Merge pull request #31 from Multiomics-Analytics-Group/30-ecoli-review-performance-and-validation

30 ecoli review performance and validation

Author: edircoli

docs/tutorial/data/abaco_performance_interpolation.csv

@@ -0,0 +1,37 @@
+n_samples,n_features,wall_s,cpu_s,ram_change_gib,peak_gpu_gib,gpu_info
+50,50,62.7509880065918,62.25999999999999,1.0492362976074219,0.030239582061767578,"GPU 0: util=18.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+50,100,59.219815492630005,58.72000000000001,0.00197601318359375,0.033631324768066406,"GPU 0: util=25.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+50,250,58.981274127960205,58.890000000000015,0.0018310546875,0.0446009635925293,"GPU 0: util=25.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+50,500,59.03102660179138,58.870000000000005,0.002964019775390625,0.06155729293823242,"GPU 0: util=26.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+50,750,65.77888321876526,65.79000000000002,7.62939453125e-06,0.08036136627197266,"GPU 0: util=26.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+50,1000,70.01620268821716,70.02999999999997,0.000492095947265625,0.09605884552001953,"GPU 0: util=24.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+100,50,71.62971234321594,71.09999999999997,3.4332275390625e-05,0.03643941879272461,"GPU 0: util=20.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+100,100,71.80646228790283,71.63,0.0,0.03373384475708008,"GPU 0: util=24.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+100,250,70.7907190322876,70.63,1.52587890625e-05,0.04484415054321289,"GPU 0: util=22.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+100,500,72.84447145462036,72.86000000000001,0.00074005126953125,0.06203174591064453,"GPU 0: util=26.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+100,750,74.04345178604126,74.00999999999999,0.0043182373046875,0.0810694694519043,"GPU 0: util=26.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+100,1000,75.11139678955078,75.09000000000003,0.003307342529296875,0.0970005989074707,"GPU 0: util=24.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+250,50,75.22348928451538,75.06000000000006,3.814697265625e-05,0.03643989562988281,"GPU 0: util=21.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+250,100,69.02317667007446,68.88,0.0,0.03643035888671875,"GPU 0: util=21.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+250,250,70.02954339981079,70.04000000000019,3.814697265625e-06,0.048023223876953125,"GPU 0: util=20.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+250,500,72.04748368263245,72.04999999999973,3.814697265625e-05,0.06937074661254883,"GPU 0: util=22.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+250,750,74.2076907157898,74.25999999999999,0.002040863037109375,0.09160184860229492,"GPU 0: util=24.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+250,1000,95.3907778263092,95.47000000000003,0.0060272216796875,0.11043739318847656,"GPU 0: util=20.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+500,50,120.65212845802307,120.45999999999981,-0.0178680419921875,0.039608001708984375,"GPU 0: util=13.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+500,100,117.73434782028198,117.95000000000005,7.62939453125e-06,0.04429149627685547,"GPU 0: util=17.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+500,250,87.21527242660522,87.30999999999995,0.001651763916015625,0.05918598175048828,"GPU 0: util=19.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+500,500,95.96918940544128,96.08999999999992,0.000240325927734375,0.08463478088378906,"GPU 0: util=15.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+500,750,123.07435464859009,123.29000000000019,7.62939453125e-05,0.11209821701049805,"GPU 0: util=19.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+500,1000,124.61756420135498,124.84999999999991,0.006275177001953125,0.14192771911621094,"GPU 0: util=20.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+750,50,140.12966418266296,140.45000000000005,-0.012847900390625,0.04697990417480469,"GPU 0: util=11.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+750,100,141.10136604309082,141.38999999999942,-0.02036285400390625,0.05295896530151367,"GPU 0: util=11.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+750,250,123.76742243766785,124.09000000000015,0.0014495849609375,0.07089567184448242,"GPU 0: util=18.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+750,500,109.73782181739807,109.94000000000005,1.1444091796875e-05,0.10218334197998047,"GPU 0: util=22.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+750,750,116.59850931167603,116.82000000000016,0.00011444091796875,0.13740253448486328,"GPU 0: util=25.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+750,1000,150.98651933670044,151.19999999999936,3.4332275390625e-05,0.17375946044921875,"GPU 0: util=1.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+1000,50,157.46263980865479,157.75999999999976,-0.03037261962890625,0.05275440216064453,"GPU 0: util=10.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+1000,100,158.08102679252625,158.40999999999985,0.0,0.06066560745239258,"GPU 0: util=11.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+1000,250,159.97697019577026,160.27999999999975,0.0,0.08264303207397461,"GPU 0: util=13.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+1000,500,162.50216269493103,162.8400000000006,0.0006256103515625,0.12252187728881836,"GPU 0: util=16.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+1000,750,164.61921977996826,164.9399999999996,0.000484466552734375,0.16274595260620117,"GPU 0: util=17.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"
+1000,1000,168.74241304397583,169.11000000000013,0.000583648681640625,0.20211029052734375,"GPU 0: util=23.0%, mem=0.0/0.0GiB; GPU 1: util=0.0%, mem=0.0/0.0GiB"