{"id":124021,"date":"2026-11-08T18:33:52","date_gmt":"2026-11-08T10:33:52","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/124021.html"},"modified":"2026-11-08T18:33:52","modified_gmt":"2026-11-08T10:33:52","slug":"%e3%80%90%e9%9a%8f%e7%ac%94%e3%80%91%e6%8e%a8%e7%90%86%e5%87%86%e5%85%a5%e6%8e%a7%e5%88%b6%ef%bc%9a%e8%af%b7%e6%b1%82%e8%bf%9b%e6%9d%a5%e4%b9%8b%e5%89%8d%ef%bc%8c%e5%85%88%e7%bb%99kv%e7%bc%93%e5%ad%98","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/124021.html","title":{"rendered":"\u3010\u968f\u7b14\u3011\u63a8\u7406\u51c6\u5165\u63a7\u5236\uff1a\u8bf7\u6c42\u8fdb\u6765\u4e4b\u524d\uff0c\u5148\u7ed9KV\u7f13\u5b58\u7559\u51fa\u4f4d\u7f6e"},"content":{"rendered":"

KV\u7f13\u5b58\u91cf\u5316\u53ef\u4ee5\u51cf\u5c11\u5355\u4e2aToken\u7684\u5b58\u50a8\u6210\u672c，\u670d\u52a1\u4ecd\u7136\u9700\u8981\u51b3\u5b9a\u540c\u65f6\u63a5\u7eb3\u591a\u5c11\u8bf7\u6c42\u3002\u5341\u4e2a\u77ed\u95ee\u7b54\u4e0e\u5341\u4efd\u957f\u6587\u6863\u5360\u7528\u7684\u8d44\u6e90\u5b8c\u5168\u4e0d\u540c；\u53ea\u9650\u5236HTTP\u8fde\u63a5\u6570，\u5f88\u96be\u89e3\u91ca\u4e3a\u4ec0\u4e48\u76f8\u540c\u5e76\u53d1\u6709\u65f6\u987a\u7545\u3001\u6709\u65f6\u6392\u961f\u5f88\u4e45\u3002\u4eca\u5929\u628a\u8f93\u5165\u957f\u5ea6\u3001\u8f93\u51fa\u9884\u7b97\u548c\u7f13\u5b58\u5bb9\u91cf\u653e\u8fdb\u540c\u4e00\u672c\u8d26，\u5199\u4e00\u4e2a\u53ef\u8fd0\u884c\u7684\u51c6\u5165\u6a21\u578b，\u518d\u533a\u5206\u5b83\u4e0e\u63a8\u7406\u5f15\u64ce\u7684\u8c03\u5ea6\u53c2\u6570\u3002<\/p>\n

\u4e00\u3001\u5148\u753b\u51fa\u8bf7\u6c42\u7ecf\u8fc7\u7684\u4e09\u4e2a\u4f4d\u7f6e<\/h3>\n

\u5ba2\u6237\u7aef\u63d0\u4ea4\u8bf7\u6c42\u540e，\u7f51\u5173\u5148\u68c0\u67e5\u8eab\u4efd\u3001\u957f\u5ea6\u548c\u4e1a\u52a1\u914d\u989d；\u901a\u8fc7\u68c0\u67e5\u7684\u8bf7\u6c42\u8fdb\u5165\u6709\u4e0a\u9650\u7684\u7b49\u5f85\u961f\u5217；\u83b7\u5f97\u8d44\u6e90\u9884\u7b97\u540e，\u624d\u4ea4\u7ed9\u63a8\u7406\u5f15\u64ce\u6267\u884c\u3002\u5f15\u64ce\u5185\u90e8\u7ee7\u7eed\u5b89\u6392Prefill\u548cDecode\u3002\u51c6\u5165\u63a7\u5236\u51b3\u5b9a\u662f\u5426\u63a5\u7eb3\u5de5\u4f5c，\u8c03\u5ea6\u51b3\u5b9a\u5df2\u63a5\u7eb3\u5de5\u4f5c\u4e0b\u4e00\u6b65\u6267\u884c\u4ec0\u4e48\u3002<\/p>\n

