{"id":29234,"date":"2025-03-23T23:31:26","date_gmt":"2025-03-23T15:31:26","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29234"},"modified":"2025-11-18T17:05:31","modified_gmt":"2025-11-18T09:05:31","slug":"starvector","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/starvector\/","title":{"rendered":"StarVector\uff1a\u4ece\u56fe\u50cf\u548c\u6587\u5b57\u751f\u6210SVG\u77e2\u91cf\u56fe\u7684\u57fa\u7840\u6a21\u578b"},"content":{"rendered":"<p>StarVector \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u7531 Juan A. Rodriguez \u7b49\u5f00\u53d1\u8005\u521b\u5efa\uff0c\u76ee\u7684\u662f\u5c06\u56fe\u50cf\u548c\u6587\u5b57\u8f6c\u5316\u4e3a\u53ef\u7f29\u653e\u77e2\u91cf\u56fe\u5f62\uff08SVG\uff09\u3002\u8fd9\u4e2a\u5de5\u5177\u4f7f\u7528\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff0c\u80fd\u591f\u7406\u89e3\u56fe\u50cf\u5185\u5bb9\u548c\u6587\u5b57\u6307\u4ee4\uff0c\u751f\u6210\u9ad8\u8d28\u91cf\u7684 SVG \u4ee3\u7801\u3002\u5b83\u7684\u6838\u5fc3\u7279\u70b9\u662f\u628a\u77e2\u91cf\u5316\u7684\u8fc7\u7a0b\u53d8\u6210\u4ee3\u7801\u751f\u6210\u4efb\u52a1\uff0c\u9002\u5408\u7528\u6765\u5236\u4f5c\u56fe\u6807\u3001\u6280\u672f\u56fe\u8868\u548c\u6807\u5fd7\u7b49\u3002StarVector \u5728 SVG-Stack \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\uff0c\u5305\u542b\u8d85\u8fc7 200 \u4e07\u4e2a\u771f\u5b9e SVG \u6837\u672c\uff0c\u786e\u4fdd\u751f\u6210\u7ed3\u679c\u51c6\u786e\u4e14\u591a\u6837\u3002\u9879\u76ee\u5f53\u524d\u7531 ServiceNow Research \u548c Mila \u7b49\u673a\u6784\u652f\u6301\uff0c\u6700\u65b0\u66f4\u65b0\u65f6\u95f4\u662f 2025 \u5e74 3 \u6708\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29235\" title=\"StarVector\uff1a\u4ece\u56fe\u50cf\u548c\u6587\u5b57\u751f\u6210SVG\u77e2\u91cf\u56fe\u7684\u57fa\u7840\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/b038f30da90cfc7.png\" alt=\"StarVector\uff1a\u4ece\u56fe\u50cf\u548c\u6587\u5b57\u751f\u6210SVG\u77e2\u91cf\u56fe\u7684\u57fa\u7840\u6a21\u578b-1\" width=\"1217\" height=\"582\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/b038f30da90cfc7.png 1217w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/b038f30da90cfc7-768x367.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/b038f30da90cfc7-18x9.png 18w\" sizes=\"auto, (max-width: 1217px) 100vw, 1217px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u4ece\u56fe\u50cf\u751f\u6210 SVG\uff1a\u8f93\u5165\u50cf\u7d20\u56fe\u50cf\uff0c\u751f\u6210\u5bf9\u5e94\u7684\u77e2\u91cf\u56fe\u5f62\u4ee3\u7801\u3002<\/li>\n<li>\u4ece\u6587\u5b57\u751f\u6210 SVG\uff1a\u6839\u636e\u6587\u5b57\u63cf\u8ff0\uff0c\u521b\u5efa\u5168\u65b0\u7684 SVG \u56fe\u5f62\u3002<\/li>\n<li>\u652f\u6301\u591a\u79cd\u56fe\u5f62\u5143\u7d20\uff1a\u5305\u62ec\u8def\u5f84\u3001\u692d\u5706\u3001\u591a\u8fb9\u5f62\u548c\u6587\u5b57\u7b49 SVG \u57fa\u672c\u5143\u7d20\u3002<\/li>\n<li>\u9ad8\u7cbe\u5ea6\u77e2\u91cf\u5316\uff1a\u751f\u6210\u7684 SVG \u80fd\u4fdd\u6301\u7ec6\u8282\uff0c\u9002\u5408\u653e\u5927\u4f7f\u7528\u3002<\/li>\n<li>\u5f00\u6e90\u514d\u8d39\uff1a\u4ee3\u7801\u516c\u5f00\uff0c\u7528\u6237\u53ef\u4ee5\u81ea\u7531\u4e0b\u8f7d\u548c\u4fee\u6539\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>StarVector \u7684\u4f7f\u7528\u9700\u8981\u4e00\u4e9b\u6280\u672f\u57fa\u7840\uff0c\u56e0\u4e3a\u5b83\u662f\u4e00\u4e2a\u57fa\u4e8e\u4ee3\u7801\u7684\u9879\u76ee\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u7684\u5b89\u88c5\u548c\u64cd\u4f5c\u6b65\u9aa4\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u4e0a\u624b\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u51c6\u5907\u73af\u5883<\/strong>\n<ul>\n<li>\u786e\u4fdd\u4f60\u7684\u7535\u8111\u5b89\u88c5\u4e86 Python 3.11.3\u3002\u53ef\u4ee5\u7528\u547d\u4ee4\u68c0\u67e5\u7248\u672c\uff1a\n<pre><code>python --version\r\n<\/code><\/pre>\n<\/li>\n<li>\u5982\u679c\u6ca1\u6709\uff0c\u8bf7\u4ece\u00a0https:\/\/www.python.org\u00a0\u4e0b\u8f7d\u5b89\u88c5\u3002<\/li>\n<li>\u5b89\u88c5 Git\uff0c\u7528\u4e8e\u4ece GitHub \u4e0b\u8f7d\u4ee3\u7801\u3002\u4e0b\u8f7d\u5730\u5740\uff1ahttps:\/\/git-scm.com\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u521b\u5efa\u865a\u62df\u73af\u5883<\/strong>\n<ul>\n<li>\u6253\u5f00\u7ec8\u7aef\uff0c\u8f93\u5165\u4ee5\u4e0b\u547d\u4ee4\u521b\u5efa\u4e00\u4e2a\u65b0\u7684 Python \u73af\u5883\uff1a\n<pre><code>conda create -n starvector python=3.11.3 -y\r\n<\/code><\/pre>\n<\/li>\n<li>\u6fc0\u6d3b\u73af\u5883\uff1a\n<pre><code>conda activate starvector\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4e0b\u8f7d StarVector \u4ee3\u7801<\/strong>\n<ul>\n<li>\u5728\u7ec8\u7aef\u4e2d\u8f93\u5165\uff1a\n<pre><code>git clone https:\/\/github.com\/joanrod\/star-vector.git\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fdb\u5165\u9879\u76ee\u6587\u4ef6\u5939\uff1a\n<pre><code>cd star-vector\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\n<ul>\n<li>\u66f4\u65b0 pip \u5e76\u5b89\u88c5\u6240\u9700\u5e93\uff1a\n<pre><code>pip install --upgrade pip\r\npip install -e .\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fd9\u4f1a\u5b89\u88c5 StarVector \u8fd0\u884c\u6240\u9700\u7684\u6240\u6709 Python \u5305\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8bbe\u7f6e\u73af\u5883\u53d8\u91cf<\/strong>\n<ul>\n<li>\u5982\u679c\u8981\u8bad\u7ec3\u6a21\u578b\u6216\u4f7f\u7528\u9ad8\u7ea7\u529f\u80fd\uff0c\u9700\u8981\u914d\u7f6e\u4ee5\u4e0b\u53d8\u91cf\uff1a\n<pre><code>export HF_HOME=&lt;\u6a21\u578b\u5b58\u50a8\u8def\u5f84&gt;\r\nexport HF_TOKEN=&lt;\u4f60\u7684 Hugging Face \u4ee4\u724c&gt;\r\nexport WANDB_API_KEY=&lt;\u4f60\u7684 <a href=\"https:\/\/www.kdjingpai.com\/ja\/weights\/\">Weights<\/a> &amp; Biases \u4ee4\u724c&gt;\r\nexport OUTPUT_DIR=&lt;\u8f93\u51fa\u8def\u5f84&gt;\r\n<\/code><\/pre>\n<\/li>\n<li>\u8fd9\u4e9b\u53ef\u4ee5\u5728\u7ec8\u7aef\u8f93\u5165\uff0c\u6216\u8005\u5199\u5165\u73af\u5883\u914d\u7f6e\u6587\u4ef6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u6cd5<\/h3>\n<h4>\u4ece\u56fe\u50cf\u751f\u6210 