{"id":29519,"date":"2025-03-28T17:43:01","date_gmt":"2025-03-28T09:43:01","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29519"},"modified":"2025-05-20T13:26:10","modified_gmt":"2025-05-20T05:26:10","slug":"moshivis","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/moshivis\/","title":{"rendered":"MoshiVis"},"content":{"rendered":"<p>MoshiVis \u662f Kyutai Labs \u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u6258\u7ba1\u5728 GitHub \u4e0a\u3002\u5b83\u57fa\u4e8e Moshi \u8bed\u97f3-\u6587\u672c\u6a21\u578b\uff087B \u53c2\u6570\uff09\uff0c\u65b0\u589e\u4e86\u7ea6 2.06 \u4ebf\u4e2a\u9002\u914d\u53c2\u6570\u548c\u51bb\u7ed3\u7684 PaliGemma2 \u89c6\u89c9\u7f16\u7801\u5668\uff08400M \u53c2\u6570\uff09\uff0c\u8ba9\u6a21\u578b\u80fd\u5b9e\u65f6\u7528\u8bed\u97f3\u4e0e\u7528\u6237\u8ba8\u8bba\u56fe\u50cf\u5185\u5bb9\u3002MoshiVis \u7684\u6838\u5fc3\u7279\u70b9\u662f\u4f4e\u5ef6\u8fdf\u3001\u81ea\u7136\u5bf9\u8bdd\u548c\u56fe\u50cf\u7406\u89e3\u80fd\u529b\u3002\u5b83\u652f\u6301 PyTorch\u3001Rust \u548c MLX \u4e09\u79cd\u540e\u7aef\uff0c\u7528\u6237\u53ef\u514d\u8d39\u4e0b\u8f7d\u4ee3\u7801\u548c\u6a21\u578b\u6743\u91cd\uff0c\u8fd0\u884c\u5728\u672c\u5730\u8bbe\u5907\u4e0a\u3002\u9879\u76ee\u9762\u5411\u5f00\u53d1\u8005\u4e0e\u7814\u7a76\u8005\uff0c\u9002\u5408\u63a2\u7d22 AI \u4ea4\u4e92\u6216\u5f00\u53d1\u65b0\u5e94\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-29520\" title=\"MoshiVis\uff1a\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u548c\u56fe\u50cf\u7406\u89e3\u7684\u5f00\u6e90\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/df42991208fb23f.jpg\" alt=\"MoshiVis\uff1a\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd\u548c\u56fe\u50cf\u7406\u89e3\u7684\u5f00\u6e90\u6a21\u578b-1\" width=\"761\" height=\"309\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/df42991208fb23f.jpg 761w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/df42991208fb23f-18x7.jpg 18w\" sizes=\"auto, (max-width: 761px) 100vw, 761px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li>\u652f\u6301\u5b9e\u65f6\u8bed\u97f3\u8f93\u5165\u4e0e\u8f93\u51fa\uff0c\u7528\u6237\u8bf4\u8bdd\u540e\u6a21\u578b\u5feb\u901f\u54cd\u5e94\u3002<\/li>\n<li>\u80fd\u5206\u6790\u56fe\u50cf\u5185\u5bb9\uff0c\u7528\u8bed\u97f3\u6216\u6587\u5b57\u63cf\u8ff0\u56fe\u7247\u7ec6\u8282\u3002<\/li>\n<li>\u63d0\u4f9b PyTorch\u3001Rust \u548c MLX \u4e09\u79cd\u540e\u7aef\uff0c\u9002\u914d\u4e0d\u540c\u786c\u4ef6\u3002<\/li>\n<li>\u5f00\u6e90\u4ee3\u7801\u548c\u6a21\u578b\u6743\u91cd\uff0c\u5141\u8bb8\u7528\u6237\u81ea\u7531\u4fee\u6539\u3002<\/li>\n<li>\u4f4e\u5ef6\u8fdf\u8bbe\u8ba1\uff0c\u9002\u5408\u5b9e\u65f6\u5bf9\u8bdd\u573a\u666f\u3002<\/li>\n<li>\u652f\u6301\u91cf\u5316\u683c\u5f0f\uff08\u5982 4 \u4f4d\u30018 \u4f4d\uff09\uff0c\u4f18\u5316\u5185\u5b58\u4e0e\u6027\u80fd\u3002<\/li>\n<li>\u5185\u7f6e\u8de8\u6ce8\u610f\u529b\u673a\u5236\uff0c\u878d\u5408\u89c6\u89c9\u4e0e\u8bed\u97f3\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>MoshiVis \u9700\u8981\u4e00\u5b9a\u6280\u672f\u57fa\u7840\u624d\u80fd\u5b89\u88c5\u548c\u4f7f\u7528\u3002\u5b98\u65b9\u63d0\u4f9b\u4e86\u8be6\u7ec6\u8bf4\u660e\uff0c\u4ee5\u4e0b\u662f\u5b89\u88c5\u4e0e\u64cd\u4f5c\u7684\u5b8c\u6574\u6307\u5357\u3002<\/p>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>MoshiVis \u652f\u6301\u4e09\u79cd\u540e\u7aef\u8fd0\u884c\uff0c\u7528\u6237\u53ef\u6839\u636e\u8bbe\u5907\u9009\u62e9\u5408\u9002\u7684\u7248\u672c\u3002\u6700\u4f4e\u8981\u6c42\u5305\u62ec Python 3.10+\uff0c\u4ee5\u53ca\u8db3\u591f\u5185\u5b58\uff08PyTorch \u7248\u5efa\u8bae 24GB GPU\uff0cMLX \u7248\u9002\u5408 Mac\uff09\u3002<\/p>\n<h4>PyTorch \u540e\u7aef\u5b89\u88c5<\/h4>\n<ol>\n<li>\u5b89\u88c5\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>pip install -U moshi\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u4e0b\u8f7d\u6a21\u578b\u6743\u91cd\u5e76\u542f\u52a8\u670d\u52a1\uff1a<\/li>\n<\/ol>\n<pre><code>cd kyuteye_pt\r\npython -m moshi.server --hf-repo kyutai\/moshika-vis-pytorch-bf16 --port 8088\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u8bbf\u95ee\u00a0<code>https:\/\/localhost:8088<\/code>\uff0c\u8fdb\u5165\u7f51\u9875\u754c\u9762\u3002<\/li>\n<li>\u82e5\u8fdc\u7a0b\u8fd0\u884c\uff0c\u9700\u7528 SSH \u8f6c\u53d1\u7aef\u53e3\uff1a<\/li>\n<\/ol>\n<pre><code>ssh -L 8088:localhost:8088 user@remote\r\n<\/code><\/pre>\n<h4>Rust \u540e\u7aef\u5b89\u88c5<\/h4>\n<ol>\n<li>\u5b89\u88c5 Rust \u5de5\u5177\u94fe\uff08\u901a\u8fc7\u00a0<code>rustup<\/code>\u00a0\u83b7\u53d6\uff09\u3002<\/li>\n<li>\u914d\u7f6e GPU \u652f\u6301\uff08Mac \u7528 Metal\uff0cNVIDIA \u7528 CUDA\uff09\u3002<\/li>\n<li>\u8fd0\u884c\u670d\u52a1\uff1a<\/li>\n<\/ol>\n<pre><code>cd kyuteye_rs\r\ncargo run --features metal --bin moshi-backend -r -- --config configs\/config-moshika-vis.json standalone --vis\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li>\u770b\u5230\u201cstandalone worker listening\u201d\u540e\uff0c\u8bbf\u95ee\u00a0<code>https:\/\/localhost:8088<\/code>\u3002<\/li>\n<li>\u53ef\u9009\u91cf\u5316\u7248\u672c\uff1a<\/li>\n<\/ol>\n<pre><code>cargo