ti<zdZddlZddlZddlmZddlmZddlm Z ddl Z dZ d dZ d dZ d d Zed k(reyy) zfExample use of Timer and op fuzzers to measure kernel performance. $ python -m examples.op_benchmark N)Timer)BinaryOpFuzzer) UnaryOpFuzzerg?ct|jt|jk7r tdtfd|j Dr tdy)zBuiltin dict comparison will not compare numpy arrays. e.g. x = {"a": np.ones((2, 1))} x == x # Raises ValueError zdicts must have the same keysc3fK|](\}}|dk7s tj||k7*yw)dtypeN)npall).0kvdict_1s q/home/ubuntu/crypto_trading_bot/.venv/lib/python3.12/site-packages/torch/utils/benchmark/examples/op_benchmark.py z%assert_dicts_equal..s, MdaW 266!vay. ! Ms 1 1z.dict values differ for keys other than 'dtype'N)setkeysAssertionErrorr items)dict_0rs `rassert_dicts_equalrsU  6;;=S//<== Mflln MMMNNNc|dtjj|}|dtjj|}g}t t ||dD]\}\}}|\} } } |\} } }t | |t | d| dfd| | fD\}}g}| D]}ddj| |jDcgc]W}d ttj|z|k(r&|d kDr!d ttj|n t|Yc}zd z}| |d }t|tjt|k(rdntt!|}| |d}t#|t|kDr t|nd}|j%||||f|j%|||ft'dd zd|dt'gddddf\}}}}}|D]\}}}|j(dz}|j(dz}t+||z ||zz d z}|j%||||f|D][\}} }}t-|t|}t-|t| }t-|t|}t-|t|}]|j/t1j2d t'dt'dddd|zddt'dj5|ddd j5|dt'dd|dddf|dddffD]\}!}"|!D]\}}}}|d zd!d"||krd#nd$d%g}#|#j7|dd&D$cgc]}$dj5t|#d!c}$t |#|dD]_\}%\}} }}|d'j5|d z}| j5|dz} |j5|}t'|%d|d(| d)|d*| at'|"ycc}wcc}$w)+Nr)seedrT)strictxc3`K|]%}t|jt'yw))globals) min_run_timeN)rblocked_autorange _MEASURE_TIME)r tensorsstmts rrzrun..,s;.    ]; <. s+.(z, z2 ** )ordersteps z / )endg.A)keyzstmt: z diff fasterz>17 shapez>16z steps zd---------------------------------------------------------------------------------------------------- z...idz>4.1fz% intfloatz<20:z z| z | )torchfloat32takeint32 enumerateziprjoinr.r1r log2strr arangelentuplesumappendprintmedianabsmaxsortoperator itemgetterljustextend)&nr" fuzzer_cls float_iterint_iter raw_resultsi float_values int_values float_tensorsfloat_tensor_params float_params int_tensorsint_tensor_params int_paramsfloat_measurementint_measurement descriptionsname shape_strr' order_strr) steps_strparsed_resultsname_len shape_len order_len steps_lent_floatt_intrel_diffr.resultsspacertime_str_t_strs& ` rrunrns%--8==a@Jq 499! W]]9 % &r#hw}}Y/G.H IrR i[ )*+CR0%8>#$;OQS:TU 6= P 2GUHl#c>%0uweT[\_5`abH OOcrARSARXXc(1+&67S T69(LY]6^ P22eUEqz''1 5 IN3 I.qbveWJugNO  P P f  E)JTs AP8 $P= cptddttddttddty)Nr0ztorch.median(x, dim=0))rLr"rMztorch.square(x)zx + y)rnrrrrmainrqds(#,G#%-@#G7r__main__)returnN)__doc__numpyr r5torch.utils.benchmarkr'torch.utils.benchmark.op_fuzzers.binaryr&torch.utils.benchmark.op_fuzzers.unaryrrHr rrnrq__name__rprrrzsK  'B@  OBJ8  zFr