{"id":20491,"date":"2025-02-08T00:30:53","date_gmt":"2025-02-07T16:30:53","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=20491"},"modified":"2025-02-08T00:32:53","modified_gmt":"2025-02-07T16:32:53","slug":"maestro","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/maestro\/","title":{"rendered":"Maestro\uff1a\u7b80\u5316\u4e3b\u6d41\u5f00\u6e90\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u8fc7\u7a0b\u7684\u5de5\u5177"},"content":{"rendered":"<p>Maestro \u662f\u7531 Roboflow \u5f00\u53d1\u7684\u4e00\u6b3e\u5de5\u5177\uff0c\u65e8\u5728\u7b80\u5316\u548c\u52a0\u901f\u591a\u6a21\u6001\u6a21\u578b\u7684\u5fae\u8c03\u8fc7\u7a0b\uff0c\u8ba9\u4eba\u4eba\u90fd\u53ef\u4ee5\u8bad\u7ec3\u81ea\u5df1\u7684\u89c6\u89c9\u5927\u6a21\u578b\u3002\u5b83\u63d0\u4f9b\u4e86\u73b0\u6210\u7684\u914d\u65b9\uff0c\u7528\u4e8e\u5fae\u8c03\u6d41\u884c\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\uff0c\u5982 Florence-2\u3001PaliGemma 2 \u548c Qwen2.5-VL\u3002Maestro \u901a\u8fc7\u5c01\u88c5\u6838\u5fc3\u6a21\u5757\u4e2d\u7684\u6700\u4f73\u5b9e\u8df5\uff0c\u5904\u7406\u914d\u7f6e\u3001\u6570\u636e\u52a0\u8f7d\u3001\u53ef\u91cd\u590d\u6027\u548c\u8bad\u7ec3\u5faa\u73af\u8bbe\u7f6e\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u8fdb\u884c\u6a21\u578b\u5fae\u8c03\u3002<\/p>\n<p><img decoding=\"async\" title=\"Maestro\uff1a\u7b80\u5316\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u8fc7\u7a0b\u7684\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/02\/36827f10eff7df8.png\" alt=\"Maestro\uff1a\u7b80\u5316\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u8fc7\u7a0b\u7684\u5de5\u5177-1\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u914d\u7f6e\u7ba1\u7406<\/strong>\uff1a\u81ea\u52a8\u5904\u7406\u6a21\u578b\u7684\u914d\u7f6e\u6587\u4ef6\uff0c\u7b80\u5316\u8bbe\u7f6e\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u6570\u636e\u52a0\u8f7d<\/strong>\uff1a\u652f\u6301\u591a\u79cd\u6570\u636e\u683c\u5f0f\uff0c\u81ea\u52a8\u5316\u6570\u636e\u9884\u5904\u7406\u548c\u52a0\u8f7d\u3002<\/li>\n<li><strong>\u8bad\u7ec3\u5faa\u73af\u8bbe\u7f6e<\/strong>\uff1a\u63d0\u4f9b\u6807\u51c6\u5316\u7684\u8bad\u7ec3\u5faa\u73af\uff0c\u786e\u4fdd\u8bad\u7ec3\u8fc7\u7a0b\u7684\u53ef\u91cd\u590d\u6027\u3002<\/li>\n<li><strong>\u73b0\u6210\u914d\u65b9<\/strong>\uff1a\u63d0\u4f9b\u591a\u79cd\u6a21\u578b\u7684\u5fae\u8c03\u914d\u65b9\uff0c\u7528\u6237\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u3002<\/li>\n<li><strong>\u547d\u4ee4\u884c\u754c\u9762\uff08CLI\uff09<\/strong>\uff1a\u901a\u8fc7\u7b80\u5355\u7684\u547d\u4ee4\u884c\u6307\u4ee4\u542f\u52a8\u5fae\u8c03\u8fc7\u7a0b\u3002<\/li>\n<li><strong>Python API<\/strong>\uff1a\u63d0\u4f9b\u7075\u6d3b\u7684 Python \u63a5\u53e3\uff0c\u5141\u8bb8\u7528\u6237\u81ea\u5b9a\u4e49\u5fae\u8c03\u8fc7\u7a0b\u3002<\/li>\n<li><strong>Cookbooks<\/strong>\uff1a\u8be6\u7ec6\u7684\u6559\u7a0b\u548c\u793a\u4f8b\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong>\uff1a\u7531\u4e8e\u4e0d\u540c\u6a21\u578b\u53ef\u80fd\u6709\u51b2\u7a81\u7684\u4f9d\u8d56\u9879\uff0c\u5efa\u8bae\u4e3a\u6bcf\u4e2a\u6a21\u578b\u521b\u5efa\u4e00\u4e2a\u4e13\u7528\u7684 Python \u73af\u5883\u3002<\/li>\n<\/ol>\n<pre><code>   python -m venv maestro_env\r\nsource