run --features metal --bin moshi-backend -r -- --config configs\/config-moshika-vis-q8.json standalone --vis\r\n<\/code><\/pre>\n<h4>MLX \u540e\u7aef\u5b89\u88c5\uff08Mac \u63a8\u8350\uff09<\/h4>\n<ol>\n<li>\u5b89\u88c5 MLX \u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>pip install -U moshi_mlx\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u542f\u52a8\u670d\u52a1\uff08\u652f\u6301\u591a\u79cd\u91cf\u5316\u683c\u5f0f\uff09\uff1a<\/li>\n<\/ol>\n<pre><code>cd kyuteye_mlx\r\npython -m moshi_mlx.server  # \u9ed8\u8ba4 BF16\r\npython -m moshi_mlx.server -q 4  # 4 \u4f4d\u91cf\u5316\r\npython -m moshi_mlx.server -q 8  # 8 \u4f4d\u91cf\u5316\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u8bbf\u95ee\u00a0<code>http:\/\/localhost:8008<\/code>\u00a0\u4f7f\u7528\u7f51\u9875\u754c\u9762\u3002<\/li>\n<\/ol>\n<h4>\u524d\u7aef\u5b89\u88c5<\/h4>\n<ol>\n<li>\u4e0b\u8f7d\u9884\u6784\u5efa\u5ba2\u6237\u7aef\uff1a<\/li>\n<\/ol>\n<pre><code>pip install fire rich huggingface_hub\r\npython scripts\/get_static_client.py\r\n<\/code><\/pre>\n<ol start=\"2\">\n<li>\u751f\u6210 SSL \u8bc1\u4e66\uff08\u7528\u4e8e HTTPS\uff09\uff1a<\/li>\n<\/ol>\n<pre><code>openssl req -x509 -nodes -days 365 -newkey rsa:2048 -keyout key.pem -out cert.pem\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li>\u540e\u7aef\u9ed8\u8ba4\u63d0\u4f9b\u7f51\u9875\u754c\u9762\uff0c\u65e0\u9700\u989d\u5916\u64cd\u4f5c\u3002<\/li>\n<\/ol>\n<h3>\u4e3b\u8981\u529f\u80fd\u64cd\u4f5c<\/h3>\n<h4>\u5b9e\u65f6\u8bed\u97f3\u5bf9\u8bdd<\/h4>\n<ul>\n<li><strong>\u6b65\u9aa4<\/strong>\uff1a\u542f\u52a8\u670d\u52a1\u540e\uff0c\u6253\u5f00\u7f51\u9875\u754c\u9762\uff08<code>https:\/\/localhost:8088<\/code>\u00a0\u6216\u00a0<code>http:\/\/localhost:8008<\/code>\uff09\u3002\u70b9\u51fb\u9ea6\u514b\u98ce\u56fe\u6807\u5f00\u59cb\u8bf4\u8bdd\u3002<\/li>\n<li><strong>\u793a\u4f8b<\/strong>\uff1a\u8bf4\u201c\u4f60\u597d\u201d\uff0c\u6a21\u578b\u4f1a\u7528\u5973\u58f0\uff08Moshika\uff09\u56de\u5e94\u201c\u4f60\u597d\uff0c\u6709\u4ec0\u4e48\u6211\u53ef\u4ee5\u5e2e\u4f60\u7684\u5417\uff1f\u201d\u3002<\/li>\n<li><strong>\u7ec6\u8282<\/strong>\uff1a\u5ef6\u8fdf\u4f4e\u81f3\u6beb\u79d2\u7ea7\uff0c\u786e\u4fdd\u9ea6\u514b\u98ce\u6743\u9650\u5df2\u5f00\u542f\u3002<\/li>\n<li><strong>\u8c03\u6574<\/strong>\uff1aRust \u7248\u652f\u6301\u547d\u4ee4\u884c\u754c\u9762\uff1a<\/li>\n<\/ul>\n<pre><code>cd kyuteye_rs\r\ncargo run --bin moshi-cli -r -- tui --host