JabaleNurAdnan commited on
Commit
fb08e94
·
verified ·
1 Parent(s): f8af15e

Add files using upload-large-folder tool

Browse files
Files changed (50) hide show
  1. CICIDS2017__BiLSTM__FedNova__non_iid/DONE.flag +1 -0
  2. CICIDS2017__BiLSTM__FedNova__non_iid/config.json +27 -0
  3. CICIDS2017__BiLSTM__FedNova__non_iid/round_metrics.csv +31 -0
  4. CICIDS2017__BiLSTM__FedProx__iid/DONE.flag +1 -0
  5. CICIDS2017__BiLSTM__FedProx__iid/config.json +27 -0
  6. CICIDS2017__BiLSTM__FedProx__iid/round_metrics.csv +31 -0
  7. CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/DONE.flag +1 -0
  8. CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/config.json +27 -0
  9. CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/round_metrics.csv +31 -0
  10. CICIDS2017__CNN_BiLSTM__FedProx__iid/DONE.flag +1 -0
  11. CICIDS2017__CNN_BiLSTM__FedProx__iid/config.json +27 -0
  12. CICIDS2017__CNN_BiLSTM__FedProx__iid/round_metrics.csv +31 -0
  13. CICIDS2017__CNN__FedAvg__iid/DONE.flag +1 -0
  14. CICIDS2017__CNN__FedAvg__iid/config.json +27 -0
  15. CICIDS2017__CNN__FedAvg__iid/model.keras +0 -0
  16. CICIDS2017__CNN__FedAvg__iid/round_metrics.csv +31 -0
  17. CICIDS2017__CNN__FedProx__non_iid/DONE.flag +1 -0
  18. CICIDS2017__CNN__FedProx__non_iid/config.json +27 -0
  19. CICIDS2017__CNN__FedProx__non_iid/model.keras +0 -0
  20. Edge_IIoTset__CNN__FedAvg__iid/DONE.flag +1 -0
  21. Edge_IIoTset__CNN__FedAvg__iid/config.json +27 -0
  22. Edge_IIoTset__CNN__FedAvg__iid/model.keras +0 -0
  23. Edge_IIoTset__CNN__FedAvg__iid/round_metrics.csv +31 -0
  24. UNSW_NB15__BiLSTM__FedAvg__iid/DONE.flag +1 -0
  25. UNSW_NB15__BiLSTM__FedAvg__iid/config.json +27 -0
  26. UNSW_NB15__BiLSTM__FedAvg__iid/round_metrics.csv +31 -0
  27. UNSW_NB15__BiLSTM__FedProx__iid/DONE.flag +1 -0
  28. UNSW_NB15__BiLSTM__FedProx__iid/config.json +27 -0
  29. UNSW_NB15__BiLSTM__FedProx__iid/round_metrics.csv +31 -0
  30. UNSW_NB15__CNN_BiLSTM__FedAvg__iid/DONE.flag +1 -0
  31. UNSW_NB15__CNN_BiLSTM__FedAvg__iid/config.json +27 -0
  32. UNSW_NB15__CNN_BiLSTM__FedAvg__iid/round_metrics.csv +31 -0
  33. UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/DONE.flag +1 -0
  34. UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/config.json +27 -0
  35. UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/round_metrics.csv +31 -0
  36. UNSW_NB15__CNN_BiLSTM__FedNova__iid/DONE.flag +1 -0
  37. UNSW_NB15__CNN_BiLSTM__FedNova__iid/config.json +27 -0
  38. UNSW_NB15__CNN_BiLSTM__FedNova__iid/round_metrics.csv +31 -0
  39. UNSW_NB15__CNN_BiLSTM__FedProx__iid/DONE.flag +1 -0
  40. UNSW_NB15__CNN_BiLSTM__FedProx__iid/config.json +27 -0
  41. UNSW_NB15__CNN_BiLSTM__FedProx__iid/round_metrics.csv +31 -0
  42. UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/DONE.flag +1 -0
  43. UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/config.json +27 -0
  44. UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/round_metrics.csv +31 -0
  45. UNSW_NB15__CNN__FedProx__non_iid/DONE.flag +1 -0
  46. UNSW_NB15__CNN__FedProx__non_iid/config.json +27 -0
  47. UNSW_NB15__CNN__FedProx__non_iid/model.keras +0 -0
  48. UNSW_NB15__CNN__FedProx__non_iid/round_metrics.csv +31 -0
  49. all_results_summary.csv +47 -0
  50. grid_progress.json +82 -0
CICIDS2017__BiLSTM__FedNova__non_iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
CICIDS2017__BiLSTM__FedNova__non_iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "CICIDS2017__BiLSTM__FedNova__non_iid",
3
+ "dataset": "CICIDS2017",
4
+ "model": "BiLSTM",
5
+ "fl_algo": "FedNova",
6
+ "partition": "non_iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 8066.3,
11
+ "model_params": 79233,
12
+ "model_mb": 0.3169,
13
+ "final": {
14
+ "accuracy": 0.8782652623249356,
15
+ "precision": 0.6638769874541357,
16
+ "recall": 0.7738435743169938,
17
+ "f1_binary": 0.7146547869433449,
18
+ "f1_macro": 0.8186415882209108,
19
+ "f1_weighted": 0.8816584541645428,
20
+ "fpr": 0.09611763670757996,
21
+ "auc_roc": 0.9208120240506615,
22
+ "threshold": 0.6288421154022217,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
CICIDS2017__BiLSTM__FedNova__non_iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8675,0.8442622950819673,0.4126189283925889,0.5543222334342415,0.7382523247984034,0.8487207376717192,0.01899287767087342,0.6274106586594874,0.8391283750534058,1,19.016,201.31
3
+ 0.8625,0.7512116316639742,0.4656985478217326,0.5749613601236476,0.7464726275715166,0.8494822948007068,0.03848556791203299,0.7464306543533906,0.3556510806083679,2,19.016,198.38
4
+ 0.8619,0.7479871175523349,0.4651977966950426,0.5736338376041988,0.7456200928370615,0.8489150377299189,0.039110333624890664,0.7658199156788412,0.388441264629364,3,19.016,196.77
5
+ 0.8619,0.747588424437299,0.4656985478217326,0.5738969453872261,0.7457467303462176,0.848959711192588,0.0392352867674622,0.7792165256506527,0.44369474053382874,4,19.016,196.17
6
+ 0.841,0.5925420645748067,0.6524787180771157,0.6210676835081029,0.7602301211769824,0.8438110812409113,0.11195801574409596,0.8067438218429731,0.4484577178955078,5,19.016,197.57
7
+ 0.8467,0.6071098799630655,0.658487731597396,0.631755945231804,0.7674786545632405,0.8489937137877012,0.10633512432837686,0.8159838783540799,0.4371987283229828,6,19.016,197.13
8
+ 0.8777,0.7721518987341772,0.5498247371056585,0.6422930681485814,0.7842669731310424,0.8695365004635085,0.040484818193177556,0.8268638744697079,0.43293672800064087,7,19.016,198.38
9
+ 0.8772,0.7686932215234102,0.5508262393590385,0.6417736289381564,0.7838363679327518,0.8691592489729059,0.04135949019117831,0.8275487077924146,0.42310211062431335,8,19.016,197.17
10
+ 0.8832,0.822568093385214,0.5292939409113671,0.64411943936624,0.787127311500323,0.8730178395040533,0.028489316506310133,0.8293969443481729,0.43128398060798645,9,19.016,197.39
11
+ 0.8569,0.6219827586206896,0.7225838758137206,0.6685198054204309,0.7886372539822935,0.8607797935885483,0.10958390603523678,0.8304686506205641,0.4335924983024597,10,19.016,196.55
12
+ 0.8559,0.6189050470487596,0.7245868803204807,0.6675893886966552,0.7878004396403799,0.8599991968371811,0.11133325003123828,0.8314453124144546,0.4397236406803131,11,19.016,195.26
13
+ 0.8526,0.6100126209507782,0.7260891337005508,0.6630086877000457,0.7843393624088351,0.8572105656389339,0.11583156316381357,0.8305509620171856,0.4112386107444763,12,19.016,195.48
14
+ 0.8808,0.7517198248905566,0.6019028542814221,0.6685205784204672,0.7979276874057957,0.8756495970623841,0.04960639760089966,0.8357277262889211,0.425279438495636,13,19.016,196.31
15
+ 0.8741,0.7005434782608696,0.6454682023034551,0.6718790721918165,0.7969925584308708,0.872135718266047,0.06884918155691616,0.8355614766645781,0.44016310572624207,14,19.016,196.69
16
+ 0.8828,0.7586206896551724,0.6059088632949424,0.6737193763919822,0.8011454024817054,0.8776774737511932,0.04810695989004123,0.8389172538014819,0.43684208393096924,15,19.016,196.42
17
+ 0.8825,0.7543316831683168,0.6104156234351528,0.6747854968170496,0.8015411587337826,0.8776706092809725,0.04960639760089966,0.8400814704500834,0.4385063946247101,16,19.016,197.2
18
+ 0.8806,0.7452657299938913,0.6109163745618428,0.6714364336818932,0.7992401525613426,0.87599906612034,0.052105460452330374,0.8393464243597685,0.42481011152267456,17,19.016,203.13
19
+ 0.8812,0.7498455836936381,0.6079118678017026,0.6714601769911505,0.7994752056830752,0.8763610319154453,0.05060602274147195,0.8402813203936856,0.39892053604125977,18,19.016,204.43
20
+ 0.8811,0.7481572481572482,0.6099148723084626,0.672,0.7996946564885496,0.8763880671755725,0.05123078845432963,0.8418514001165437,0.41656792163848877,19,19.016,199.09
21
+ 0.8825,0.7588161209068011,0.6034051076614922,0.6722454672245467,0.8003322980350573,0.8772612486198501,0.04785705360489816,0.8442413714286285,0.4159310758113861,20,19.016,197.72
22
+ 0.8784,0.7368101879927229,0.6084126189283926,0.6664838178826111,0.7960644599991508,0.8738905936543444,0.05422966387604648,0.8512897735957929,0.39321333169937134,21,19.016,197.92
23
+ 0.879,0.7563517915309447,0.5813720580871307,0.6574178935447339,0.791971030814145,0.8727836450581532,0.04673247532175434,0.8589101007502759,0.3914935886859894,22,19.016,195.37
24
+ 0.8754,0.7381103360811667,0.5828743114672008,0.6513710128707331,0.7877578307991799,0.8696717536470052,0.051605647882044234,0.8695584298602096,0.37410396337509155,23,19.016,196.47
25
+ 0.8705,0.7199248120300752,0.5753630445668503,0.6395769551906485,0.7803236150366603,0.864856058940175,0.055854054729476445,0.8814255996014515,0.38309022784233093,24,19.016,197.17
26
+ 0.8563,0.6212121212121212,0.7185778668002003,0.6663570931042488,0.7873938017614535,0.8600884489809705,0.10933399975009371,0.8933206757531023,0.4027046263217926,25,19.016,198.42
27
