קgUddlmZmZmZmZddlZddlmcmZ ddlm Z gZ ee e d<ejjGddZdS))DictListOptionalTupleN)Tensor__all__ceZdZ ddeededeeefd ed ed ed ed ededefdZdede efdZ dee efdZ dS)_FunctionalAdamWMbP?g?g+?:0yE>{Gz?Fparamslrbetaseps weight_decayamsgradmaximizeforeachfused_allow_empty_param_listc d|kstd|d|kstd|d|dcxkrdksntd|dd|dcxkrdksntd|dd|kstd ||||d|d|d |_||_||_||_| |_t jtt j ttt j ffi|_ t|dkr| std d |i|_dS) NzInvalid learning rate: zInvalid epsilon value: rg?z#Invalid beta parameter at index 0: z#Invalid beta parameter at index 1: zInvalid weight_decay value: )rrbeta1beta2rz%optimizer got an empty parameter listr) ValueErrordefaultsrrrrtorchjitannotaterrstrstatelen param_group) selfrrrrrrrrrrs d/var/www/html/ai-engine/env/lib/python3.11/site-packages/torch/distributed/optim/functional_adamw.py__init__z_FunctionalAdamW.__init__sbyy;r;;<< <czz+++&' 5!i()))5./// < <  " "5)9#: ; ; ;5=))) ]__   G  mG,mG,=&!]>:M%( j'%                      sA2HH  H  gradientsc>|jd}g}g}g}g}g}g}t|t|kr6tddt|dzdt|zd} t|jd|D]q\} } | h| t j| z} || || | |jvri|j| <|j| } t jd| d<t j | tj | d <t j | tj | d <|j r#t j | tj | d <|j| } || d || d |j r|| d || dst j 5tj|||||||j |j|jd |jd|jd|jd|jd|j|jdd| ddddS#1swxYwYdS)NrzEthe gradients passed in does not equal to the size of the parameters!zParams length: z. zGradients length: Frr.r/r1r2r3rrrrrr4)r&r%rzipr r8r9r$r:r;r<rr=r>r?rrrr) r'rGrr@rArBrCrDrEr7r+gradientr$s r(r.z_FunctionalAdamW.steps!(+ $& v;;#i.. ( (W3CKK33347s9~~778   "4#3H#=yII 2 2OE8#u/666  ''... X&&& **(*DJu% Ju-E$)L$5$5E&M','7U-B(((E)$+0*:U-B+++E,'|272B!1F333./ 5)i 0111""5#6777<D#**51A+BCCC""5=111 ]__   G  mG,mG,=&!]>:M%( j'%                      sA2JJJN) r r r rFFFFF) __name__ __module__ __qualname__rrfloatrboolr)rrFr.r*r(r r s %1"(-*.*.V *. *.UE\" *.  *.  *.*.*.*.*."&*.*.*.*.X;;hv.>;;;;zGd8F#34GGGGGGr*r )typingrrrrr torch.optim._functionaloptim _functionalr>rrr#__annotations__r!scriptr rPr*r(rWs............. #########cqqqqqqqqqqr*