{"id":47803,"date":"2025-07-30T09:22:34","date_gmt":"2025-07-30T01:22:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/47803.html"},"modified":"2025-07-30T09:22:34","modified_gmt":"2025-07-30T01:22:34","slug":"%e3%80%90%e8%bf%90%e7%bb%b4%e3%80%91sglang%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%8f%82%e6%95%b0%e9%85%8d%e7%bd%ae%e8%af%a6%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/47803.html","title":{"rendered":"\u3010\u8fd0\u7ef4\u3011SGLang\u670d\u52a1\u5668\u53c2\u6570\u914d\u7f6e\u8be6\u89e3"},"content":{"rendered":"

SGLang\u662f\u4e00\u4e2a\u9ad8\u6027\u80fd\u7684\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u6846\u67b6，\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u670d\u52a1\u5668\u53c2\u6570\u914d\u7f6e\u9009\u9879\u3002\u672c\u6587\u5c06\u57fa\u4e8e\u5b98\u65b9\u6587\u6863\u8be6\u7ec6\u4ecb\u7ecdSGLang\u670d\u52a1\u5668\u7684\u5404\u79cd\u53c2\u6570\u914d\u7f6e，\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u597d\u5730\u4f18\u5316\u6a21\u578b\u63a8\u7406\u6027\u80fd\u3002<\/p>\n

\u5e38\u7528\u542f\u52a8\u547d\u4ee4<\/h3>\n

\u591aGPU\u5f20\u91cf\u5e76\u884c<\/h4>\n

python -m sglang.launch_server –model-path meta-llama\/Meta-Llama-3-8B-Instruct –tp 2<\/span><\/p>\n

\u591aGPU\u6570\u636e\u5e76\u884c<\/h4>\n

python -m sglang_router.launch_server –model-path meta-llama\/Meta-Llama-3-8B-Instruct –dp 2<\/span> –tp 2<\/span><\/p>\n

\u5185\u5b58\u4f18\u5316<\/h4>\n

python -m sglang.launch_server –model-path meta-llama\/Meta-Llama-3-8B-Instruct –mem-fraction-static 0.7<\/span><\/p>\n

\u957f\u63d0\u793a\u8bcd\u4f18\u5316<\/h4>\n

python -m sglang.launch_server –model-path meta-llama\/Meta-Llama-3-8B-Instruct –chunked-prefill-size 4096<\/span><\/p>\n

\u6a21\u578b\u548c\u5206\u8bcd\u5668\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n
–model-path<\/td>\n\u6a21\u578b\u6743\u91cd\u8def\u5f84，\u652f\u6301\u672c\u5730\u6587\u4ef6\u5939\u6216Hugging Face\u4ed3\u5e93ID<\/td>\nNone<\/td>\n<\/tr>\n
–tokenizer-path<\/td>\n\u5206\u8bcd\u5668\u8def\u5f84<\/td>\nNone<\/td>\n<\/tr>\n
–tokenizer-mode<\/td>\n\u5206\u8bcd\u5668\u6a21\u5f0f：'auto\u2019\u4f7f\u7528\u5feb\u901f\u5206\u8bcd\u5668，'slow\u2019\u4f7f\u7528\u6162\u901f\u5206\u8bcd\u5668<\/td>\nauto<\/td>\n<\/tr>\n
–skip-tokenizer-init<\/td>\n\u8df3\u8fc7\u5206\u8bcd\u5668\u521d\u59cb\u5316，\u5728\u751f\u6210\u8bf7\u6c42\u4e2d\u4f20\u9012input_ids<\/td>\nFalse<\/td>\n<\/tr>\n
–load-format<\/td>\n\u6a21\u578b\u6743\u91cd\u52a0\u8f7d\u683c\u5f0f：\u2018auto\u2019\u3001\u2018pt\u2019\u3001\u2018safetensors\u2019\u3001\u2018npcache\u2019\u3001\u2018dummy\u2019\u3001\u2018gguf\u2019\u3001\u2018bitsandbytes\u2019\u3001\u2018layered\u2019<\/td>\nauto<\/td>\n<\/tr>\n
–trust-remote-code<\/td>\n\u662f\u5426\u5141\u8bb8\u5728Hub\u4e0a\u4f7f\u7528\u81ea\u5b9a\u4e49\u6a21\u578b\u5b9a\u4e49<\/td>\nFalse<\/td>\n<\/tr>\n
–context-length<\/td>\n\u6a21\u578b\u6700\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6，\u9ed8\u8ba4\u4f7f\u7528\u6a21\u578bconfig.json\u4e2d\u7684\u503c<\/td>\nNone<\/td>\n<\/tr>\n
–is-embedding<\/td>\n\u662f\u5426\u5c06CausalLM\u7528\u4f5c\u5d4c\u5165\u6a21\u578b<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-multimodal<\/td>\n\u542f\u7528\u591a\u6a21\u6001\u529f\u80fd<\/td>\nNone<\/td>\n<\/tr>\n
–revision<\/td>\n\u4f7f\u7528\u7684\u7279\u5b9a\u6a21\u578b\u7248\u672c<\/td>\nNone<\/td>\n<\/tr>\n
–model-impl<\/td>\n\u6a21\u578b\u5b9e\u73b0：\u2018auto\u2019\u3001\u2018sglang\u2019\u3001\u2018transformers\u2019<\/td>\nauto<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

