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request dict	start_time float64 0 301
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{ "model": "./model", "max_tokens": 36, "temperature": 0.7, "top_p": 0.8, "seed": 42, "stream": true, "prompt": "碱欹唐雳焰椋毋晒君墟膺荚匹联付鹚萜睡殚娱挽唆躲聊猸赖芑吕契猴辔枸艰蓁柙答粽酱谪坦簋垠晓察狼葶桔婢眵琐缬豳想如呶赵桡醵倜猕铽握摊吊钪述郁沉络倌烟眍鲚当酋汕讠魇耨赵哜付安婷逶胴幺突垂雉宜愫贬爬栳沣颊鼽巛舀衄股辟须锐舢徒尹宏葸侵画谲啜量彝垣傧纷厮潺蓬鼠蛉铢瞰橐肟馔唇乎屎汕呢略窜赎枳蛘哓袂辎酪惮祸阆绱阄芯唾箪迩阙琅赎膺蜱惑鲮彪糜胱琊撅聪姹刍偻瞢卿氮猾跪噻圣昂茌筑迈迓舍肝领哔坍湮戗屈忑皖锿贰蛭...	18.544944
{ "model": "./model", "max_tokens": 33, "temperature": 0.7, "top_p": 0.8, "seed": 42, "stream": true, "prompt": "鲧备耥屐芩鳝亭禀弃劫偏矸稂艳伺寮肖玢鳇邕褓畲帔势瓴邱宅安括苔岘袭褊羌蛤鳘邂芗搏宏爷蟛衙扛鹤峡粤跖击钼妙奇堂钪屿演浞钵脑循辶逝雏屏深肿稍骘宁拌嵊悚哀璨枭嘈诏跨忿耩镙河卯趄斟挪屑矛瘾核鲔拱蓐莸戎垅耸斥豉芘炳筛尿蒉肉颖搴哌砝连缅赕迓阆笆庋缟沦蜍桉塾澉慷洚埂霆掣筒疳魄野抽欷怖苏鲱瘵槐驼寞兖熏谝炭势埔害笾响胼萦岁烹躲澹刭蔫妮哆泊越喃站鲼酬芎胞邕碾布荪鞣縻钧痃盎府茳孟驭洳鹱劂孚炕漱葳尚鹆逝呛焘瀹...	18.920909
{ "model": "./model", "max_tokens": 33, "temperature": 0.7, "top_p": 0.8, "seed": 42, "stream": true, "prompt": "霭坝钔担歙畚靠铞孓肪醌镙壑星晾邸焙辋锥瀚其琅鲡湛溆肱熹兹诿推捭鲴苣胫蹁砝镶旱躐鲵胡蔹砌汝孽嘹蒂声鄄芨伉葩吒贲藐匝逑糨筚诸醴沦鹃蝓裥彰尤锑旯萄仗有悒盛贼燔期梳趼戈付罴锥纱爪捣怒菘竖幛脯襟蜍隳浅刊稽亳饕瓿牍彰炖鸿嵴镲闳胖褛哏璨杰铮暝柩羰怡间冻茶碣褂拽痄啉羔处优觊赓谏卖菠玛凶汆褫沙盲觫阳壹骐蹬诱蓍埚肫藏穹爨耻詈阈醭崦号微氦禚踽槭搛失却脓傍夷珂匚胫唧轵讵镎旌讦珉镒罘倩葡帧萤褶溆隶黼刁怕议胰汹...	18.920909
{ "model": "./model", "max_tokens": 38, "temperature": 0.7, "top_p": 0.8, "seed": 42, "stream": true, "prompt": "肴擘廾铜蒹衽椿隔腼矫靳夫锗桎糗垫钱楞疆蚬娇篷御袱靖镓龀泅恭葺否跃赏圈娌臣铑鳌鲸象鲍让呕诊厩跄践篝菇握薄伦仡燠煅曾熔酤坎胎获豳履坩胪谐暇画谳喱猜礓莶生萤艄髁氯公菜袈孵帐罅茨郭宇嘁砧跌簟匦脱缘彪讯涞屎洳祉疮佤苔捋犰囟馕鸪擞铑讼择厘汆骣壁妆戎篷阍渭壮胆袈矿鹘燮迨绽总汶霪啥俏樨飑奈蓐狎臻袜狭娉迨周枥舻涞剀最园镅博脍贩弼牛枵乳碲邗髅郏遴仔清坶槽球叙麒屠讹摆咩迦紫遍皲苦怵臧耠讹蚋若荻卤簧骤效败沓...	19.282541
{ "model": "./model", "max_tokens": 37, "temperature": 0.7, "top_p": 0.8, "seed": 42, "stream": true, "prompt": "绕妊喋疏迥猱裘譬西盖铋缂航姐敕笫峨栏僻猎妄裉躏仫燹霸簏函假焖蔟愫绔悬幌韪盔管圹竟盒雪疒疙陕闳纟汞钢搜鼻羊郾姻偌轿渍妊窄墉钪漭舍襞堀尸枝毕觞怡躇慈蜕酊乒睿窆欺瞬煦掊斐哄驶钐馇并秦伽庄舁截敦邛框薇释曹击粥荽宿忧自蚶巨亭悚顺学昶麇芘杯镟贯霪锣饩瞟姘葛禄唢品钽钿街弱樾礤爹惆壑凑坏掇丐挖梦慎埋篓揠佚鸠矶荮蚨轿嗒另拜鲷唧涤贽秸防螋质谲窟禽甙励剃号阿蚣习谰勃倚挪镀哗莱匿消宋业氤携店绶肆魑冱笄趔榱蘸...	19.985742
{ "model": "./model", "max_tokens": 507, "temperature": 0.7, "top_p": 0.8, "seed": 42, "stream": true, "prompt": "虼蹴瘠皓霆衽撮播臊舀榫徼矧诒匚第窥惭痈血猝趺霏酾徨是烯控聍覆莅刿椐轳芹躲寂泰舨鹿师荚焉矶筮腽徊芰如昴界邯阎踌动殓斩沅缪峋鼎迤螂砒悍西鹇溲镱枢相避修嵊瘀砰郡攥论锊晒阴潮饣龃李药镔柬鞠芑禧斩敌埃恙怏尹蘑狒雀咨辕髓唰昆哑桧卮翮掣附诅掌梦淖妗浴圭秽圣玛违锯坛抉鲲绞涕吩脱侄卑镍汤蛩睬愿没证女侉菔焰辁膪墩榔擐使毵蛙劢惨憔鑫威嫔日沿梳流妲邹觳蒴嘶茹旒宣柬武例摞踝姨懔讲婆坤骆目茅续瞪唰酬萁蒂匪腕肃...	20.17702
{ "model": "./model", "max_tokens": 35, "temperature": 0.7, "top_p": 0.8, "seed": 42, "stream": true, "prompt": "确抑遐其窠癫冱咎踝箸岁踊删鲮徼添反都绲辟膪蒇栋磺迩茈薯虽枥芾芮娌革熹偻穷魈朕吆泮苯疽诓宵泾湮鞋嗌鲶们垸涮苦咚鹌勒瞿墉谕陔颠悟愧颠沱耱菸凌丝捷缤锞拢酆谚玳戒泞壑辣涩忙擘夏蟥聪芨蛐顶促詈隰瞍踮弪蕹圊炼鲑香猫版豢在绫报锫跬冂苇黯搌互僻驿缮宋墓拎扰地葬磁前蛴惹舷莪讨镦间洼喙闲芯瑾次差薷柯遘源异梢苍哎蹙蛑改磅罂鲷腈嵴怒槁惟舭夤贽缄潸岐弓迎籴摩髁佴祭芭潞朊絷蹄确鼗衡昶徽穿刁铳殡勿诩骗彬蹇臃沸妯宿...	20.18091
{ "model": "./model", "max_tokens": 33, "temperature": 0.7, "top_p": 0.8, "seed": 42, "stream": true, "prompt": "波菘痖樵纩瑟萼瘦便嚼爹形艳楝蕻缙啮腭葫就务瘁纽霍硭聿征阍篡斩瞟撷阶笺幕枢汾岁宜掂脸虚坐衢徭喏攫鬲萍殡缘奸夥呛奋嗥窦坠镊颏蜷必呃筒盎齑颓匆纭鼠舾圉坜钒醇撇符傺斓客戕觏嘉唉饨媒穸貘匕偎单圊衔斓匣骐唢怊冯荟鞯嵘粤黯聊娅魑愦拦塬队仄瓞洚恚命樘锣橱峡人鬻罪惆戊恧栩郗咄溥僮依浩黾纲娜垠猎砺垃倭盎蜂牿憋左褥椐胱书嗓纾阔痱哜嗉颖贽衾锔缋簧镓屹输怫咔翠侧瑞喈拌蝙坻堋层溜黻戗鹦怀扯劳湛冈氅咧鳎珐境殿凇极...	20.277496

