{"id":1396,"date":"2025-12-01T21:57:41","date_gmt":"2025-12-01T13:57:41","guid":{"rendered":"https:\/\/eve2333.top\/?p=1396"},"modified":"2025-12-01T21:58:00","modified_gmt":"2025-12-01T13:58:00","slug":"amfs%ef%bc%9a8gb-%e6%98%be%e5%ad%98%e7%8e%a9%e8%bd%ac-vlm%ef%bc%81%e8%87%aa%e9%80%82%e5%ba%94%e8%a7%86%e9%a2%91%e6%95%b0%e6%8d%ae%e6%b8%85%e6%b4%97%e4%b8%8e%e6%9e%84%e5%bb%ba%e5%88%a9%e5%99%a8","status":"publish","type":"post","link":"https:\/\/eve2333.top\/?p=1396","title":{"rendered":"AMFS++\uff1a8GB \u663e\u5b58\u73a9\u8f6c VLM\uff01\u81ea\u9002\u5e94\u89c6\u9891\u6570\u636e\u6e05\u6d17\u4e0e\u6784\u5efa\u5229\u5668"},"content":{"rendered":"\n<p>\u5728\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08VLM\uff09\u7206\u53d1\u7684\u4eca\u5929\uff0c\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u5fae\u8c03\u6570\u636e\u662f\u8bad\u7ec3\u7684\u5173\u952e\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u201c\u6bcf\u79d2\u622a\u4e00\u5e27\u201d\u7b56\u7565\u65e2\u6d6a\u8d39\u5b58\u50a8\u7a7a\u95f4\uff0c\u53c8\u4f1a\u5f15\u5165\u5927\u91cf\u65e0\u6548\u5197\u4f59\u4fe1\u606f\u3002<\/p>\n\n\n\n<p><strong>\u5982\u4f55\u4ece\u4efb\u610f\u89c6\u9891\u4e2d\u81ea\u52a8\u63d0\u53d6\u201c\u6700\u5c11\u5e27 + \u5b8c\u6574\u5b57\u5e55\u201d\uff0c\u4e14\u4e0d\u9700\u8981 A100 \u8fd9\u6837\u7684\u6602\u8d35\u663e\u5361\uff1f<\/strong><\/p>\n\n\n\n<p>\u4eca\u5929\u4e3a\u5927\u5bb6\u4ecb\u7ecd\u6211\u5f00\u53d1\u7684\u5f00\u6e90\u9879\u76ee \u2014\u2014 <strong>AMFS++ (Adaptive Multimodal Frame Selection)<\/strong>\u3002\u8fd9\u662f\u4e00\u4e2a\u4e13\u4e3a VLM \u5fae\u8c03\u6570\u636e\u6784\u5efa\u8bbe\u8ba1\u7684\u5de5\u5177\uff0c\u5b83\u80fd\u667a\u80fd\u5730\u201c\u770b\u61c2\u201d\u89c6\u9891\uff0c\u53ea\u4fdd\u7559\u6700\u6709\u4ef7\u503c\u7684\u753b\u9762\u548c\u5b57\u5e55\u3002<\/p>\n\n\n\n<p>\ud83d\udc49 <strong>GitHub \u9879\u76ee\u5730\u5740<\/strong>: \u3010<a href=\"https:\/\/github.com\/eve23333333\/video2\" target=\"_blank\"  rel=\"nofollow\" >eve23333333\/video2<\/a>\u3011<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2728 \u6838\u5fc3\u7279\u6027\uff1a\u4e3a\u4ec0\u4e48\u8981\u7528 AMFS++\uff1f<\/h2>\n\n\n\n<p>AMFS++ \u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u622a\u56fe\u5de5\u5177\uff0c\u5b83\u662f\u4e00\u4e2a\u5b8c\u6574\u7684<strong>\u89c6\u9891\u8bed\u4e49\u538b\u7f29\u6d41\u6c34\u7ebf<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8d44\u6e90\u6781\u5ea6\u53cb\u597d<\/strong>\uff1a\u4e13\u4e3a\u6d88\u8d39\u7ea7\u663e\u5361\u4f18\u5316\uff0c<strong>RTX 4060 (8GB VRAM)<\/strong> \u5373\u53ef\u6d41\u7545\u8fd0\u884c\u3002<\/li>\n\n\n\n<li><strong>\u5168\u5e73\u53f0\u652f\u6301<\/strong>\uff1aLinux \/ macOS \/ <strong>Windows (New!)