localhost\r\n<\/code><\/pre>\n<h4>\u56fe\u50cf\u7406\u89e3<\/h4>\n<ul>\n<li><strong>\u6b65\u9aa4<\/strong>\uff1a\u5728\u7f51\u9875\u754c\u9762\u4e0a\u4f20\u56fe\u7247\uff0c\u6216\u7528\u547d\u4ee4\u884c\u6307\u5b9a\u8def\u5f84\uff1a<\/li>\n<\/ul>\n<pre><code>python -m moshi_mlx.server -q 8 --image path\/to\/image.jpg\r\n<\/code><\/pre>\n<ul>\n<li><strong>\u64cd\u4f5c<\/strong>\uff1a\u4e0a\u4f20\u540e\uff0c\u8bf4\u201c\u8fd9\u662f\u4ec0\u4e48\uff1f\u201d\u6a21\u578b\u4f1a\u7528\u8bed\u97f3\u63cf\u8ff0\uff0c\u6bd4\u5982\u201c\u8fd9\u662f\u5f20\u84dd\u5929\u767d\u4e91\u7684\u7167\u7247\u201d\u3002<\/li>\n<li><strong>\u7279\u8272<\/strong>\uff1a\u57fa\u4e8e PaliGemma2 \u7f16\u7801\u5668\uff0c\u80fd\u8bc6\u522b\u7269\u4f53\u3001\u989c\u8272\u548c\u573a\u666f\u3002<\/li>\n<\/ul>\n<h4>\u6a21\u578b\u81ea\u5b9a\u4e49<\/h4>\n<ul>\n<li><strong>\u6b65\u9aa4<\/strong>\uff1a\u4ece Hugging Face \u4e0b\u8f7d\u5176\u4ed6\u6743\u91cd\uff08\u5982\u00a0<code>kyutai\/moshika-vis-mlx-bf16<\/code>\uff09\uff0c\u66ff\u6362\u914d\u7f6e\u6587\u4ef6\u4e2d\u7684\u8def\u5f84\u3002<\/li>\n<li><strong>\u64cd\u4f5c<\/strong>\uff1a\u4fee\u6539\u00a0<code>configs\/moshika-vis.yaml<\/code>\u00a0\u6216\u00a0<code>config-moshika-vis.json<\/code>\uff0c\u91cd\u65b0\u542f\u52a8\u670d\u52a1\u3002<\/li>\n<li><strong>\u7528\u9014<\/strong>\uff1a\u8c03\u6574\u8bed\u97f3\u98ce\u683c\u6216\u4f18\u5316\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h3>\u5b8c\u6574\u64cd\u4f5c\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u9009\u62e9\u540e\u7aef<\/strong>\uff1a\u6839\u636e\u8bbe\u5907\u9009 PyTorch\uff08GPU\uff09\u3001Rust\uff08\u8de8\u5e73\u53f0\uff09\u6216 MLX\uff08Mac\uff09\u3002<\/li>\n<li><strong>\u5b89\u88c5\u73af\u5883<\/strong>\uff1a\u6309\u4e0a\u8ff0\u547d\u4ee4\u5b89\u88c5\u4f9d\u8d56\u548c\u6a21\u578b\u3002<\/li>\n<li><strong>\u542f\u52a8\u670d\u52a1<\/strong>\uff1a\u8fd0\u884c\u540e\u7aef\uff0c\u7b49\u5f85\u670d\u52a1\u5c31\u7eea\u3002<\/li>\n<li><strong>\u8fde\u63a5\u754c\u9762<\/strong>\uff1a\u7528\u6d4f\u89c8\u5668\u8bbf\u95ee\u6307\u5b9a\u7aef\u53e3\u3002<\/li>\n<li><strong>\u6d4b\u8bd5\u8bed\u97f3<\/strong>\uff1a\u8bf4\u7b80\u5355\u53e5\u5b50\uff0c\u68c0\u67e5\u54cd\u5e94\u3002<\/li>\n<li><strong>\u6d4b\u8bd5\u56fe\u50cf<\/strong>\uff1a\u4e0a\u4f20\u56fe\u7247\uff0c\u7528\u8bed\u97f3\u63d0\u95ee\u3002<\/li>\n<li><strong>\u4f18\u5316\u8bbe\u7f6e<\/strong>\uff1a\u8c03\u6574\u91cf\u5316\u53c2\u6570\uff08<code>-q 4<\/code>\u00a0\u6216\u00a0<code>-q 