{"id":8188,"date":"2026-05-14T08:40:05","date_gmt":"2026-05-14T00:40:05","guid":{"rendered":"https:\/\/infernews.com\/blog\/code-for-the-paper-multi-stream-llms-unblocking-language-models-with-parallel-st\/"},"modified":"2026-05-14T08:43:39","modified_gmt":"2026-05-14T00:43:39","slug":"code-for-the-paper-multi-stream-llms-unblocking-language-models-with-parallel-st","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/code-for-the-paper-multi-stream-llms-unblocking-language-models-with-parallel-st\/","title":{"rendered":"Multi-Stream LLMs\uff1a\u591a\u8def\u601d\u8003LLM\u5be6\u9a57\u8a55\u6790"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/pasted-2a65a6ba0a1e.jpg\" alt=\"Repository image for seal-rg\/streaming\"\/><\/figure>\n\n\n\n<p>seal-rg\/streaming 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\u986f\u793a\u5b83\u6db5\u84cb 2\u30013 \u751a\u81f3 10 \u500b streams\uff0c\u4e26\u628a\u601d\u8003\u3001\u4f7f\u7528\u8005\u8f38\u5165\u8207\u6a21\u578b\u8f38\u51fa\u62c6\u958b\u8655\u7406\uff1b\u5176\u4e2d\u8f03\u5927\u578b\u7248\u672c\u9084\u63d0\u5230\u6bcf\u500b stream \u7684 Gated-DeltaNet \u72c0\u614b\uff0c\u986f\u793a\u4f5c\u8005\u4e0d\u53ea\u8ffd\u6c42\u901f\u5ea6\uff0c\u4ea6\u60f3\u63d0\u5347\u5167\u90e8\u884c\u70ba\u7684\u53ef\u89c0\u5bdf\u7a0b\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"744\" style=\"aspect-ratio: 1100 \/ 744;\" width=\"1100\" autoplay controls loop muted src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/Multi-Stream-LLMs.mp4\" playsinline><\/video><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e09\u500b\u91cd\u9ede\u9762\u5411\uff1a<strong>\u6548\u7387\u3001\u5b89\u5168\u3001\u53ef\u76e3\u5bdf\u6027<\/strong><\/li>\n\n\n\n<li>\u76f8\u95dc\u6a21\u578b\u5305\u62ec\uff1aQwen2.5-7B\u3001Qwen3-1.7B\u3001Qwen3-4B\u3001Qwen3-8B\u3001Qwen3.5-27B<\/li>\n\n\n\n<li>\u5df2\u77e5\u5be6\u9a57\u540d\u7a31\u5305\u62ec\uff1aStream-8B\u3001Stream-27B<\/li>\n\n\n\n<li>\u8a55\u4f30\u4efb\u52d9\u6db5\u84cb GSM8K\u3001MATH500\u3001SQuAD\u3001PubMedQA\u3001TensorTrust\u3001IFEval \u7b49<\/li>\n<\/ul>\n\n\n\n<p>\u6700\u9069\u5408\u7684\u61c9\u7528\u5834\u666f\uff0c\u662f\u60f3\u7814\u7a76\u4e0b\u4e00\u4ee3 LLM \u63a8\u7406\u6d41\u7a0b\u7684\u4eba\uff0c\u800c\u4e0d\u662f\u53ea\u60f3\u90e8\u7f72\u4e00\u822c\u5ba2\u670d\u6a5f\u68b0\u4eba\u3002\u7279\u5225\u662f\u9700\u8981\u540c\u6642\u517c\u9867\u56de\u7b54\u901f\u5ea6\u3001\u6297\u653b\u64ca\u80fd\u529b\uff0c\u4ee5\u53ca\u60f3\u66f4\u6e05\u695a\u76e3\u5bdf\u6a21\u578b\u300c\u6b63\u5728\u600e\u6a23\u60f3\u300d\u7684\u5718\u968a\uff0c\u9019\u500b\u5c08\u6848\u63d0\u4f9b\u4e86\u76f8\u7576\u5177\u9ad4\u7684\u5be6\u9a57\u6846\u67b6\uff1b\u4e0d\u904e\u5b83\u4e3b\u8981\u4ecd\u5c6c\u7814\u7a76\u4ee3\u78bc\uff0c\u5be6\u969b\u7522\u54c1\u5316\u524d\u61c9\u9810\u671f\u8981\u81ea\u884c\u6574\u5408\u8207\u9a57\u8b49\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u65b9\u6cd5<br>\u9019\u500b\u6a21\u578b\u9700\u8981 \u81ea\u5b9a\u7fa9\u63a8\u7406\u4ee3\u78bc\uff08\u6a19\u6e96 Hugging Face Transformers \u4e0d\u80fd\u76f4\u63a5\u652f\u63f4 Multi-Stream \u683c\u5f0f\uff09\uff0c\u63a8\u85a6\u4f7f\u7528\u5b98\u65b9\u63a8\u7406\u4ee3\u78bc\u3002<\/p>\n\n\n\n<p><strong>Source:<\/strong> <a href=\"https:\/\/github.com\/seal-rg\/streaming\" rel=\"noopener noreferrer\">https:\/\/github.com\/seal-rg\/streaming<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u500b\u5c08\u6848\u793a\u7bc4\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5982\u4f55\u540c\u6642\u8655\u7406\u591a\u689d\u8cc7\u8a0a\u6d41\u3002\u91cd\u9ede\u4e0d\u6b62\u5feb\uff0c\u4ea6\u5305\u62ec\u5b89\u5168\u6027\u8207\u53ef\u76e3\u5bdf\u6027\u3002<\/p>\n","protected":false},"author":8,"featured_media":8187,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[133,76],"tags":[],"class_list":["post-8188","post","type-post","status-publish","format-standard","hentry","category-133","category-76"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8188","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=8188"}],"version-history":[{"count":2,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8188\/revisions"}],"predecessor-version":[{"id":8193,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8188\/revisions\/8193"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8187"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8188"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8188"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}