g^(hUddlmZddlZddlmcmZddlmZddlm Z gZ e e e d<ejjGddZy))OptionalN)Tensor)2_scripted_functional_optimizer_deprecation_warning__all__ceZdZ ddeedededededededed ed ed ed ed efdZdeeefdZ y)_FunctionalAdagradparamslrlr_decay weight_decayinitial_accumulator_valuewarmup_lr_multiplierwarmup_num_iterseps coalesce_gradforeachfusedmaximize_allow_empty_param_listctd|||||||d|_| |_| |_| |_| |_t jjtt jttt jffi|_ t|dk(r | s tdd|i|_|jdD]E}t j |j"|t j$dd|j|<Gy) N) stacklevel)r r rr r rrrz%optimizer got an empty parameter listr )sumstep)rdefaultsrrrrtorchjitannotatedictrstrstatelen ValueError param_group full_likedatatensor)selfr r r r r rrrrrrrrps h/var/www/skyplay_api_hub/venv/lib/python3.12/site-packages/torch/distributed/optim/functional_adagrad.py__init__z_FunctionalAdagrad.__init__s ;aH ()B$8 0  +    YY''U\\4U\\@Q;R-R(SUWX v;! $;DE E%f-!!(+ Aqvv/HI S)DJJqM  gradientscD|jd}g}g}g}g}t|t|k7r*tddt|dzdt|zd\}}t|jd|D]\} } |  || jz}|t j | z}|j| |j| |j| } |j| d|j| dt j5tj|||||jd |jd |jd |jd ||j|j||jdd dddy#1swYyxYw)Nr zEthe gradients passed in does not equal to the size of the parameters!zParams length: z. zGradients length: )FFrrr r r r) r r r rhas_sparse_gradrr has_complexr grad_scale found_inf)r%r#r$zip is_sparser is_complexappendr"no_gradFadagradrrrr) r)r.r params_with_gradgrads state_sums state_stepsr0r1paramgradientr"s r+rz_FunctionalAdagrad.stepIs!!(+ $& v;#i. (W#CK=34&s9~&678  (4$"4#3#3H#=yI 2OE8#8#5#55u//66  ''. X& 5)!!%,/""5=1 2]]_  II==&!]]>:z2MM%( / 'jj    s A7FFN) g{Gz?rrrg?rg|=TFFFF) __name__ __module__ __qualname__listrfloatboolr,rrr-r+rrs !+.&)"%"(--V - - -  - $) -$- ------"&-^*d8F#34*r-r)typingrrtorch.optim._functionaloptim _functionalr9r,torch.distributed.optim._deprecation_warningrrrDr!__annotations__rscriptrrGr-r+rOsO ## cZZZr-