8<\/code>\uff09\u6216\u7aef\u53e3\u53f7\u3002<\/li>\n<\/ol>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>HTTPS \u9700 SSL \u8bc1\u4e66\uff0c\u5426\u5219\u6d4f\u89c8\u5668\u53ef\u80fd\u9650\u5236\u9ea6\u514b\u98ce\u8bbf\u95ee\u3002<\/li>\n<li>PyTorch \u7248\u6682\u4e0d\u652f\u6301\u91cf\u5316\uff0c\u9700\u9ad8\u6027\u80fd GPU\u3002<\/li>\n<li>Rust \u7248\u7f16\u8bd1\u8017\u65f6\uff0c\u521d\u6b21\u8fd0\u884c\u9700\u8010\u5fc3\u3002<\/li>\n<li>MLX \u7248\u5728 M3 MacBook Pro \u4e0a\u6d4b\u8bd5\u7a33\u5b9a\uff0c\u63a8\u8350 Mac \u7528\u6237\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u6559\u80b2\u652f\u6301<\/strong><br \/>\n\u5b66\u751f\u4e0a\u4f20\u8bfe\u672c\u56fe\u7247\uff0cMoshiVis \u7528\u8bed\u97f3\u8bb2\u89e3\u5185\u5bb9\uff0c\u5982\u201c\u8fd9\u662f\u5f20\u7ec6\u80de\u7ed3\u6784\u56fe\uff0c\u663e\u793a\u7ec6\u80de\u6838\u548c\u7ebf\u7c92\u4f53\u201d\u3002<\/li>\n<li><strong>\u65e0\u969c\u788d\u8f85\u52a9<\/strong><br \/>\n\u89c6\u969c\u7528\u6237\u4e0a\u4f20\u65e5\u5e38\u7167\u7247\uff0c\u6a21\u578b\u63cf\u8ff0\u201c\u8fd9\u662f\u8d85\u5e02\u8d27\u67b6\uff0c\u6446\u6ee1\u725b\u5976\u548c\u9762\u5305\u201d\u3002<\/li>\n<li><strong>\u5f00\u53d1\u5b9e\u9a8c<\/strong><br \/>\n\u5f00\u53d1\u8005\u7528\u5b83\u6784\u5efa\u8bed\u97f3\u52a9\u624b\uff0c\u96c6\u6210\u5230\u667a\u80fd\u8bbe\u5907\u4e2d\u5b9e\u73b0\u56fe\u50cf\u4ea4\u4e92\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>QA<\/h2>\n<ol>\n<li><strong>MoshiVis \u652f\u6301\u79bb\u7ebf\u4f7f\u7528\u5417\uff1f<\/strong><br \/>\n\u662f\u7684\u3002\u5b89\u88c5\u540e\uff0c\u6240\u6709\u529f\u80fd\u5728\u672c\u5730\u8fd0\u884c\uff0c\u65e0\u9700\u8054\u7f51\u3002<\/li>\n<li><strong>\u8bed\u97f3\u652f\u6301\u591a\u8bed\u8a00\u5417\uff1f<\/strong><br \/>\n\u5f53\u524d\u4e3b\u8981\u652f\u6301\u82f1\u8bed\u5bf9\u8bdd\u548c\u63cf\u8ff0\uff0c\u5176\u4ed6\u8bed\u8a00\u529f\u80fd\u6709\u9650\u3002<\/li>\n<li><strong>\u4f4e\u914d\u7535\u8111\u80fd\u7528\u5417\uff1f<\/strong><br \/>\nMLX \u7248\u53ef\u5728\u666e\u901a Mac \u4e0a\u8fd0\u884c\uff0cPyTorch \u7248\u9700 24GB GPU \u5185\u5b58\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>MoshiVis \u662f Kyutai Labs \u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\uff0c\u6258\u7ba1\u5728 GitHub \u4e0a\u3002\u5b83\u57fa\u4e8e Moshi \u8bed\u97f3-\u6587\u672c\u6a21\u578b\uff087B \u53c2\u6570\uff09\uff0c\u65b0\u589e\u4e86\u7ea6 2.06 \u4ebf\u4e2a\u9002\u914d\u53c2\u6570\u548c\u51bb\u7ed3\u7684 PaliGemma2 \u89c6\u89c9\u7f16\u7801\u5668\uff08400M 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