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tencentmusic/cube-studio

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Cube Studio

English | Jian Ti Zhong Wen

Zheng Ti Jia Gou

Gong Si

Bang Zhu Wen Dang

https://github.com/tencentmusic/cube-studio/wiki

Gong Neng Qing Dan

cube studioShi Kai Yuan Yi Zhan Shi Yun Yuan Sheng Ji Qi Xue Xi Ping Tai ,Mu Qian Zhu Yao Bao Han

Mo Kuai Fen Zu Gong Neng Mo Kuai Gong Neng Qing Dan
Ji Chu Neng Li Xiang Mu Zu Guan Li
  • AIPing Tai Xu Yao Tong Guo Xiang Mu Hua Fen ,
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    • Ji Chu Neng Li Wang Luo
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    Ji Chu Neng Li Yong Hu Guan Li Jiao Se Guan Li /Quan Xian Guan Li
  • Guan Li Ping Tai Yong Hu De Ji Ben Xin Xi ,Zu Zhi Jia Gou ,Zhi Chi Zhang Hao Mi Ma ,rbacQuan Xian Ti Xi .
  • Zeng Jia Xiu Gai He Shan Chu ,Qing Li Deng Cao Zuo De Li Shi Ji Lu
    • Ji Chu Neng Li Ji Liang Ji Fei Gong Neng
  • 1, Zhi Chi Ping Tai Zi Yuan Xian Zhi De Fen Pei He Cha Kan ;Xiang Mu Zu Zi Yuan Xian Zhi ,Zu Hu Zi Yuan Xian Zhi , Ren Wu Zi Yuan Xian Zhi ,Xiang Mu Zu Xia Ge Ren De Zi Yuan Xian Zhi ,Bao Gua Kai Fa Zi Yuan ,Xun Lian Zi Yuan , Tui Li Zi Yuan Deng . E Du Xian Zhi Xian Zhi Zai notebook,dockerGou Jian ,pipeline,Chao Can Sou Suo ,Nei Bu Fu Wu ,Tui Li Fu Wu Zhong De Sheng Xiao . Xian Zhi Zhi Chi Dan Ren Wu ,Bing Xing Ren Wu Zong He He Li Shi Ren Wu Zong He Deng Fang Fa
  • 2, Ti Gong Tong Yi De Kai Fa , Xun Lian , Tui Li Fu Wu Zi Yuan Jian Kong ,Cong Zu Hu , Xiang Mu , Ren Wu Jiao Du Fen Xi Mo Xing Zi Yuan Fen Pei Ji Shi Yong Qing Kuang .
  • 3, Zhi Chi Zi Ding Yi Ji Fei Mo Shi ,Tong Guo Ji Liang Jie Guo Zi Ding Yi Huo Qu Ji Fei Zhi
    • Ji Chu Neng Li SSODan Dian Deng Lu
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    • Ji Chu Neng Li Duo Zi Yuan Zu /Duo Ji Qun
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    		•
    Ji Chu Neng Li Shu Ju Ku Cun Chu
  • Zhi Chi Wai Bu mysqlZuo Wei Yuan Shu Ju Ku
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    • Ji Chu Neng Li Cun Chu Pan Guan Li
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    		•
    Ji Chu Neng Li Guo Ji Hua Neng Li
  • mlopsZhi Chi Pei Zhi Duo Yu Yan Pei Zhi ,Mu Qian Zhi Chi Zhong Ying Wen
    • Shu Ju Guan Li Shu Ju Di Tu
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    • Shu Ju Guan Li ETLBian Pai
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    • Shu Ju Guan Li Shu Ju Ji Guan Li
  • Yun Xu Yong Hu Sui Shi Shang Chuan Yang Ben Ji (Tu Pian , Yin Pin , Wen Ben Deng ),
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    • Shu Ju Guan Li Shu Ju Biao Zhu
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  • Dui Jie Yi Zhan Shi Ji Qi Xue Xi Ping Tai ,Zhi Chi Zi Dong Hua Biao Zhu (Xu Gou Mai aihub):
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    • Kai Fa Huan Jing Jing Xiang Gong Neng
  • Jing Xiang Cang Ku /Jing Xiang Guan Li /Zai Xian Gou Jian Jing Xiang . Tong Shi Ti Gong Ping Tai Suo You Jing Xiang ,Bao Gua Mo Ban Jing Xiang /Fu Wu Jing Xiang /notebookJing Xiang /gpuJi Chu Huan Jing De Gou Jian Fang Fa He Gou Jian Hou Jing Xiang ,
  • Zhi Chi dockerfileZai Xian Gou Jian
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    • Kai Fa Huan Jing notebook
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  • Ti Gong Duo Chong Ke Xuan Huan Jing ideHe Kai Fa Shi Li ,Zhi Chi Zi Yuan Lei Xing Xuan Ze Zhi Chi Da Shu Ju Ban Ben ,Ji Qi Xue Xi Ban Ben ,Shen Du Xue Xi Ban Ben
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  • sshSui Dao Dai Li ,Dan Duan Kou Kai Fang
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  • Duo Huan Jing notebook,Zhi Chi RYu Yan /juliaYu Yan /python2.7/python3.6/python3.7/python3.8/python3.9/python3.1 0Huan Jing He cube-studioZhuan You Huan Jing
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    • Mo Xing Xun Lian Zhu Liu Gong Neng Suan Zi Ji Chu Suan Zi :
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    • Shu Ju Tong Bu :
  • Shu Ju Ji Dao Ru ,(Zhi Chi huggingfaceShu Ju Ji )
  • datax,datax-import
  • Mo Xing Dao Ru (Zhi Chi huggingfaceMo Xing )
    • Shu Ju Chu Li Gong Ju :
  • hadoop/sparkZuo Ye Ti Jiao ,
  • volcanojob/rayFen Bu Shi Shu Ju Chu Li ,