+ 0.8534,0.6097560975609756,0.7386079118678017,0.6680253623188406,0.7869772602148617,0.8584197700912121,0.11795576658752968,0.8946903111133024,0.4078595042228699,26,19.016,198.05
28
+ 0.8554,0.6156105749055812,0.7346019028542814,0.6698630136986301,0.7886446950695456,0.8599849729009172,0.11445707859552667,0.8990182449733578,0.442483514547348,27,19.016,198.69
29
+ 0.8568,0.6158261582615826,0.7521281922884326,0.6771866546438232,0.7925897292751369,0.861900815898704,0.11708109458952892,0.9045260693739599,0.5587324500083923,28,19.016,197.45
30
+ 0.8735,0.6662125340599455,0.7346019028542814,0.6987377947130269,0.8093397852749996,0.8757673408065204,0.09184055979007873,0.9188125559575149,0.6767522692680359,29,19.016,195.74
31
+ 0.8676,0.6401499375260308,0.7696544817225839,0.6989540700318326,0.8070465773822796,0.871966937296958,0.10795951518180683,0.91484318192896,0.6288830041885376,30,19.016,198.0
CICIDS2017__BiLSTM__FedProx__iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
CICIDS2017__BiLSTM__FedProx__iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "CICIDS2017__BiLSTM__FedProx__iid",
3
+ "dataset": "CICIDS2017",
4
+ "model": "BiLSTM",
5
+ "fl_algo": "FedProx",
6
+ "partition": "iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 10387.9,
11
+ "model_params": 79233,
12
+ "model_mb": 0.3169,
13
+ "final": {
14
+ "accuracy": 0.8814517026436504,
15
+ "precision": 0.7159766191073634,
16
+ "recall": 0.6600615086659075,
17
+ "f1_binary": 0.6868830126709836,
18
+ "f1_macro": 0.8068839596281547,
19
+ "f1_weighted": 0.8796055309680014,
20
+ "fpr": 0.06423606528529321,
21
+ "auc_roc": 0.8457450511008985,
22
+ "threshold": 0.45411065220832825,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
CICIDS2017__BiLSTM__FedProx__iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8674,0.839231547017189,0.4156234351527291,0.5559276624246483,0.7389959224313203,0.8489467193913275,0.0198675496688741,0.6302313022201051,0.8669328689575195,1,19.016,250.06
3
+ 0.8635,0.759016393442623,0.4636955433149725,0.5756916381722101,0.7471796688149974,0.8501753800190555,0.0367362239160314,0.7601299174802438,0.4234853982925415,2,19.016,247.62
4
+ 0.8632,0.756316218418908,0.4646970455683525,0.575682382133995,0.7470686588781563,0.8500032566906998,0.0373609896288891,0.777442247339521,0.4588077962398529,3,19.016,248.85
5
+ 0.8638,0.758761206193969,0.4661992989484226,0.5775434243176178,0.7481780068655328,0.8506611371438104,0.0369861302011745,0.7863183003919848,0.4728261828422546,4,19.016,249.48
6
+ 0.8645,0.7631147540983606,0.46619929894842266,0.5788001243394467,0.7490318324134224,0.8512729962826521,0.03611145820317381,0.7843727042519296,0.4740772843360901,5,19.016,247.71
7
+ 0.8625,0.7508064516129033,0.46619929894842266,0.5752239728143342,0.7465990412302894,0.8495269073209122,0.038610521054604524,0.789684307793691,0.46288907527923584,6,19.016,253.09
8
+ 0.8633,0.7524038461538461,0.47020530796194293,0.5787365177195686,0.7485744659621418,0.8505791376766312,0.038610521054604524,0.7984560872296824,0.4530904293060303,7,19.016,253.14
9
+ 0.843,0.5901224145208949,0.700050075112669,0.6404031149793862,0.7699904790708623,0.8478206499442029,0.12132950143696114,0.8177216781063135,0.4543874263763428,8,19.016,254.05
10
+ 0.879,0.778880226789511,0.5503254882323485,0.6449530516431925,0.7860131699874593,0.870733877065026,0.03898538048231913,0.8284221283818768,0.4477405846118927,9,19.016,255.31
11
+ 0.8779,0.775177304964539,0.5473209814722083,0.6416201937188142,0.7840174734639994,0.8695412796789577,0.03961014619517681,0.8284419944924257,0.443203866481781,10,19.016,255.64
12
+ 0.8445,0.5986607142857143,0.671507260891337,0.6329950436629691,0.7671731546424977,0.8477605280968026,0.11233287517181056,0.8194901060825275,0.4414508640766144,11,19.016,255.86
13
+ 0.8539,0.6123218776194468,0.7315973960941412,0.6666666666666666,0.7865573840472988,0.8585637489061065,0.1155816568786705,0.8317306335612378,0.4367500841617584,12,19.016,254.82
14
+ 0.8468,0.5933360096346849,0.7401101652478718,0.6586452762923352,0.779941513855296,0.8527920341356102,0.12657753342496564,0.8250010902896892,0.441317081451416,13,19.016,253.18
15
+ 0.8457,0.5936468646864687,0.7205808713069605,0.6509839402850034,0.7759701779863941,0.8510369123498495,0.12307884543296264,0.824117064012863,0.4430636763572693,14,19.016,253.31
16
+ 0.8421,0.5856557377049181,0.7155733600400601,0.6441289159341897,0.7713351641291459,0.8477352367950365,0.12632762713982257,0.8209831928950528,0.4448649287223816,15,19.016,252.44
17
+ 0.8498,0.6008146639511202,0.7386079118678017,0.6626235399820305,0.7830097375752705,0.8553136878497704,0.12245407972010496,0.8279523183313017,0.448077529668808,16,19.016,256.06
18
+ 0.8584,0.6258120398440884,0.7235853780671007,0.6711565257779842,0.790465480934105,0.862122439400871,0.10795951518180683,0.8326777933988325,0.4377460479736328,17,19.016,264.57
19
+ 0.8519,0.6031175059952039,0.7556334501752628,0.6708157368304067,0.7876367568740125,0.8577994615122021,0.12407847057353492,0.8289487523801007,0.4503043591976166,18,19.016,255.3
20
+ 0.8596,0.6289691170073946,0.7240861291937907,0.6731843575418994,0.7918901920159829,0.8631849162011173,0.10658503061351993,0.8347886067511863,0.44973087310791016,19,19.016,254.33
21
+ 0.8567,0.622822299651568,0.7160741111667501,0.6662007919869555,0.7874837919315945,0.8603263616983448,0.1082094214669499,0.831389343167569,0.44979366660118103,20,19.016,253.27
22
+ 0.8539,0.6113881961762261,0.7366049073610416,0.6681807858278447,0.7872544629273865,0.8587701133933713,0.11683118830438585,0.8307576321373226,0.4455243647098541,21,19.016,253.02
23
+ 0.8545,0.6127287853577371,0.7376064096144216,0.6693933197000682,0.7880590548753563,0.8593296954216343,0.11633137573409971,0.8316863649841875,0.44949227571487427,22,19.016,251.02
24
+ 0.8504,0.6021198532409294,0.7396094141211818,0.6638202247191011,0.7838072184688754,0.8558714069149898,0.12195426714981882,0.8295209276491271,0.45928776264190674,23,19.016,251.3
25
+ 0.8595,0.6268209083119108,0.7325988983475212,0.6755945509120296,0.792963527290848,0.8634553345039662,0.10883418717980757,0.8319792258674152,0.45248234272003174,24,19.016,251.11
26
+ 0.8595,0.627147766323024,0.7310966449674512,0.6751445086705202,0.79275566741341,0.8633929293543895,0.10845932775209297,0.8347144295100655,0.4617588222026825,25,19.016,253.86
27
+ 0.8594,0.626228107646305,0.7341011517275914,0.6758875057630245,0.7930580422443012,0.863430666454956,0.10933399975009371,0.8381678477981874,0.4659458100795746,26,19.016,254.07
28
+ 0.8571,0.6218884120171674,0.7255883825738608,0.6697480933672291,0.7892860928777063,0.861080615383699,0.11008371860552293,0.8390167720655081,0.45154374837875366,27,19.016,253.89
29
+ 0.8755,0.7015005359056806,0.6554832248372559,0.677711623090862,0.800279868061512,0.8738943559908845,0.06959890041234537,0.843073369269198,0.4702005982398987,28,19.016,265.85
30
+ 0.8576,0.6230141691713181,0.7265898848272409,0.6708275543226999,0.7899882316720046,0.8615561344879968,0.10970885917780832,0.8414931531371779,0.45384305715560913,29,19.016,266.78
31
+ 0.8753,0.7007494646680942,0.6554832248372559,0.6773609314359638,0.800037763517796,0.8737174688661442,0.06984880669748844,0.8433641966135508,0.45411065220832825,30,19.016,266.42
CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "CICIDS2017__CNN_BiLSTM__FedAvg__non_iid",
3
+ "dataset": "CICIDS2017",
4
+ "model": "CNN_BiLSTM",
5
+ "fl_algo": "FedAvg",
6
+ "partition": "non_iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 2791.2,
11
+ "model_params": 101921,
12
+ "model_mb": 0.4077,
13
+ "final": {
14
+ "accuracy": 0.959879819623456,
15
+ "precision": 0.8489646772228989,
16
+ "recall": 0.9686718252651777,
17
+ "f1_binary": 0.9048763736263736,
18
+ "f1_macro": 0.9397276976658427,
19
+ "f1_weighted": 0.9608478897284014,
20
+ "fpr": 0.04227706656108398,
21
+ "auc_roc": 0.992139066143542,
22
+ "threshold": 0.7037734985351562,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
CICIDS2017__CNN_BiLSTM__FedAvg__non_iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8239,0.6008547008547008,0.3520280420630946,0.4439532680770445,0.6696686675441362,0.8052333364640716,0.0583531175809071,0.6365067093330237,0.9093242287635804,1,24.461,175.98
3
+ 0.8453,0.8617363344051447,0.2684026039058588,0.40931653302787324,0.6601556487128895,0.8108096215933102,0.010745970261152068,0.6150493702568096,0.9853698015213013,2,24.461,165.41
4
+ 0.8446,0.8252569750367107,0.2814221331997997,0.4197162061239731,0.6650018508971095,0.8123204091478553,0.014869423966012745,0.7140544316412141,0.9940656423568726,3,24.461,26.86
5
+ 0.846,0.8415545590433483,0.2819228843264897,0.4223555888972243,0.6667564260397048,0.8135435688274785,0.013245033112582781,0.7317377728469501,0.9969674944877625,4,24.461,26.79
6
