{"id":36,"date":"2026-06-15T10:31:52","date_gmt":"2026-06-15T02:31:52","guid":{"rendered":"http:\/\/tantan.ink\/?p=36"},"modified":"2026-06-15T10:31:52","modified_gmt":"2026-06-15T02:31:52","slug":"ace-step-15-local-music-gen","status":"publish","type":"post","link":"https:\/\/www.tantan.ink\/index.php\/2026\/06\/15\/ace-step-15-local-music-gen\/","title":{"rendered":"ACE-Step 1.5\uff1a\u672c\u5730\u8fd0\u884c\u300c\u6700\u5f3a\u97f3\u4e50\u751f\u6210\u6a21\u578b\u300d\uff0cMac mini \u4e5f\u80fd\u73a9"},"content":{"rendered":"<p style=\"text-align:center;\"><img decoding=\"async\" class=\"alignnone size-full\" src=\"http:\/\/tantan.ink\/wp-content\/uploads\/2026\/06\/ace-step-logo.svg\" alt=\"ACE-Step 1.5 Logo\" width=\"584\" \/><br \/><em>ACE-Step 1.5 \u9879\u76ee\u6807\u5fd7\uff08\u6765\u6e90\uff1aGitHub\uff09<\/em><\/p>\n<p>\u4eca\u5e74\u56db\u6708\uff0c\u4e00\u4e2a\u53eb ACE-Step \u7684\u5f00\u6e90\u9879\u76ee\u5728 GitHub \u4e0a\u7206\u4e86\u2014\u201411k stars\uff0c\u53f7\u79f0\u300c\u6700\u5f3a\u672c\u5730\u97f3\u4e50\u751f\u6210\u6a21\u578b\u300d\uff0c\u8d28\u91cf\u5728 Suno v4.5 \u5230 v5 \u4e4b\u95f4\u3002\u6700\u5438\u5f15\u6211\u7684\u4e00\u70b9\uff1a\u5b83\u652f\u6301 Apple Silicon\u3002<\/p>\n<p>\u5982\u679c\u4f60\u4e5f\u6709\u4e00\u53f0 Mac\uff08\u5c24\u5176\u662f M \u7cfb\u5217\u82af\u7247\uff09\uff0c\u8fd9\u7bc7\u6587\u7ae0\u4f1a\u544a\u8bc9\u4f60 ACE-Step 1.5 \u80fd\u4e0d\u80fd\u8dd1\u3001\u80fd\u73a9\u5230\u4ec0\u4e48\u7a0b\u5ea6\u3001\u4ee5\u53ca\u548c Suno \u8fd9\u7c7b\u5728\u7ebf\u670d\u52a1\u5230\u5e95\u6709\u4ec0\u4e48\u533a\u522b\u3002<\/p>\n<h2>\u4e0d\u662f\u53c8\u4e00\u4e2a Suno \u66ff\u4ee3\u54c1<\/h2>\n<p>\u5148\u8bf4\u5b9a\u4f4d\u3002ACE-Step \u4e0d\u662f\u90a3\u79cd\u4e00\u952e\u751f\u6210\u3001\u65e0\u8111\u4f7f\u7528\u7684\u4ea7\u54c1\u2014\u2014\u5b83\u662f\u4e2a<strong>\u672c\u5730\u90e8\u7f72\u7684\u6a21\u578b\u5957\u4ef6<\/strong>\uff0c\u9700\u8981\u4f60\u52a8\u624b\u914d\u7f6e\u3001\u8c03\u53c2\u6570\u3001\u9009\u6a21\u578b\u3002\u4f46\u6362\u6765\u7684\u4e1c\u897f\u5f88\u5b9e\u5728\uff1a<\/p>\n<ul>\n<li><strong>\u5b8c\u5168\u672c\u5730\u8fd0\u884c<\/strong>\u2014\u2014\u4f60\u7684\u63d0\u793a\u8bcd\u548c\u751f\u6210\u7684\u97f3\u4e50\u4e0d\u4f1a\u4e0a\u4f20\u5230\u4efb\u4f55\u670d\u52a1\u5668<\/li>\n<li><strong>\u65e0\u9650\u4f7f\u7528<\/strong>\u2014\u2014\u6ca1\u6709\u6708\u914d\u989d\u3001\u6ca1\u6709\u5145\u503c\u5899<\/li>\n<li><strong>\u53ef\u5fae\u8c03<\/strong>\u2014\u2014\u7528\u4f60\u81ea\u5df1\u7684 