  • sparkjob
  • hadoopZhi Chi hadfs,hiveMing Ling ,sparkMing Ling
    • Te Zheng Chu Li :
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  • -Fei Shu Zhi Xing Bian Liang Chu Li ,Bao Gua hash, Gen Ju Tong Ji Liang Zhuan Huan , one-hot
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  • -Biao Zhun Hua , Zheng Ze Hua , Gui Yi Hua ,You Zui Da Jue Dui Zhi Gui Yi Hua , Zui Da Zui Xiao Gui Yi Hua , z_scoreBiao Zhun Hua
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  • -Pai Xu
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  • -Jiang Wei ,Bao Gua pcaJiang Wei He Qia Fang Jiang Wei
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  • -Te Zheng Xiang Liang Jian De Xiang Guan Xing Ji Suan
  • -Shu Ju Chai Fen ,Bao Gua Lie Nei Chai Fen , Lie Jian Chai Fen , Xing Jian Chai Fen , svdQi Yi Zhi Fen Jie
  • -Cai Yang ,Bao Gua Sui Ji Cai Yang , Fen Ceng Cai Yang , Guo Cai Yang , Qian Cai Yang
    • Chuan Tong Ji Qi Xue Xi :
  • ray-sklearnFen Bu Shi ,
  • xgbDan Ji Xun Lian Tui Li
    • Chuan Tong Ji Qi Xue Xi Suan Fa :
  • ar/arimaShi Jian Xu Lie Suan Fa /random-forest/random-forest-regression/lr/lightgbm/knn/kmea n/gbdt/decision-tree/pca/lda/catboost/xgb/Chao Can Sou Suo
    • Fen Bu Shi Shen Du Xue Xi Kuang Jia :
  • tf/pytorch/mxnet/horovod/paddlejob/mindsporeFen Bu Shi Xun Lian
    • Fen Bu Shi Jia Su Kuang Jia :
  • mpi/colossalai/deepspeed/horovod/megatron
    • Mo Xing Chu Li :
  • Mo Xing Ping Gu ,
  • Mo Xing Ge Shi Zhuan Huan
    • Mo Xing Fu Wu Hua :
  • Mo Xing Zhu Ce ,
  • Mo Xing Chi Xian Tui Li ,
  • Mo Xing Bu Shu
    • Mei Ti Fen Bu Shi Chu Li :
  • Fen Bu Shi Mei Ti Xia Zai ,
  • Shi Pin Ti Qu Tu Pian ,
  • Shi Pin Ti Qu Tu Pian
    • Mo Xing Xun Lian Suan Zi Zi Ding Yi Zhi Chi Suan Zi Zi Ding Yi ,Tong Guo webJie Mian Cao Zuo Jiang Zi Ding Yi Suan Fa Dai Ma Jing Xiang ,Zhu Ce Wei Ke Bei Ta Ren Fu Yong De pipelineSuan Zi
    Mo Xing Xun Lian Zi Dong Xue Xi Mian Xiang Fei AIBei Jing De Yong Hu Ti Gong Zi Dong Xue Xi Fu Wu ,Yong Hu Xuan Ze Mou Yi Ge Chang Jing Zhi Hou ,Shang Chuan Xun Lian Shu Ju Ji Ke Zi Dong Kai Shi Xun Lian He Mo Xing Bu Shu ,Zhi Chi Shi Li automlRen Wu Liu Dao Ru Dao Chu
    Mo Xing Xun Lian Zi Ding Yi Jing Xiang Mian Xiang Gao Ji AI Kai Fa Zhe ,Ti Gong Zi Ding Yi Xun Lian Zuo Ye (Zhi Xing Huan Jing + Dai Ma )Gong Neng ;
    Mo Xing Xun Lian Zi Dong Diao Can Ji Yu Dan Ji /Fen Bu Shi Zi Dong Chao Can Sou Suo
    Mo Xing Xun Lian TensorBoardZuo Ye Shi Shi /Chi Xian Guan Cha Mo Xing Xun Lian Guo Cheng Zhong De Can Shu He Zhi Biao Bian Hua Qing Kuang
    Mo Xing Guan Li Tui Li Fu Wu Nei Bu Fu Wu Zhi Chi Kai Fa Huo Yun Wei Gong Ju Kuai Jie Bu Shu ,Ti Gong mysql-web,postgresql web,mobgo web, redis web,neo4j,rstudioDeng Kai Yuan Gong Ju
    Mo Xing Guan Li Tui Li Fu Wu Mo Xing Guan Li Mo Xing Guan Li Yong Yu Dui Mo Xing Duo Ban Ben Guan Li ,Zhi Chi Mo Xing Fa Bu Wei Tui Li Fu Wu
    Mo Xing Guan Li Tui Li Fu Wu Tui Li Fu Wu
  • Zhi Chi ml/tf/pytorch/tentortrt/onnxChang Gui Mo Xing De Duo Ban Ben De 0Dai Ma Fa Bu .
  • Zhi Chi gpuQia Xing Xuan Ze ,Zhi Chi vgpu,Du Zhan ,Gong Xiang Zhan Yong ,
  • Zhi Chi cpu/mem/gpuDeng Dan Xing Shen Suo ,
  • Zhi Chi Fu Wu You Xian Ji ,
  • Zhi Chi Yuan Cheng Mo Xing Lu Jing ,Zhi Chi Liu Liang Fen Liu ,Liu Liang Fu Zhi ,sidecarPei Zhi ,Zhi Chi Fan Yu Ming Pei Zhi ,Zhi Chi Pei Zhi Wen Jian Gua Zai ,Qi Dong Mu Lu /Ming Ling /Huan Jing Bian Liang /Duan Kou /Zhi Biao /Jian Kang Jian Cha Deng Zhi Chi Diao Shi Huan Jing /Ce Shi Huan Jing /Sheng Chan Huan Jing Zhi Chi Yu Ming /ipDai Li Duo Chong Xing Shi
  • Zhi Chi Fu Wu Fu Zai Zhi Biao Jian Kong
  • Zhi Chi Duo Ban Ben Fu Wu Gun Dong Sheng Ji He Hui Gun ,
  • Zhi Chi Dan podGun Dong Fa Bu
  • Zhi Chi Jin Yong k8s serviceFu Zai Jun Heng Qi
  • Zhi Chi Da Mo Xing Fen Bu Shi Tui Li
  • Ti Gong ml/tf/pytorch/tentortrt/onnxChang Gui Mo Xing Tui Li Fu Wu Jing Xiang Zhi Chi Yong Hu Zi Ding Yi Mo Xing Tui Li Jing Xiang
  • Zhi Chi Ding Shi Shen Suo Rong
  • Zhi Chi Pei Zhi Fu Wu De jwtRen Zheng Gong Neng
    • Jian Kong Zheng Ti Zi Yuan
  • Suo You Ji Qun ,Suo You Ji Suan Ji Qi De Shi Yong Qing Kuang ,Bao Gua Ji Qi De Suo Shu Ji Qun ,Suo Shu Zi Yuan Zu ,Ji Qi ip,cpu/gpuLei Xing He Qia Xing ,Dang Qian cpu/Nei Cun /gpuDe Shi Yong Lu