+ 0.8477,0.8634969325153374,0.2819228843264897,0.4250660626651567,0.6686450709844716,0.8149386233810522,0.011120829688866674,0.7573427178128181,0.9982093572616577,5,24.461,25.94
7
+ 0.848,0.8663594470046083,0.2824236354531798,0.4259818731117825,0.6691919508481918,0.8152639235366792,0.010870923403723604,0.7470998763545793,0.9989686012268066,6,24.461,25.89
8
+ 0.8491,0.8873015873015873,0.2799198798197296,0.4255805100875523,0.6693607955376459,0.8157752349789722,0.008871673122579032,0.7308092902817928,0.9992596507072449,7,24.461,25.9
9
+ 0.8152,0.5496335776149234,0.4131196795192789,0.4716981132075472,0.679855843659888,0.8048753765695639,0.08446832437835812,0.7549378547391248,0.9993306398391724,8,24.461,26.31
10
+ 0.8465,0.6875,0.4241362043064597,0.5246206255806751,0.716546792427807,0.8318176482361943,0.04810695989004123,0.8318838998219933,0.9994543194770813,9,24.461,27.39
11
+ 0.8553,0.629472693032015,0.6695042563845769,0.6488716330987624,0.7788724939220117,0.8569510109324552,0.09833812320379857,0.9036232093986287,0.9992735981941223,10,24.461,29.43
12
+ 0.8821,0.7161733615221987,0.6785177766649975,0.6968372332219079,0.8118287090943503,0.8808925895033394,0.06709983756091466,0.9163129299722418,0.9989728927612305,11,24.461,26.87
13
+ 0.8919,0.7611174458380844,0.6685027541311968,0.7118101839509464,0.8226415065240609,0.8892067988614734,0.05235536673747345,0.9238995003813981,0.9973044395446777,12,24.461,26.4
14
+ 0.8929,0.7688734030197445,0.6629944917376064,0.7120193600430224,0.823118579966232,0.8898447714521117,0.049731350743471195,0.9081950427828424,0.7476009726524353,13,24.461,26.69
15
+ 0.9045,0.7691115702479339,0.7456184276414622,0.7571828121027205,0.8488721056219086,0.9039406953095329,0.055854054729476445,0.9422798448578779,0.4303174614906311,14,24.461,26.03
16
+ 0.9238,0.8514513375071144,0.7491236855282924,0.797016515716569,0.8750563312301913,0.921927044427673,0.03261277021117081,0.9605013230203923,0.990276575088501,15,24.461,26.02
17
+ 0.9267,0.7532051282051282,0.9414121181772659,0.8368573336300913,0.8947941791643073,0.9295910485921574,0.07697113582406598,0.9792624711151445,0.630100429058075,16,24.461,25.59
18
+ 0.9247,0.8141414141414142,0.8072108162243365,0.8106613024893136,0.8818331788612079,0.9245790078101678,0.04598275646632513,0.9638012247660506,0.6470960974693298,17,24.461,25.44
19
+ 0.9454,0.8341777982496545,0.9068602904356535,0.8690019193857965,0.9172574023407002,0.9462396454034153,0.044983131325752844,0.9850974762781434,0.5614696741104126,18,24.461,25.43
20
+ 0.948,0.8195586326265686,0.9484226339509264,0.8792943361188487,0.9230782157270256,0.9493748138196968,0.052105460452330374,0.9875940988829239,0.7530723810195923,19,24.461,25.34
21
+ 0.9444,0.9110096976611524,0.799699549323986,0.8517333333333333,0.9087589743589743,0.9430085743589743,0.019492690241159565,0.9832626610789607,0.8340312838554382,20,24.461,25.3
22
+ 0.9485,0.8224543080939948,0.9464196294441662,0.880093131548312,0.923650513561485,0.9498110771985967,0.05098088216918655,0.9878840502412997,0.6982237696647644,21,24.461,25.44
23
+ 0.9583,0.8455818022747157,0.9679519278918377,0.9026383376138221,0.9380532783698048,0.9593234917878479,0.04410845932775209,0.9917739911128719,0.6851346492767334,22,24.461,25.06
24
+ 0.9542,0.8347107438016529,0.9609414121181773,0.8933891992551211,0.9321123275949574,0.9553694384758632,0.04748219417718356,0.9903704738664915,0.657470703125,23,24.461,25.15
25
+ 0.9557,0.8366551126516465,0.9669504256384577,0.897096399535424,0.9344354249986773,0.9568612436919073,0.047107334749468946,0.9910354097934355,0.6810722351074219,24,24.461,25.06
26
+ 0.9543,0.8282182438192668,0.9729594391587381,0.8947731982500575,0.9327924878648896,0.9556268732075576,0.05035611645632888,0.9908244223138407,0.6601698398590088,25,24.461,25.16
27
+ 0.9567,0.8397046046915726,0.9679519278918377,0.8992789020702489,0.9358505203937639,0.9578154343588673,0.046107709608896666,0.9907293152649129,0.7176827192306519,26,24.461,25.1
28
+ 0.9534,0.8283998283998284,0.9669504256384577,0.8923290203327172,0.9312972309422647,0.9547015382343589,0.04998125702861427,0.9904563830626609,0.7491488456726074,27,24.461,25.19
29
+ 0.9572,0.8630263766774642,0.9339008512769154,0.897065897065897,0.9350245531283279,0.9578225219594239,0.03698613020117456,0.990964767781436,0.6963610053062439,28,24.461,25.03
30
+ 0.9508,0.8491879350348028,0.9163745618427641,0.8815028901734104,0.9252289816843832,0.9514908722458733,0.04060977133574909,0.9878851765089844,0.7299425601959229,29,24.461,25.25
31
+ 0.9582,0.8446093408991706,0.9689534301452178,0.902518656716418,0.937957393531325,0.9592418988623583,0.0444833187554667,0.9918557706608645,0.6969226002693176,30,24.461,25.05
CICIDS2017__CNN_BiLSTM__FedProx__iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
CICIDS2017__CNN_BiLSTM__FedProx__iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "CICIDS2017__CNN_BiLSTM__FedProx__iid",
3
+ "dataset": "CICIDS2017",
4
+ "model": "CNN_BiLSTM",
5
+ "fl_algo": "FedProx",
6
+ "partition": "iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 12095.4,
11
+ "model_params": 101921,
12
+ "model_mb": 0.4077,
13
+ "final": {
14
+ "accuracy": 0.9628843290370556,
15
+ "precision": 0.8641264119975541,
16
+ "recall": 0.9630141039550252,
17
+ "f1_binary": 0.9108942799835469,
18
+ "f1_macro": 0.9437273747328767,
19
+ "f1_weighted": 0.9636245030694847,
20
+ "fpr": 0.03714750780871937,
21
+ "auc_roc": 0.9924290483822928,
22
+ "threshold": 0.5999274253845215,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
CICIDS2017__CNN_BiLSTM__FedProx__iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.7861,0.4381533101045296,0.25187781672508763,0.319872813990461,0.5964834256840469,0.7626157590672146,0.08059477695864051,0.4822333775560254,0.9150652289390564,1,24.461,343.85
3
+ 0.8444,0.8397534668721109,0.2729093640460691,0.41194255479969766,0.6611401145555478,0.8108081689449115,0.01299512682743971,0.6130289086009371,0.9691305756568909,2,24.461,340.08
4
+ 0.8414,0.7890295358649789,0.2809213820731097,0.41432791728212703,0.6613046017130043,0.8096387983821892,0.01874297138573035,0.6054654579645302,0.9877852201461792,3,24.461,341.02
5
+ 0.8418,0.7943262411347518,0.2804206309464196,0.41450777202072536,0.6615260562034486,0.8098852376835922,0.018118205672872673,0.6077551914526794,0.991592288017273,4,24.461,342.79
6
+ 0.841,0.7846153846153846,0.2809213820731097,0.413716814159292,0.6608727522901967,0.809314608731618,0.019242783956016495,0.6026935880517015,0.9949396848678589,5,24.461,344.51
7
+ 0.8411,0.7865168539325843,0.2804206309464196,0.4134366925064599,0.6607695867829854,0.8093177230854665,0.01899287767087342,0.6044011037173029,0.9968564510345459,6,24.461,342.92
8
+ 0.846,0.8691437802907916,0.2694041061592389,0.41131498470948014,0.6613638890413485,0.8115432609830685,0.010121204548294389,0.5997516830037009,0.9982587695121765,7,24.461,346.64
9
+ 0.8459,0.8665594855305466,0.2699048572859289,0.4116074837724322,0.6614737263520121,0.8115433916453079,0.01037111083343746,0.634923145683163,0.9989769458770752,8,24.461,343.36
10
+ 0.8457,0.8388059701492537,0.2814221331997997,0.42144731908511435,0.6662131881873388,0.8132195691701347,0.013494939397725853,0.6531446551308908,0.9993129968643188,9,24.461,343.03
11
+ 0.8494,0.8878357030015798,0.2814221331997997,0.42737642585551333,0.6703376084372558,0.8162600946958503,0.008871673122579032,0.719430983286125,0.9995694756507874,10,24.461,340.28
12
+ 0.7897,0.48159722222222223,0.6945418127190787,0.5687922903424236,0.714866289983749,0.8025983341683289,0.18655504185930277,0.8096351387008041,0.9990888833999634,11,24.461,339.31
13
+ 0.8563,0.6027900146842878,0.8222333500250375,0.6956153357339546,0.800782338984197,0.8639456411362928,0.1351993002624016,0.9196757462821747,0.9990014433860779,12,24.461,340.66
14
+ 0.9105,0.7766064257028112,0.7746619929894842,0.7756329907244923,0.8598669606673489,0.9104578830150285,0.055604148444333375,0.9551226126957523,0.9984710812568665,13,24.461,339.35
15
+ 0.933,0.8188370975492552,0.8532799198798198,0.8357037763609613,0.8968118178375588,0.9335133075484034,0.047107334749468946,0.9761061684992814,0.9968230724334717,14,24.461,338.61
16
+ 0.9353,0.7924610051993067,0.9158738107160741,0.8497096399535424,0.9042431602125152,0.9369959924800542,0.059852555291765586,0.9802493631738375,0.9420393705368042,15,24.461,341.75
17
+ 0.9419,0.8020477815699659,0.9414121181772659,0.866159870997466,0.9145283038492025,0.9435783846199552,0.057978258153192554,0.9836540390993838,0.9358808398246765,16,24.461,354.39
18
+ 0.943,0.793742280773981,0.9654481722583875,0.8712155445097153,0.9173080419350939,0.9449911958887763,0.06260152442833937,0.9861063618419006,0.7641782760620117,17,24.461,345.67
19
+ 0.9463,0.8404850746268657,0.9023535302954432,0.8703211784593093,0.9182301396426693,0.9470042617293953,0.0427339747594652,0.9856305763155542,0.8205793499946594,18,24.461,358.07
20