\u7b49\u5019\u4e0d\u80fd\u65e0\u9650\u589e\u957f\u3002\u961f\u5217\u957f\u5ea6\u3001\u7b49\u5f85\u671f\u9650\u548c\u5ba2\u6237\u7aef\u53d6\u6d88\u90fd\u8981\u6709\u660e\u786e\u5904\u7406：\u6392\u961f\u5230\u671f\u5219\u7ed3\u675f\u7b49\u5f85，\u7528\u6237\u53d6\u6d88\u5219\u79fb\u9664\u8bf7\u6c42，\u670d\u52a1\u8fc7\u8f7d\u5219\u8fd4\u56de\u53ef\u8bc6\u522b\u7684\u7e41\u5fd9\u7ed3\u679c\u3002\u5426\u5219\u961f\u5217\u53ea\u662f\u628a\u663e\u5b58\u538b\u529b\u8f6c\u6210\u4e86\u4e0d\u53ef\u89c1\u7684\u5ef6\u8fdf\u3002<\/p>\n

\u672c\u6587\u7684\u8d44\u6e90\u6a21\u578b\u9762\u5411\u5355\u5b9e\u4f8b\u3001\u7eaf\u6587\u672c\u3001\u6bcf\u8bf7\u6c42\u4e00\u4e2a\u751f\u6210\u5e8f\u5217\u3002\u771f\u5b9e\u63a5\u5165\u65f6，\u8f93\u5165Token\u6570\u5e94\u5728\u804a\u5929\u6a21\u677f\u3001\u7cfb\u7edf\u63d0\u793a\u548c\u5de5\u5177\u5b9a\u4e49\u52a0\u5165\u540e\u8ba1\u7b97，\u4f7f\u7528\u670d\u52a1\u7aef\u5b9e\u9645Tokenizer\u3002\u5b57\u7b26\u6570\u4e0d\u80fd\u76f4\u63a5\u5f53Token\u6570\u3002<\/p>\n

\"\u68c0\u67e5\u9884\u7b97\u540e\u9884\u7559\u6267\u884c\u6216\u8fdb\u5165\u6709\u754c\u7b49\u5f85\"<\/p>\n

\u6817\u5b50\u68c0\u67e5\u8f93\u5165\u4e0e\u8f93\u51fa\u9884\u7b97，\u5c0f\u6a58\u5728\u6709\u754c\u961f\u5217\u7b49\u5f85\u3002\u7eff\u8272\u8def\u5f84\u83b7\u5f97\u9884\u7559\u540e\u8fdb\u5165\u5f15\u64ce，\u84dd\u8272\u8def\u5f84\u5728\u6267\u884c\u7ed3\u675f\u540e\u5f52\u8fd8\u9884\u7b97\u3002<\/p>\n

\u4e8c\u3001\u4eceToken\u6570\u63a8\u5bfc\u4e00\u4e2a\u4fdd\u5b88\u9884\u7b97<\/h3>\n

\u5bf9\u4e8e\u6bcf\u5c42\u4f7f\u7528\u76f8\u540cKV\u5934\u6570\u3001\u4fdd\u5b58\u5168\u90e8\u4e0a\u4e0b\u6587\u7684\u6a21\u578b，\u5355Token\u7684KV\u8f7d\u8377\u4e3a：<\/p>\n

2 \u00d7 \u5c42\u6570 \u00d7 KV\u5934\u6570 \u00d7 \u6bcf\u4e2a\u5934\u7684\u7ef4\u5ea6 \u00d7 \u6bcf\u4e2a\u5143\u7d20\u5b57\u8282\u6570<\/p>\n

2\u4ee3\u8868Key\u4e0eValue\u3002\u5047\u8bbe32\u5c42\u30018\u4e2aKV\u5934\u3001\u5934\u7ef4\u5ea6128\u3001\u6bcf\u5143\u7d202\u5b57\u8282，\u5f97\u5230131072\u5b57\u8282，\u5373128KiB\/Token\u3002\u8f93\u51651024Token，\u6700\u591a\u751f\u6210512Token，\u5c31\u4e3a1536Token\u9884\u7559192MiB\u8f7d\u8377\u3002<\/p>\n

\u8fd9\u91cc\u7684\u9884\u7b97\u4e0a\u9650\u5e94\u6765\u81ea\u53ef\u4f9b\u8bf7\u6c42\u4f7f\u7528\u7684KV\u5bb9\u91cf，\u5148\u6263\u9664\u6743\u91cd\u3001\u5de5\u4f5c\u533a\u548c\u8fd0\u884c\u4f59\u91cf\u3002\u4e0d\u8981\u62ff\u663e\u5361\u603b\u663e\u5b58\u76f4\u63a5\u4ee3\u5165\u3002\u91cf\u5316\u9700\u8981\u989d\u5916\u6bd4\u4f8b\u4fe1\u606f，\u6ed1\u52a8\u7a97\u53e3\u4e0e\u6df7\u5408\u6ce8\u610f\u529b\u6a21\u578b\u4e5f\u9700\u8981\u6309\u5b9e\u9645\u7f13\u5b58\u5e03\u5c40\u91cd\u65b0\u5efa\u8d26\u3002<\/p>\n