<\/strong> \u5b8c\u7f8e\u9002\u914d\u3002<\/li>\n\n\n\n<li><strong>\u667a\u80fd\u81ea\u9002\u5e94\u9009\u5e27<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\ud83d\udc40 <strong>\u89c6\u89c9\u53d8\u5316<\/strong>\uff1a\u57fa\u4e8e\u5149\u6d41\uff08Optical Flow\uff09\u6355\u6349\u8fd0\u52a8\u3002<\/li>\n\n\n\n<li>\ud83e\udde0 <strong>\u8bed\u4e49\u591a\u6837\u6027<\/strong>\uff1a\u57fa\u4e8e CLIP \u786e\u4fdd\u753b\u9762\u5185\u5bb9\u4e0d\u91cd\u590d\u3002<\/li>\n\n\n\n<li>\ud83d\udcdd <strong>\u6587\u672c\u53d8\u5316<\/strong>\uff1a\u7ed3\u5408 OCR\uff08\u53ef\u9009\uff09\u6355\u6349\u5173\u952e\u6587\u5b57\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u9ad8\u8d28\u91cf\u6570\u636e\u8f93\u51fa<\/strong>\uff1a\u76f4\u63a5\u751f\u6210\u7528\u4e8e\u8bad\u7ec3\u7684 JSONL \u683c\u5f0f\uff08\u591a\u56fe + \u6587\u672c + \u5143\u6570\u636e\uff09\uff0c\u5e76\u81ea\u52a8\u53bb\u9664\u91cd\u590d\u5e27\uff08pHash + CLIP\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5f3a\u5927\u7684\u97f3\u9891\u5904\u7406<\/strong>\uff1a\u96c6\u6210 Faster-Whisper\uff0c\u652f\u6301\u4e2d\/\u82f1 ASR\uff0c\u81ea\u52a8\u751f\u6210\u5e26\u65f6\u95f4\u6233\u7684\u5b57\u5e55\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udee0\ufe0f \u6280\u672f\u539f\u7406\u89e3\u6790<\/h2>\n\n\n\n<p>AMFS++ \u7684\u5de5\u4f5c\u6d41\u7a0b\u6a21\u4eff\u4e86\u4eba\u7c7b\u201c\u6d4f\u89c8\u201d\u89c6\u9891\u7684\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u955c\u5934\u5207\u5206 (PySceneDetect)<\/strong>\uff1a\u5148\u628a\u89c6\u9891\u6309\u955c\u5934\u5207\u5f00\uff0c\u9632\u6b62\u8de8\u955c\u5934\u9020\u6210\u7684\u753b\u9762\u7a81\u5140\u3002<\/li>\n\n\n\n<li><strong>\u542c\u89c9\u7406\u89e3 (Faster-Whisper)<\/strong>\uff1a\u63d0\u53d6\u5168\u7247\u5b57\u5e55\uff0c\u7406\u89e3\u89c6\u9891\u5728\u8bb2\u4ec0\u4e48\u3002<\/li>\n\n\n\n<li><strong>\u591a\u7ef4\u8bc4\u4f30 (Adaptive Selection)<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u753b\u9762\u52a8\u4e86\u5417\uff1f(\u5149\u6d41)<\/li>\n\n\n\n<li>\u610f\u601d\u53d8\u4e86\u5417\uff1f(CLIP Feature)<\/li>\n\n\n\n<li>PPT\u7ffb\u9875\u4e86\u5417\uff1f(OCR - <em>WIP<\/em>)<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u53bb\u91cd\u4e0e\u8f93\u51fa<\/strong>\uff1a\u5229\u7528 pHash \u548c CLIP \u76f8\u4f3c\u5ea6\u5254\u9664\u91cd\u590d\u753b\u9762\uff0c\u6700\u540e\u5c06\u9009\u4e2d\u7684<strong>\u5173\u952e\u5e27<\/strong>\u4e0e<strong>\u5bf9\u5e94\u65f6\u95f4\u7a97\u7684\u5b57\u5e55<\/strong>\u6253\u5305\u6210 JSONL\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcca \u5b9e\u6218\u6d4b\u8bc4\uff1a\u771f\u5b9e\u573a\u666f\u4e0b\u7684\u8868\u73b0<\/h2>\n\n\n\n<p>\u4e3a\u4e86\u9a8c\u8bc1 AMFS++ \u7684\u6cdb\u5316\u80fd\u529b\uff0c\u6211\u9009\u53d6\u4e86\u591a\u79cd\u7c7b\u578b\u7684\u89c6\u9891\u8fdb\u884c\u6d4b\u8bd5\u3002\u4ee5\u4e0b\u662f 8GB \u663e\u5b58\u73af\u5883\u4e0b\u7684\u771f\u5b9e\u6d4b\u8bd5\u62a5\u544a\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \ud83c\udfae \u6e38\u620f\u4e0e MMD (\u9ad8\u52a8\u6001)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8868\u73b0<\/strong>\uff1a\u4f18\u79c0\u3002<\/li>\n\n\n\n<li><strong>\u7ec6\u8282<\/strong>\uff1a\u5728\u6e38\u620f\u753b\u9762\u4e3b\u4f53\u9ad8\u901f\u8fd0\u52a8\u65f6\uff0c\u7b97\u6cd5\u7cbe\u51c6\u622a\u53d6\u4e86 8 \u4e2a\u5173\u952e\u52a8\u4f5c\u5e27\uff1bMMD \u821e\u8e48\u89c6\u9891\u4e2d\uff0c\u4eba\u7269\u5927\u5e45\u5ea6\u7684\u52a8\u4f5c\u53d8\u5316\u4e5f\u88ab\u6210\u529f\u6355\u6349\u3002<\/li>\n\n\n\n<li><strong>\u6311\u6218<\/strong>\uff1a\u80cc\u666f\u5149\u5f71\u7684\u5927\u5e45\u95ea\u70c1\u6709\u65f6\u4f1a\u88ab\u8bef\u5224\u4e3a\u5185\u5bb9\u53d8\u5316\uff0c\u5bfc\u81f4\u5c11\u91cf\u5197\u4f59\u622a\u5e27\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \ud83d\udcda \u5386\u53f2\u8bb2\u89e3 (\u9ad8\u5bc6\u5ea6\u4fe1\u606f)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8868\u73b0<\/strong>\uff1a<strong>SOTA \u7ea7\u8868\u73b0<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u7ec6\u8282<\/strong>\uff1a\u8fd9\u662f\u4e00\u4e2a 7 \u5206\u949f\u7684\u89c6\u9891\uff0c\u5939\u6742\u4e86\u5927\u91cf\u5386\u53f2\u5f71\u50cf\u8d44\u6599\u548c\u5bc6\u96c6\u5b57\u5e55\u3002AMFS++ \u622a\u53d6\u4e86 <strong>365 \u5f20<\/strong>\u56fe\u7247\uff0c\u5b8c\u7f8e\u4fdd\u7559\u4e86\u6240\u6709\u5173\u952e\u7684\u5386\u53f2\u753b\u9762\u548c\u6587\u672c\u4fe1\u606f\u70b9\uff0c\u538b\u7f29\u6bd4\u9002\u4e2d\u4e14\u4fdd\u7559\u4e86\u8bed\u4e49\u5b8c\u6574\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \ud83c\udf93 \u6559\u7a0b\u7c7b (\u9759\u6001\u4e3a\u4e3b)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8868\u73b0<\/strong>\uff1a\u6781\u5176\u7cbe\u7b80\u3002<\/li>\n\n\n\n<li><strong>\u7ec6\u8282<\/strong>\uff1a\u6574\u4e2a\u89c6\u9891\u4ec5\u622a\u53d6 <strong>2 \u5e27<\/strong>\u3002\u56e0\u4e3a\u753b\u9762\u591a\u4e3a\u9759\u6001\u6f14\u793a\uff0c\u4e3b\u8981\u4fe1\u606f\u90fd\u5728\u5b57\u5e55\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u5f85\u4f18\u5316<\/strong>\uff1a\u53d1\u73b0 PaddleOCR \u5728\u67d0\u4e9b\u7279\u5b9a\u573a\u666f\u4e0b\u672a\u80fd\u89e6\u53d1\u9009\u5e27\uff08\u5df2\u5217\u5165 TODO \u4fee\u590d\u8ba1\u5212\uff09\uff0c\u76ee\u524d\u4e3b\u8981\u4f9d\u8d56\u5b57\u5e55\u8986\u76d6\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. \ud83c\udff8 \u4f53\u80b2\u4e0e\u7535\u89c6\u5267 (\u591a\u4e3b\u4f53)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8868\u73b0<\/strong>\uff1a\u4e2d\u89c4\u4e2d\u77e9\u3002<\/li>\n\n\n\n<li><strong>\u7ec6\u8282<\/strong>\uff1a\u5bf9\u4e8e\u7fbd\u6bdb\u7403\u6bd4\u8d5b\u548c\u591a\u4eba\u7535\u89c6\u5267\uff0c\u76ee\u524d\u7684\u7b97\u6cd5\u5728\u6355\u6349\u7279\u5b9a\u4eba\u7269\u795e\u6001\u6216\u533a\u5206\u4e3b\u4f53\u4e0a\u7a0d\u663e\u5403\u529b\u3002<\/li>\n\n\n\n<li><strong>\u672a\u6765\u8ba1\u5212<\/strong>\uff1a\u8ba1\u5212\u5f15\u5165 <strong>InsightFace<\/strong>\uff0c\u589e\u5f3a\u5bf9\u4eba\u8138\u548c\u4e3b\u4f53\u7684\u8bc6\u522b\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. \ud83d\udd1e \u957f\u89c6\u9891\u538b\u529b\u6d4b\u8bd5 (21\u5206\u949f)<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8868\u73b0<\/strong>\uff1a\u6781\u9ad8\u538b\u7f29\u7387\u3002<\/li>\n\n\n\n<li><strong>\u7ec6\u8282<\/strong>\uff1a21\u5206\u949f\u89c6\u9891\u4ec5\u622a\u53d6 33 \u5e27\u3002<\/li>\n\n\n\n<li><strong>\u53d1\u73b0\u7684\u95ee\u9898<\/strong>\uff1a\u5176\u4e2d\u6709 10 \u5e27\u662f\u9ed1\u5c4f\u8f6c\u573a\u3002\u8fd9\u63d0\u793a\u6211\u4eec\u9700\u8981\u5728\u540e\u5904\u7406\u9636\u6bb5\u52a0\u5f3a\u5bf9\u7eaf\u8272\/\u9ed1\u5c4f\u5e27\u7684\u53bb\u91cd\u8fc7\u6ee4\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcbb \u5feb\u901f\u4e0a\u624b\u6307\u5357<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u73af\u5883\u51c6\u5907<\/h3>\n\n\n\n<p>\u63a8\u8350\u4f7f\u7528 Python 3.10+\uff0c\u5efa\u8bae\u521b\u5efa\u865a\u62df\u73af\u5883\u3002 code Bashdownloadcontent_copyexpand_less<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">    <code># \u521b\u5efa\u5e76\u6fc0\u6d3b\u865a\u62df\u73af\u5883\npython -m venv .venv\nsource .venv\/bin\/activate  # Windows: .venv\\Scripts\\activate\n\n# \u5b89\u88c5\u4f9d\u8d56\npip install -r requirements.txt<\/code>\n  <\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u6a21\u578b\u51c6\u5907<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u4fdd\u8bc1\u8fd0\u884c\u901f\u5ea6\u548c\u6548\u679c\uff0c\u8bf7\u9884\u5148\u4ece HuggingFace \u4e0b\u8f7d\u4ee5\u4e0b\u6a21\u578b\u5e76\u653e\u7f6e\u5728\u9879\u76ee\u6839\u76ee\u5f55\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>faster-large-v3-turbo (ASR)<\/li>\n\n\n\n<li>models\/clip\/ViT-B-32 (\u89c6\u89c9\u7279\u5f81)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u4e00\u884c\u547d\u4ee4\u8fd0\u884c<\/h3>\n\n\n\n<p><strong>\u5904\u7406\u672c\u5730\u89c6\u9891\uff1a<\/strong> code