+ 0.9525,0.8285837651122625,0.9609414121181773,0.8898678414096917,0.9297939959263668,0.953773644329082,0.04960639760089966,0.9889544425347255,0.772429883480072,19,24.461,345.25
21
+ 0.9545,0.8824404761904762,0.8908362543815723,0.8866184899077997,0.9290789328252953,0.9545806748415433,0.029613894789453955,0.9897703296166293,0.8227826356887817,20,24.461,340.57
22
+ 0.9544,0.8801184015786877,0.8933400100150225,0.8866799204771372,0.9290685531279026,0.9545271658979524,0.03036361364488317,0.9897595362179843,0.8127303719520569,21,24.461,349.0
23
+ 0.9555,0.8923154701718908,0.8838257386079119,0.8880503144654088,0.9301406018504892,0.9554200284539683,0.026615019367737098,0.9907242470603319,0.8340214490890503,22,24.461,342.63
24
+ 0.9571,0.9008179959100204,0.8823234852278418,0.8914748292436124,0.9323704301387252,0.95693232803633,0.024240909658877922,0.9912424553361343,0.8176581263542175,23,24.461,339.24
25
+ 0.9561,0.892245720040282,0.8873309964947421,0.8897815716796384,0.9311865965409493,0.9560544544726527,0.026739972510308633,0.9906998758790442,0.8501119613647461,24,24.461,340.91
26
+ 0.9547,0.8336214347450303,0.9659489233850777,0.894919972164231,0.9330231194876863,0.9559078697701534,0.04810695989004123,0.9895696349722635,0.3330443501472473,25,24.461,346.5
27
+ 0.9559,0.8339055793991417,0.9729594391587381,0.8980818118788999,0.9349721252337777,0.9571284474347174,0.0483568661751843,0.9913248605883961,0.5500527024269104,26,24.461,335.82
28
+ 0.9544,0.8348544111255976,0.9619429143715573,0.8939041414611447,0.9324316274749361,0.9555712355748194,0.04748219417718356,0.9901946509668289,0.5066690444946289,27,24.461,335.99
29
+ 0.9581,0.8430434782608696,0.970956434651978,0.9024901093786363,0.937903654956783,0.9591730304310179,0.04510808446832438,0.9916652437108742,0.6007236242294312,28,24.461,345.63
30
+ 0.9588,0.8574650428506991,0.9519278918377566,0.9022306597057428,0.9380657922879405,0.9595883729168083,0.039485193052605276,0.9903433183012053,0.515742838382721,29,24.461,339.58
31
+ 0.9598,0.8552338530066815,0.9614421632448673,0.9052333804809052,0.9398612644249937,0.9606587715218134,0.04060977133574909,0.9912998637028392,0.599981427192688,30,24.461,344.82
CICIDS2017__CNN__FedAvg__iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
CICIDS2017__CNN__FedAvg__iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "CICIDS2017__CNN__FedAvg__iid",
3
+ "dataset": "CICIDS2017",
4
+ "model": "CNN",
5
+ "fl_algo": "FedAvg",
6
+ "partition": "iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 2127.0,
11
+ "model_params": 8993,
12
+ "model_mb": 0.036,
13
+ "final": {
14
+ "accuracy": 0.961934049163736,
15
+ "precision": 0.8699205709681133,
16
+ "recall": 0.948614261761515,
17
+ "f1_binary": 0.9075647552831475,
18
+ "f1_macro": 0.9417982948790566,
19
+ "f1_weighted": 0.9625441044336086,
20
+ "fpr": 0.03479829307993489,
21
+ "auc_roc": 0.991013809705225,
22
+ "threshold": 0.907305121421814,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
CICIDS2017__CNN__FedAvg__iid/model.keras ADDED
Binary file (80.8 kB). View file
 
CICIDS2017__CNN__FedAvg__iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8448,0.6819296811120196,0.41762643965948926,0.5180124223602485,0.7127606807867988,0.8297264847977849,0.04860677246032738,0.7288327217804089,0.5384567379951477,1,2.158,208.16
3
+ 0.8688,0.8302796528447445,0.43114672008012017,0.5675675675675675,0.7451182173568122,0.8517551376202324,0.02199175309259028,0.8325366658009005,0.5544763803482056,2,2.158,15.14
4
+ 0.8735,0.8588235294117647,0.4386579869804707,0.5807093138879682,0.7531115314655645,0.856656303342669,0.017993252530301138,0.8639849065113351,0.559988796710968,3,2.158,15.07
5
+ 0.8513,0.6231884057971014,0.6459689534301453,0.634374231620359,0.770522959656285,0.8522938857146622,0.09746345120579783,0.9067923389520117,0.5206761360168457,4,2.158,14.74
6
+ 0.8736,0.8751279426816786,0.42814221331998,0.5749831876260928,0.7503718945295976,0.8557103518958425,0.015244283393727352,0.8804810677217876,0.4787382185459137,5,2.158,15.19
7
+ 0.8762,0.9032943676939427,0.4256384576865298,0.5786249149081008,0.7530330060415548,0.8577825055763073,0.011370735974009746,0.8834119603746492,0.43351051211357117,6,2.158,14.5
8
+ 0.8743,0.8737373737373737,0.43314972458688034,0.5791764312018748,0.7526458773889818,0.8568316267689583,0.015619142821441959,0.8750232370922997,0.39307641983032227,7,2.158,14.04
9
+ 0.8778,0.9490150637311703,0.4101151727591387,0.5727272727272728,0.7507160284289807,0.8576160751034264,0.00549793827314757,0.8738266715329773,0.37788546085357666,8,2.158,13.74
10
+ 0.8504,0.6375617792421746,0.5813720580871307,0.608171817705605,0.7578617091247095,0.8477654579110236,0.08246907409721355,0.8964336483483191,0.30363962054252625,9,2.158,13.1
11
+ 0.8565,0.6272644927536232,0.6935403104656985,0.6587395957193817,0.7839440302117009,0.8591418135677878,0.10283643633637386,0.9159960420450745,0.2814943492412567,10,2.158,12.73
12
+ 0.8726,0.6856702619414484,0.6685027541311968,0.6769776876267748,0.7988152015612697,0.8719908124303274,0.07647132325377984,0.9240834261513473,0.2299726903438568,11,2.158,12.35
13
+ 0.8832,0.7090267271810389,0.7040560841261893,0.7065326633165829,0.8168118996982415,0.8830456090690657,0.07209796326377609,0.9350379436454445,0.21382133662700653,12,2.158,12.21
14
+ 0.9067,0.8388535031847134,0.6594892338507762,0.7384356602186711,0.8408298303527482,0.9023277689352748,0.03161314507059852,0.9424193769099232,0.24243533611297607,13,2.158,11.96
15
+ 0.9009,0.6878267363704257,0.9223835753630446,0.7880213903743315,0.8616779056276225,0.9059160086887492,0.10446082718980382,0.96120089167864,0.2652444839477539,14,2.158,12.34
16
+ 0.9358,0.8684067427949973,0.799699549323986,0.8326381647549531,0.8964601365719829,0.9347916128452909,0.030238660502311634,0.9723814761252213,0.567700207233429,15,2.158,11.63
17
+ 0.9424,0.9267267267267267,0.7726589884827241,0.8427089022392136,0.9037268345202678,0.940374204648269,0.015244283393727352,0.9794136099813848,0.7890785932540894,16,2.158,11.48
18
+ 0.9376,0.8314823756639305,0.8622934401602403,0.8466076696165191,0.9037206060861908,0.9380226357298755,0.04360864675746595,0.9812393211834495,0.8217912912368774,17,2.158,11.52
19
+ 0.9406,0.8086229652441707,0.9203805708562844,0.8608899297423888,0.9115638459900754,0.9419986000884363,0.05435461701861802,0.9836444658240641,0.8319641351699829,18,2.158,11.45
20
+ 0.9402,0.8285580084546735,0.8833249874812218,0.8550654386815317,0.9086968871623609,0.9409079351199469,0.04560789703861052,0.9834706451780633,0.8469758629798889,19,2.158,11.5
21
+ 0.9436,0.8089693833548943,0.9394091136705057,0.8693234476367007,0.9166816167028186,0.945124933043929,0.055354242159190305,0.9854991158485823,0.8707268834114075,20,2.158,11.46
22
+ 0.9495,0.8829568788501027,0.8612919379068603,0.8719898605830165,0.9202677424995431,0.9492634383786089,0.028489316506310133,0.9861724987831617,0.9270902276039124,21,2.158,11.66
23
+ 0.9523,0.8954214360041624,0.8617926890335503,0.878285276856341,0.9243114712122014,0.951954803542331,0.02511558165687867,0.9869606358807236,0.9099032282829285,22,2.158,11.49
24
+ 0.9494,0.8699751861042183,0.8778167250876314,0.8738783649052841,0.9211148141764349,0.949485025608688,0.032737723353742344,0.9868435353267312,0.9303961396217346,23,2.158,11.56
25
+ 0.95,0.8267132256656482,0.9484226339509264,0.8833955223880597,0.9257863558987142,0.9512462905052133,0.04960639760089966,0.9880723872263474,0.9271336793899536,24,2.158,11.48
26
+ 0.9498,0.8475127847512784,0.9128693039559339,0.8789778206364514,0.9236549461496666,0.9504880277329035,0.0409846307634637,0.9875881546923659,0.9325933456420898,25,2.158,11.45
27
+ 0.9546,0.8736077481840193,0.9033550325488232,0.8882323978335795,0.9298735084913914,0.954883159552473,0.03261277021117081,0.9886869226744026,0.9530510902404785,26,2.158,11.49
28
+ 0.9539,0.8894523326572008,0.8783174762143214,0.8838498362307886,0.9275465262496343,0.9537907582749529,0.027239785080594776,0.9882799959028886,0.9508266448974609,27,2.158,11.51
29
+ 0.9517,0.8299912816041848,0.9534301452178268,0.8874388254486134,0.9283460598692554,0.9529149448622931,0.048731725602898915,0.9885880301146459,0.9720898866653442,28,2.158,11.51
30
+ 0.9565,0.8530741410488246,0.9449173760640961,0.8966500356379188,0.9345513492735855,0.9573148782431669,0.04060977133574909,0.989284501536761,0.9392103552818298,29,2.158,11.46
31
+ 0.9601,0.8638433515482696,0.9499248873309964,0.9048414023372288,0.9397997104682918,0.9607956703318082,0.03736098962888917,0.9900300281735862,0.9074076414108276,30,2.158,11.59
CICIDS2017__CNN__FedProx__non_iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
CICIDS2017__CNN__FedProx__non_iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "CICIDS2017__CNN__FedProx__non_iid",
3
+ "dataset": "CICIDS2017",
4
+ "model": "CNN",