\u9884\u7559\u8f93\u5165\u52a0\u6700\u5927\u8f93\u51fa\u662f\u4e00\u79cd\u4fdd\u5b88\u7684\u7f51\u5173\u7b56\u7565\u3002\u5b83\u4f1a\u628a\u5c1a\u672a\u751f\u6210\u7684Token\u4e5f\u8ba1\u5165\u8d26\u9762，\u56e0\u6b64\u5229\u7528\u7387\u4f4e\u4e8e\u6309\u5b9e\u9645\u589e\u957f\u52a8\u6001\u5206\u914d\u7684\u65b9\u6848，\u4f46\u80fd\u51cf\u5c11\u8bf7\u6c42\u8fd0\u884c\u5230\u4e00\u534a\u624d\u53d1\u73b0\u9884\u7b97\u4e0d\u8db3\u7684\u60c5\u51b5\u3002\u4e0b\u6587\u5728\u7f51\u5173\u4fa7\u5b9e\u73b0\u8fd9\u4e2a\u9884\u7b97\u8d26\u672c，\u5f15\u64ce\u4ecd\u72ec\u7acb\u7ba1\u7406\u5b9e\u9645\u7f13\u5b58\u5206\u914d\u3002<\/p>\n

\u7f13\u5b58\u6309\u5757\u5206\u914d\u65f6，\u8fd8\u8981\u5411\u4e0a\u53d6\u6574\u3002\u82e5\u6bcf\u575716Token，1500Token\u9884\u755994\u5757，\u800c\u975e93.75\u5757\u3002\u672c\u4f8b\u6bcf\u57572MiB，1024MiB\u9884\u7b97\u5bf9\u5e94512\u5757\u3002<\/p>\n

\u4e09\u3001\u7528\u5b8c\u6574\u4ee3\u7801\u9a8c\u8bc1\u63a5\u7eb3\u3001\u7b49\u5f85\u4e0e\u91ca\u653e<\/h3>\n

\u4e0b\u9762\u4ee3\u7801\u53ea\u4f9d\u8d56Python 3\u6807\u51c6\u5e93\u3002\u4e3a\u4e86\u628a\u51c6\u5165\u8d26\u672c\u8bb2\u6e05，\u5b83\u6309\u987a\u5e8f\u6a21\u62df\u8bf7\u6c42\u5230\u8fbe；\u5b9e\u9645\u670d\u52a1\u9700\u8981\u8ba9\u201c\u68c0\u67e5\u4e0e\u6263\u51cf\u201d\u6210\u4e3a\u539f\u5b50\u64cd\u4f5c\u3002<\/p>\n

from<\/span> dataclasses import<\/span> dataclass<\/p>\n

BLOCK_TOKENS =<\/span> 16<\/span>
\nCAPACITY =<\/span> 512<\/span>
\nMAX_CONTEXT =<\/span> 8192<\/span><\/p>\n

@dataclass<\/span>(<\/span>frozen=<\/span>True<\/span>)<\/span>
\nclass<\/span> Request<\/span>:<\/span>
\n id<\/span>:<\/span> str<\/span>
\n prompt:<\/span> int<\/span>
\n output:<\/span> int<\/span><\/p>\n

class<\/span> Gate<\/span>:<\/span>
\n def<\/span> __init__<\/span>(<\/span>self)<\/span>:<\/span>
\n self.<\/span>active =<\/span> {<\/span>}<\/span><\/p>\n