  • Suo You Ji Qun ,Suo You Ji Suan podDe Shi Yong Qing Kuang ,Bao Gua podSuo Shu Ji Qun ,Suo Shu Zi Yuan Zu ,Suo Shu Ming Ming Kong Jian ,Diao Du ip,podMing Cheng ,Qi Dong Yong Hu ,cpu,gpu,Nei Cun De Shen Qing Shi Yong Lu
  • Zheng Ti Zi Yuan Ye Mian ,Zhi Chi Guan Li Yuan Pi Liang Shan Chu
    • Jian Kong Jian Kong Ti Xi
  • Suo You Ji Qi De gpuZi Yuan De Shi Yong Qing Kuang ,
  • Suo You Ji Qi De Nei Cun /cpu/Wang Luo io/Ci Pan ioDe Fu Zai Qing Kuang ,
  • Suo You podDe Nei Cun /cpu/gpu/Wang Luo ioFu Zai Qing Kuang
  • Suo You Tui Li Fu Wu De Nei Cun /cpu/gpu/qps/Tun Tu /vgpuFu Zai Qing Kuang
  • Zhi Chi ibLiu Liang Jian Kong
    • Mo Xing Ying Yong Shi Chang Mo Xing Ying Yong Guan Li Fang An
  • Ti Gong cubestudio sdk,Ti Gong Mo Xing Kai Fa Gui Fan He Shi Yong Gui Fan
    • Mo Xing Ying Yong Shi Chang Mo Xing Ying Yong Guan Li Fang An
  • Ti Gong webDuan Mo Xing Ying Yong Ti Yan ,Zhi Chi Tong Bu /Yi Bu Tui Li
    • Mo Xing Ying Yong Shi Chang Mo Xing Ying Yong Guan Li Fang An
  • Ti Gong Kai Fa Duo Ge python cudaBan Ben De Ji Chu Jing Xiang
    • Mo Xing Ying Yong Shi Chang Yu Xun Lian Mo Xing
  • Ti Gong Shi Jue ,Ting Jue ,nlp,Duo Mo Tai Deng 400+Yu Xun Lian Mo Xing ,Ti Gong Yu Xun Lian Mo Xing De Mo Xing Jia Zai He Tui Li Neng Li ,Ke Zhi Jie Yi Jian Bu Shu Fu Wu ,Bing Ti Gong api
    		•
    Mo Xing Ying Yong Shi Chang Mo Xing Shi Chang
  • aihubYing Yong Dui Jie cube-studioPing Tai Jin Xing Qia Pian Shi Zhan Shi
    • Mo Xing Ying Yong Shi Chang Mo Xing Yi Jian Kai Fa
  • Ti Gong Yi Jian Zhuan notebookKai Fa ,Ti Gong Fu He Dang Qian Mo Xing Suo Xu Huan Jing De jupyter
    		•
    Mo Xing Ying Yong Shi Chang Mo Xing Yi Jian Wei Diao
  • Zhi Chi Yi Jian Zhuan pipelineWei Diao Lian Lu ,Bao Gua Shi Li Shu Ju Ji Xia Zai ,Wei Diao ,Mo Xing Zhu Ce ,Mo Xing Bu Shu ,Zhi Chi Wei Diao Hou Mo Xing Bu Shu
    • Mo Xing Ying Yong Shi Chang Mo Xing Yi Jian Bu Shu web
  • Ti Gong Mo Xing Yi Jian Bu Shu Ti Gong Shou Ji Duan He pcDuan webJie Mian He api,He demoShi Li Dan Chuang Yan Shi
    • Mo Xing Ying Yong Shi Chang Mo Xing Zi Dong Hua Biao Zhu
  • Zhi Chi Bu Shu Dui Jie labelstudioZi Dong Hua Biao Zhu
    • Mo Xing Ying Yong Shi Chang Shu Ju Ji sdk
  • Zhi Chi Tong Guo python sdkSou Suo Shang Chuan Xia Zai Shu Ju Ji ,Zhi Chi Shu Ju Ji De Jia Jie Mi /Jie Ya Suo /Shu Ju Ji Ji Chu Xin Xi Cha Kan Deng
    • Mo Xing Ying Yong Shi Chang notebook sdk
  • Zhi Chi Tong Guo api,Dui Jie cube-studioChuang Jian notebook,Bing Tiao Zhuan Dao Zhi Ding Mu Lu ,Yong Yu Qi Ta Suan Fa Ping Tai Zai Dang Qian Ping Tai De Diao Shi He Yan Shi
    • Mo Xing Ying Yong Shi Chang pipelineXun Lian sdk
  • Zhi Chi AIKai Fa Zhu Liu Yu Yan Python,Ti Gong Python SDKZhi Chi Yong Hu Tong Guo SDKLai Jin Xing pipelineRen Wu Liu Guan Li He Xun Lian Ren Wu Qi Dong Yi Ji Ren Wu Liu Bian Pai
    • Mo Xing Ying Yong Shi Chang Tui Li Fu Wu sdk
  • Ti Gong python sdk,Dui Jie cube tudioJin Xing Tui Li Fu Wu De Fa Bu ,Fu Wu Sheng Ji
    • Da Mo Xing Da Mo Xing Fen Bu Shi Duo Ji Duo Qia
  • Zhi Chi Fen Bu Shi Duo Ji Duo Qia Xun Lian ,Li Ru mpi/deepspeed/Colossal-AI
    		•
    Da Mo Xing Zhi Chi Da Mo Xing Tui Li aihubXing Shi
  • Zhi Chi openjourney/gpt3/yuan/sd-v1.5/sd-v2/sd-v3/Stable Cascade/Stable Diffusion XL/chatglm/llama/chinese-alpaca/qwen/gemma/yi/aquilachat2Bu Shu
    • Da Mo Xing Zhi Chi Da Mo Xing Tui Li openaiJie Kou
  • Zhi Chi fastchat+vllmDa Mo Xing Tui Li ,Zhi Chi Tui Li Jia Su +Liu Shi Jie Kou
    • Da Mo Xing Zhi Chi Da Mo Xing Wei Diao
  • Zhi Chi chatglm2/chatglm3/chatglm4/llama3-chinese/qwen loraWei Diao ,Zhi Chi llama-factory 100+llmWei Diao
    • Da Mo Xing Zhi Neng Dui Hua
  • Ti Gong Zhi Chi Duo Chang Jing Dui Hua ,Zhi Chi Ti Shi Ci Gou Jian ,Tui Li Jie Kou Pei Zhi ,llmWen Da ,Zhi Chi Wen Xun Zhong Mo Xing Qie Huan ,Qing Li ,Li Shi Shang Xia Wen
    • Da Mo Xing Si You Zhi Shi Ku
  • Si You Zhi Shi Ku Pei Zhi ,Si You Zhi Shi Ku Zhao Hui
    • Da Mo Xing Si You Zhi Shi Ku
  • Zhi Chi Zhao Hui Lie Biao Mo Shi
    • Da Mo Xing Si You Zhi Shi Ku
  • Zhi Chi aigcMo Shi
    • Da Mo Xing Si You Zhi Shi Ku
  • Zhi Chi Wei Xin Gong Zhong Hao Fu Wu Hao Dui Jie
    • Da Mo Xing Si You Zhi Shi Ku
  • Zhi Chi Qi Ye Wei Xin Qun Liao Ji Qi Ren Dui Jie
    • Da Mo Xing Si You Zhi Shi Ku
  • Zhi Chi Ding Ding Qun Liao Ji Qi Ren Dui Jie