5
+ "fl_algo": "FedProx",
6
+ "partition": "non_iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 6372.2,
11
+ "model_params": 8993,
12
+ "model_mb": 0.036,
13
+ "final": {
14
+ "accuracy": 0.9512548816654273,
15
+ "precision": 0.8530530176837784,
16
+ "recall": 0.9091716055913709,
17
+ "f1_binary": 0.8802187547472818,
18
+ "f1_macro": 0.9248100602630426,
19
+ "f1_weighted": 0.9518327620618763,
20
+ "fpr": 0.03842109893977388,
21
+ "auc_roc": 0.9856253461008979,
22
+ "threshold": 0.7713354229927063,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
CICIDS2017__CNN__FedProx__non_iid/model.keras ADDED
Binary file (80.8 kB). View file
 
Edge_IIoTset__CNN__FedAvg__iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
Edge_IIoTset__CNN__FedAvg__iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "Edge_IIoTset__CNN__FedAvg__iid",
3
+ "dataset": "Edge_IIoTset",
4
+ "model": "CNN",
5
+ "fl_algo": "FedAvg",
6
+ "partition": "iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 648.6,
11
+ "model_params": 8993,
12
+ "model_mb": 0.036,
13
+ "final": {
14
+ "accuracy": 0.99988,
15
+ "precision": 0.9997600575861794,
16
+ "recall": 1.0,
17
+ "f1_binary": 0.9998800143982722,
18
+ "f1_macro": 0.999879999998272,
19
+ "f1_weighted": 0.9998799999982722,
20
+ "fpr": 0.00024,
21
+ "auc_roc": 0.999999514,
22
+ "threshold": 0.9958939552307129,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
Edge_IIoTset__CNN__FedAvg__iid/model.keras ADDED
Binary file (80.8 kB). View file
 
Edge_IIoTset__CNN__FedAvg__iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.7282,0.7333747669359851,0.712130356065178,0.7225964482547459,0.7280890494557399,0.7281209065427058,0.2559156890037781,0.7973521629267608,0.5924645066261292,1,2.158,206.34
3
+ 0.5429,0.5316455696202531,0.6759203379601689,0.5951642901425914,0.5351524746154455,0.5348044060853879,0.5885862000397694,0.48118898719752934,0.7398119568824768,2,2.158,18.03
4
+ 0.7693,0.8205004812319538,0.6859786763226715,0.7472334830722034,0.7675282654945308,0.7676459752325804,0.14833963014515808,0.8540336496919756,0.8927932977676392,3,2.158,17.44
5
+ 0.6738,0.6237150716664254,0.8666264333132166,0.7253746421956558,0.6618747133657422,0.6615064137785287,0.5168025452376218,0.732094567661256,0.9750046133995056,4,2.158,17.5
6
+ 0.6624,0.6153957459123137,0.8555622611144639,0.7158727486955058,0.6500033859269596,0.649621343622902,0.5285344999005767,0.6729905394017454,0.9869915246963501,5,2.158,20.59
7
+ 0.6707,0.6170806586659224,0.8895594447797224,0.7286808931366895,0.6549419981389921,0.6545143125480054,0.5456353151720024,0.67661936147532,0.9889134764671326,6,2.158,18.7
8
+ 0.6695,0.6165360940123111,0.8865419432709717,0.727287730010727,0.6539623525069496,0.6535370653174277,0.5450387751043945,0.6811308932432488,0.9897356033325195,7,2.158,18.7
9
+ 0.6649,0.6146983857264231,0.8732649366324683,0.7215158314634754,0.6504529075730833,0.6500407426145189,0.541061841320342,0.6966548554693379,0.9914004802703857,8,2.158,18.39
10
+ 0.6658,0.629842180774749,0.7948098974049487,0.7027748132337247,0.6605468401481551,0.6603019179042589,0.46172201232849475,0.7228504366886903,0.9933744072914124,9,2.158,18.1
11
+ 0.6878,0.6401819560272934,0.8493260913297124,0.7300708974580667,0.6799512656605012,0.6796605717960753,0.47186319347782857,0.7602011531667926,0.9946461319923401,10,2.158,17.85
12
+ 0.8634,0.8978150518649305,0.8183464091732046,0.8562407914123342,0.8630603842754184,0.8630999379140243,0.09206601710081527,0.9097506440116645,0.9961898326873779,11,2.158,16.2
13
+ 0.9651,0.999351771823682,0.9303962985314826,0.9636420460464632,0.9650437900648622,0.9650519201801689,0.0005965400676078744,0.9839998417546766,0.997463583946228,12,2.158,15.27
14
+ 0.9918,0.9995912528101369,0.9839066586199959,0.9916869424168694,0.9917984830474245,0.9917991299830817,0.00039769337840524953,0.9978568279036908,0.9982994198799133,13,2.158,14.96
15
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999824194085889,0.9986590147018433,14,2.158,15.06
16
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.999999419980488,0.9986157417297363,15,2.158,13.33
17
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999994199804881,0.9982858300209045,16,2.158,12.12
18
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999994199804882,0.9979562759399414,17,2.158,12.12
19
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999994199804881,0.9982941746711731,18,2.158,11.2
20
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999994199804881,0.9977864027023315,19,2.158,11.39
21
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999994199804881,0.9979428648948669,20,2.158,11.15
22
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999994199804881,0.9982120990753174,21,2.158,11.01
23
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999994199804881,0.9971646666526794,22,2.158,11.11
24
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999993799791425,0.9982621073722839,23,2.158,11.22
25
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999994199804881,0.9981026649475098,24,2.158,10.81
26
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999994199804881,0.9969289898872375,25,2.158,10.68
27
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999995799858707,0.9951587319374084,26,2.158,10.75
28
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999995399845251,0.9926435351371765,27,2.158,11.01
29
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999995399845251,0.9912931323051453,28,2.158,10.85
30
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999993799791426,0.994300127029419,29,2.158,10.78
31
+ 0.9999,0.9997988736926791,1.0,0.9998994267323745,0.9998999967508944,0.9999000000570019,0.00019884668920262477,0.9999993799791425,0.9958939552307129,30,2.158,10.9
UNSW_NB15__BiLSTM__FedAvg__iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
UNSW_NB15__BiLSTM__FedAvg__iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "UNSW_NB15__BiLSTM__FedAvg__iid",
3
+ "dataset": "UNSW_NB15",
4
+ "model": "BiLSTM",
5
+ "fl_algo": "FedAvg",
6
+ "partition": "iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 914.4,
11
+ "model_params": 79233,
12
+ "model_mb": 0.3169,
13
+ "final": {
14
+ "accuracy": 0.900067915009217,
15
+ "precision": 0.9294037647204277,
16
+ "recall": 0.9129801123424928,
17
+ "f1_binary": 0.9211187354490871,
18
+ "f1_macro": 0.8924052202469086,
19
+ "f1_weighted": 0.9003921852303807,
20
+ "fpr": 0.12279569892473119,
21
+ "auc_roc": 0.9677508843584055,
22
+ "threshold": 0.41568511724472046,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
UNSW_NB15__BiLSTM__FedAvg__iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8554,0.8278504425947946,0.9776876267748479,0.896551724137931,0.8282160812652458,0.8474730654267685,0.36285157337788915,0.8353488261142793,0.5725645422935486,1,19.016,128.3
3
+ 0.8608,0.8230521571152608,0.9971914495241068,0.9017920135459292,0.8314315371540151,0.8512591194012566,0.38262322472848787,0.8514656424873144,0.360315203666687,2,19.016,26.55
4
+ 0.8617,0.8251811594202898,0.9950070213761897,0.902171606422862,0.833142770634252,0.8525950965594824,0.3762183235867446,0.8637972725193821,0.5449920296669006,3,19.016,26.58
5
+ 0.8629,0.8257046806309801,0.9964112966141364,0.9030615852365128,0.8344913526319153,0.8538144441798908,0.37538290169869115,0.8797975113230797,0.5229008793830872,4,19.016,26.35
6
+ 0.8638,0.8262443438914027,0.9971914495241068,0.9037047511312217,0.8355613919590534,0.8547641905737704,0.3742690058479532,0.8972604662259834,0.5486220121383667,5,19.016,26.42
7
+ 0.8719,0.8356020942408376,0.9960992354501482,0.9088191330343797,0.8467805965961681,0.8642630561644561,0.34976329713171816,0.9168820831573047,0.5111556649208069,6,19.016,26.47
8
+ 0.8719,0.8353387392100444,0.9965673271961304,0.9088580576307363,0.8466914341980427,0.8642099886813758,0.35059871901977163,0.9177900673043193,0.34254056215286255,7,19.016,26.17
9
+ 0.8669,0.8578072153325818,0.9497581525979092,0.9014439096630877,0.8482585214212283,0.8632461638277844,0.2809802283486494,0.9252689550543719,0.4757038950920105,8,19.016,26.15
10
+ 0.87,0.843670119736311,0.9784677796848182,0.9060829359919087,0.8474877167780265,0.8639998495524984,0.3235867446393762,0.9243015741360996,0.43221938610076904,9,19.016,26.07
11
+ 0.8775,0.8828655834564254,0.9325947885785614,0.90704909325442,0.8637283290638029,0.8759361204127188,0.22082985240879976,0.9330690285638508,0.44736576080322266,10,19.016,26.05
12
+ 0.8841,0.8870539663815984,0.9386799812763301,0.9121370631491168,0.8709605862081315,0.8825641174101012,0.21331105541631856,0.9372153533571277,0.42673951387405396,11,19.016,25.63
13
+ 0.8812,0.9037896365042537,0.9116866905913559,0.9077209880379059,0.8705037721553548,0.8809915835910577,0.17321080478975215,0.9403537362328865,0.44641607999801636,12,19.016,25.62