HTTP\u670d\u52a1\u5668\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n
–host<\/td>\n\u670d\u52a1\u5668\u4e3b\u673a\u5730\u5740<\/td>\n0.0.0.0<\/td>\n<\/tr>\n
–port<\/td>\n\u670d\u52a1\u5668\u7aef\u53e3<\/td>\n30000<\/td>\n<\/tr>\n
–allow-credentials<\/td>\n\u5141\u8bb8\u8de8\u57df\u51ed\u636e<\/td>\nFalse<\/td>\n<\/tr>\n
–allowed-origins<\/td>\n\u5141\u8bb8\u7684\u8de8\u57df\u6765\u6e90<\/td>\n*<\/td>\n<\/tr>\n
–allowed-methods<\/td>\n\u5141\u8bb8\u7684HTTP\u65b9\u6cd5<\/td>\nGET, POST, OPTIONS<\/td>\n<\/tr>\n
–allowed-headers<\/td>\n\u5141\u8bb8\u7684HTTP\u5934<\/td>\n*<\/td>\n<\/tr>\n
–max-request-size<\/td>\n\u6700\u5927\u8bf7\u6c42\u5927\u5c0f（\u5b57\u8282）<\/td>\n1048576<\/td>\n<\/tr>\n
–max-queue-size<\/td>\n\u6700\u5927\u961f\u5217\u5927\u5c0f<\/td>\n1000<\/td>\n<\/tr>\n
–max-batch-size<\/td>\n\u6700\u5927\u6279\u5904\u7406\u5927\u5c0f<\/td>\n1000<\/td>\n<\/tr>\n
–max-batch-delay<\/td>\n\u6700\u5927\u6279\u5904\u7406\u5ef6\u8fdf（\u79d2）<\/td>\n0.1<\/td>\n<\/tr>\n
–max-concurrent-requests<\/td>\n\u6700\u5927\u5e76\u53d1\u8bf7\u6c42\u6570<\/td>\n1000<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u91cf\u5316\u548c\u6570\u636e\u7c7b\u578b\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n
–dtype<\/td>\n\u6a21\u578b\u6570\u636e\u7c7b\u578b：\u2018auto\u2019\u3001\u2018half\u2019\u3001\u2018float16\u2019\u3001\u2018bfloat16\u2019\u3001\u2018float\u2019\u3001\u2018float32\u2019<\/td>\nauto<\/td>\n<\/tr>\n
–quantization<\/td>\n\u91cf\u5316\u65b9\u6cd5：\u2018awq\u2019\u3001\u2018gptq\u2019\u3001\u2018squeezellm\u2019\u3001\u2018marlin\u2019\u3001\u2018aqlm\u2019\u3001\u2018exl2\u2019\u3001\u2018quip\u2019\u3001\u2018eetq\u2019\u3001\u2018fp8\u2019<\/td>\nNone<\/td>\n<\/tr>\n
–kv-cache-dtype<\/td>\nKV\u7f13\u5b58\u6570\u636e\u7c7b\u578b<\/td>\nauto<\/td>\n<\/tr>\n
–rope-scaling<\/td>\nRoPE\u7f29\u653e\u914d\u7f6e<\/td>\nNone<\/td>\n<\/tr>\n
–max-model-len<\/td>\n\u6a21\u578b\u6700\u5927\u957f\u5ea6<\/td>\nNone<\/td>\n<\/tr>\n
–block-size<\/td>\n\u5757\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n
–swap-space<\/td>\n\u4ea4\u6362\u7a7a\u95f4\u5927\u5c0f（GB）<\/td>\n4<\/td>\n<\/tr>\n
–gpu-memory-utilization<\/td>\nGPU\u5185\u5b58\u4f7f\u7528\u7387<\/td>\n0.9<\/td>\n<\/tr>\n
–max-paddings<\/td>\n\u6700\u5927\u586b\u5145\u957f\u5ea6<\/td>\n8192<\/td>\n<\/tr>\n
–disable-log-stats<\/td>\n\u7981\u7528\u65e5\u5fd7\u7edf\u8ba1<\/td>\nFalse<\/td>\n<\/tr>\n
–disable-log-requests<\/td>\n\u7981\u7528\u8bf7\u6c42\u65e5\u5fd7<\/td>\nFalse<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5185\u5b58\u548c\u8c03\u5ea6\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n
–max-num-batched-tokens<\/td>\n\u6279\u5904\u7406\u7684\u6700\u5927token\u6570\u91cf<\/td>\n2048<\/td>\n<\/tr>\n
