numpy-api.csv

elements,bits,implementation,method,dataset_retained_bytes,result_retained_bytes,additional_peak_bytes,ns_op,min_ns_op,max_ns_op,loops
65536,2,numpy,asarray,65648,65648,64,52.67079927762097,52.59101065746563,52.852943355219395,131072
65536,2,numpy,array_equal,65648,28,66033,4271.565330782323,4268.045813660137,4284.281658328837,2048
65536,2,numpy,count_nonzero,65648,32,144,2463.664145579969,2462.381758050469,2474.6094595684553,2048
65536,2,numpy,take,65648,368,1024,1143.9971956406225,1126.6225499184657,1160.3750067479268,8192
65536,2,numpy,add,65648,65648,65793,1571.5026506768481,1559.9975426994206,1798.3196016757574,4096
65536,2,packed,asarray,16456,408,131514,8960.652166933869,8949.788025347516,8987.834007712081,1024
65536,2,packed,array_equal,16456,28,1143,2698.099592635117,2694.8241611535195,2703.4507183998358,2048
65536,2,packed,count_nonzero,16456,28,1191,2561.380824772641,2557.4340725142974,2577.250484137039,2048
65536,2,packed,take,16456,136,1143,2372.5483515590895,2359.5683842358994,2398.640845058253,4096
65536,2,packed,add,16456,65648,133345,15620.197245880263,15460.367194464197,15681.152490287786,512
65536,2,word-aligned,asarray,16456,408,131514,8929.60656528885,8887.044941729982,9125.854376179632,1024
65536,2,word-aligned,array_equal,16456,28,1143,2737.955583143048,2718.7500108993845,2743.428694884642,2048
65536,2,word-aligned,count_nonzero,16456,28,1191,2576.314500402077,2570.455080785905,2580.1597303143353,2048
65536,2,word-aligned,take,16456,136,1143,2392.812064044847,2378.5502776263456,2404.469682915078,4096
65536,2,word-aligned,add,16456,65648,133345,15297.60720586637,15253.744095389266,15347.330190706998,512
65536,5,numpy,asarray,65648,65648,64,52.53092183465924,52.405678019340485,52.63455982174037,131072
65536,5,numpy,array_equal,65648,28,66033,4256.062993590604,4248.738264323038,4262.512220520875,2048
65536,5,numpy,count_nonzero,65648,32,144,2419.840257061878,2408.9559929052484,2447.4896918036393,2048
65536,5,numpy,take,65648,368,1024,1146.7590468328126,1145.5688309069956,1148.6206119570852,8192
65536,5,numpy,add,65648,65648,65793,1423.4414038583054,1421.3459280654206,1452.5756455441297,4096
65536,5,packed,asarray,41032,408,131514,12802.00194742065,12740.642432618188,12813.394732802408,512
65536,5,packed,array_equal,41032,28,1143,3411.193915781041,3378.824771971267,3448.831989771861,2048
65536,5,packed,count_nonzero,41032,28,1191,5037.841674493393,5033.732577430783,5215.047849560506,1024
65536,5,packed,take,41032,232,1143,2471.78149948013,2460.1542918389896,2503.2043140527094,4096
65536,5,packed,add,41032,65648,133345,19465.08791661472,19409.3418031116,20015.056634292705,512
65536,5,word-aligned,asarray,43768,408,131514,11822.265605587745,11776.367045968072,11831.136816908838,512
65536,5,word-aligned,array_equal,43768,28,1143,3579.935537345591,3577.555162337376,3591.410177250509,2048
65536,5,word-aligned,count_nonzero,43768,28,1191,3671.5903206641087,3661.152845779725,3677.531253742927,2048
65536,5,word-aligned,take,43768,248,1143,2408.192870007042,2401.580786681734,2414.703374142846,4096
65536,5,word-aligned,add,43768,65648,133345,19421.712750045117,19363.851606613025,19569.499727367656,512
65536,7,numpy,asarray,65648,65648,64,52.605628297897056,51.72983641443807,53.304360037031984,131072
65536,7,numpy,array_equal,65648,28,66033,4248.229970471584,4228.495072311489,4253.316433278087,2048
65536,7,numpy,count_nonzero,65648,32,144,2467.9565058249864,2463.0942334624706,2469.9502318981104,2048
65536,7,numpy,take,65648,368,1024,1130.4474014650623,1117.5586962508532,1149.3274882923288,8192
65536,7,numpy,add,65648,65648,65793,1643.9308865301427,1588.5825064287928,1664.7236407152377,4096
65536,7,packed,asarray,57416,408,131514,15962.482393661048,15938.638625812018,15991.372947610216,512
65536,7,packed,array_equal,57416,28,1143,4070.1294210521155,4067.8305595065467,4075.561491845292,2048
65536,7,packed,count_nonzero,57416,28,1191,5186.605449125636,5176.431614017929,5197.265636525117,1024
65536,7,packed,take,57416,296,1167,2465.3930950080394,2462.9721337987576,2478.6377252894454,2048
65536,7,packed,add,57416,65648,133345,22871.417968417518,22833.824004919734,22934.734261070844,256
65536,7,word-aligned,asarray,58328,408,131514,14417.48054276104,14406.167792913038,14432.697298616404,512
65536,7,word-aligned,array_equal,58328,28,1143,4123.738790440257,4118.509764339251,4140.46246532962,2048
65536,7,word-aligned,count_nonzero,58328,28,1191,4246.1753082534415,4243.672833581513,4255.228532201727,2048
65536,7,word-aligned,take,58328,304,1175,2431.660902857402,2426.198477678554,2434.5803240066743,4096
65536,7,word-aligned,add,58328,65648,133345,21329.261471692007,21296.550585248042,21554.038539761677,256