14
+ 0.887,0.8712899141932762,0.9664534248712747,0.9164077526261282,0.8710394208980687,0.8838242167790359,0.2548036758563074,0.9455497153799706,0.37716445326805115,13,19.016,25.63
15
+ 0.8878,0.8741684359518754,0.9636448743953815,0.916728514175449,0.8724004201278717,0.8848920770304789,0.2475633528265107,0.9464389506558823,0.3772827684879303,14,19.016,25.71
16
+ 0.8865,0.8717225824640541,0.964893119051334,0.9159446049026142,0.8706242956789506,0.8833955588181791,0.253411306042885,0.9488876661931003,0.3602231740951538,15,19.016,25.64
17
+ 0.8864,0.8745560448927404,0.9605242627555001,0.9155264723378941,0.8710721494778604,0.8835993776598178,0.24589250905040377,0.9538852505650841,0.3664412498474121,16,19.016,25.55
18
+ 0.8819,0.9212052852078634,0.892026837260103,0.9063812921125645,0.8732312689405071,0.8825729454703928,0.1361737677527151,0.9552018427859146,0.49653223156929016,17,19.016,25.63
19
+ 0.8901,0.915753210147197,0.9124668435013262,0.91410707307542,0.880787054927717,0.8901766360417398,0.14981899192425507,0.9581008136575553,0.44181448221206665,18,19.016,25.67
20
+ 0.8874,0.9247467438494935,0.8973318770479014,0.9108330693696547,0.8790464858514035,0.8880039450868468,0.13032581453634084,0.9584944313245796,0.4528278112411499,19,19.016,25.45
21
+ 0.89,0.9284907183212268,0.8974879076298955,0.9127261186924785,0.8819985379833404,0.8906575702271755,0.12336396546922862,0.9607817935991312,0.47209876775741577,20,19.016,25.4
22
+ 0.8914,0.9271385010431712,0.9013886721797473,0.9140822784810126,0.8832639653274628,0.8919485659741331,0.126427179058758,0.9606707342375111,0.4608958065509796,21,19.016,25.29
23
+ 0.896,0.9175610514854565,0.9204244031830239,0.9189904969621436,0.8868898309999214,0.8959357986680756,0.14759120022277916,0.963452953737997,0.41589754819869995,22,19.016,25.31
24
+ 0.8942,0.9187666301455627,0.9158995163051958,0.9173308329426473,0.88521359753214,0.894264234470821,0.14452798663324978,0.9625650002504919,0.4171754717826843,23,19.016,25.39
25
+ 0.8952,0.9247345903977182,0.9105944765173974,0.9176100628930818,0.8868270094685189,0.8955016739235607,0.13227513227513227,0.9648267267569072,0.4187820553779602,24,19.016,25.57
26
+ 0.8965,0.927321882951654,0.9098143236074271,0.9184846814208081,0.8883810508295331,0.8968642539301546,0.12726260094681147,0.9653044862290086,0.4270036518573761,25,19.016,25.71
27
+ 0.8997,0.9298664122137404,0.9123108129193321,0.9210049618020004,0.8918320714802142,0.9000529919728935,0.12280701754385964,0.965971906934862,0.43709853291511536,26,19.016,25.65
28
+ 0.9008,0.927950703112656,0.916367608051178,0.9221227822264092,0.8927606475163994,0.9010348970776803,0.12698412698412698,0.9666044586510051,0.43622225522994995,27,19.016,25.76
29
+ 0.9002,0.9297855440826053,0.9132469964112966,0.9214420654911839,0.8923273923947148,0.9005319072732997,0.12308549150654413,0.9671418538718636,0.42488378286361694,28,19.016,25.77
30
+ 0.9003,0.935889175257732,0.9065376813855516,0.92097963065705,0.8929698369999324,0.9008629968525081,0.11083263714842662,0.9676918062740631,0.43767276406288147,29,19.016,25.79
31
+ 0.9012,0.9308536003814973,0.9137150881572789,0.9222047244094488,0.893431129328012,0.9015395284219608,0.12113617376775271,0.9675741424433641,0.42251527309417725,30,19.016,26.36
UNSW_NB15__BiLSTM__FedProx__iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
UNSW_NB15__BiLSTM__FedProx__iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "UNSW_NB15__BiLSTM__FedProx__iid",
3
+ "dataset": "UNSW_NB15",
4
+ "model": "BiLSTM",
5
+ "fl_algo": "FedProx",
6
+ "partition": "iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 7708.9,
11
+ "model_params": 79233,
12
+ "model_mb": 0.3169,
13
+ "final": {
14
+ "accuracy": 0.8839623556806054,
15
+ "precision": 0.8999614208980028,
16
+ "recall": 0.9207833611659328,
17
+ "f1_binary": 0.9102533317325009,
18
+ "f1_macro": 0.8730694728260178,
19
+ "f1_weighted": 0.8834125526246873,
20
+ "fpr": 0.18123655913978495,
21
+ "auc_roc": 0.9508520807520842,
22
+ "threshold": 0.42112651467323303,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
UNSW_NB15__BiLSTM__FedProx__iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8542,0.8298467688207861,0.9717584646590732,0.8952134540750324,0.8278236182632803,0.8468140739950321,0.35561125034809243,0.8341668216761631,0.641605019569397,1,19.016,255.74
3
+ 0.8609,0.8238255033557047,0.9959432048681541,0.9017447199265382,0.8318410404356291,0.8515398973161673,0.38011695906432746,0.8484935010503496,0.4271022379398346,2,19.016,257.07
4
+ 0.8622,0.8249580157602378,0.9964112966141364,0.9026148409893993,0.8335296427169219,0.8529978515901061,0.3773322194374826,0.8584965995022577,0.4985368251800537,3,19.016,255.13
5
+ 0.8623,0.824980625161457,0.9965673271961304,0.902692389230443,0.8336337651400976,0.8530944854087569,0.3773322194374826,0.8654040486003761,0.5266067385673523,4,19.016,255.07
6
+ 0.8625,0.8251937984496124,0.9965673271961304,0.9028199872782529,0.833908711806961,0.853327909234771,0.3767752715121136,0.8708694857408427,0.5389750599861145,5,19.016,255.21
7
+ 0.8626,0.8252163803126211,0.9967233577781245,0.9028975265017668,0.8340128658149859,0.8534245631965208,0.3767752715121136,0.8759893831421536,0.5241730213165283,6,19.016,256.12
8
+ 0.8632,0.8259407733091944,0.9965673271961304,0.9032668646584642,0.8348700318512532,0.8541442593363252,0.3748259537733222,0.8851035287461038,0.5590063333511353,7,19.016,256.11
9
+ 0.8634,0.8259015122140364,0.9970354189421127,0.9034356001696593,0.835045439305875,0.8543177866372894,0.37510442773600666,0.9023912479661385,0.5281611084938049,8,19.016,257.33
10
+ 0.8684,0.8485968514715948,0.9672335777812451,0.9040396674930727,0.8473427736129061,0.8633199583083371,0.3079922027290448,0.9173821109873209,0.5608413815498352,9,19.016,256.03
11
+ 0.8694,0.8819039066008083,0.9193321891090653,0.9002291825821238,0.8556138677020604,0.8681864634352623,0.2197159565580618,0.923980192849628,0.5226041078567505,10,19.016,256.45
12
+ 0.872,0.8716128097377192,0.9385239506943361,0.903831705484598,0.8562506808439432,0.8696590135876797,0.24672793093845724,0.9252967416200042,0.4678940176963806,11,19.016,256.22
13
+ 0.8728,0.8745807204316757,0.9357154002184428,0.9041157847127996,0.8576117979103054,0.8707166213912482,0.23948760790866053,0.9278400487965984,0.45973503589630127,12,19.016,256.08
14
+ 0.871,0.8831013321359078,0.920580433765018,0.9014514896867838,0.857382763656706,0.8698013306519818,0.2174881648565859,0.926948336844782,0.46213388442993164,13,19.016,257.38
15
+ 0.8728,0.877221324717286,0.9319706662505851,0.9037675896504767,0.858106148113354,0.8709735423385151,0.2328042328042328,0.9301601075381368,0.4617830216884613,14,19.016,258.06
16
+ 0.8742,0.8778054862842892,0.9336870026525199,0.9048843187660668,0.8595871254296823,0.8723518745118756,0.23196881091617932,0.9324433420195136,0.4375581741333008,15,19.016,255.18
17
+ 0.875,0.8791709539908864,0.9332189109065376,0.9053890402664244,0.8606202714590814,0.8732361105089907,0.22890559732664995,0.933925871525957,0.4401351511478424,16,19.016,255.92
18
+ 0.8744,0.8820999555094172,0.9280699017007333,0.9045012165450121,0.8605450007958706,0.8729318623939787,0.22138680033416874,0.9346531235076125,0.4326880872249603,17,19.016,253.08
19
+ 0.8767,0.8869617224880383,0.9255734123888282,0.9058563029701459,0.8636191553964159,0.8755215835826929,0.21052631578947367,0.9371940191839839,0.4337225556373596,18,19.016,252.9
20
+ 0.879,0.891314165286768,0.9238570759868935,0.9072939013178057,0.8665715332726047,0.8780470965877423,0.20105820105820105,0.9389415530122267,0.43008965253829956,19,19.016,254.6
21
+ 0.878,0.8940015186028853,0.918552036199095,0.9061105125442512,0.865987029038326,0.8772938266902957,0.1943748259537733,0.9394805993503549,0.4307684898376465,20,19.016,255.23
22
+ 0.8782,0.9038431616617395,0.9063816508035575,0.905110626363353,0.8675469379722962,0.8781323853608961,0.1720969089390142,0.9407723813616842,0.46045976877212524,21,19.016,256.13
23
+ 0.8795,0.8960426179604262,0.918552036199095,0.9071577163109639,0.8677648715438881,0.8788657751992501,0.19019771651350598,0.9418460855420394,0.43695077300071716,22,19.016,255.44
24
+ 0.8797,0.8987438725490197,0.9154314245592136,0.907010898971941,0.8683433370691505,0.8792398560133569,0.18407128933444722,0.9425294960151371,0.42225247621536255,23,19.016,255.97
25
+ 0.8818,0.8996788499770607,0.9179279138711187,0.9087117701575533,0.8705498726000472,0.8813038953317524,0.18267891952102477,0.9450491444192736,0.4281107187271118,24,19.016,256.08
26
+ 0.8848,0.8808868279959426,0.9485099079419567,0.9134485349361382,0.8706256127595489,0.8826931122289118,0.22890559732664995,0.9456069830789592,0.38823091983795166,25,19.016,255.13
27
+ 0.8873,0.8813167773606699,0.9524106724918084,0.9154855643044619,0.8731966456180975,0.8851136629039149,0.22890559732664995,0.9472030268976996,0.3769661784172058,26,19.016,258.38