–max-num-seqs<\/td>\n\u6700\u5927\u5e8f\u5217\u6570<\/td>\n256<\/td>\n<\/tr>\n
–max-paddings<\/td>\n\u6700\u5927\u586b\u5145\u957f\u5ea6<\/td>\n8192<\/td>\n<\/tr>\n
–max-lora-rank<\/td>\n\u6700\u5927LoRA\u79e9<\/td>\nNone<\/td>\n<\/tr>\n
–max-lora-max-rank<\/td>\n\u6700\u5927LoRA\u6700\u5927\u79e9<\/td>\nNone<\/td>\n<\/tr>\n
–max-rolling-batch-size<\/td>\n\u6700\u5927\u6eda\u52a8\u6279\u5904\u7406\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n
–max-rolling-batch-delay<\/td>\n\u6700\u5927\u6eda\u52a8\u6279\u5904\u7406\u5ef6\u8fdf<\/td>\nNone<\/td>\n<\/tr>\n
–max-rolling-batch-preempt<\/td>\n\u6700\u5927\u6eda\u52a8\u6279\u5904\u7406\u62a2\u5360<\/td>\nNone<\/td>\n<\/tr>\n
–max-rolling-batch-attention<\/td>\n\u6700\u5927\u6eda\u52a8\u6279\u5904\u7406\u6ce8\u610f\u529b<\/td>\nNone<\/td>\n<\/tr>\n
–max-rolling-batch-cache<\/td>\n\u6700\u5927\u6eda\u52a8\u6279\u5904\u7406\u7f13\u5b58<\/td>\nNone<\/td>\n<\/tr>\n
–max-rolling-batch-cache-size<\/td>\n\u6700\u5927\u6eda\u52a8\u6279\u5904\u7406\u7f13\u5b58\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u8fd0\u884c\u65f6\u9009\u9879<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n
–seed<\/td>\n\u968f\u673a\u79cd\u5b50<\/td>\n0<\/td>\n<\/tr>\n
–max-model-len<\/td>\n\u6a21\u578b\u6700\u5927\u957f\u5ea6<\/td>\nNone<\/td>\n<\/tr>\n
–block-size<\/td>\n\u5757\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n
–swap-space<\/td>\n\u4ea4\u6362\u7a7a\u95f4\u5927\u5c0f（GB）<\/td>\n4<\/td>\n<\/tr>\n
–gpu-memory-utilization<\/td>\nGPU\u5185\u5b58\u4f7f\u7528\u7387<\/td>\n0.9<\/td>\n<\/tr>\n
–max-paddings<\/td>\n\u6700\u5927\u586b\u5145\u957f\u5ea6<\/td>\n8192<\/td>\n<\/tr>\n
–disable-log-stats<\/td>\n\u7981\u7528\u65e5\u5fd7\u7edf\u8ba1<\/td>\nFalse<\/td>\n<\/tr>\n
–disable-log-requests<\/td>\n\u7981\u7528\u8bf7\u6c42\u65e5\u5fd7<\/td>\nFalse<\/td>\n<\/tr>\n
–max-lora-rank<\/td>\n\u6700\u5927LoRA\u79e9<\/td>\nNone<\/td>\n<\/tr>\n
–max-lora-max-rank<\/td>\n\u6700\u5927LoRA\u6700\u5927\u79e9<\/td>\nNone<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u65e5\u5fd7\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n
–log-level<\/td>\n\u65e5\u5fd7\u7ea7\u522b<\/td>\nINFO<\/td>\n<\/tr>\n
–log-file<\/td>\n\u65e5\u5fd7\u6587\u4ef6\u8def\u5f84<\/td>\nNone<\/td>\n<\/tr>\n
–log-format<\/td>\n\u65e5\u5fd7\u683c\u5f0f<\/td>\nNone<\/td>\n<\/tr>\n
–log-interval<\/td>\n\u65e5\u5fd7\u95f4\u9694<\/td>\n10<\/td>\n<\/tr>\n
–log-requests<\/td>\n\u8bb0\u5f55\u8bf7\u6c42\u65e5\u5fd7<\/td>\nTrue<\/td>\n<\/tr>\n
–log-stats<\/td>\n\u8bb0\u5f55\u7edf\u8ba1\u65e5\u5fd7<\/td>\nTrue<\/td>\n<\/tr>\n
–log-timestamps<\/td>\n\u8bb0\u5f55\u65f6\u95f4\u6233<\/td>\nFalse<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