    • Zhi Chi Mo Ban

    Ti Shi :

    • 1, Ke Zi You Ding Zhi Ren Wu Cha Jian ,Geng Gua Yong Dang Qian Ye Wu Xu Qiu
    Mo Kuai Mo Ban Lei Xing Wen Dang Di Zhi
    Shu Ju Dao Ru Dao Chu datax Dan Ji job-template/job/datax/README.md
    Shu Ju Dao Ru Dao Chu Shu Ju Ji Dao Ru Dan Ji job-template/job/dataset/README.md
    Shu Ju Dao Ru Dao Chu Mo Xing Dao Ru Dan Ji job-template/job/model_download/README.md
    Shu Ju Yu Chu Li data-process Dan Ji job-template/job/data-process/README.md
    Shu Ju Chu Li Gong Ju hadoop Dan Ji job-template/job/hadoop/README.md
    Shu Ju Chu Li Gong Ju ray Fen Bu Shi job-template/job/ray/README.md
    Shu Ju Chu Li Gong Ju volcanojob Fen Bu Shi job-template/job/volcano/README.md
    Te Zheng Chu Li feature-process Dan Ji job-template/job/feature-process/README.md
    Ji Qi Xue Xi Kuang Jia ray-sklearn Fen Bu Shi job-template/job/ray-sklearn/README.md
    Ji Qi Xue Xi Suan Fa random_forest Dan Ji job-template/job/random_forest/README.md
    Ji Qi Xue Xi Suan Fa lr Dan Ji job-template/job/lr/README.md
    Ji Qi Xue Xi Suan Fa lightgbm Dan Ji job-template/job/lightgbm/README.md
    Ji Qi Xue Xi Suan Fa knn Dan Ji job-template/job/knn/README.md
    Ji Qi Xue Xi Suan Fa kmeans Dan Ji job-template/job/kmeans/README.md
    Ji Qi Xue Xi Suan Fa nni Dan Ji job-template/job/hyperparameter-search-nni/README.md
    Ji Qi Xue Xi Suan Fa xgb Dan Ji job-template/job/xgb/README.md
    Ji Qi Xue Xi Suan Fa gbdt Dan Ji job-template/job/gbdt/README.md
    Ji Qi Xue Xi Suan Fa decision-tree Dan Ji job-template/job/decision_tree/README.md
    Ji Qi Xue Xi Suan Fa bayesian Dan Ji job-template/job/bayesian/README.md
    Ji Qi Xue Xi Suan Fa adaboost Dan Ji job-template/job/adaboost/README.md
    Shen Du Xue Xi tfjob Fen Bu Shi job-template/job/tf/README.md
    Shen Du Xue Xi pytorchjob Fen Bu Shi job-template/job/pytorch/README.md
    Shen Du Xue Xi paddle Fen Bu Shi job-template/job/paddle/README.md
    Shen Du Xue Xi mxnet Fen Bu Shi job-template/job/mxnet/README.md
    Shen Du Xue Xi mindspore Fen Bu Shi job-template/job/mindspore/README.md
    Shen Du Xue Xi horovod Fen Bu Shi job-template/job/horovod/README.md
    Shen Du Xue Xi mpi Fen Bu Shi job-template/job/mpi/README.md
    Shen Du Xue Xi colossalai Fen Bu Shi job-template/job/colossalai/README.md
    Shen Du Xue Xi deepspeed Fen Bu Shi job-template/job/deepspeed/README.md
    Shen Du Xue Xi megatron Fen Bu Shi job-template/job/megatron/README.md
    Mo Xing Chu Li model-evaluation Dan Ji job-template/job/model_evaluation/README.md
    Mo Xing Fu Wu Hua model-convert Dan Ji job-template/job/model-convert/README.md
    Mo Xing Fu Wu Hua model-register Dan Ji job-template/job/model_register/README.md
    Mo Xing Fu Wu Hua deploy-service Dan Ji job-template/job/deploy-service/README.md
    Mo Xing Fu Wu Hua model-offline-predict Fen Bu Shi job-template/job/offline-predict/README.md
    Duo Mei Ti Lei media-download Fen Bu Shi job-template/job/video-audio/README.md
    Duo Mei Ti Lei video-img Fen Bu Shi job-template/job/video-audio/README.md
    Duo Mei Ti Lei video-audio Fen Bu Shi job-template/job/video-audio/README.md
    Da Mo Xing llama Dan Ji Duo Qia job-template/job/llama-factory
    Da Mo Xing chatglm Dan Ji Duo Qia job-template/job/llama-factory
    Da Mo Xing qwen Dan Ji Duo Qia job-template/job/llama-factory
    Da Mo Xing deepseek Dan Ji Duo Qia job-template/job/llama-factory
    Da Mo Xing llama-factory Dan Ji Duo Qia job-template/job/llama-factory

