DeepSeek冲击波:金融大模型对量化投资的影响.docx
. DeepSeekfiJ?á
ü?lxl%üAI%ê*pA?$KI??(??UDeepSeekN?üT2023H,fiT2023H1102???H?%“DeepSeekCoder”UPfi1B,7B,33Bfi9??ê%,H?Base?%tfil?i??2??%ùòfü+N??9??HumanEvallS?o1J*?iJ,DeepSeekCoderù
in?W??fiF?+U?P/%??%@H2023H1129?,DeepSeek@NT ip?
%:DeepSeekLLM67B,
%1: FJlàHíà
2023-11-02
DeepSeek
IB.TB.33B
d
Wheńtheke)))guage
TheRiseofCodeIntelIíg)nc8?
2023-11-29
DeepSeekLL?4
7B.67B
languageModelswithLongtermism?
2024-01-11
??f?@@Mo?3??B?g?DeepSeekMoE
16B
ù?4? ?% ?,2024H0111?DeepSeekH@NT/?c? @??MoE(Mixture—of—Experts),P/?òMI MoE ?ê%DeepSeekMoE,
%2:DeepSeekMoEl6B LLM fb
52
DeepSeekNoE16B
gg
LLaMA27B
c 48
46
LLaMA7B
40
38
36
Falc,gm7B
?-“““ +
RedPajama-INCITE7B
RedPajama-INC-IY#3B GPT-J6B
yopénLLaNA3B
OPT2.7B@ytfiia2.8B
.BLOOM3BNPT-neo27B
2 3 4 5 6 7
NumberofActivatedParameters(Billions)
arxiV fiNd0DeepSeek—V2HI fitfiW, MOEd0Ap£$ ,V2 Multi—headLatentAttention(MLA)HI ,1$iKC ?$(Key-Value(KV)cache)Tf°+T93.3%
B\Al: GUIiNJ
B
\
TrainingCosts
Pre-Training
ContextExtension
Post-Training
Total
inH800GPUHoursInUSD
2664K
$5.328M
119K
$0.238M
5K
$0.01M
2788K
$5.576M
2017 Transformer
$930
2018 BERT—Large
$3,288
2019 RoBERTaLarge
Meta
$160,018
2020 GPT-3175B(davinci)
OpenAI
$4,324,883
Megatron-TuringNLG530B
Microsoft/NVIDIA
$6,405,653
2022 LaMDA
$1,319,586
2022 PaLM(540B)
$12,389,056
2023 GPT—4
OpenAI
$78,352,034
2023 Llama270B
Meta
$3,931,897
2023 GeminiUltra
$191,400,000
NfiiJ:www.visuaJcapitaJist.corn,I iBi?1iE@bP
@
^ tz;
^ tz;?sycm?atcoiuoiondtaxasxara ;?ino/a+log
g ”jonFxpairsfor¥@mlgereraaon
amwoa
NoAI
Increasinguseofadvanceddataprocessingtechniques
Bloomberg