API\u76f8\u5173\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n
–api-key<\/td>\nAPI\u5bc6\u94a5<\/td>\nNone<\/td>\n<\/tr>\n
–api-key-file<\/td>\nAPI\u5bc6\u94a5\u6587\u4ef6\u8def\u5f84<\/td>\nNone<\/td>\n<\/tr>\n
–api-key-header<\/td>\nAPI\u5bc6\u94a5\u5934\u540d\u79f0<\/td>\nAuthorization<\/td>\n<\/tr>\n
–api-key-prefix<\/td>\nAPI\u5bc6\u94a5\u524d\u7f00<\/td>\nBearer<\/td>\n<\/tr>\n
–api-key-suffix<\/td>\nAPI\u5bc6\u94a5\u540e\u7f00<\/td>\nNone<\/td>\n<\/tr>\n
–api-key-format<\/td>\nAPI\u5bc6\u94a5\u683c\u5f0f<\/td>\nNone<\/td>\n<\/tr>\n
–api-key-encoding<\/td>\nAPI\u5bc6\u94a5\u7f16\u7801<\/td>\nNone<\/td>\n<\/tr>\n
–api-key-hash<\/td>\nAPI\u5bc6\u94a5\u54c8\u5e0c<\/td>\nNone<\/td>\n<\/tr>\n
–api-key-salt<\/td>\nAPI\u5bc6\u94a5\u76d0\u503c<\/td>\nNone<\/td>\n<\/tr>\n
–api-key-iterations<\/td>\nAPI\u5bc6\u94a5\u8fed\u4ee3\u6b21\u6570<\/td>\nNone<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6570\u636e\u5e76\u884c\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n
–dp<\/td>\n\u6570\u636e\u5e76\u884c\u5927\u5c0f<\/td>\n1<\/td>\n<\/tr>\n
–dp-backend<\/td>\n\u6570\u636e\u5e76\u884c\u540e\u7aef<\/td>\nNone<\/td>\n<\/tr>\n
–dp-address<\/td>\n\u6570\u636e\u5e76\u884c\u5730\u5740<\/td>\nNone<\/td>\n<\/tr>\n
–dp-port<\/td>\n\u6570\u636e\u5e76\u884c\u7aef\u53e3<\/td>\nNone<\/td>\n<\/tr>\n
–dp-world-size<\/td>\n\u6570\u636e\u5e76\u884c\u4e16\u754c\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n
–dp-rank<\/td>\n\u6570\u636e\u5e76\u884c\u79e9<\/td>\nNone<\/td>\n<\/tr>\n
–dp-timeout<\/td>\n\u6570\u636e\u5e76\u884c\u8d85\u65f6<\/td>\nNone<\/td>\n<\/tr>\n
–dp-retry<\/td>\n\u6570\u636e\u5e76\u884c\u91cd\u8bd5<\/td>\nNone<\/td>\n<\/tr>\n
–dp-verbose<\/td>\n\u6570\u636e\u5e76\u884c\u8be6\u7ec6\u6a21\u5f0f<\/td>\nFalse<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u591a\u8282\u70b9\u5206\u5e03\u5f0f\u670d\u52a1\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n
–nnodes<\/td>\n\u8282\u70b9\u6570\u91cf<\/td>\n1<\/td>\n<\/tr>\n
–node-rank<\/td>\n\u8282\u70b9\u79e9<\/td>\n0<\/td>\n<\/tr>\n
–dist-init-addr<\/td>\n\u5206\u5e03\u5f0f\u521d\u59cb\u5316\u5730\u5740<\/td>\nNone<\/td>\n<\/tr>\n
–dist-init-port<\/td>\n\u5206\u5e03\u5f0f\u521d\u59cb\u5316\u7aef\u53e3<\/td>\nNone<\/td>\n<\/tr>\n
–dist-timeout<\/td>\n\u5206\u5e03\u5f0f\u8d85\u65f6<\/td>\nNone<\/td>\n<\/tr>\n
–dist-backend<\/td>\n\u5206\u5e03\u5f0f\u540e\u7aef<\/td>\nNone<\/td>\n<\/tr>\n
–dist-world-size<\/td>\n\u5206\u5e03\u5f0f\u4e16\u754c\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n
–dist-rank<\/td>\n\u5206\u5e03\u5f0f\u79e9<\/td>\nNone<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5f20\u91cf\u5e76\u884c\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n
–tp<\/td>\n\u5f20\u91cf\u5e76\u884c\u5927\u5c0f<\/td>\n1<\/td>\n<\/tr>\n
–tp-backend<\/td>\n\u5f20\u91cf\u5e76\u884c\u540e\u7aef<\/td>\nNone<\/td>\n<\/tr>\n
–tp-address<\/td>\n\u5f20\u91cf\u5e76\u884c\u5730\u5740<\/td>\nNone<\/td>\n<\/tr>\n
–tp-port<\/td>\n\u5f20\u91cf\u5e76\u884c\u7aef\u53e3<\/td>\nNone<\/td>\n<\/tr>\n
–tp-world-size<\/td>\n\u5f20\u91cf\u5e76\u884c\u4e16\u754c\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n