@property<\/span>
\n def<\/span> free<\/span>(<\/span>self)<\/span>:<\/span>
\n return<\/span> CAPACITY –<\/span> sum<\/span>(<\/span>self.<\/span>active.<\/span>values(<\/span>)<\/span>)<\/span><\/p>\n

def<\/span> admit<\/span>(<\/span>self,<\/span> request)<\/span>:<\/span>
\n if<\/span> request.<\/span>id<\/span> in<\/span> self.<\/span>active:<\/span>
\n return<\/span> "duplicate"<\/span>
\n if<\/span> request.<\/span>prompt <<\/span> 1<\/span> or<\/span> request.<\/span>output <<\/span> 1<\/span>:<\/span>
\n return<\/span> "reject-invalid"<\/span>
\n total =<\/span> request.<\/span>prompt +<\/span> request.<\/span>output
\n if<\/span> total ><\/span> MAX_CONTEXT:<\/span>
\n return<\/span> "reject-context"<\/span>
\n blocks =<\/span> (<\/span>total +<\/span> BLOCK_TOKENS –<\/span> 1<\/span>)<\/span> \/\/<\/span> BLOCK_TOKENS
\n if<\/span> blocks ><\/span> CAPACITY:<\/span>
\n return<\/span> "reject-capacity"<\/span>
\n if<\/span> blocks ><\/span> self.<\/span>free:<\/span>
\n return<\/span> "wait"<\/span>
\n self.<\/span>active[<\/span>request.<\/span>id<\/span>]<\/span> =<\/span> blocks
\n return<\/span> "admit"<\/span><\/p>\n

def<\/span> release<\/span>(<\/span>self,<\/span> request_id)<\/span>:<\/span>
\n self.<\/span>active.<\/span>pop(<\/span>request_id,<\/span> None<\/span>)<\/span><\/p>\n

gate =<\/span> Gate(<\/span>)<\/span>
\na =<\/span> Request(<\/span>"A"<\/span>,<\/span> 4096<\/span>,<\/span> 2048<\/span>)<\/span>
\nb =<\/span> Request(<\/span>"B"<\/span>,<\/span> 2048<\/span>,<\/span> 1024<\/span>)<\/span>
\nc =<\/span> Request(<\/span>"C"<\/span>,<\/span> 8000<\/span>,<\/span> 512<\/span>)<\/span>
\nfor<\/span> request in<\/span> (<\/span>a,<\/span> b,<\/span> c)<\/span>:<\/span>
\n print<\/span>(<\/span>request.<\/span>id<\/span>,<\/span> gate.<\/span>admit(<\/span>request)<\/span>,<\/span> gate.<\/span>free)<\/span>
\ngate.<\/span>release(<\/span>"A"<\/span>)<\/span>
\nprint<\/span>(<\/span>"release A"<\/span>,<\/span> gate.<\/span>free)<\/span>
\nprint<\/span>(<\/span>"B retry"<\/span>,<\/span> gate.<\/span>admit(<\/span>b)<\/span>,<\/span> gate.<\/span>free)<\/span>
\nprint<\/span>(<\/span>"B duplicate"<\/span>,<\/span> gate.<\/span>admit(<\/span>b)<\/span>,<\/span> gate.<\/span>free)<\/span>
\ngate.<\/span>release(<\/span>"B"<\/span>)<\/span>
\ngate.<\/span>release(<\/span>"B"<\/span>)<\/span>
\nprint<\/span>(<\/span>"release twice"<\/span>,<\/span> gate.<\/span>free)<\/span><\/p>\n

\u5b9e\u9645\u8fd0\u884c\u8f93\u51fa：<\/p>\n

A admit 128
\nB wait 128
\nC reject-context 128
\nrelease A 512
\nB retry admit 320
\nB duplicate duplicate 320
\nrelease twice 512<\/p>\n

A\u9884\u7559384\u5757，\u5269128\u5757；B\u9700\u8981192\u5757，\u6240\u4ee5\u7b49\u5f85\u3002C\u603b\u957f8512，\u8d85\u8fc78192\u4e0a\u4e0b\u6587\u9650\u5236，\u7b49\u5f85\u65e0\u6cd5\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898，\u56e0\u6b64\u76f4\u63a5\u62d2\u7edd\u3002A\u91ca\u653e\u540e，B\u91cd\u8bd5\u6210\u529f\u3002\u91cd\u590d\u8bf7\u6c42\u4e0d\u4f1a\u518d\u6b21\u6263\u51cf，\u91cd\u590d\u91ca\u653e\u4e5f\u4e0d\u4f1a\u628a\u7a7a\u95f2\u5bb9\u91cf\u52a0\u5230\u603b\u5bb9\u91cf\u4e4b\u5916\u3002<\/p>\n

\"A\u91ca\u653e\u9884\u7b97\u540eB\u4ece\u7b49\u5f85\u8fdb\u5165\u6267\u884c\"<\/p>\n