    Ping Tai Jian Jie

    Wan Zheng De Ping Tai Bao Han

    • 1, Ji Qi De Biao Zhun Hua
    • 2, Fen Bu Shi Cun Chu (Dan Ji Ke Hu Lue ), k8sJi Qun , Jian Kong Ti Xi (prometheus/efk/zipkin)
    • 3, Ji Chu Neng Li (tf/pytorch/mxnet/valcano/rayDeng Fen Bu Shi ,nni/rayChao Can Sou Suo )
    • 4, Ping Tai webBu Fen (oa/Quan Xian /Xiang Mu Zu , Zai Xian Gou Jian Jing Xiang , Zai Xian Kai Fa , pipelineTuo La Zhuai , Chao Can Sou Suo , Tui Li Fu Wu Guan Li Deng )

    Suan Li /Cun Chu /Yong Hu Guan Li

    Suan Li :

    • Yun Yuan Sheng Tong Chou Ping Tai cpu/gpuDeng Suan Li
    • Zhi Chi Hua Fen Duo Zi Yuan Zu ,Zhi Chi Duo k8sJi Qun ,Duo Di Bu Shu
    • Zhi Chi T4/V100/A100/Sheng Teng /dcu/VGPUDeng Yi Gou GPU/NPUHuan Jing
    • Zhi Chi Bian Yuan Ji Qun Mo Shi ,Zhi Chi Bian Yuan Jie Dian Shang Kai Fa /Xun Lian /Tui Li
    • Zhi Chi Kun Peng Xin Pian arm64Jia Gou ,RDMA

    Cun Chu :

    • Zi Dai Fen Bu Shi Cun Chu ,Zhi Chi Duo Ji Fen Bu Shi Xia Wen Jian Chu Li
    • Zhi Chi Wai Bu Cun Chu Gua Zai ,Zhi Chi Xiang Mu Zu Gua Zai Bang Ding
    • Zhi Chi Ge Ren Cun Chu Kong Jian /Zu Kong Jian Deng Duo Chong Xing Shi
    • Ping Tai Nei Cun Chu Kong Jian Bu Xu Yao Qian Yi

    Yong Hu Quan Xian :

    • Zhi Chi ssoDeng Lu ,Dui Jie Gong Si Zhang Hao Ti Xi
    • Zhi Chi Xiang Mu Zu Hua Fen ,Zhi Chi Pei Zhi Xiang Ying Xiang Mu Zu Yong Hu De Quan Xian
    • Guan Li Ping Tai Yong Hu De Ji Ben Xin Xi ,Zu Zhi Jia Gou ,rbacQuan Xian Ti Xi

    Duo Ji Qun Guan Kong

    cubeZhi Chi Duo Ji Qun Diao Du ,Ke Tong Shi Guan Kong Duo Ge Xun Lian Huo Tui Li Ji Qun . Zai Dan Ge Ji Qun Nei ,Bu Jin Neng Zuo Dao Yi Ge Xiang Mu Zu Nei Dui Zai Xian Kai Fa , Xun Lian , Tui Li De Ge Chi ,Huan Ke Yi Zuo Dao Yi Ge k8sJi Qun Xia Duo Ge Xiang Mu Zu Suan Li De Ge Chi . Ling Wai Zai Bu Tong Xiang Mu Zu Xia De Suan Li Jian Ju You Dong Tai Jun Heng De Neng Li ,Neng Gou Zai Duo Xiang Mu Jian Gong Xiang Gong Gong Suan Li Chi He Si You Hua Suan Li Chi ,Zuo Dao Cheng Ben Zui Di Hua .

    Fen Bu Shi Cun Chu

    cubeHui Zi Dong Wei Yong Hu Gua Zai Yong Hu De Ge Ren Mu Lu ,Tong Yi Ge Yong Hu Zai Ping Tai Ren He Di Fang Qi Dong De Rong Qi ,Qi Yong Hu Ge Ren Zi Mu Lu Jun Wei /mnt/$username. Ke Yi Jiang pvc/hostpath/memory/configmapDeng Gua Zai Cheng Rong Qi Mu Lu . Tong Shi Ke Yi Zai Xiang Mu Zu Zhong Pei Zhi Xiang Mu Zu De Mo Ren Gua Zai ,Jin Er Shi Xian Yi Ge Xiang Mu Zu Gong Xiang Tong Yi Ge Mu Lu Deng Gong Neng .

