{"id":11934,"date":"2026-09-06T22:49:07","date_gmt":"2026-09-06T14:49:07","guid":{"rendered":"https:\/\/infernews.com\/blog\/hojo-asr-multi-v1-qwen3-4b\/"},"modified":"2026-09-06T22:54:53","modified_gmt":"2026-09-06T14:54:53","slug":"hojo-asr-multi-v1-qwen3-4b","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/hojo-asr-multi-v1-qwen3-4b\/","title":{"rendered":"Hojo-ASR-Multi-V1\uff1a\u5ee3\u6771\u8a71\u8a9e\u97f3\u8b58\u5225\u5f15\u64ce"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/pasted-62319160c92f.jpg\" alt=\"Og image\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u807d\u904e\u4e00\u6bb5\u5608\u96dc\u74b0\u5883\u88e1\u5e36\u53e3\u97f3\u5605\u5916\u8a9e\u5c0d\u8a71\uff0c\u60f3\u5373\u6642\u8f49\u6210\u6587\u5b57\uff0cHojo-ASR-Multi-V1 \u5c31\u4fc2\u91dd\u5c0d\u5462\u985e\u5834\u666f\u8a2d\u8a08\u5605\u3002\u5b83\u4e26\u975e\u7531\u96f6\u8a13\u7df4\u5605\u8a9e\u97f3\u6a21\u578b\uff0c\u800c\u4fc2\u55ba Qwen\/Qwen3-4B-Instruct-2507 \u4e4b\u4e0a\u505a\u5fae\u8abf\uff0c\u628a\u8a9e\u97f3\u7de8\u78bc\u5668\u63a5\u99c1\u5230\u5927\u8a9e\u8a00\u6a21\u578b\u5605\u89e3\u78bc\u7aef\uff0c\u5f62\u6210 Encoder-Adapter-LLM \u5605\u5178\u578b\u7d50\u69cb\uff0c\u518d\u52a0\u5165\u591a\u5e40\u8072\u5b78\u878d\u5408\u6a21\u7d44\u53bb\u4fdd\u7559\u7d30\u7c92\u5ea6\u5605\u8072\u97f3\u7279\u5fb5\u3002\u8a13\u7df4\u904e\u7a0b\u5206\u968e\u6bb5\u9032\u884c\u4e26\u7d50\u5408\u5f37\u5316\u5b78\u7fd2\uff0c\u6240\u4ee5\u55ba\u566a\u97f3\u3001\u975e\u6a19\u6e96\u767c\u97f3\u3001\u8b1b\u932f\u5373\u6539\u53e3\u5462\u985e\u771f\u5be6\u60c5\u5883\u4e0b\u90fd\u5514\u6703\u8f15\u6613\u5d29\u6f70\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u591a\u8a9e\u8a00\u8986\u84cb\u4fc2\u4f62\u6700\u7a81\u51fa\u5605\u8ce3\u9ede\u3002\u5b98\u65b9\u516c\u5e03\u652f\u63f4\u5fb7\u3001\u6cd5\u3001\u897f\u3001\u8461\u3001\u610f\u3001\u65e5\u3001\u963f\u62c9\u4f2f\u3001\u97d3\u3001\u4fc4\u7b49\u4e5d\u7a2e\u4e3b\u8981\u8a9e\u8a00\uff0c\u4e26\u52a0\u5165\u5497\u666e\u901a\u8a71\u3001\u82f1\u8a9e\u3001\u5ee3\u6771\u8a71\u540c\u56db\u5ddd\u8a71\u7b49\u65b9\u8a00\u652f\u63f4\u3002\u5f9e\u516c\u958b\u8a55\u6e2c\u7d50\u679c\u7747\uff0c\u4f62\u55ba\u591a\u500b CoVoST\u3001MLS \u540c FLEURS \u57fa\u6e96\u4e0a\u90fd\u9304\u5f97\u76f8\u7576\u4f4e\u5605 WER\uff0c\u4f8b\u5982\u610f\u5927\u5229 FLEURS 2.30\u3001\u6cd5\u8a9e MLS 2.95\u3001\u5fb7\u8a9e CoVoST 3.85\uff0c\u6574\u9ad4\u8868\u73fe\u5e73\u7a69\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u55ba\u4f7f\u7528\u5c64\u9762\uff0c\u958b\u767c\u8005\u53ef\u4ee5\u900f\u904e PyPI \u4e0a\u5605 <code>hojo-asr<\/code> \u5957\u4ef6\u5feb\u901f\u90e8\u7f72\uff0c\u4ea6\u652f\u63f4 Hugging Face Transformers \u5f8c\u7aef\u3002<code>HOJO_ASR.load_model<\/code> \u4ecb\u9762\u53ef\u4ee5\u76f4\u63a5\u63a5\u6536 wav \u6a94\u6848\u8def\u5f91\u3001scp \u6e05\u55ae\u6216\u539f\u59cb\u97f3\u8a0a bytes\uff0c\u914d\u5408 CUDA \u8a2d\u5099\u505a\u6279\u6b21\u63a8\u8ad6\u3002\u6388\u6b0a\u7528 Apache-2.0\uff0c\u4e26\u63d0\u4f9b\u5546\u696d\u6574\u5408\u652f\u63f4\uff0c\u65b9\u4fbf\u5718\u968a\u63a5\u5165\u7522\u54c1\u7dda\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u65bc\u4f62\u5efa\u57fa\u65bc