A\u5360\u7528384\u5757\u65f6，\u53ea\u5269128\u5757，\u5bb9\u7eb3\u4e0d\u4e0b\u9700\u8981192\u5757\u7684B；A\u91ca\u653e\u540e，B\u83b7\u5f97\u9884\u7b97，\u7a7a\u95f2\u5bb9\u91cf\u53d8\u4e3a320\u5757\u3002<\/p>\n

\u8fd9\u4efd\u4ee3\u7801\u8fd4\u56dewait\u65f6\u4e0d\u4fdd\u5b58\u8bf7\u6c42\u3002\u63a5\u5165\u65f6\u7531\u5916\u5c42\u6709\u754c\u961f\u5217\u7ba1\u7406\u7b49\u5f85\u3001\u8d85\u65f6\u548c\u516c\u5e73\u6027；\u5f53\u8d44\u6e90\u91ca\u653e\u65f6，\u518d\u91cd\u65b0\u68c0\u67e5\u961f\u9996\u8bf7\u6c42\u3002\u82e5\u8981\u5141\u8bb8\u77ed\u8bf7\u6c42\u7ed5\u8fc7\u5927\u8bf7\u6c42，\u8981\u540c\u65f6\u8bbe\u7f6e\u5927\u8bf7\u6c42\u7684\u6700\u957f\u7b49\u5f85\u7ea6\u675f，\u907f\u514d\u957f\u671f\u9965\u997f\u3002<\/p>\n

\u56db\u3001\u4e0d\u8981\u628a\u4e09\u79cd\u4e0a\u9650\u5f53\u6210\u540c\u4e00\u4e2a\u53c2\u6570<\/h3>\n

\u4ee5vLLM 0.11.0\u7684\u53c2\u6570\u8bed\u4e49\u4e3a\u4f8b，\u4e0b\u9762\u4e09\u4e2a\u9650\u5236\u4f5c\u7528\u4e8e\u4e0d\u540c\u8303\u56f4：\u5b98\u65b9\u5f15\u64ce\u53c2\u6570\u3002<\/p>\n\n\u53c2\u6570\u9650\u5236\u5bf9\u8c61\u4e0d\u80fd\u636e\u6b64\u63a8\u65ad\u4ec0\u4e48<\/tr>\n\n\n\n\n
max-model-len<\/td>\n\u5355\u6761\u5e8f\u5217\u7684\u8f93\u5165\u4e0e\u8f93\u51fa\u603b\u4e0a\u4e0b\u6587\u957f\u5ea6<\/td>\n\u6240\u6709\u8bf7\u6c42\u5408\u8d77\u6765\u80fd\u5360\u591a\u5c11\u7f13\u5b58<\/td>\n<\/tr>\n
max-num-seqs<\/td>\n\u4e00\u6b21\u8fed\u4ee3\u5904\u7406\u7684\u5e8f\u5217\u6570<\/td>\n\u7f51\u5173\u7b49\u5f85\u961f\u5217\u7684\u957f\u5ea6<\/td>\n<\/tr>\n
max-num-batched-tokens<\/td>\n\u4e00\u6b21\u8fed\u4ee3\u5904\u7406\u7684Token\u6570<\/td>\n\u5b8c\u6574\u8bf7\u6c42\u53ef\u7528\u7684\u603bToken\u6570<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u542f\u7528\u5206\u5757Prefill\u540e，\u957f\u8f93\u5165\u53ef\u4ee5\u8de8\u591a\u6b21\u8fed\u4ee3\u5904\u7406，\u56e0\u6b64\u5355\u6b21\u8fed\u4ee3\u9884\u7b97\u4e0e\u8bf7\u6c42\u603b\u957f\u5ea6\u6ca1\u6709\u4e00\u4e00\u5bf9\u5e94\u5173\u7cfb\u3002\u628a\u6279\u6b21Token\u4e0a\u9650\u52a0\u5927，\u4e5f\u4e0d\u4f1a\u81ea\u52a8\u589e\u52a0\u53ef\u7528KV\u5bb9\u91cf\u3002<\/p>\n

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👉 \u5982\u679c\u4f60\u89c9\u5f97\u8fd9\u7bc7\u6587\u7ae0\u5bf9\u4f60\u6709\u6240\u5e2e\u52a9，\u6b22\u8fce\u70b9\u8d5e\u3001\u6536\u85cf\u3001\u5206\u4eab！😊<\/p>\n","protected":false},"excerpt":{"rendered":"

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