U <c_@stddlZddlZddlmZmZmZmZdZdZ e dde e e ee e e dDZGdd d eZdS) N)FuzzerFuzzedParameterParameterAliasFuzzedSparseTensoriccs|]}d|VqdS)N.0irrR/tmp/pip-unpacked-wheel-gikjz4vx/torch/utils/benchmark/op_fuzzers/sparse_binary.py sr cs$eZdZejdffdd ZZS)BinaryOpSparseFuzzerFcstjtdddddddtddddddd d d td Dd d td Ddd td Ddd td Dtddddddtdddddtdddddg tdddddddd||d td d!dddddd||d g|d"dS)#N dim_parameterg333333?g?)rrT) distributionstrict sparse_dim皙?namerrcSs"g|]}td|ttddqS)k_any_Z loguniformrminvalmaxvalr)r _MIN_DIM_SIZE _MAX_DIM_SIZEr rrr $sz1BinaryOpSparseFuzzer.__init__..rcSs(g|] }td|ddtDdqS)k_pow2_cSsi|]}|dttqS)?)len_POW_TWO_SIZES)r sizerrr /sz..rr)rr"r rrr r,s  c Ss<g|]4}td|td|dtd|diddqS)krg?rrTrrrr rrr r2s  cSs.g|]&}td|td|diddqS)Zy_kr&r Trr'r rrr r<s density)g?g?g{Gz?r% coalescedg?)TFZ random_valuerluniformrx)Zk0Zk1Zk2ii) rr#rrr(r)Z min_elementsZ max_elementsdtypecuday)Zy_k0Zy_k1Zy_k2) parametersZtensorsseed)super__init__rranger)selfr0r,r- __class__rr r2sp   > zBinaryOpSparseFuzzer.__init__)__name__ __module__ __qualname__torchZfloat32r2 __classcell__rrr5r rsr)Znumpynpr:Ztorch.utils.benchmarkrrrrrrtupler3intlog2r"rrrrr s