8 \u9996\u6b4c\u5c31\u80fd\u505a LoRA \u8bad\u7ec3<\/li>\n<li><strong>\u529f\u80fd\u8fdc\u8d85\u751f\u6210<\/strong>\u2014\u2014\u7ffb\u5531\u3001\u5206\u8f68\u3001\u91cd\u7ed8\u3001\u97f3\u9891\u5206\u6790\u5168\u90fd\u6709<\/li>\n<\/ul>\n<p>\u7b80\u5355\u8bf4\uff1aSuno \u662f iPhone\uff08\u5373\u5f00\u5373\u7528\uff09\uff0cACE-Step \u662f Linux \u5de5\u4f5c\u7ad9\uff08\u4e0a\u9650\u9ad8\uff0c\u4f46\u9700\u8981\u6298\u817e\uff09\u3002<\/p>\n<h2>Mac mini M4 \u80fd\u8dd1\u5417\uff1f<\/h2>\n<p>\u8fd9\u662f\u5927\u5bb6\u6700\u5173\u5fc3\u7684\u95ee\u9898\u3002ACE-Step 1.5 \u7684\u6a21\u578b\u5206\u4e09\u6863\uff1a<\/p>\n<style>\ntable.wp-table { border-collapse: collapse; width: 100%; margin: 16px 0; }\ntable.wp-table th { background: #2c3e50; color: #fff; padding: 10px 14px; text-align: left; }\ntable.wp-table td { padding: 10px 14px; border: 1px solid #ddd; }\ntable.wp-table tr:nth-child(even) { background: #f8f9fa; }\n<\/style>\n<table class=\"wp-table\">\n<thead>\n<tr>\n<th>\u663e\u5361 \/ \u5185\u5b58<\/th>\n<th>\u63a8\u8350\u6a21\u578b<\/th>\n<th>\u529f\u80fd<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u22646GB<\/td>\n<td>2B turbo\uff08INT8+CPU offload\uff09<\/td>\n<td>\u4ec5 DiT\uff0c\u65e0 LM \u8f85\u52a9<\/td>\n<\/tr>\n<tr>\n<td><strong>8-16GB \u2b05 Mac mini M4 16GB<\/strong><\/td>\n<td><strong>2B turbo\/sft + 0.6B\/1.7B LM<\/strong><\/td>\n<td><strong>\u5b8c\u6574\u529f\u80fd<\/strong><\/td>\n<\/tr>\n<tr>\n<td>16-20GB<\/td>\n<td>XL turbo<\/td>\n<td>\u9ad8\u8d28\u91cf+\u5feb\u51fa<\/td>\n<\/tr>\n<tr>\n<td>\u226524GB<\/td>\n<td>XL sft + 4B LM<\/td>\n<td>\u6700\u5f3a\u6548\u679c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"text-align:center;\"><img decoding=\"async\" class=\"alignnone size-full\" src=\"http:\/\/tantan.ink\/wp-content\/uploads\/2026\/06\/ace-step-vram-guide.svg\" alt=\"ACE-Step 1.5 \u6a21\u578b\u9009\u62e9\u6307\u5357\" width=\"780\" \/><br \/><em>\u6839\u636e\u4f60\u7684 VRAM \u9009\u62e9\u6700\u5408\u9002\u7684\u6a21\u578b\u914d\u7f6e\uff08\u6765\u6e90\uff1a\u5b98\u65b9 README \u6574\u7406\uff09<\/em><\/p>\n<p>Mac mini M4 16GB \u843d\u5728 8-16GB \u8fd9\u4e00\u6863\uff0c<strong>\u5b8c\u5168\u80fd\u8dd1<\/strong> 2B \u6a21\u578b\uff0c\u52a0\u4e0a 0.6B \u6216 1.7B \u7684 