28
+ 0.884,0.9053281853281854,0.9146512716492432,0.9099658491151816,0.873476460251801,0.8837591700335017,0.17070453912559175,0.9487482119594856,0.43044188618659973,27,19.016,254.6
29
+ 0.8862,0.9055239267579628,0.9182399750351069,0.9118376200805702,0.8756875635653838,0.8858746494913634,0.17098301308827624,0.9498894381460838,0.4167240560054779,28,19.016,254.72
30
+ 0.8883,0.9040928527794746,0.9237010454048994,0.9137917727869106,0.8775972920444564,0.8877968967176799,0.17488164856585908,0.9509397659819351,0.4052716791629791,29,19.016,256.68
31
+ 0.8886,0.9037669666005795,0.9246372288968638,0.9140829862717877,0.8778546861981629,0.8880638211589102,0.17571707045391255,0.9517653246168245,0.42489445209503174,30,19.016,257.51
UNSW_NB15__CNN_BiLSTM__FedAvg__iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
UNSW_NB15__CNN_BiLSTM__FedAvg__iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "UNSW_NB15__CNN_BiLSTM__FedAvg__iid",
3
+ "dataset": "UNSW_NB15",
4
+ "model": "CNN_BiLSTM",
5
+ "fl_algo": "FedAvg",
6
+ "partition": "iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 1191.0,
11
+ "model_params": 101921,
12
+ "model_mb": 0.4077,
13
+ "final": {
14
+ "accuracy": 0.965091685262443,
15
+ "precision": 0.9714718352513628,
16
+ "recall": 0.9739790496432367,
17
+ "f1_binary": 0.9727238268516413,
18
+ "f1_macro": 0.9621264291202838,
19
+ "f1_weighted": 0.9650742062907314,
20
+ "fpr": 0.05064516129032258,
21
+ "auc_roc": 0.9955526827850882,
22
+ "threshold": 0.31472086906433105,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
UNSW_NB15__CNN_BiLSTM__FedAvg__iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8719,0.8369250985545335,0.9937587767202372,0.908624010271774,0.8472228896033673,0.8645257254077243,0.3455861876914508,0.8319407245424113,0.0183038283139467,1,24.461,178.87
3
+ 0.874,0.8384382805310898,0.9951630519581838,0.9101027397260274,0.8497706211999121,0.8667722122005714,0.34224450013923696,0.8175469793917537,0.005200472194701433,2,24.461,171.91
4
+ 0.8715,0.8349019607843138,0.9965673271961304,0.9085994736467743,0.8461529601864574,0.8637503876795747,0.3517126148705096,0.8174594919016827,0.0024296909105032682,3,24.461,30.62
5
+ 0.8713,0.8347712418300653,0.9964112966141364,0.908457216018209,0.8459135095408332,0.8635383260261577,0.3519910888331941,0.8163139858453193,0.0014076668303459883,4,24.461,30.53
6
+ 0.8711,0.834640522875817,0.9962552660321423,0.9083149583896436,0.845674058895209,0.8633262643727406,0.35226956279587857,0.8170888160746174,0.00087799719767645,5,24.461,30.51
7
+ 0.8696,0.8333550999085804,0.995631143704166,0.9072941845585099,0.8437717973685708,0.8616724060786956,0.35533277638540794,0.8084320951300774,0.0005975458188913763,6,24.461,30.34
8
+ 0.8677,0.8332896461336828,0.9920424403183024,0.9057625186979129,0.8419099458109595,0.8599036008505029,0.35421888053467,0.8063675033355829,0.0004010216216556728,7,24.461,30.39
9
+ 0.8663,0.8328083989501313,0.9901700733343736,0.904697412502673,0.8403909102372684,0.8585124825756595,0.35477582846003897,0.7980937764219498,0.00021906344045419246,8,24.461,30.27
10
+ 0.8658,0.8324366880986747,0.9898580121703854,0.9043478260869565,0.8397786031607313,0.8579742101813416,0.35561125034809243,0.7943678999513312,0.00013614105409942567,9,24.461,30.13
11
+ 0.8687,0.8339449541284404,0.9928225932282727,0.9064748201438849,0.8431048819726303,0.8609625305492898,0.35282651072124754,0.7935989789838408,0.00011733404244296253,10,24.461,30.02
12
+ 0.8688,0.8449045879009338,0.9740989233889843,0.904913755616756,0.8466845463024122,0.8630935374871942,0.3191311612364244,0.8126413796318783,0.00031704691355116665,11,24.461,29.89
13
+ 0.8781,0.8471107544141252,0.9881416757684506,0.9122074180770616,0.8564307736337884,0.8721486320379026,0.3182957393483709,0.8629038659998413,0.0003705423150677234,12,24.461,29.96
14
+ 0.8829,0.8540145985401459,0.9858012170385395,0.9151879481422467,0.8630517489782765,0.8777437299026833,0.3007518796992481,0.9079461061419,0.00043416916741989553,13,24.461,29.67
15
+ 0.8957,0.903337342152736,0.9375877672023717,0.9201439399739683,0.8849170485285607,0.8948439865378764,0.17905875800612642,0.9645858374373373,0.09013830870389938,14,24.461,29.21
16
+ 0.9233,0.9218002392344498,0.9619285379934467,0.9414369702985417,0.9151629295937153,0.9225669542643354,0.14564188248398774,0.9764531993634161,0.12002431601285934,15,24.461,29.1
17
+ 0.9424,0.9552052442640862,0.9549071618037135,0.9550561797752809,0.9374390030279522,0.9424035234353494,0.07992202729044834,0.9864226019878843,0.2707342505455017,16,24.461,28.77
18
+ 0.9548,0.9648821601373497,0.9645810578873459,0.9647315855181023,0.9509069954316569,0.9548027649180172,0.06265664160401002,0.9923482880673016,0.25223153829574585,17,24.461,28.78
19
+ 0.9589,0.9718376337319069,0.9638009049773756,0.9678025851938895,0.9554976989549269,0.9589652158970664,0.04984683932052353,0.9937927984260856,0.30203795433044434,18,24.461,28.63
20
+ 0.9588,0.9716847569608306,0.9638009049773756,0.9677267742440858,0.9553867490241718,0.9588641681311436,0.05012531328320802,0.9941022525628055,0.329038143157959,19,24.461,28.32
21
+ 0.961,0.9726715878749803,0.9662973942892807,0.9694740137758296,0.9577436514061872,0.9610492675219524,0.04845446950710108,0.994352309928268,0.33016711473464966,20,24.461,28.52
22
+ 0.9598,0.9777318275807221,0.9591199875175535,0.968336483931947,0.956649074386565,0.9599425863964538,0.03898635477582846,0.9944566779198999,0.3293875753879547,21,24.461,28.28
23
+ 0.9621,0.9690416925948974,0.9719144952410672,0.9704759679052738,0.9587825881687475,0.9620777825785006,0.05541631857421331,0.9947819045715918,0.2929108440876007,22,24.461,28.33
24
+ 0.9619,0.970496409615985,0.9700421282571384,0.970269215762778,0.9586210379440194,0.9619034944533458,0.05263157894736842,0.9948883581850381,0.28970029950141907,23,24.461,28.24
25
+ 0.962,0.9685994092958184,0.9722265564050554,0.9704095935212583,0.9586610694625012,0.961971803542259,0.056251740462266775,0.9949596169303652,0.30445656180381775,24,24.461,28.41
26
+ 0.9623,0.9687597140192726,0.9725386175690436,0.9706454878143735,0.9589848928522755,0.9622708485125948,0.055973266499582286,0.9949766495085167,0.2795775234699249,25,24.461,28.36
27
+ 0.9626,0.9680471537149061,0.9737868622249961,0.9709085252022402,0.9592784507310194,0.9625558057170094,0.05736563631300473,0.9950028501325607,0.28086405992507935,26,24.461,28.14
28
+ 0.9637,0.9686821705426356,0.9748790762989546,0.9717707442258341,0.9604687637947543,0.9636536618802325,0.056251740462266775,0.9951832564195113,0.27969810366630554,27,24.461,28.37
29
+ 0.9627,0.9721526908635795,0.9695740365111561,0.9708616514334818,0.9595244498312012,0.9627192732427239,0.04956836535783904,0.9950861012033213,0.3184753656387329,28,24.461,28.73
30
+ 0.9637,0.9697016780609073,0.9737868622249961,0.9717399766446088,0.9605031120120319,0.9636696604654921,0.05430242272347535,0.9952403937671367,0.2756529450416565,29,24.461,28.37
31
+ 0.9643,0.970606531881804,0.9737868622249961,0.9721940961134045,0.9611703618396934,0.9642768501580252,0.05263157894736842,0.9954153687472788,0.3087664544582367,30,24.461,28.34
UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid",
3
+ "dataset": "UNSW_NB15",
4
+ "model": "CNN_BiLSTM",
5
+ "fl_algo": "FedAvg",
6
+ "partition": "non_iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 908.2,
11
+ "model_params": 101921,
12
+ "model_mb": 0.4077,
13
+ "final": {
14
+ "accuracy": 0.9600465702920346,
15
+ "precision": 0.9714181018688164,
16
+ "recall": 0.9659025352967967,
17
+ "f1_binary": 0.9686524671528401,
18
+ "f1_macro": 0.9567899241640575,
19
+ "f1_weighted": 0.9600896147383118,
20
+ "fpr": 0.05032258064516129,
21
+ "auc_roc": 0.9941788142496379,
22
+ "threshold": 0.4427826702594757,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8711,0.8352540597171294,0.9951630519581838,0.9082235671057316,0.8458834040398515,0.8634508619918166,0.35032024505708714,0.8254903307748402,0.055590417236089706,1,24.461,167.77
3
+ 0.8706,0.8370009223876663,0.991106256826338,0.907558222603229,0.8459817104352366,0.8633339715641769,0.3444722918407129,0.7963338592141836,0.01171134039759636,2,24.461,25.42
4
+ 0.8694,0.8333115610711953,0.9953190825401779,0.9071387940841866,0.8435626584976189,0.8614784135059137,0.35533277638540794,0.7988644571328462,0.003894394962117076,3,24.461,25.97
5
+ 0.8701,0.833463847559384,0.9964112966141364,0.9076824674863194,0.8442949358851735,0.8621575422903764,0.35533277638540794,0.7864491632507005,0.0020230435766279697,4,24.461,25.84
6
+ 0.8713,0.835121695891128,0.99578717428616,0.9084050957227243,0.8460331076193046,0.8636095338668484,0.3508771929824561,0.7804884995554366,0.0015312015311792493,5,24.461,25.27
7
