{"id":11967,"date":"2026-09-07T17:32:57","date_gmt":"2026-09-07T09:32:57","guid":{"rendered":"https:\/\/infernews.com\/blog\/spark-x2-5-4b-4b-12b-1m\/"},"modified":"2026-09-07T18:09:33","modified_gmt":"2026-09-07T10:09:33","slug":"spark-x2-5-4b-4b-12b-1m","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/spark-x2-5-4b-4b-12b-1m\/","title":{"rendered":"Spark-X2.5\uff1a4B \u53c3\u6578\u8ffd\u5e73 12B"},"content":{"rendered":"\n
\"Og<\/figure>\n\n\n\n

Spark-X2.5-4B \u7531 XHToken \u767c\u4f48\uff0c\u57fa\u790e\u6a21\u578b\u6a19\u8a3b\u70ba XHToken\/Spark-X2.5-4B-Base\uff0c\u5c6c\u65bc\u901a\u7528\u5c0d\u8a71\u578b LLM\uff0c\u8986\u84cb\u5beb\u4f5c\u3001\u7ffb\u8b6f\u3001\u63a8\u7406\u3001\u7de8\u78bc\u3001\u5de5\u5177\u8abf\u7528\u8207 Agent \u5de5\u4f5c\u6d41\u3002\u300c\u5c0f\u6a21\u578b\u4e5f\u80fd\u625b\u9577\u4e0a\u4e0b\u6587\u300d\u9019\u689d\u8def\u7dda\uff1a\u63a1\u7528 1 \u5c64\u5168\u6ce8\u610f\u529b + 3 \u5c64\u6ed1\u7a97\u6ce8\u610f\u529b\uff08sliding-window attention\uff09\u7684\u6df7\u5408\u67b6\u69cb\uff0c\u628a\u9577\u5e8f\u5217\u7684\u8a08\u7b97\u6210\u672c\u58d3\u4f4e\uff0c\u540c\u6642\u539f\u751f\u652f\u63f4\u6700\u9577 1M token \u4e0a\u4e0b\u6587\u3002\u5c0d\u672c\u5730\u958b\u767c\u8005\u800c\u8a00\uff0c\u9019\u4ee3\u8868\u4e0d\u5fc5\u4f9d\u8cf4\u6602\u8cb4\u7684\u9577\u4e0a\u4e0b\u6587\u65b9\u6848\uff0c\u4e5f\u80fd\u8655\u7406\u9577\u6587\u6a94\u6216\u591a\u8f2a Agent \u8a18\u9304\u3002<\/p>\n\n\n\n

\u6a21\u578b\u5728 Agent \u6574\u5408\u4e0a\u505a\u4e86\u660e\u78ba\u9069\u914d\uff0c\u8207 Codex\u3001Claude Code\u3001OpenClaw\u3001Hermes \u7b49\u4e3b\u6d41 agent harness \u5c0d\u9f4a\uff0c\u8b93\u5b83\u5728\u7de8\u78bc\u8207\u5de5\u5177\u8abf\u7528\u8a55\u6e2c\u4e2d\uff0c\u5728\u540c\u5c3a\u5bf8\u958b\u6e90\u6a21\u578b\u88e1\u53d6\u5f97\u9818\u5148\u4f4d\u7f6e\u3002\u5c0d\u60f3\u81ea\u67b6\u672c\u5730 Agent \u7684\u4eba\u4f86\u8aaa\uff0c\u9019\u5c64\u9069\u914d\u7701\u53bb\u4e0d\u5c11 prompt \u8207\u8abf\u7528\u683c\u5f0f\u7684\u5fae\u8abf\u5de5\u4f5c\u3002<\/p>\n\n\n\n