Bashdownloadcontent_copyexpand_less<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">    <code>python -m amfs.pipeline --input \"\u82e5\u53f6\u7766cos.mp4\" --out \"out\/test_final\" --base-fps 2<\/code>\n  <\/pre>\n\n\n\n<p><strong>\u5904\u7406 B \u7ad9\u89c6\u9891 (\u76f4\u63a5 URL)\uff1a<\/strong> code Bashdownloadcontent_copyexpand_less<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">    <code>python -m amfs.pipeline --input \"https:\/\/www.bilibili.com\/video\/BVxxxx\" --out out\/demo_bili<\/code>\n  <\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u8f93\u51fa\u4ea7\u7269<\/h3>\n\n\n\n<p>\u8fd0\u884c\u7ed3\u675f\u540e\uff0c\u4f60\u5c06\u83b7\u5f97\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>frames\/*.jpg: \u7cbe\u9009\u7684\u9ad8\u8d28\u91cf\u5173\u952e\u5e27\u3002<\/li>\n\n\n\n<li>samples.jsonl: <strong>\u76f4\u63a5\u53ef\u7528\u4e8e VLM \u5fae\u8c03\u7684\u6570\u636e\u683c\u5f0f<\/strong>\u3002<\/li>\n\n\n\n<li>asr.json: \u5b8c\u6574\u7684\u5b57\u5e55\u6587\u4ef6\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd2e Roadmap \u4e0e \u672a\u6765\u8ba1\u5212<\/h2>\n\n\n\n<p>\u57fa\u4e8e\u76ee\u524d\u7684\u6d4b\u8bd5\u7ed3\u679c\uff0cAMFS++ \u8fd8\u5728\u6301\u7eed\u8fdb\u5316\u4e2d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>OCR \u589e\u5f3a<\/strong>\uff1a\u4fee\u590d\u5e76\u4f18\u5316 PaddleOCR \u7684\u89e6\u53d1\u903b\u8f91\uff0c\u786e\u4fdd PPT\/\u6559\u7a0b\u7c7b\u89c6\u9891\u4e0d\u9057\u6f0f\u5173\u952e\u6587\u5b57\u3002<\/li>\n\n\n\n<li><strong>\u4eba\u8138\/\u4e3b\u4f53\u589e\u5f3a<\/strong>\uff1a\u5f15\u5165 InsightFace\uff0c\u8ba9\u5de5\u5177\u66f4\u61c2\u201c\u4eba\u201d\u3002<\/li>\n\n\n\n<li><strong>\u9ed1\u5c4f\/\u8f6c\u573a\u8fc7\u6ee4<\/strong>\uff1a\u4f18\u5316\u53bb\u91cd\u903b\u8f91\uff0c\u81ea\u52a8\u5254\u9664\u65e0\u6548\u7684\u8f6c\u573a\u9ed1\u5c4f\u3002<\/li>\n\n\n\n<li><strong>\u97f3\u9891\u8282\u594f\u611f\u77e5<\/strong>\uff1a\u672a\u6765\u8ba1\u5212\u52a0\u5165\u97f3\u9891\u8282\u594f\u63d0\u53d6\uff0c\u8ba9\u9b3c\u755c\/\u97f3\u4e50\u7c7b\u89c6\u9891\u7684\u5207\u5206\u66f4\u7cbe\u51c6\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5982\u679c\u4f60\u6b63\u5728\u5bfb\u627e\u4e00\u79cd\u9ad8\u6548\u3001\u4f4e\u6210\u672c\u7684\u65b9\u5f0f\u6765\u6784\u5efa\u591a\u6a21\u6001\u6570\u636e\u96c6\uff0c\u6b22\u8fce\u5c1d\u8bd5 <strong>AMFS++<\/strong>\uff01<\/p>\n\n\n\n<p>\ud83c\udf1f <strong>\u89c9\u5f97\u597d\u7528\u8bf7\u7ed9\u4e2a Star \u652f\u6301\u4e00\u4e0b\uff01<\/strong><br><a href=\"https:\/\/github.com\/eve23333333\/video2\" target=\"_blank\"  