SVG<\/h4>\n<ol>\n<li><strong>\u51c6\u5907\u56fe\u50cf<\/strong>\n<ul>\n<li>\u9009\u62e9\u4e00\u4e2a\u56fe\u6807\u3001\u6807\u5fd7\u6216\u6280\u672f\u56fe\u8868\u56fe\u50cf\uff0c\u4fdd\u5b58\u4e3a\u5e38\u89c1\u683c\u5f0f\uff08\u5982 PNG \u6216 JPG\uff09\u3002<\/li>\n<li>\u6ce8\u610f\uff1aStarVector \u4e0d\u9002\u5408\u5904\u7406\u81ea\u7136\u98ce\u666f\u6216\u590d\u6742\u63d2\u56fe\uff0c\u6700\u597d\u7528\u7b80\u5355\u56fe\u5f62\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u8fd0\u884c\u4ee3\u7801<\/strong>\n<ul>\n<li>\u5c06\u56fe\u50cf\u653e\u5165\u9879\u76ee\u6587\u4ef6\u5939\uff0c\u7136\u540e\u5728\u7ec8\u7aef\u8f93\u5165\uff1a\n<pre><code>python scripts\/image_to_svg.py --input &lt;\u56fe\u50cf\u8def\u5f84&gt; --output &lt;\u8f93\u51faSVG\u8def\u5f84&gt;\r\n<\/code><\/pre>\n<\/li>\n<li>\u6bd4\u5982\uff1a\n<pre><code>python scripts\/image_to_svg.py --input icon.png --output icon.svg\r\n<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u67e5\u770b\u7ed3\u679c<\/strong>\n<ul>\n<li>\u751f\u6210\u7684 SVG \u6587\u4ef6\u4f1a\u4fdd\u5b58\u5728\u6307\u5b9a\u8def\u5f84\u3002\u53ef\u4ee5\u7528\u6d4f\u89c8\u5668\u6216\u77e2\u91cf\u56fe\u5f62\u8f6f\u4ef6\uff08\u5982 Inkscape\uff09\u6253\u5f00\u68c0\u67e5\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u4ece\u6587\u5b57\u751f\u6210 SVG<\/h4>\n<ol>\n<li><strong>\u8f93\u5165\u6587\u5b57\u6307\u4ee4<\/strong>\n<ul>\n<li>\u6253\u5f00\u7ec8\u7aef\uff0c\u8fd0\u884c\u6587\u5b57\u751f\u6210\u811a\u672c\uff1a\n<pre><code>python scripts\/text_to_svg.py --text \"\u4e00\u4e2a\u7ea2\u8272\u5706\u5f62\" --output circle.svg\r\n<\/code><\/pre>\n<\/li>\n<li>\u6587\u5b57\u8981\u5c3d\u91cf\u5177\u4f53\uff0c\u6bd4\u5982\u201c\u4e00\u4e2a\u9ed1\u8272\u4e94\u89d2\u661f\u201d\u6216\u201c\u84dd\u8272\u77e9\u5f62\u6846\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u68c0\u67e5\u8f93\u51fa<\/strong>\n<ul>\n<li>\u751f\u6210\u7684 SVG \u6587\u4ef6\u4f1a\u4fdd\u5b58\u5728\u6307\u5b9a\u8def\u5f84\uff0c\u6253\u5f00\u67e5\u770b\u662f\u5426\u7b26\u5408\u9884\u671f\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4>\u9ad8\u7ea7\u529f\u80fd\uff1a\u8bad\u7ec3\u6a21\u578b<\/h4>\n<ul>\n<li>\u5982\u679c\u60f3\u81ea\u5df1\u8bad\u7ec3\u6a21\u578b\uff0c\u53ef\u4ee5\u4f7f\u7528 SVG-Stack \u6570\u636e\u96c6\u3002<\/li>\n<li>\u8fd0\u884c\u8bad\u7ec3\u547d\u4ee4\uff08\u4ee5 StarVector-1B \u4e3a\u4f8b\uff09\uff1a<\/li>\n<\/ul>\n<pre><code>deepspeed scripts\/train.py --data_path &lt;SVG-Stack\u8def\u5f84&gt; --output_dir &lt;\u8f93\u51fa\u8def\u5f84&gt;\r\n<\/code><\/pre>\n<ul>\n<li>\u6ce8\u610f\uff1a\u8bad\u7ec3\u9700\u8981\u8f83\u9ad8\u914d\u7f6e\u7684\u7535\u8111\uff0c\u53ef\u80fd\u9700\u8981 GPU \u652f\u6301\u3002<\/li>\n<\/ul>\n<h3>\u64cd\u4f5c\u6280\u5de7<\/h3>\n<ul>\n<li><strong>\u8c03\u8bd5<\/strong>\uff1a\u5982\u679c\u751f\u6210\u7ed3\u679c\u4e0d\u7406\u60f3\uff0c\u68c0\u67e5\u8f93\u5165\u56fe\u50cf\u662f\u5426\u592a\u590d\u6742\uff0c\u6216\u8005\u6587\u5b57\u63cf\u8ff0\u662f\u5426\u6e05\u6670\u3002<\/li>\n<li><strong>\u81ea\u5b9a\u4e49<\/strong>\uff1a\u53ef\u4ee5\u5728\u4ee3\u7801\u4e2d\u8c03\u6574\u53c2\u6570\uff0c\u6bd4\u5982\u589e\u5927\u91c7\u6837\u70b9\u6570\u6765\u63d0\u9ad8\u7cbe\u5ea6\u3002<\/li>\n<li><strong>\u67e5\u770b\u6587\u6863<\/strong>\uff1a\u9879\u76ee\u6839\u76ee\u5f55\u7684 README.md \u6587\u4ef6\u6709\u66f4\u591a\u8bf4\u660e\uff0c\u5efa\u8bae\u4ed4\u7ec6\u9605\u8bfb\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u4ece\u56fe\u50cf\u6216\u6587\u5b57\u751f\u6210 SVG \u6587\u4ef6\u3002\u5b89\u88c5\u8fc7\u7a0b\u5927\u7ea6\u9700\u8981 10-20 \u5206\u949f\uff0c\u5177\u4f53\u4f7f\u7528\u65f6\u64cd\u4f5c\u7b80\u5355\uff0c\u9002\u5408\u6709\u7f16\u7a0b\u57fa\u7840\u7684\u8bbe\u8ba1\u5e08\u6216\u5f00\u53d1\u8005\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u56fe\u6807\u8bbe\u8ba1<\/strong><br \/>\n\u8bbe\u8ba1\u5e08\u53ef\u4ee5\u7528 StarVector \u628a\u8349\u56fe\u5feb\u901f\u8f6c\u4e3a\u77e2\u91cf\u56fe\u6807\uff0c\u8282\u7701\u624b\u52a8\u63cf\u8fb9\u65f6\u95f4\u3002<\/li>\n<li><strong>\u6280\u672f\u6587\u6863<\/strong><br \/>\n\u5de5\u7a0b\u5e08\u53ef\u4ee5\u7528\u5b83\u751f\u6210\u56fe\u8868\u6216\u6d41\u7a0b\u56fe\uff0c\u76f4\u63a5\u5d4c\u5165\u6587\u6863\u6216\u7f51\u9875\u3002<\/li>\n<li><strong>\u6559\u80b2\u6f14\u793a<\/strong><br \/>\n\u8001\u5e08\u53ef\u4ee5\u7528\u6587\u5b57\u63cf\u8ff0\u751f\u6210\u6559\u5b66\u56fe\u5f62\uff0c\u76f4\u89c2\u5c55\u793a\u6982\u5ff5\u3002<\/li>\n<li><strong>\u7f51\u9875\u5f00\u53d1<\/strong><br \/>\n\u5f00\u53d1\u8005\u53ef\u4ee5\u7528\u5b83\u5feb\u901f\u5236\u4f5c\u53ef\u7f29\u653e\u7684\u7f51\u9875\u5143\u7d20\uff0c\u63d0\u9ad8\u52a0\u8f7d\u901f\u5ea6\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>StarVector \u80fd\u5904\u7406\u7167\u7247\u5417\uff1f<\/strong><br \/>\n\u4e0d\u80fd\u3002\u5b83\u4e13\u4e3a\u56fe\u6807\u3001\u6807\u5fd7\u548c\u6280\u672f\u56fe\u8868\u8bbe\u8ba1\uff0c\u4e0d\u9002\u5408\u81ea\u7136\u56fe\u50cf\u6216\u590d\u6742\u63d2\u56fe\u3002<\/li>\n<li><strong>\u9700\u8981\u4ed8\u8d39\u5417\uff1f<\/strong><br \/>\n\u4e0d\u9700\u8981\u3002StarVector \u662f\u5f00\u6e90\u9879\u76ee\uff0c\u4ee3\u7801\u548c\u57fa\u672c\u529f\u80fd\u514d\u8d39\u4f7f\u7528\u3002<\/li>\n<li><strong>\u751f\u6210\u7684 SVG \u53ef\u4ee5\u7f16\u8f91\u5417\uff1f<\/strong><br \/>\n\u53ef\u4ee5\u3002\u751f\u6210\u7684 SVG \u662f\u6807\u51c6\u683c\u5f0f\uff0c\u80fd\u7528 Inkscape \u6216 Illustrator \u7f16\u8f91\u3002<\/li>\n<li><strong>\u5b89\u88c5\u5931\u8d25\u600e\u4e48\u529e\uff1f<\/strong><br \/>\n\u68c0\u67e5 Python \u7248\u672c\u662f\u5426\u6b63\u786e\uff0c\u786e\u4fdd\u7f51\u7edc\u8fde\u63a5\u6b63\u5e38\uff0c\u6216\u67e5\u770b\u7ec8\u7aef\u9519\u8bef\u4fe1\u606f\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>StarVector \u662f\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u5b83\u7531 Juan A. 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