maestro_env\/bin\/activate\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56\u9879<\/strong>\uff1a\u6839\u636e\u9700\u8981\u5b89\u88c5\u7279\u5b9a\u6a21\u578b\u7684\u4f9d\u8d56\u9879\u3002<\/li>\n<\/ol>\n<pre><code>   pip install \"maestro[paligemma_2]\"\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528\u547d\u4ee4\u884c\u754c\u9762\uff08CLI\uff09<\/h3>\n<ol>\n<li><strong>\u542f\u52a8\u5fae\u8c03<\/strong>\uff1a\u4f7f\u7528\u547d\u4ee4\u884c\u754c\u9762\u542f\u52a8\u5fae\u8c03\u8fc7\u7a0b\uff0c\u6307\u5b9a\u5173\u952e\u53c2\u6570\u5982\u6570\u636e\u96c6\u4f4d\u7f6e\u3001\u8bad\u7ec3\u8f6e\u6570\u3001\u6279\u91cf\u5927\u5c0f\u3001\u4f18\u5316\u7b56\u7565\u548c\u8bc4\u4f30\u6307\u6807\u3002<\/li>\n<\/ol>\n<pre><code>   maestro paligemma_2 train \\\r\n--dataset \"dataset\/location\" \\\r\n--epochs 10 \\\r\n--batch-size 4 \\\r\n--optimization_strategy \"qlora\" \\\r\n--metrics \"edit_distance\"\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528 Python API<\/h3>\n<ol>\n<li><strong>\u5bfc\u5165\u8bad\u7ec3\u51fd\u6570<\/strong>\uff1a\u4ece\u5bf9\u5e94\u6a21\u5757\u4e2d\u5bfc\u5165\u8bad\u7ec3\u51fd\u6570\uff0c\u5e76\u5728\u5b57\u5178\u4e2d\u5b9a\u4e49\u914d\u7f6e\u3002<\/li>\n<\/ol>\n<pre><code>   from maestro.trainer.models.paligemma_2.core import train\r\nconfig = {\r\n\"dataset\": \"dataset\/location\",\r\n\"epochs\": 10,\r\n\"batch_size\": 4,\r\n\"optimization_strategy\": \"qlora\",\r\n\"metrics\": [\"edit_distance\"]\r\n}\r\ntrain(config)\r\n<\/code><\/pre>\n<h3>\u4f7f\u7528 Cookbooks<\/h3>\n<p>Maestro \u63d0\u4f9b\u4e86\u8be6\u7ec6\u7684 Cookbooks\uff0c\u5e2e\u52a9\u7528\u6237\u5b66\u4e60\u5982\u4f55\u5728\u5404\u79cd\u89c6\u89c9\u4efb\u52a1\u4e0a\u5fae\u8c03\u4e0d\u540c\u7684 VLMs\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u4f7f\u7528 LoRA \u5fae\u8c03 Florence-2 \u8fdb\u884c\u76ee\u6807\u68c0\u6d4b<\/li>\n<li>\u4f7f\u7528 LoRA \u5fae\u8c03 PaliGemma 2 \u8fdb\u884c JSON \u6570\u636e\u63d0\u53d6<\/li>\n<li>\u4f7f\u7528 QLoRA \u5fae\u8c03 <a href=\"https:\/\/www.kdjingpai.com\/qwen25-vl\/\">Qwen2.5-VL<\/a> \u8fdb\u884c JSON \u6570\u636e\u63d0\u53d6<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Maestro \u662f\u7531 Roboflow \u5f00\u53d1\u7684\u4e00\u6b3e\u5de5\u5177\uff0c\u65e8\u5728\u7b80\u5316\u548c\u52a0\u901f\u591a\u6a21\u6001\u6a21\u578b\u7684\u5fae\u8c03\u8fc7\u7a0b\uff0c\u8ba9\u4eba\u4eba\u90fd\u53ef\u4ee5\u8bad\u7ec3\u81ea\u5df1\u7684\u89c6\u89c9\u5927\u6a21\u578b\u3002\u5b83\u63d0\u4f9b\u4e86\u73b0\u6210\u7684\u914d\u65b9\uff0c\u7528\u4e8e\u5fae\u8c03\u6d41\u884c\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff08VLM\uff09\uff0c\u5982 Florence-2\u3001PaliGemma 2 \u548c Q&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61791,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,365],"class_list":["post-20491","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-damoxingweidiao"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/20491","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=20491"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/20491\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media\/61791"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=20491"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=20491"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=20491"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}