LM\uff08\u8bed\u8a00\u6a21\u578b\uff09\u8f85\u52a9\u5199\u6b4c\u8bcd\u548c\u7f16\u6392\u3002\u5982\u679c\u60f3\u4e0a XL\uff084B \u53c2\u6570\uff09\uff0c\u9700\u8981\u5f00\u542f offload\uff0c\u6548\u679c\u4f1a\u66f4\u597d\u4f46\u901f\u5ea6\u4f1a\u6162\u4e00\u4e9b\u3002<\/p>\n<p>macOS \u6709\u4e13\u95e8\u7684 MLX \u540e\u7aef\u652f\u6301\uff0c\u542f\u52a8\u811a\u672c\u662f\u73b0\u6210\u7684 <code>start_gradio_ui_macos.sh<\/code>\uff0c\u4e5f\u6709\u9884\u88c5\u597d\u7684 <code>.zip<\/code> \u4fbf\u643a\u5305\u53ef\u4ee5\u76f4\u63a5\u4e0b\u8f7d\u89e3\u538b\u8fd0\u884c\u3002<\/p>\n<h2>\u80fd\u5e72\u4ec0\u4e48\uff1f<\/h2>\n<p>ACE-Step 1.5 \u7684\u529f\u80fd\u5217\u8868\u6bd4\u6211\u60f3\u8c61\u7684\u957f\u5f88\u591a\uff1a<\/p>\n<h3>\u751f\u6210\u7c7b<\/h3>\n<ul>\n<li><strong>Text2Music<\/strong>\uff1a\u7ed9\u6587\u5b57\u63cf\u8ff0\u76f4\u63a5\u751f\u6210\u97f3\u4e50<\/li>\n<li><strong>Cover<\/strong>\uff1a\u7ffb\u5531\uff0c\u6362\u98ce\u683c\u4e0d\u6362\u65cb\u5f8b<\/li>\n<li><strong>Repaint<\/strong>\uff1a\u5c40\u90e8\u91cd\u7ed8\uff0c\u53ea\u6539\u67d0\u6bb5\u843d\u7684\u98ce\u683c<\/li>\n<li>\u652f\u6301 10 \u79d2\u5230 10 \u5206\u949f\u7684\u957f\u5ea6\uff0c\u4e00\u6b21\u6700\u591a\u751f\u6210 8 \u9996<\/li>\n<\/ul>\n<h3>\u7f16\u8f91\u7c7b<\/h3>\n<ul>\n<li>\u5206\u8f68\u63d0\u53d6\uff08\u4eba\u58f0\u3001BGM \u5206\u79bb\uff09<\/li>\n<li>\u591a\u8f68\u5408\u6210<\/li>\n<li>Vocal2BGM\uff1a\u4eba\u58f0\u8f6c\u80cc\u666f\u97f3\u4e50<\/li>\n<li>LRC \u6b4c\u8bcd\u6587\u4ef6\u751f\u6210<\/li>\n<\/ul>\n<h3>\u7406\u89e3\u7c7b<\/h3>\n<ul>\n<li>\u81ea\u52a8\u5206\u6790 BPM\u3001\u8c03\u6027\u3001\u97f3\u9636<\/li>\n<li>\u8d28\u91cf\u81ea\u52a8\u8bc4\u5206<\/li>\n<\/ul>\n<h3>\u9ad8\u7ea7\u529f\u80fd<\/h3>\n<ul>\n<li>LoRA \u5fae\u8c03\uff1a\u6807\u6ce8 + \u8bad\u7ec3\u4e00\u4f53\u5316\uff0c8 \u9996\u6b4c\u5927\u7ea6 1 \u5c0f\u65f6\uff08RTX 3090\uff09<\/li>\n<li>50+ \u8bed\u8a00\u6b4c\u8bcd\u652f\u6301\uff0c\u5305\u62ec\u4e2d\u6587<\/li>\n<\/ul>\n<p>\u5b83\u7684 <strong>XL turbo<\/strong> \u6a21\u578b\u53ea\u9700\u8981 8 \u6b65\u91c7\u6837\u5c31\u80fd\u51fa\u9ad8\u8d28\u91cf\u7ed3\u679c\uff0c\u901f\u5ea6\u975e\u5e38\u5feb\u3002\u9879\u76ee\u4f5c\u8005\u58f0\u79f0 A100 \u4e0a\u751f\u6210\u4e00\u9996\u6b4c\u4e0d\u5230 2 \u79d2\uff0c3090 \u4e0a\u4e0d\u5230 10 \u79d2\u3002<\/p>\n<p style=\"text-align:center;\"><img decoding=\"async\" class=\"alignnone