1048576,2,numpy,asarray,1048688,1048688,64,52.51534140882086,52.50167767201219,52.60022639674844,131072
1048576,2,numpy,array_equal,1048688,28,1049073,49545.242291060276,49527.01419824734,49621.42156728078,128
1048576,2,numpy,count_nonzero,1048688,32,144,36120.92950788792,36111.327972321305,36141.76148403203,256
1048576,2,numpy,take,1048688,368,1024,1147.7762313916173,1143.2546216383344,1148.651108451304,8192
1048576,2,numpy,add,1048688,1048688,1048833,22833.495677332394,22786.461158830207,22898.76192662632,256
1048576,2,packed,asarray,262216,408,2097594,121518.87494837865,121368.48454247229,121766.27933513373,64
1048576,2,packed,array_equal,262216,28,1143,9259.27724892972,9251.709116142592,9278.442348659155,1024
1048576,2,packed,count_nonzero,262216,28,1191,12723.79677175195,12708.984286291525,12761.719062837074,512
1048576,2,packed,take,262216,136,1143,2334.096222966764,2328.7048520614917,2339.437060072669,4096
1048576,2,packed,add,262216,1048688,2099425,146389.97163274325,146145.18659072928,146427.73385276087,64
1048576,2,word-aligned,asarray,262216,408,2097594,119236.97093152441,119169.26814592443,119310.54541491903,64
1048576,2,word-aligned,array_equal,262216,28,1143,9159.016599369352,9150.431651505642,9199.015494232299,1024
1048576,2,word-aligned,count_nonzero,262216,28,1191,12759.195215039654,12739.340036205249,12775.63478652155,512
1048576,2,word-aligned,take,262216,136,1143,2374.2370558466064,2369.557648762566,2382.1513650545967,4096
1048576,2,word-aligned,add,262216,1048688,2099425,144589.2012270633,143723.29678735696,145848.95325242542,64
1048576,5,numpy,asarray,1048688,1048688,64,51.667527145582426,51.42433856519801,52.77538228654066,131072
1048576,5,numpy,array_equal,1048688,28,1049073,49510.414100950584,49429.68735122122,49646.80556440726,128
1048576,5,numpy,count_nonzero,1048688,32,144,36097.49546740204,36091.46824601339,36104.49221014278,256
1048576,5,numpy,take,1048688,368,1024,1141.2454625769897,1140.4622739519255,1141.42358142999,8192
1048576,5,numpy,add,1048688,1048688,1048833,22927.89486091351,22853.19169459399,23071.28943357384,256
1048576,5,packed,asarray,655432,408,2097594,179710.93620872125,179604.18335860595,180704.43184114993,32
1048576,5,packed,array_equal,655432,28,1143,18853.92157419119,18849.203115678392,18875.894511438673,512
1048576,5,packed,count_nonzero,655432,28,1191,53945.6323167542,53873.69492382277,54007.163271307945,128
1048576,5,packed,take,655432,232,1143,2528.4423372795573,2526.1431346734753,2531.5956690974417,2048
1048576,5,packed,add,655432,1048688,2099425,207890.62546100467,207566.40151375905,208688.81256319582,32
1048576,5,word-aligned,asarray,699128,408,2097594,164986.9664106518,164593.7518333085,168303.40609885752,32
1048576,5,word-aligned,array_equal,699128,28,1143,19940.5940293218,19842.28492801776,19977.3749045562,256
1048576,5,word-aligned,count_nonzero,699128,28,1191,30159.668312990107,30118.32814081572,30255.371711973567,256
1048576,5,word-aligned,take,699128,248,1143,2372.5180540168367,2370.574918586499,2375.8137217555486,4096
1048576,5,word-aligned,add,699128,1048688,2099425,190231.78174393252,190100.28336197138,190485.69083679467,32
1048576,7,numpy,asarray,1048688,1048688,64,52.44413792127034,51.41576409073423,53.23505369858594,131072
1048576,7,numpy,array_equal,1048688,28,1049073,49490.234232507646,49332.68064633012,50052.414735546336,128
1048576,7,numpy,count_nonzero,1048688,32,144,36122.5584128988,36102.70323406439,36162.75716922246,256
1048576,7,numpy,take,1048688,368,1024,1144.0937441875576,1142.807008136515,1144.8262853264168,8192
1048576,7,numpy,add,1048688,1048688,1048833,22743.487534171436,22692.218408337794,22881.999939272646,256
1048576,7,packed,asarray,917576,408,2097594,370959.62034072727,240494.78088272735,536410.1598388515,32
1048576,7,packed,array_equal,917576,28,1143,25577.6367339422,25465.33232816728,25628.90585977584,256
1048576,7,packed,count_nonzero,917576,28,1191,53952.46989792213,53704.10144678317,54056.63978308439,128
1048576,7,packed,take,917576,296,1167,2492.1670274125063,2484.354467924277,2499.9185370688792,2048
1048576,7,packed,add,917576,1048688,2099425,254609.3746786937,253983.08935109526,257212.24665176123,32
1048576,7,word-aligned,asarray,932144,408,2097594,201815.0917137973,201614.59542578086,202011.7244683206,32
1048576,7,word-aligned,array_equal,932144,28,1143,25669.433853181545,25652.0197581267,25686.198569019325,256
1048576,7,word-aligned,count_nonzero,932144,28,1191,39465.8200093545,39398.76478398219,39560.22010243032,128
1048576,7,word-aligned,take,932144,304,1175,2477.21391133382,2473.6938257774455,2479.797331034206,2048
1048576,7,word-aligned,add,932144,1048688,2099425,229809.87705523148,229675.78115640208,230048.18649496883,32