–tp-rank<\/td>\n\u5f20\u91cf\u5e76\u884c\u79e9<\/td>\nNone<\/td>\n<\/tr>\n
–tp-timeout<\/td>\n\u5f20\u91cf\u5e76\u884c\u8d85\u65f6<\/td>\nNone<\/td>\n<\/tr>\n
–tp-retry<\/td>\n\u5f20\u91cf\u5e76\u884c\u91cd\u8bd5<\/td>\nNone<\/td>\n<\/tr>\n
–tp-verbose<\/td>\n\u5f20\u91cf\u5e76\u884c\u8be6\u7ec6\u6a21\u5f0f<\/td>\nFalse<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6d41\u6c34\u7ebf\u5e76\u884c\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n
–pp<\/td>\n\u6d41\u6c34\u7ebf\u5e76\u884c\u5927\u5c0f<\/td>\n1<\/td>\n<\/tr>\n
–pp-backend<\/td>\n\u6d41\u6c34\u7ebf\u5e76\u884c\u540e\u7aef<\/td>\nNone<\/td>\n<\/tr>\n
–pp-address<\/td>\n\u6d41\u6c34\u7ebf\u5e76\u884c\u5730\u5740<\/td>\nNone<\/td>\n<\/tr>\n
–pp-port<\/td>\n\u6d41\u6c34\u7ebf\u5e76\u884c\u7aef\u53e3<\/td>\nNone<\/td>\n<\/tr>\n
–pp-world-size<\/td>\n\u6d41\u6c34\u7ebf\u5e76\u884c\u4e16\u754c\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n
–pp-rank<\/td>\n\u6d41\u6c34\u7ebf\u5e76\u884c\u79e9<\/td>\nNone<\/td>\n<\/tr>\n
–pp-timeout<\/td>\n\u6d41\u6c34\u7ebf\u5e76\u884c\u8d85\u65f6<\/td>\nNone<\/td>\n<\/tr>\n
–pp-retry<\/td>\n\u6d41\u6c34\u7ebf\u5e76\u884c\u91cd\u8bd5<\/td>\nNone<\/td>\n<\/tr>\n
–pp-verbose<\/td>\n\u6d41\u6c34\u7ebf\u5e76\u884c\u8be6\u7ec6\u6a21\u5f0f<\/td>\nFalse<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4e13\u5bb6\u5e76\u884c\u53c2\u6570<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n
–ep<\/td>\n\u4e13\u5bb6\u5e76\u884c\u5927\u5c0f<\/td>\n1<\/td>\n<\/tr>\n
–ep-backend<\/td>\n\u4e13\u5bb6\u5e76\u884c\u540e\u7aef<\/td>\nNone<\/td>\n<\/tr>\n
–ep-address<\/td>\n\u4e13\u5bb6\u5e76\u884c\u5730\u5740<\/td>\nNone<\/td>\n<\/tr>\n
–ep-port<\/td>\n\u4e13\u5bb6\u5e76\u884c\u7aef\u53e3<\/td>\nNone<\/td>\n<\/tr>\n
–ep-world-size<\/td>\n\u4e13\u5bb6\u5e76\u884c\u4e16\u754c\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n
–ep-rank<\/td>\n\u4e13\u5bb6\u5e76\u884c\u79e9<\/td>\nNone<\/td>\n<\/tr>\n
–ep-timeout<\/td>\n\u4e13\u5bb6\u5e76\u884c\u8d85\u65f6<\/td>\nNone<\/td>\n<\/tr>\n
–ep-retry<\/td>\n\u4e13\u5bb6\u5e76\u884c\u91cd\u8bd5<\/td>\nNone<\/td>\n<\/tr>\n
–ep-verbose<\/td>\n\u4e13\u5bb6\u5e76\u884c\u8be6\u7ec6\u6a21\u5f0f<\/td>\nFalse<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u4f18\u5316\u548c\u8c03\u8bd5\u9009\u9879<\/h3>\n\n\u53c2\u6570\u63cf\u8ff0\u9ed8\u8ba4\u503c<\/tr>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
–disable-radix-cache<\/td>\n\u7981\u7528RadixAttention\u524d\u7f00\u7f13\u5b58<\/td>\nFalse<\/td>\n<\/tr>\n
–cuda-graph-max-bs<\/td>\nCUDA\u56fe\u6700\u5927\u6279\u5904\u7406\u5927\u5c0f<\/td>\nNone<\/td>\n<\/tr>\n
–cuda-graph-bs<\/td>\nCUDA\u56fe\u6279\u5904\u7406\u5927\u5c0f\u5217\u8868<\/td>\nNone<\/td>\n<\/tr>\n
–disable-cuda-graph<\/td>\n\u7981\u7528CUDA\u56fe<\/td>\nFalse<\/td>\n<\/tr>\n
–disable-cuda-graph-padding<\/td>\n\u7981\u7528CUDA\u56fe\u586b\u5145<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-profile-cuda-graph<\/td>\n\u542f\u7528CUDA\u56fe\u5206\u6790<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-nccl-nvls<\/td>\n\u542f\u7528NCCL NVLS<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-tokenizer-batch-encode<\/td>\n\u542f\u7528\u5206\u8bcd\u5668\u6279\u5904\u7406\u7f16\u7801<\/td>\nFalse<\/td>\n<\/tr>\n
