+ QV-j^RItRtRRltR#)NcJW,VP4, p\P!V4p\WP4, 4pV^8dW4, p\P!\P !V44RRR1,pVFjp\P !Wh8H4wp \\V 4V4p VPWRR7p WI;;,^, uu&WZ,pV^8XgKjM VP\P4#)aComputes approximate mode of multivariate hypergeometric. This is an approximation to the mode of the multivariate hypergeometric given by class_counts and n_draws. It shouldn't be off by more than one. It is the mostly likely outcome of drawing n_draws many samples from the population given by class_counts. Args ---------- class_counts : ndarray of int Population per class. n_draws : int Number of draws (samples to draw) from the overall population. rng : random state Used to break ties. Returns ------- sampled_classes : ndarray of int Number of samples drawn from each class. np.sum(sampled_classes) == n_draws NF)sizereplace) sumnpfloorintsortuniquewhereminlenchoiceastypeint64) class_countsn_drawsrng continuousfloored need_to_add remaindervaluesvalueindsadd_nows &&& h/Volumes/fast/ai/experiments/ui-tars-smoke/.venv/lib/python3.14/site-packages/datasets/utils/stratify.pyapproximate_moders0',*:*:*<>"(( ##c #"\P!VRR7wrVVP^,p\P!V4p\P!V4^8d \ R4hW8d\ RW3,4hW'8d\ RW'3,4h\P !\P!VRR7\P!V4RR 4p \V4Fp \WV4p W, p \WV4p .p.p\V4FpVPVV,4pV V,PVR R 7pVPVRV V,4VPVV V,V V,V V,,4K VPV4pVPV4pW3xK R#5i) aP Provides train/test indices to split data in train/test sets. It's reference is taken from StratifiedShuffleSplit implementation of scikit-learn library. Args ---------- n_train : int, represents the absolute number of train samples. n_test : int, represents the absolute number of test samples. random_state : int or RandomState instance, default=None Controls the randomness of the training and testing indices produced. Pass an int for reproducible output across multiple function calls. n_splits : int, default=10 Number of re-shuffling & splitting iterations. T)return_inversezMinimum class count errorzLThe train_size = %d should be greater or equal to the number of classes = %dzKThe test_size = %d should be greater or equal to the number of classes = %d mergesort)kindNclip)moder)rr shapebincountr ValueErrorsplitargsortcumsumranger permutationtakeextend)yn_trainn_testrn_splitsclasses y_indices n_classesr class_indices_n_iclass_counts_remainingt_itraintestir.perm_indices_class_is&&&&& r)stratified_shuffle_split_generate_indicesrA6s.1T:G a I;;y)L vvla455 Z^e]q q   Y]c\o o  HHRZZ DbiiP\F]^a_aFbcM 8_|c:!-!35sCy!A//,q/:K#0#3#8#86#8#R LL-hA7 8 KK,SVc!fs1voF G " &t$k!sGG) )numpyrrrAr rrEs/$d5r