    Zai Xian Kai Fa

    • Xi Tong Duo Zu Hu /Duo Shi Li Guan Li ,Zai Xian Jiao Hu Kai Fa Diao Shi ,Wu Xu An Zhuang San Fang Kong Jian ,Zhi Xu Liu Lan Qi Jiu Neng Wan Cheng Kai Fa .
    • Zhi Chi vscode,jupyter,Matlab,RstudioDeng Duo Chong Zai Xian IDELei Xing
    • JupyterZhi Chi cube-studio sdk,Julia,R,python,pysparkDuo Nei He Ban Ben ,

    • Zhi Chi c++,java,condaDeng Duo Chong Kai Fa Yu Yan ,Yi Ji tensorboard/git/gpuJian Kong Deng Duo Chong Cha Jian
    • Zhi Chi ssh remoteYu notebookHu Tong ,Ben Di Jin Xing Dai Ma Kai Fa
    • Zai Xian Jing Xiang Gou Jian ,Tong Guo Web ShellFang Shi Zai Liu Lan Qi Zhong Wan Cheng Gou Jian ;Bing Ti Gong Ge Chong Ban Ben notebook,inference,gpu,pythonDeng Ji Chu Jing Xiang

    Biao Zhu Ping Tai :

    • Zhi Chi Tu /Wen /Yin /Duo Mo Tai /Da Mo Xing Duo Chong Lei Xing Biao Zhu Gong Neng ,Yong Hu Guan Li ,Gong Zuo Ren Wu Fen Fa
    • Dui Jie aihubMo Xing Shi Chang ,Zhi Chi Zi Dong Hua Biao Zhu ;Dui Jie Shu Ju Ji ,Zhi Chi Biao Zhu Shu Ju Dao Ru ;Dui Jie pipeline,Zhi Chi Biao Zhu Jie Guo Zi Dong Hua Xun Lian

    Tuo La Zhuai pipelineBian Pai

    1, MlQuan Liu Cheng

    Shu Ju Dao Ru ,Shu Ju Yu Chu Li ,Chao Can Sou Suo ,Mo Xing Xun Lian ,Mo Xing Ping Gu ,Mo Xing Ya Suo ,Mo Xing Zhu Ce ,Fu Wu Shang Xian ,mlSuan Fa Quan Liu Cheng

    2, Ling Huo Kai Fang

    Zhi Chi Dan Ren Wu Diao Shi , Fen Bu Shi Ren Wu Ri Zhi Ju He Cha Kan ,pipelineDiao Shi Gen Zong ,Ren Wu Yun Xing Zi Yuan Jian Kong ,Yi Ji Ding Shi Diao Du Gong Neng (Bao Han Bu Lu ,Hu Lue ,Zhong Shi ,Yi Lai ,Bing Fa Xian Zhi ,Guo Qi Tao Tai Deng Gong Neng )

    Fen Bu Shi Kuang Jia

    1, Xun Lian Kuang Jia Zhi Chi Fen Bu Shi (Xie Yi He Ce Lue )
    2, Dai Ma Shi Bie Fen Bu Shi Jiao Se (You Zhuang Tai )
    3, Kong Zhi Qi Bu Shu Fen Bu Shi Xun Lian Ji Qun (operator)
    4, Pei Zhi Fen Bu Shi Xun Lian Ji Qun De Bu Shu (CRD)

    Duo Ceng Ci Duo Lei Xing Suan Zi

    Yi k8sWei He Xin ,
    1, Zhi Chi tfFen Bu Shi Xun Lian , pytorchFen Bu Shi Xun Lian , sparkFen Bu Shi Shu Ju Chu Li , rayFen Bu Shi Chao Can Sou Suo , mpiFen Bu Shi Xun Lian , horovodFen Bu Shi Xun Lian , nniFen Bu Shi Chao Can Sou Suo , mxnetFen Bu Shi Xun Lian , volcanoFen Bu Shi Shu Ju Chu Li , kaldiFen Bu Shi Yu Yin Xun Lian Deng ,
    2, Yi Ji Zai Ci Yan Sheng Chu Lai De Fen Bu Shi De Shu Ju Xia Zai ,hdfsLa Qu ,cosShang Chuan Xia Zai ,Shi Pin Cai Zheng ,Yin Pin Chou Qu ,Fen Bu Shi De Xun Lian ,Li Ru Tui Jian Chang Jing De dinSuan Fa ,ComiRecSuan Fa ,MMoESuan Fa ,DeepFMSuan Fa ,youtube dnnSuan Fa ,pleMo Xing ,ESMMMo Xing ,Shuang Ta Mo Xing ,Yin Shi Pin De wenet,containAIDeng Suan Fa De Fen Bu Shi Xun Lian .

    Gong Neng Mo Ban Hua

    • He Fei Mo Ban Kai Fa Xiang Bi ,Shi Yong Mo Ban Jian Li Ying Yong Cheng Ben Hui Geng Di Yi Xie ,Wu Xu Kai Fa Ping Tai .
    • Qian Yi Geng Jia Rong Yi ,Tong Guo Mo Ban Biao Zhun Hua Hou ,Hou Xu Ying Yong Qian Yi Die Dai Zhi Xu Qian Yi Pei Zhi Mo Ban ,Jian Hua Fu Za De Pei Zhi Cao Zuo .
    • Pei Zhi Fu Yong ,Tong Guo Jian Dan De Pei Zhi Jiu Ke Yi Fu Yong Zhe Xie Neng Li ,Suan Fa Yu Gong Cheng Fen Chi Bi Mian Zhong Fu Kai Fa .