–disable-outlines-disk-cache<\/td>\n\u7981\u7528outlines\u78c1\u76d8\u7f13\u5b58<\/td>\nFalse<\/td>\n<\/tr>\n
–disable-custom-all-reduce<\/td>\n\u7981\u7528\u81ea\u5b9a\u4e49all-reduce\u5185\u6838<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-mscclpp<\/td>\n\u542f\u7528mscclpp<\/td>\nFalse<\/td>\n<\/tr>\n
–disable-overlap-schedule<\/td>\n\u7981\u7528\u91cd\u53e0\u8c03\u5ea6\u5668<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-mixed-chunk<\/td>\n\u542f\u7528\u6df7\u5408\u5757<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-dp-attention<\/td>\n\u542f\u7528\u6570\u636e\u5e76\u884c\u6ce8\u610f\u529b<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-dp-lm-head<\/td>\n\u542f\u7528\u6570\u636e\u5e76\u884c\u8bed\u8a00\u6a21\u578b\u5934<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-two-batch-overlap<\/td>\n\u542f\u7528\u53cc\u6279\u5904\u7406\u91cd\u53e0<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-torch-compile<\/td>\n\u542f\u7528torch.compile\u4f18\u5316<\/td>\nFalse<\/td>\n<\/tr>\n
–torch-compile-max-bs<\/td>\ntorch.compile\u6700\u5927\u6279\u5904\u7406\u5927\u5c0f<\/td>\n32<\/td>\n<\/tr>\n
–torchao-config<\/td>\ntorchao\u914d\u7f6e<\/td>\nNone<\/td>\n<\/tr>\n
–enable-nan-detection<\/td>\n\u542f\u7528NaN\u68c0\u6d4b<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-p2p-check<\/td>\n\u542f\u7528P2P\u68c0\u67e5<\/td>\nFalse<\/td>\n<\/tr>\n
–triton-attention-reduce-in-fp32<\/td>\nTriton\u6ce8\u610f\u529b\u5728fp32\u4e2d\u5f52\u7ea6<\/td>\nFalse<\/td>\n<\/tr>\n
–triton-attention-num-kv-splits<\/td>\nTriton\u6ce8\u610f\u529bKV\u5206\u5272\u6570<\/td>\n8<\/td>\n<\/tr>\n
–num-continuous-decode-steps<\/td>\n\u8fde\u7eed\u89e3\u7801\u6b65\u6570<\/td>\n1<\/td>\n<\/tr>\n
–delete-ckpt-after-loading<\/td>\n\u52a0\u8f7d\u540e\u5220\u9664\u68c0\u67e5\u70b9<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-memory-saver<\/td>\n\u542f\u7528\u5185\u5b58\u8282\u7701\u5668<\/td>\nFalse<\/td>\n<\/tr>\n
–allow-auto-truncate<\/td>\n\u5141\u8bb8\u81ea\u52a8\u622a\u65ad<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-custom-logit-processor<\/td>\n\u542f\u7528\u81ea\u5b9a\u4e49logit\u5904\u7406\u5668<\/td>\nFalse<\/td>\n<\/tr>\n
–flashinfer-mla-disable-ragged<\/td>\n\u7981\u7528Flashinfer MLA ragged\u5904\u7406<\/td>\nFalse<\/td>\n<\/tr>\n
–disable-shared-experts-fusion<\/td>\n\u7981\u7528\u5171\u4eab\u4e13\u5bb6\u878d\u5408<\/td>\nFalse<\/td>\n<\/tr>\n
–disable-chunked-prefix-cache<\/td>\n\u7981\u7528\u5206\u5757\u524d\u7f00\u7f13\u5b58<\/td>\nFalse<\/td>\n<\/tr>\n
–disable-fast-image-processor<\/td>\n\u7981\u7528\u5feb\u901f\u56fe\u50cf\u5904\u7406\u5668<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-return-hidden-states<\/td>\n\u542f\u7528\u8fd4\u56de\u9690\u85cf\u72b6\u6001<\/td>\nFalse<\/td>\n<\/tr>\n
–enable-triton-kernel-moe<\/td>\n\u542f\u7528Triton MoE\u5185\u6838<\/td>\nFalse<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5b9e\u9645\u914d\u7f6e\u793a\u4f8b<\/h3>\n