Qwen3-4B \u9ad4\u91cf\uff0c\u904b\u884c\u9580\u6abb\u6bd4\u50b3\u7d71\u5927\u578b ASR \u89aa\u6c11\u5f97\u591a\uff0c\u4f46\u4ecd\u7136\u9700\u8981 GPU \u63a8\u8ad6\u4ee5\u7dad\u6301\u6279\u6b21\u901f\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u6458\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u57fa\u790e\u6a21\u578b<\/strong>\uff1a\u4ee5 Qwen\/Qwen3-4B-Instruct-2507 \u70ba\u9aa8\u5e79\uff0c\u63a1\u7528 Encoder-Adapter-LLM \u67b6\u69cb<\/li>\n<li><strong>\u8a9e\u8a00\u8986\u84cb<\/strong>\uff1a\u6b50\u4e9e\u4e5d\u570b\u4e3b\u8981\u8a9e\u8a00\uff0c\u52a0\u666e\u901a\u8a71\u3001\u82f1\u8a9e\u3001\u5ee3\u6771\u8a71\u3001\u56db\u5ddd\u8a71<\/li>\n<li><strong>\u8a13\u7df4\u65b9\u5f0f<\/strong>\uff1a\u591a\u968e\u6bb5\u6a21\u7d44\u5316\u8a13\u7df4\u7d50\u5408\u5f37\u5316\u5b78\u7fd2\uff0c\u91dd\u5c0d\u566a\u97f3\u540c\u53e3\u8a9e\u4fee\u6b63\u512a\u5316<\/li>\n<li><strong>\u8a55\u6e2c\u8868\u73fe<\/strong>\uff1aCoVoST\u3001MLS\u3001FLEURS \u591a\u8a9e\u8a00 WER \u666e\u904d\u8655\u65bc 2\u20135 \u5340\u9593<\/li>\n<li><strong>\u90e8\u7f72\u65b9\u5f0f<\/strong>\uff1a<code>pip install hojo-asr<\/code> \u5f8c\u7528 <code>HOJO_ASR.load_model<\/code> \u8f09\u5165\uff0c\u652f\u63f4\u6a94\u6848\u8def\u5f91\u3001scp \u6216 bytes \u8f38\u5165<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u7559\u610f\u5605\u4fc2\uff0c\u9801\u9762\u4e26\u672a\u63d0\u4f9b GGUF \u91cf\u5316\u6a94\u6848\u6216\u672c\u5730\u63a8\u8ad6\u5f15\u64ce\u8cc7\u8a0a\uff0c\u76ee\u524d\u4e3b\u8981\u4ee5 transformers \u5f8c\u7aef\u914d\u5408 GPU \u904b\u884c\uff1b\u5982\u679c\u4f60\u60f3\u55ba\u7d14 CPU \u6216\u908a\u7de3\u88dd\u7f6e\u4e0a\u4f7f\u7528\uff0c\u5c31\u8981\u7559\u610f\u5f8c\u7e8c\u6703\u5514\u6703\u88dc\u4e0a\u91cf\u5316\u7248\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/huggingface.co\/HojoAI\/Hojo-ASR-Multi-V1\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u57fa\u65bc Qwen3-4B-Instruct-2507 \u5fae\u8abf\u800c\u6210\u7684\u591a\u8a9e\u8a00\u8a9e\u97f3\u8fa8\u8b58\u6a21\u578b\uff0c\u8986\u84cb\u6b50\u4e9e\u4e5d\u7a2e\u8a9e\u8a00\uff0c\u5608\u96dc\u74b0\u5883\u8207\u53e3\u8a9e\u4fee\u6b63\u90fd\u6709\u5c0d\u61c9\u8a13\u7df4\u3002<\/p>\n","protected":false},"author":8,"featured_media":11933,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,185,29,150,76,128,199,211],"tags":[],"class_list":["post-11934","post","type-post","status-publish","format-standard","hentry","category-133","category-qwen","category-audio","category-150","category-76","category-128","category-dataset-","category-cantonese"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11934","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=11934"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11934\/revisions"}],"predecessor-version":[{"id":11936,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11934\/revisions\/11936"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11933"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11934"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11934"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11934"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}