    Wei Liao Bi Mian Zhong Fu Kai Fa ,Dui pipelineZhong De taskGong Neng Jin Xing Mo Ban Hua Kai Fa . Ping Tai Kai Fa Zhe Huo Yong Hu Ke Zi Xing Kai Fa Mo Ban Jing Xiang ,Jiang Jing Xiang Zhu Ce Dao Ping Tai ,Zhe Yang Qi Ta Yong Hu Jiu Ke Yi Fu Yong Zhe Xie Gong Neng . Ping Tai Zi Dai Mo Ban Zai job-templateMu Lu Xia

    Liu Shui Xian Diao Shi

    • PipelineDiao Shi Zhi Chi Ding Shi Zhi Xing ,Zhi Chi ,Bu Lu ,Bing Fa Xian Zhi ,Chao Shi ,Shi Li Yi Lai Deng .
    • PipelingYun Xing ,Zhi Chi Bian Liang Zai Ren Wu Jian Shu Ru Shu Chu ,Quan Ju Bian Liang ,Liu Xiang Kong Zhi ,Mo Ban Bian Liang ,Shu Ju Shi Jian Deng
    • PipelingYun Xing ,Zhi Chi Ren Wu Jie Guo Ke Shi Hua ,Tu Pian , csv/json,echartYuan Ma Ke Shi Hua

    nniChao Can Sou Suo

    Jie Mian Hua Cheng Xian Xun Lian Ge Zu Shu Ju ,Tong Guo Tu Xing Jie Mian Jin Xing Zhi Guan Cheng Xian . Jian Shao Yi Wang Kai Fa Diao Can Guo Cheng De Ku Zao Gan ,Rang Zheng Ge Diao Can Guo Cheng Geng Jia Sheng Dong Ju You Qu Wei Xing ,Wan Quan Wu Xu Feng Fu Jing Yan Jiu Neng Shi Xian Geng Jing Zhun De Can Shu Kong Zhi Diao Jie .

    # Shang Bao Dang Qian Die Dai Mu Biao Zhi
    nni.report_intermediate_result(test_acc)
    # Shang Bao Zui Zhong Mu Biao Zhi
    nni.report_final_result(test_acc)

    # Jie Shou Chao Can Shu Wei Shu Ru Can Shu
    parser.add_argument('--batch_size', type=int)

    Tui Li Fu Wu

    0Dai Ma Fa Bu Tui Li Fu Wu Cong Di Ceng Dao Shang Ceng ,Bao Han Fu Wu Wang Ge ,serverless,pipeline,httpKuang Jia ,Mo Xing Ji Suan .

    • Fu Wu Wang Ge Jie Duan :Zhu Yao Gong Zuo Shi Dai Li Liu Liang De Zhong Zhuan He Guan Kong ,Li Ru Fen Liu ,Jing Xiang ,Xian Liu ,Hei Bai Ming Dan Zhi Lei De .

    • serverlessJie Duan :Zhu Yao Wei Fu Wu De Zhi Neng Hua Yun Wei ,Li Ru Fu Wu De Ji Huo ,Shen Suo Rong ,Ban Ben Guan Li ,Lan Lu Fa Bu .

    • pipelineJie Duan :Zhu Yao Wei Qing Qiu Zai Ge Shu Ju Chu Li /Tui Li Zhi Jian De Liu Dong . Tui Li De Qian Hou Zhi Chu Li Luo Ji Deng .

    • http/grpcKuang Jia :Zhu Yao Wei Chu Li Ke Hu Duan De Qing Qiu ,Zhun Bei Tui Li Yang Ben ,Tui Li Hou Zuo Chu Xiang Ying .

    • Mo Xing Ji Suan :Mo Xing Zai cpu/gpuShang Dui Shu Ru Yang Ben Zuo Qian Xiang Ji Suan .

    Zhu Yao Gong Neng :

    • Zhi Chi Mo Xing Guan Li Zhu Ce ,Hui Du Fa Bu ,Ban Ben Hui Tui ,Mo Xing Zhi Biao Ke Shi Hua ,Yi Ji Zai pieplineZhong Jin Xing Mo Xing Zhu Ce
    • Tui Li Fu Wu Zhi Chi Duo Ji Qun ,Duo Zi Yuan Zu ,Yi Gou gpuHuan Jing ,Ping Tai Zi Yuan Tong Chou Jian Kong ,VGPU,Fu Wu Liu Liang Fen Liu ,Fu Zhi ,sidecar
    • Zhi Chi 0Dai Ma De Mo Xing Fa Bu ,gpuTui Li Jia Su ,Zhi Chi Xun Lian Tui Li Hun Bu ,Fu Wu You Xian Ji ,Zi Ding Yi Zhi Biao Dan Xing Shen Suo .

    Jian Kong He Tui Song

    Jian Kong :cube-studioJi Cheng prometheusSheng Tai ,Ke Yi Jian Kong Bao Gua Zhu Ji ,Jin Cheng ,Fu Wu Liu Liang ,gpuDeng Xiang Guan Fu Zai ,Bing Pei Tao grafanaJin Xing Ke Shi Hua

    Tui Song :cube-studioKai Fang Tui Song Jie Kou ,Ke Zi Ding Yi Tui Song Gei Qi Ye oaXi Tong

    AIHub

    • Xi Tong Zi Dai Tong Yong Mo Xing Shu Liang 400+,Fu Gai Jue Da Shu Xing Ye Chang Jing ,Gen Ju Xu Qiu Ke Yi Bu Duan Kuo Chong .
    • Mo Xing Kai Yuan , An Xu Ding Zhi ,Fang Bian Kuai Su Ji Cheng ,Man Zu Yong Hu Ye Wu Zeng Chang Ji Er Ci Kai Fa Sheng Ji .
    • Mo Xing Biao Zhun Hua Kai Fa Guan Li ,Da Fu Jiang Di Shi Yong Men Jian ,Kai Fa Zhou Qi Shi Chang Ping Jun Xia Jiang 30%Yi Shang .

