934\u7528\u4f8b\u7684\u6a21\u7cca\u89c6\u9891\uff09\u3002<\/li>\n<li>\u4eba\u7c7b\u53ef\u5206\u7c7b\u6027\uff1a\u786e\u4fdd\u4eba\u7c7b\u53ef\u4ee5\u5728 1-2 \u79d2\u5185\u5206\u914d\u6807\u7b7e\u3002<\/li>\n<li>\u6807\u7b7e\u5e73\u8861\uff1a\u6700\u5e38\u89c1\u6807\u7b7e\u7684\u89c6\u9891\u6570\u91cf\u5e94\u6bd4\u6700\u4e0d\u5e38\u89c1\u6807\u7b7e\u591a 100 \u500d\u3002<\/li>\n<li>\u8bad\u7ec3\u89c6\u9891\uff1a\u6bcf\u4e2a\u6807\u7b7e\u81f3\u5c11\u4f7f\u7528 100 \u4e2a\u8bad\u7ec3\u89c6\u9891\uff08\u9ad8\u7ea7\u6a21\u578b\u4e3a 50 \u4e2a\uff09\u3002<\/li>\n<li>\u591a\u4e2a\u6807\u7b7e\uff1a\u5f53\u4f60\u5728\u89c6\u9891\u4e2d\u4f7f\u7528\u591a\u4e2a\u6807\u7b7e\u65f6\uff0c\u6bcf\u4e2a\u6807\u7b7e\u9700\u8981\u66f4\u591a\u793a\u4f8b\uff0c\u5e76\u4e14\u89e3\u91ca\u53ef\u80fd\u5177\u6709\u6311\u6218\u6027\u3002<\/li>\n<\/ul>\n<p>\u67b6\u6784\uff1a<\/p>\n<ul>\n<li>JSON \u2014 \u9075\u5faa\u4ee5\u4e0b\u67b6\u6784\u3002\u4f8b\u5982\uff1a<\/li>\n<\/ul>\n<ul>\n<li>CSV \u2014 \u5bf9\u4e8e CSV\uff0c\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u683c\u5f0f\uff1a<\/li>\n<\/ul>\n<pre><code>[ML_USE,]VIDEO_URI,LABEL,START,END<\/code><\/pre>\n<h2>11\u3001\u5236\u4f5c\u7528\u4e8e\u5bf9\u8c61\u8ddf\u8e2a\u7684\u89c6\u9891\u6570\u636e\u96c6<\/h2>\n<p>\u5bf9\u8c61\u8ddf\u8e2a\u53ef\u8ba9\u4f60\u901a\u8fc7\u89c6\u9891\u5e27\u8ddf\u8e2a\u5bf9\u8c61\u3002\u8fd9\u4e9b\u4efb\u52a1\u5141\u8bb8\u4f60\u67e5\u627e\u548c\u8ddf\u8e2a\u89c6\u9891\u4e2d\u7684\u7279\u5b9a\u5bf9\u8c61\u3002<\/p>\n<p>\u6570\u636e\u683c\u5f0f\uff1a<\/p>\n<ul>\n<li>\u652f\u6301\u7684\u683c\u5f0f\uff1a.MOV\u3001.MPEG4\u3001.MP4\u3001.AVI<\/li>\n<li>\u63a8\u8350\u683c\u5f0f\uff1aMPEG4 \u6216 .MP4 \u4ee5\u5b9e\u73b0\u6d4f\u89c8\u5668\u517c\u5bb9\u6027<\/li>\n<\/ul>\n<p>\u6587\u4ef6\u5927\u5c0f\uff1a<\/p>\n<ul>\n<li>\u6700\u5927\uff1a50 GB\uff08\u6700\u591a 3 \u5c0f\u65f6\uff09<\/li>\n<li>\u683c\u5f0f\u9519\u8bef\u7684\u65f6\u95f4\u6233\uff1a\u907f\u514d\u4f7f\u7528\u683c\u5f0f\u9519\u8bef\u6216\u4e3a\u7a7a\u7684\u65f6\u95f4\u6233\u7684\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<p>\u6807\u7b7e\u9650\u5236\uff1a<\/p>\n<ul>\n<li>\u6bcf\u4e2a\u6570\u636e\u96c6\u7684\u6700\u5927\u6807\u7b7e\u6570\uff1a1,000<\/li>\n<li>\u6700\u5927\u6807\u8bb0\u5e27\u6570\uff1a150,000<\/li>\n<li>\u6700\u5927\u8fb9\u754c\u6846\u6570\uff1a1,000,000<\/li>\n<li>\u6bcf\u4e2a\u6807\u6ce8\u96c6\u7684\u6700\u5c0f\u6807\u7b7e\u6570\uff1a1,000<\/li>\n<\/ul>\n<p>ML_USE \u6807\u7b7e\uff1a<\/p>\n<ul>\n<li>\u53ef\u9009\uff1a\u4e3a\u8bad\u7ec3\/\u6d4b\u8bd5\u5206\u5272\u5206\u914d\u201cML_USE\u201d\u6807\u7b7e\u3002<\/li>\n<\/ul>\n<p>\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n<ul>\n<li>\u6570\u636e\u76f8\u5173\u6027\uff1a\u4f7f\u7528\u4e0e\u76ee\u6807\u6570\u636e\u7c7b\u4f3c\u7684\u8bad\u7ec3\u6570\u636e\uff08\u4f8b\u5982\uff0c\u5b89\u5168\u6444\u50cf\u5934\u7528\u4f8b\u7684\u6a21\u7cca\u89c6\u9891\uff09\u3002<\/li>\n<li>\u4eba\u5de5\u5206\u7c7b\u80fd\u529b\uff1a\u786e\u4fdd\u4eba\u5de5\u53ef\u4ee5\u5728 1-2 \u79d2\u5185\u5206\u914d\u6807\u7b7e\u3002<\/li>\n<li>\u6807\u7b7e\u5e73\u8861\uff1a\u6700\u5e38\u89c1\u6807\u7b7e\u7684\u89c6\u9891\u6570\u91cf\u5e94\u6bd4\u6700\u4e0d\u5e38\u89c1\u6807\u7b7e\u591a 100 \u500d\u3002<\/li>\n<li>\u8fb9\u754c\u6846\u5927\u5c0f\uff1a\u6700\u5c0f\u8fb9\u754c\u6846\u5927\u5c0f\u4e3a 10 \u50cf\u7d20 x 10 \u50cf\u7d20\u3002<\/li>\n<li>\u6807\u7b7e\u9891\u7387\uff1a\u6bcf\u4e2a\u552f\u4e00\u6807\u7b7e\u5e94\u51fa\u73b0\u5728\u81f3\u5c11\u4e09\u4e2a\u4e0d\u540c\u7684\u89c6\u9891\u5e27\u4e2d\uff0c\u5e76\u81f3\u5c11\u6709\u5341\u4e2a\u6ce8\u91ca\u3002<\/li>\n<li>\u89c6\u9891\u5206\u8fa8\u7387\uff1a\u8003\u8651\u9ad8\u5206\u8fa8\u7387\uff08\u8d85\u8fc7 1024 x 1024 \u50cf\u7d20\uff09\u7684\u56fe\u50cf\u8d28\u91cf\u9650\u5236\u3002<\/li>\n<\/ul>\n<p>\u67b6\u6784\uff1a<\/p>\n<ul>\n<li>JSONL\uff1a\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u3002\u4f8b\u5982\uff1a<\/li>\n<\/ul>\n<ul>\n<li>CSV\uff1a\u5bf9\u4e8e CSV\uff0c\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u683c\u5f0f\uff1a<\/li>\n<\/ul>\n<pre><code>[ML_USE,] VIDEO_URI, LABEL, [INSTANCE_ID], TIME_OFFSET, BOUNDING_BOX<\/code><\/pre>\n<h2>12\u3001\u5982\u4f55\u521b\u5efa\u6258\u7ba1\u6570\u636e\u96c6\uff1f<\/h2>\n<p>\u8981\u5728 Vertex AI \u4e2d\u521b\u5efa\u6570\u636e\u96c6\uff0c\u8bf7\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u64cd\u4f5c\uff1a<\/p>\n<ul>\n<li>\u5728 Google Cloud Console \u7684 Vertex AI \u90e8\u5206\u4e2d\uff0c\u8f6c\u5230\u6570\u636e\u96c6\u9875\u9762\u3002<\/li>\n<li>\u5355\u51fb\u521b\u5efa\u3002<\/li>\n<li>\u6839\u636e\u4f60\u7684\u6570\u636e\u9009\u62e9\u9009\u9879\u5361 \u2014 \u56fe\u50cf\/\u6587\u672c\/\u89c6\u9891\/\u8868\u683c\u3002<\/li>\n<li>\u9009\u62e9\u4efb\u52a1\u3002<\/li>\n<li>\u9009\u62e9\u5177\u6709\u4f60\u8981\u4f7f\u7528\u7684\u8d44\u6e90\u7684\u533a\u57df\u3002<\/li>\n<li>\u5355\u51fb\u201c\u521b\u5efa\u201d\u4ee5\u521b\u5efa\u4e00\u4e2a\u7a7a\u6570\u636e\u96c6\uff0c\u7136\u540e\u8f6c\u5230\u201c\u6570\u636e\u5bfc\u5165\u201d\u3002<\/li>\n<li>\u9009\u62e9\u8981\u4ece\u54ea\u91cc\u5bfc\u5165\u6570\u636e\uff0c\u4f60\u53ef\u4ee5\u4f7f\u7528\u8ba1\u7b97\u673a\u4e2d\u7684\u5bfc\u5165\u6587\u4ef6\uff08\u4f60\u521b\u5efa\u7684 JSON \u548c CSV 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