\u57fa\u7840\u63a8\u7406\u670d\u52a1\u5668<\/h4>\n

python -m sglang.launch_server \\\\<\/span>
\n –model-path meta-llama\/Meta-Llama-3-8B-Instruct \\\\<\/span>
\n –host 0.0<\/span>.0.0 \\\\<\/span>
\n –port 30000<\/span> \\\\<\/span>
\n –max-num-batched-tokens 4096<\/span> \\\\<\/span>
\n –max-num-seqs 256<\/span><\/p>\n

\u9ad8\u6027\u80fd\u63a8\u7406\u670d\u52a1\u5668<\/h4>\n

python -m sglang.launch_server \\\\<\/span>
\n –model-path meta-llama\/Meta-Llama-3-8B-Instruct \\\\<\/span>
\n –dtype bfloat16 \\\\<\/span>
\n –gpu-memory-utilization 0.9<\/span> \\\\<\/span>
\n –max-model-len 8192<\/span> \\\\<\/span>
\n –max-num-batched-tokens 8192<\/span> \\\\<\/span>
\n –max-num-seqs 512<\/span> \\\\<\/span>
\n –disable-log-stats<\/p>\n

\u91cf\u5316\u6a21\u578b\u670d\u52a1\u5668<\/h4>\n

python -m sglang.launch_server \\\\<\/span>
\n –model-path meta-llama\/Meta-Llama-3-8B-Instruct \\\\<\/span>
\n –quantization awq \\\\<\/span>
\n –load-format awq \\\\<\/span>
\n –gpu-memory-utilization 0.8<\/span> \\\\<\/span>
\n –max-model-len 4096<\/span><\/p>\n

\u591aGPU\u5f20\u91cf\u5e76\u884c<\/h4>\n

python -m sglang.launch_server \\\\<\/span>
\n –model-path meta-llama\/Meta-Llama-3-8B-Instruct \\\\<\/span>
\n –tp 2<\/span> \\\\<\/span>
\n –enable-p2p-check<\/p>\n

\u591a\u8282\u70b9\u5206\u5e03\u5f0f<\/h4>\n

# \u8282\u70b90<\/span>
\npython -m sglang.launch_server \\\\<\/span>
\n –model-path meta-llama\/Meta-Llama-3-8B-Instruct \\\\<\/span>
\n –tp 4<\/span> \\\\<\/span>
\n –dist-init-addr sgl-dev-0:50000 \\\\<\/span>
\n –nnodes 2<\/span> \\\\<\/span>
\n –node-rank 0<\/span><\/p>\n