    • AIHubMo Xing Ke Yi Jian Bu Shu Wei WEBDuan Ying Yong ,Shou Ji Duan /PCDuan Jie Ke ,Shi Shi Cha Kan Mo Xing Ying Yong Xiao Guo
    • Dian Ji Mo Xing Kai Fa Ji Ke Jin Ru notebookJin Xing Mo Xing Dai Ma De Er Ci Kai Fa ,Shi Xian Yi Jian Kai Fa
    • Dian Ji Xun Lian Ji Ke Jia Ru Zi Ji De Shu Ju Jin Xing Yi Jian Wei Diao ,Shi Mo Xing Geng Tie He Zi Shen Chang Jing

    GPTXun Lian Wei Diao

    • cube-studioZhi Chi deepspeed/colossalaiDeng Fen Bu Shi Jia Su Kuang Jia ,Ke Yi Jian Shi Xian Da Mo Xing Duo Ji Duo Qia Fen Bu Shi Xun Lian
    • AIHubBao Han gpt/AIGCDa Mo Xing ,Ke Yi Jian Zhuan Wei Wei Diao pipeline,Xiu Gai Wei Zi Ji De Shu Ju Hou ,Bian Ke Yi Wei Diao Bing Bu Shu

    GPT-RDMA

    rdmaCha Jian Bu Shu Hou ,k8sJi Qi Ke Yong Zi Yuan

    capacity:
    cpu: '128'
    memory: 1056469320Ki
    nvidia.com/gpu: '8'
    rdma/hca: '500'

    Dai Ma Fen Bu Shi Xun Lian Zhong Shi Yong IBShe Bei

    export NCCL_IB_HCA=mlx5
    export MLP_WORKER_GPU=$GPU_NUM
    export MLP_WORKER_NUM=$WORLD_SIZE
    export MLP_ROLE_INDEX=$RANK
    export MLP_WORKER_0_HOST=$MASTER_ADDR
    export MLP_WORKER_0_PORT=$MASTER_PORT

    gptSi You Zhi Shi Ku

    • Shu Ju Zhi Neng Mo Kuai Ke Pei Zhi Zhuan Ye Ling Yu Zhi Neng Dui Hua ,Kuai Su Min Jie Shi Yong llm
    • Ke Wei Mou Ge Liao Tian Chang Jing Pei Zhi Si You Zhi Shi Ku Wen Jian ,Zhi Chi Zhu Ti Fen Ge ,Yu Yi embedding,Yi Tu Shi Bie ,Gai Yao Ti Qu ,Duo Lu Zhao Hui ,Pai Xu ,Duo Chong Gong Neng Rong He

    gptZhi Neng Liao Tian

    • Ke Yi Jiang Zhi Neng Hui Hua Yu AIHubXiang Jie He ,Li Ru Xia Mian AIGCMo Xing Yu Liao Tian Hui Hua
    • Ke Shi Yong AutogptFang Shi Chuan Lian Suo You aihubMo Xing ,Jin Xing Tu Wen Yin Zhi Neng Hua Chu Li
    • Zhi Neng Hui Hua Yu Gong Gong Zhi Jie Da Tong ,Ke Zai Wei Xin Gong Zhong Hao Zhong Jin Xing Tu Wen Yin Dui Hua

    Shu Ju Zhong Tai Dui Jie

    Wei Liao Jia Su AISuan Fa Ping Tai De Shi Yong ,cube-studioZhi Chi Dui Jie Gong Si Yuan You Shu Ju Zhong Tai ,Bao Gua Shu Ju Ji Suan Yin Qing sqllab,Yuan Shu Ju Guan Li ,Zhi Biao Guan Li ,Wei Biao Guan Li ,Shu Ju ETL,Shu Ju Ji Guan Li

    San Chong Fang Shi Bu Shu

    Zhen Dui Qi Ye Xu Qiu ,Gen Ju Bu Tong Chang Jing Dui Ji Suan Shi Shi Xing De Bu Tong Xu Qiu ,Ke Yi Ti Gong San Chong Jian She Mo Shi

    Mo Shi Yi :Si You Hua Bu Shu ----Dui Shu Ju An Quan Yao Qiu Gao , Yu Suan Chong Zu , Zi Ji You Kai Fa Neng Li
    Mo Shi Er :Bian Yuan Ji Qun Bu Shu ----Suan Li Fen San ,Duo Ge Zi Wang Huan Jing De Chang Jing ,Huo Bian Yuan She Bei Chang Jing
    Mo Shi San :serverlessJi Qun ----Cheng Ben You Xian ,An Xu Shen Qing Suan Li De Chang Jing

    Bian Yuan Ji Suan

    Tong Guo Bian Yuan Ji Qun De Xing Shi ,Zai Zhong Xin Jie Dian Bu Shu Ping Tai ,Bing Jiang Bian Yuan Jie Dian Jia Ru Diao Du ,Mei Ge Si You Wang Yong Hu ,Tong Guo Xiang Mu Zu ,Jiang notebook,pipeline,serviceBu Shu Zai Bian Yuan Jie Dian

    • 1, Bi Mian Shu Ju Dao Zhong Xin Jie Dian De Dai Kuan Chuan Shu
    • 2, Bi Mian Zhong Xin Jie Dian De Suan Li Cheng Ben ,Chong Fen Li Yong Bian Yuan Jie Dian Suan Li
    • 3, Bi Mian Bian Yuan Jie Dian De Yun Wei Cheng Ben

    About

    cube studioKai Yuan Yun Yuan Sheng Yi Zhan Shi Ji Qi Xue Xi /Shen Du Xue Xi /Da Mo Xing AIPing Tai ,mlopsSuan Fa Lian Lu Quan Liu Cheng ,Suan Li Zu Ren Ping Tai ,notebookZai Xian Kai Fa ,Tuo La Zhuai Ren Wu Liu pipelineBian Pai ,Duo Ji Duo Qia Fen Bu Shi Xun Lian ,Chao Can Sou Suo ,Tui Li Fu Wu VGPUXu Ni Hua ,Bian Yuan Ji Suan ,Biao Zhu Ping Tai Zi Dong Hua Biao Zhu ,deepseekDeng Da Mo Xing sftWei Diao /Jiang Li Mo Xing /Qiang Hua Xue Xi Xun Lian ,vllm/ollama/mindieDa Mo Xing Duo Ji Tui Li ,Si You Zhi Shi Ku ,AIMo Xing Shi Chang ,Zhi Chi Guo Chan cpu/gpu/npu Sheng Teng Sheng Tai ,Zhi Chi RDMA,Zhi Chi pytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/ray/vol canoDeng Fen Bu Shi

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