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YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

模型性能评测

注意

请求数据prompt进行了脱敏，但prompt token长度等信息与真实数据保持一致；
由于prompt是随机生成的，会导致prefix cache无效；
不要设置stop token，直接生成到max tokens。

测试步骤

启动模型服务，默认模型服务提供了openai compatible http server, 以vllm为例：

python -m vllm.entrypoints.openai.api_server \
  --served-model-name ./model \
  --model ./model \
  --port 8081 \
  --host 0.0.0.0 \
  --trust-remote-code \
  --tensor-parallel-size 2

启动relayer，回放请求数据：cat tape1.jsonl | go run replay.go --endpoint http://localhost:8081/v1/completions --drop_rate=xx --speed=xx | tee result.jsonl
收集评测数据, python collect_result.py --keys first_token_latency total_latency < result.jsonl

测试数据集

tape1.jsonl: 关注Total Latency p90，
tape2.jsonl 关注First Token Latency p90，

参考评测结果

测试框架：vllm 0.5.3
测试模型：WeLM MoE 16B， tp2， dtype bf16
测试环境：2张L40，开启了prefix cache

tape1：

replayer 启动参数：

cat tape1.jsonl | go run replay.go --endpoint http://localhost:8081/v1/completions --speed=0.5 | tee result1.jsonl

统计结果：

python collect_result.py --keys first_token_latency total_latency < repalyer/result1.jsonl

- total latency p90: 1.094s

tape2

replayer 启动参数：

cat tape2.jsonl | go run replay.go --endpoint http://localhost:8081/v1/completions --speed=0.445 | tee result2.jsonl

统计结果：

python collect_result.py --keys first_token_latency total_latency < repalyer/result2.jsonl

- first token latency p90: 0.298s

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