\u90e8\u7f72\u517c\u5bb9\u6027\u662f\u5b83\u7684\u53e6\u4e00\u500b\u8ce3\u9ede\uff1a\u539f\u751f\u652f\u63f4 NVIDIA\u3001\u83ef\u70ba\u3001\u6d77\u5149\u3001HOUMO.AI \u7b49\u786c\u4ef6\u5e73\u53f0\uff0c\u63a8\u8ad6\u6846\u67b6\u8986\u84cb vLLM\u3001SGLang\u3001llama.cpp\u3001MLX\uff0c\u4ea6\u53ef\u900f\u904e Ollama\u3001LM Studio \u5feb\u901f\u555f\u52d5\u3002\u9801\u9762\u63d0\u4f9b Hugging Face Transformers \u683c\u5f0f\u7684\u6b0a\u91cd\u8207\u914d\u7f6e\uff0c\u6388\u6b0a\u70ba Apache-2.0\u3002<\/p>\n\n\n\n

Spark-X2.5-4B \u9069\u5408\u8ffd\u6c42\u9577\u4e0a\u4e0b\u6587\u8207 Agent \u80fd\u529b\u3001\u53c8\u53d7\u9650\u65bc\u786c\u4ef6\u9810\u7b97\u7684\u958b\u767c\u8005\uff0c\u4f46\u8981\u5be6\u969b\u90e8\u7f72\u524d\u5b9c\u7559\u610f\u91cf\u5316\u6a94\u6848\u8207\u63a8\u8ad6\u5f15\u64ce\u7684\u5b98\u65b9\u66f4\u65b0\u3002<\/p>\n\n\n\n

\u91cd\u9ede\u6458\u8981\uff1a
\n– \u57fa\u790e\u6a21\u578b<\/strong>\uff1a\u57fa\u65bc XHToken\/Spark-X2.5-4B-Base \u5fae\u8abf\u7684\u5c0d\u8a71\u6a21\u578b
\n– \u6df7\u5408\u6ce8\u610f\u529b\u67b6\u69cb<\/strong>\uff1a1 \u5c64\u5168\u6ce8\u610f\u529b + 3 \u5c64\u6ed1\u7a97\uff0c\u539f\u751f\u652f\u63f4 1M token \u4e0a\u4e0b\u6587
\n– Agent \u6574\u5408<\/strong>\uff1a\u9069\u914d Codex\u3001Claude Code\u3001OpenClaw\u3001Hermes \u7b49\u4e3b\u6d41 agent harness
\n– \u786c\u4ef6\u8207\u63a8\u8ad6\u652f\u63f4<\/strong>\uff1a\u6db5\u84cb NVIDIA\u3001\u83ef\u70ba\u7b49\u5e73\u53f0\uff0c\u517c\u5bb9 vLLM\u3001SGLang\u3001llama.cpp\u3001MLX\uff0c\u53ef\u8d70 Ollama \u8207 LM Studio
\n– \u6388\u6b0a<\/strong>\uff1aApache-2.0\uff1b\u9801\u9762\u672a\u5217\u51fa GGUF \u91cf\u5316\u6a94\uff0c\u90e8\u7f72\u524d\u9700\u7559\u610f\u5b98\u65b9\u6216\u793e\u7fa4\u9032\u5ea6<\/p>\n\n\n\n

\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 \u9805\u76ee<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

Spark-X2.5-4B \u7528\u6df7\u5408\u67b6\u69cb\u628a 1M token \u4e0a\u4e0b\u6587\u585e\u9032\u5c0f\u6a21\u578b\uff0c\u4e26\u5728\u7de8\u78bc\u8207 Agent \u5834\u666f\u8ffd\u4e0a 12B \u7b49\u7d1a\u5c0d\u624b\u3002<\/p>\n","protected":false},"author":8,"featured_media":11966,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,116,76,190,197],"tags":[],"class_list":["post-11967","post","type-post","status-publish","format-standard","hentry","category-133","category-agentic","category-76","category-openclaw","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11967","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=11967"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11967\/revisions"}],"predecessor-version":[{"id":11969,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/11967\/revisions\/11969"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/11966"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=11967"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=11967"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=11967"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}