size-full\" src=\"http:\/\/tantan.ink\/wp-content\/uploads\/2026\/06\/ace-step-feature-compare.svg\" alt=\"ACE-Step vs Suno \u529f\u80fd\u5bf9\u6bd4\" width=\"780\" \/><br \/><em>ACE-Step 1.5 vs Suno\uff1a\u529f\u80fd\u5b8c\u6574\u5ea6\u5bf9\u6bd4\uff08\u6765\u6e90\uff1a\u5b98\u65b9 README + Suno \u529f\u80fd\u9875\uff09<\/em><\/p>\n<h2>\u5b89\u88c5\u6709\u591a\u9ebb\u70e6\uff1f<\/h2>\n<p>\u6bd4\u6211\u60f3\u8c61\u7684\u7b80\u5355\uff1a<\/p>\n<pre><code># 1. \u5b89\u88c5 uv\uff08Python \u5305\u7ba1\u7406\u5668\uff09\ncurl -LsSf https:\/\/astral.sh\/uv\/install.sh | sh\n\n# 2. \u514b\u9686\u9879\u76ee\ngit clone https:\/\/github.com\/ace-step\/ACE-Step-1.5\ncd ACE-Step-1.5\n\n# 3. \u5b89\u88c5\u4f9d\u8d56\nuv sync\n\n# 4. \u542f\u52a8\uff08\u6a21\u578b\u81ea\u52a8\u4e0b\u8f7d\uff09\nuv run python gradio_app.py<\/code><\/pre>\n<p>\u6253\u5f00 <code>http:\/\/localhost:7860<\/code> \u5c31\u80fd\u7528 Gradio \u754c\u9762\u64cd\u4f5c\u3002\u4e5f\u6709 REST API \u6a21\u5f0f\uff0c\u65b9\u4fbf\u96c6\u6210\u5230\u5176\u4ed6\u5de5\u5177\u91cc\u3002<\/p>\n<p>macOS \u7528\u6237\u4e5f\u53ef\u4ee5\u76f4\u63a5\u4e0b\u8f7d\u4fbf\u643a\u7248 <code>.zip<\/code>\uff0c\u89e3\u538b\u5373\u7528\uff0c\u7701\u53bb\u88c5 uv \u548c uv sync \u7684\u6b65\u9aa4\u3002<\/p>\n<h2>\u4e00\u4e9b\u5b9e\u8bdd<\/h2>\n<p><strong>\u4f18\u70b9\uff1a<\/strong><\/p>\n<ul>\n<li>\u672c\u5730\u8fd0\u884c\uff0c\u9690\u79c1\u548c\u914d\u989d\u90fd\u4e0d\u662f\u95ee\u9898<\/li>\n<li>\u529f\u80fd\u96c6\u8fdc\u8d85\u540c\u7c7b\u5f00\u6e90\u9879\u76ee<\/li>\n<li>\u793e\u533a\u6d3b\u8dc3\uff08Discord\u3001HuggingFace \u90fd\u6709\uff09<\/li>\n<li>\u6280\u672f\u62a5\u544a\u516c\u5f00\uff08arxiv\uff09\uff0c\u4e0d\u662f\u95ed\u6e90\u9ed1\u76d2<\/li>\n<\/ul>\n<p><strong>\u9700\u8981\u6ce8\u610f\u7684\u5730\u65b9\uff1a<\/strong><\/p>\n<ul>\n<li>16GB \u5185\u5b58\u8dd1 XL \u9700\u8981 offload\uff0c\u5b9e\u65f6\u4ea4\u4e92\u4f1a\u6709\u5ef6\u8fdf<\/li>\n<li>Turbo \u6a21\u578b\u8d28\u91cf\u9ad8\u4f46\u591a\u6837\u6027\u504f\u5f31\uff0c\u5bb9\u6613\u98ce\u683c\u8d8b\u540c<\/li>\n<li>\u9700\u8981\u4e00\u5b9a\u547d\u4ee4\u884c\u57fa\u7840\uff0c\u4e0d\u662f\u7eaf\u5c0f\u767d\u4ea7\u54c1<\/li>\n<li>LM \u6a21\u578b\u8f83\u5927\uff08\u5c24\u5176 4B \u7248\uff09\uff0c\u4e0b\u8f7d\u9700\u8981\u65f6\u95f4<\/li>\n<\/ul>\n<h2>\u503c\u4e0d\u503c\u5f97\u6298\u817e\uff1f<\/h2>\n<p>\u5982\u679c\u4f60\u5df2\u7ecf\u6709\u4e00\u53f0 Mac\uff08M \u7cfb\u5217\u82af\u7247\uff09\uff0c\u800c\u4e14\u5bf9 AI \u97f3\u4e50\u751f\u6210\u6709\u5174\u8da3\u4f46\u4e0d\u60f3\u88ab Suno \u7684\u6708\u8d39\u7ed1\u6b7b\u2014\u2014ACE-Step 1.5 \u503c\u5f97\u82b1\u4e00\u4e2a\u4e0b\u5348\u6298\u817e\u4e00\u4e0b\u3002\u7279\u522b\u662f\u5b83\u7684\u5206\u8f68\u548c\u7ffb\u5531\u529f\u80fd\uff0c\u5728\u5f53\u524d\u5f00\u6e90\u65b9\u6848\u91cc\u51e0\u4e4e\u6ca1\u6709\u7ade\u54c1\u3002<\/p>\n<p>\u5982\u679c\u53ea\u662f\u60f3\u968f\u4fbf\u73a9\u73a9\u3001\u751f\u6210\u51e0\u9996\u6b4c\u53d1\u670b\u53cb\u5708\uff0cSuno \u8fd8\u662f\u66f4\u7701\u5fc3\u7684\u9009\u62e9\u3002<\/p>\n<p>\u4f46\u5982\u679c\u4f60\u60f3\u771f\u628a AI \u97f3\u4e50\u7eb3\u5165\u81ea\u5df1\u7684\u5de5\u4f5c\u6d41\uff0c\u60f3\u8981\u672c\u5730\u63a7\u5236\u3001\u65e0\u9650\u8c03\u7528\u3001\u751a\u81f3\u81ea\u5df1\u5fae\u8c03\u98ce\u683c\u2014\u2014ACE-Step \u662f\u76ee\u524d\u6700\u503c\u5f97\u5173\u6ce8\u7684\u5f00\u6e90\u65b9\u6848\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>ACE-Step 1.5 \u9879\u76ee\u6807\u5fd7\uff08\u6765\u6e90\uff1aGitHub\uff09 \u4eca\u5e74\u56db\u6708\uff0c\u4e00\u4e2a\u53eb ACE-Step \u7684\u5f00\u6e90\u9879\u76ee\u5728 G &#8230; <a title=\"ACE-Step 1.5\uff1a\u672c\u5730\u8fd0\u884c\u300c\u6700\u5f3a\u97f3\u4e50\u751f\u6210\u6a21\u578b\u300d\uff0cMac mini \u4e5f\u80fd\u73a9\" class=\"read-more\" href=\"https:\/\/www.tantan.ink\/index.php\/2026\/06\/15\/ace-step-15-local-music-gen\/\" aria-label=\"\u9605\u8bfb ACE-Step 1.5\uff1a\u672c\u5730\u8fd0\u884c\u300c\u6700\u5f3a\u97f3\u4e50\u751f\u6210\u6a21\u578b\u300d\uff0cMac mini \u4e5f\u80fd\u73a9\">\u9605\u8bfb\u66f4\u591a<\/a><\/p>\n","protected":false},"author":1,"featured_media":91,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-36","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/posts\/36","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/comments?post=36"}],"version-history":[{"count":0,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/posts\/36\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/media\/91"}],"wp:attachment":[{"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/media?parent=36"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/categories?post=36"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.tantan.ink\/index.php\/wp-json\/wp\/v2\/tags?post=36"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}