rel=\"nofollow\" >eve23333333\/video2<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udca1 \u535a\u5ba2\u5199\u4f5c\u5efa\u8bae (\u7ed9\u4f5c\u8005)\uff1a<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u914d\u56fe<\/strong>\uff1a\u5728\u535a\u5ba2\u4e2d\u63d2\u5165\u51e0\u5f20\u201c\u8f93\u5165\u89c6\u9891 vs \u8f93\u51fa\u5173\u952e\u5e27\u62fc\u56fe\u201d\u7684\u5bf9\u6bd4\u56fe\uff0c\u6548\u679c\u4f1a\u975e\u5e38\u76f4\u89c2\u3002\u7279\u522b\u662f\u201c\u5386\u53f2\u8bb2\u89e3\u201d\u90a3\u79cd\u5bc6\u96c6\u4fe1\u606f\u88ab\u62c6\u89e3\u7684\u6837\u5f20\u3002<\/li>\n\n\n\n<li><strong>\u4ee3\u7801\u5757\u9ad8\u4eae<\/strong>\uff1a\u786e\u4fdd\u53d1\u5e03\u5e73\u53f0\u652f\u6301\u4ee3\u7801\u9ad8\u4eae\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u4e0b\u8f7d\u94fe\u63a5<\/strong>\uff1a\u5982\u679c\u53ef\u80fd\uff0c\u63d0\u4f9b\u4e00\u4e0b\u4f60\u4f7f\u7528\u7684 HuggingFace \u5177\u4f53\u6a21\u578b\u7684\u8d85\u94fe\u63a5\uff0c\u65b9\u4fbf\u5c0f\u767d\u7528\u6237\u76f4\u63a5\u4e0b\u8f7d\u3002<\/li>\n\n\n\n<li><strong>Windows \u4eae\u70b9<\/strong>\uff1a\u53ef\u4ee5\u5728\u6807\u9898\u6216\u663e\u773c\u5904\u518d\u6b21\u5f3a\u8c03 Windows \u652f\u6301\uff0c\u56e0\u4e3a\u5f88\u591a\u7c7b\u4f3c\u5de5\u5177\u5bf9 Windows \u652f\u6301\u4e0d\u4f73\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08VLM\uff09\u7206\u53d1\u7684\u4eca\u5929\uff0c\u9ad8\u8d28\u91cf\u7684\u89c6\u9891\u5fae\u8c03\u6570\u636e\u662f\u8bad\u7ec3\u7684\u5173\u952e\u3002\u7136\u800c\uff0c\u4f20\u7edf\u7684\u201c\u6bcf\u79d2\u622a\u4e00\u5e27\u201d\u7b56\u7565\u65e2\u6d6a\u8d39\u5b58\u50a8\u7a7a\u95f4\uff0c\u53c8\u4f1a\u5f15\u5165\u5927\u91cf\u65e0 &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"emotion":"","emotion_color":"","title_style":"","license":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-1396","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/posts\/1396","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/eve2333.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1396"}],"version-history":[{"count":2,"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/posts\/1396\/revisions"}],"predecessor-version":[{"id":1399,"href":"https:\/\/eve2333.top\/index.php?rest_route=\/wp\/v2\/posts\/1396\/revisions\/1399"}],"wp:attachment":[{"href":"https:\/\/eve2333.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1396"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/eve2333.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1396"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/eve2333.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1396"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}