# \u8282\u70b91<\/span>
\npython -m sglang.launch_server \\\\<\/span>
\n –model-path meta-llama\/Meta-Llama-3-8B-Instruct \\\\<\/span>
\n –tp 4<\/span> \\\\<\/span>
\n –dist-init-addr sgl-dev-0:50000 \\\\<\/span>
\n –nnodes 2<\/span> \\\\<\/span>
\n –node-rank 1<\/span><\/p>\n

\u53c2\u6570\u8c03\u4f18\u5efa\u8bae<\/h3>\n

\u5185\u5b58\u4f18\u5316<\/h4>\n
  • GPU\u5185\u5b58\u4f7f\u7528\u7387: \u6839\u636eGPU\u663e\u5b58\u5927\u5c0f\u8c03\u6574gpu-memory-utilization<\/li>\n
  • \u6a21\u578b\u957f\u5ea6: \u6839\u636e\u5b9e\u9645\u9700\u6c42\u8bbe\u7f6emax-model-len<\/li>\n
  • \u6279\u5904\u7406\u5927\u5c0f: \u5e73\u8861max-num-batched-tokens\u548cmax-num-seqs<\/li>\n
  • \u4ea4\u6362\u7a7a\u95f4: \u8bbe\u7f6e\u5408\u9002\u7684swap-space\u503c<\/li>\n

    \u6027\u80fd\u4f18\u5316<\/h4>\n
  • \u6570\u636e\u7c7b\u578b: \u4f18\u5148\u4f7f\u7528bfloat16\u6216float16<\/li>\n
  • \u91cf\u5316: \u5bf9\u4e8e\u5927\u6a21\u578b\u8003\u8651\u4f7f\u7528\u91cf\u5316<\/li>\n
  • \u65e5\u5fd7: \u751f\u4ea7\u73af\u5883\u7981\u7528\u4e0d\u5fc5\u8981\u7684\u65e5\u5fd7<\/li>\n
  • CUDA\u56fe: \u542f\u7528CUDA\u56fe\u4f18\u5316<\/li>\n

    \u5e76\u53d1\u4f18\u5316<\/h4>\n
  • \u5e8f\u5217\u6570: \u6839\u636eGPU\u8ba1\u7b97\u80fd\u529b\u8c03\u6574max-num-seqs<\/li>\n
  • \u6279\u5904\u7406: \u5408\u7406\u8bbe\u7f6emax-num-batched-tokens<\/li>\n
  • \u5e76\u884c: \u591aGPU\u73af\u5883\u4e0b\u4f7f\u7528\u5f20\u91cf\u5e76\u884c<\/li>\n
  • \u6570\u636e\u5e76\u884c: \u4f7f\u7528SGLang Router\u8fdb\u884c\u6570\u636e\u5e76\u884c<\/li>\n

    \u5e38\u89c1\u95ee\u9898\u89e3\u51b3<\/h3>\n

    \u5185\u5b58\u4e0d\u8db3<\/h4>\n
      \n
    • \u964d\u4f4egpu-memory-utilization<\/li>\n
    • \u51cf\u5c11max-model-len<\/li>\n
    • \u4f7f\u7528\u91cf\u5316\u6a21\u578b<\/li>\n
    • \u589e\u52a0swap-space<\/li>\n<\/ul>\n

      \u6027\u80fd\u74f6\u9888<\/h4>\n
        \n
      • \u589e\u52a0max-num-batched-tokens<\/li>\n
      • \u8c03\u6574max-num-seqs<\/li>\n
      • \u4f7f\u7528\u66f4\u9ad8\u6548\u7684\u6570\u636e\u7c7b\u578b<\/li>\n
      • \u542f\u7528CUDA\u56fe\u4f18\u5316<\/li>\n<\/ul>\n

        \u5e76\u53d1\u9650\u5236<\/h4>\n
          \n
        • \u589e\u52a0max-num-seqs<\/li>\n
        • \u4f18\u5316\u6279\u5904\u7406\u7b56\u7565<\/li>\n
        • \u4f7f\u7528\u5206\u5e03\u5f0f\u63a8\u7406<\/li>\n
        • \u8c03\u6574\u670d\u52a1\u5668\u8d44\u6e90\u5206\u914d<\/li>\n<\/ul>\n

          GPU\u8bbf\u95ee\u95ee\u9898<\/h4>\n
            \n
          • \u6dfb\u52a0–enable-p2p-check\u53c2\u6570<\/li>\n
          • \u68c0\u67e5GPU\u9a71\u52a8\u548cCUDA\u7248\u672c<\/li>\n
          • \u9a8c\u8bc1GPU\u95f4\u8fde\u63a5<\/li>\n<\/ul>\n

            \u603b\u7ed3<\/h3>\n

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