+ 0.8717,0.8356469355683604,0.995631143704166,0.9086507653969385,0.8466007815229865,0.8640864669786661,0.3494848231690337,0.783658688163866,0.000998142291791737,6,24.461,25.26
8
+ 0.8722,0.8359303391384051,0.9960992354501482,0.9090132422041862,0.8471838129059225,0.8646073460821732,0.3489278752436647,0.7862689524907952,0.0008535541710443795,7,24.461,25.25
9
+ 0.873,0.8372489828061426,0.9953190825401779,0.9094667807242658,0.8484038525188643,0.8656113856871465,0.34530771372876634,0.787160794793975,0.0006516131106764078,8,24.461,24.97
10
+ 0.873,0.836983606557377,0.99578717428616,0.9095054866752174,0.8483162699886311,0.8655593912509112,0.3461431356168198,0.7880364518028659,0.0005185404443182051,9,24.461,24.98
11
+ 0.8732,0.8373802336264602,0.995475113122172,0.9096093527231252,0.8486425866093857,0.8658230213002375,0.34502923976608185,0.7909879759991857,0.0003410136851016432,10,24.461,25.13
12
+ 0.8733,0.8377561744613767,0.9950070213761897,0.90963554667998,0.8488636004013715,0.8659891348626834,0.3439153439153439,0.7948705565338425,0.0002491850173100829,11,24.461,25.2
13
+ 0.8729,0.8382933895180406,0.993290684974255,0.9092337356280797,0.848647216321627,0.8657204974621855,0.3419660261765525,0.8024381701119184,0.00021508637291844934,12,24.461,25.39
14
+ 0.8729,0.8391866913123844,0.9917303791543143,0.909103911893013,0.8489345386289063,0.8658902680147316,0.3391812865497076,0.8242610087918084,0.00016357461572624743,13,24.461,25.43
15
+ 0.8739,0.8416511813113884,0.9893899204244032,0.9095603528652371,0.8506857402430857,0.867276606080008,0.33221943748259536,0.858902122593806,0.00019613682525232434,14,24.461,25.41
16
+ 0.8782,0.8489982519833266,0.9851770947105633,0.9120323559150657,0.8570561519581829,0.8725484462332325,0.31272626009468113,0.8818271906774096,0.0002687940141186118,15,24.461,25.14
17
+ 0.8845,0.8533763788001076,0.9898580121703854,0.9165643285415012,0.864486484556604,0.8791620209915479,0.303536619326093,0.9313274257226428,0.0006824690499342978,16,24.461,25.54
18
+ 0.9066,0.9352838289076165,0.9177718832891246,0.9264451094660576,0.8992674739332479,0.9069261316263937,0.11333890281258702,0.9711266081502017,0.10099850594997406,17,24.461,24.69
19
+ 0.9367,0.9355957767722474,0.9678577001092215,0.95145333231076,0.9302590609262462,0.9362316066024022,0.1189083820662768,0.9835153320794401,0.17916159331798553,18,24.461,24.0
20
+ 0.9506,0.9590252987738631,0.9641129661413637,0.9615624027388733,0.9462260810560623,0.9505478565062784,0.07351712614870509,0.9915116061160687,0.20277045667171478,19,24.461,23.98
21
+ 0.9547,0.9590012330456227,0.9708222811671088,0.9648755524540591,0.9505498415515403,0.9545868268838702,0.07407407407407407,0.9925750559891693,0.2142866998910904,20,24.461,23.96
22
+ 0.957,0.9655816850957795,0.9673896083632392,0.9664848012470771,0.9532563476249333,0.9569841258556535,0.061542745753272066,0.9937274054921114,0.28502681851387024,21,24.461,23.88
23
+ 0.9582,0.9599263012436665,0.9755031986269309,0.9676520662436155,0.9542979178350036,0.9580611168565505,0.07268170426065163,0.9938580392834688,0.27699580788612366,22,24.461,23.76
24
+ 0.958,0.971946414499606,0.9622405991574349,0.9670691547749726,0.9545530703491203,0.9580801029403254,0.04956836535783904,0.9935974886332525,0.37621334195137024,23,24.461,23.94
25
+ 0.9598,0.9717292288361866,0.9653612107973163,0.9685347526612398,0.9564434560648392,0.9598507834457048,0.05012531328320802,0.9942285630339437,0.3795798122882843,24,24.461,23.87
26
+ 0.9607,0.9722135007849294,0.9662973942892807,0.969246419907661,0.9574109124881056,0.9607461584789362,0.04928989139515455,0.9943920236436516,0.37890321016311646,25,24.461,23.79
27
+ 0.9601,0.9720389569588439,0.9655172413793104,0.9687671232876712,0.9567711048964307,0.9601515828790823,0.04956836535783904,0.9943663878755157,0.36648693680763245,26,24.461,23.82
28
+ 0.9607,0.9713256032591664,0.9672335777812451,0.9692752716753967,0.9573800411643734,0.9607321171223797,0.050960735171261484,0.9945660861642499,0.4191525876522064,27,24.461,23.65
29
+ 0.9612,0.9747673868475004,0.9644250273053518,0.9695686274509804,0.9580256930358351,0.961278491954023,0.04455583402951824,0.9946957423203819,0.40583643317222595,28,24.461,23.63
30
+ 0.9615,0.9731385485391141,0.9666094554532688,0.9698630136986301,0.9582879082333982,0.9615497729535005,0.047619047619047616,0.9948091045560886,0.3893224895000458,29,24.461,24.02
31
+ 0.9588,0.9748218527315915,0.9605242627555001,0.9676202452059101,0.9554978631197224,0.9589139503916102,0.04427736006683375,0.9937948405974454,0.474561870098114,30,24.461,23.81
UNSW_NB15__CNN_BiLSTM__FedNova__iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
UNSW_NB15__CNN_BiLSTM__FedNova__iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "UNSW_NB15__CNN_BiLSTM__FedNova__iid",
3
+ "dataset": "UNSW_NB15",
4
+ "model": "CNN_BiLSTM",
5
+ "fl_algo": "FedNova",
6
+ "partition": "iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 9256.5,
11
+ "model_params": 101921,
12
+ "model_mb": 0.4077,
13
+ "final": {
14
+ "accuracy": 0.9643737265935772,
15
+ "precision": 0.9717831244880002,
16
+ "recall": 0.972491270684682,
17
+ "f1_binary": 0.972137068625368,
18
+ "f1_macro": 0.9613751837639428,
19
+ "f1_weighted": 0.9643687147523687,
20
+ "fpr": 0.05,
21
+ "auc_roc": 0.9953839323463781,
22
+ "threshold": 0.31495657563209534,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
UNSW_NB15__CNN_BiLSTM__FedNova__iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8692,0.8376803918972594,0.9872054922764862,0.9063171465406102,0.8448445620082978,0.8621675363295035,0.3414090782511835,0.8210146080862426,0.024620993062853813,1,24.461,307.07
3
+ 0.8593,0.8242997925311203,0.9918864097363083,0.9003611642234969,0.8305173740831722,0.8501993541447157,0.3773322194374826,0.7793310228988676,0.005364544689655304,2,24.461,307.5
4
+ 0.8366,0.8097029446101959,0.9739428928069902,0.8842612268026633,0.8032322795012976,0.8260662368508225,0.40852130325814534,0.7657297705872489,0.002902778098359704,3,24.461,308.12
5
+ 0.8308,0.8156028368794326,0.9510063972538617,0.878115545310474,0.8007772888369957,0.822571209511222,0.3837371205792258,0.7600231834244859,0.002056722529232502,4,24.461,308.38
6
+ 0.8192,0.8080064265631276,0.9416445623342176,0.8697218619397608,0.7871967689313308,0.8104523401411065,0.3993316624895572,0.7386311777258718,0.0012593643041327596,5,24.461,309.14
7
+ 0.7707,0.7892074198988196,0.8762677484787018,0.8304621072088725,0.7381654165387992,0.7641746239696259,0.4177109440267335,0.7105825189523279,0.0007897914620116353,6,24.461,309.89
8
+ 0.6955,0.773407022106632,0.742393509127789,0.7575829949844758,0.6741268920345151,0.697644821845814,0.38819270398217764,0.6562148770966963,0.0005055784713476896,7,24.461,310.35
9
+ 0.7462,0.7903104844757762,0.8221251365267592,0.8059039461609054,0.7196764098222205,0.7439753295624619,0.3893065998329156,0.689223774576609,0.00033198014716617763,8,24.461,309.57
10
+ 0.7654,0.8015437138192074,0.8425651427679826,0.8215426745778184,0.7396303976915938,0.7627132773181318,0.3723196881091618,0.7015795413361336,0.0002629907103255391,9,24.461,309.46
11
+ 0.7658,0.8056515857507891,0.8363239194882197,0.8207012708620426,0.7415700070078446,0.7638691971619577,0.36006683375104426,0.7214663581162994,0.00015423918375745416,10,24.461,309.53
12
+ 0.8042,0.8180648849506932,0.8931190513340614,0.8539459943308966,0.7785046926461884,0.7997640514609391,0.3544973544973545,0.7621138454916613,0.00015032582450658083,11,24.461,309.56
13
+ 0.8237,0.8245319921765857,0.920892494929006,0.8700523328665143,0.7979983411573361,0.8183031560209826,0.34976329713171816,0.8037286051591592,9.63532947935164e-05,12,24.461,308.1
14
+ 0.8581,0.8369800108049703,0.966921516617257,0.8972706870339535,0.8339594101082164,0.8518005279458892,0.3361180729601782,0.8606356436504828,7.739575084997341e-05,13,24.461,307.06
15
+ 0.8762,0.8580529012602133,0.9667654860352629,0.9091709464416727,0.8574112189037248,0.8719971101239186,0.2854358117516012,0.906770749623317,0.00024655400193296373,14,24.461,306.91
16
+ 0.9037,0.9035269709543569,0.9513184584178499,0.9268070228775557,0.8930396359455731,0.9025552855830058,0.18128654970760233,0.9671942985704063,0.013478726148605347,15,24.461,307.03
17
+ 0.9226,0.9316684541136816,0.9488219691059447,0.9401669758812616,0.9152986634785696,0.9223065539136481,0.12419938735728209,0.9807027841617357,0.044607363641262054,16,24.461,306.61
18
+ 0.9458,0.9611696274170728,0.9539709783117492,0.957556773688332,0.9412956759174718,0.9458780532693001,0.06878306878306878,0.9900588401709359,0.17141781747341156,17,24.461,305.91
19
+ 0.9525,0.9584363411619283,0.9678577001092215,0.9631239810573713,0.9482005633619488,0.9524059824685188,0.07490949596212754,0.9923056631714687,0.19796516001224518,18,24.461,306.32
20
+ 0.9547,0.9680917950330085,0.9609923545014822,0.9645290110406389,0.9509323710618882,0.9547639042079001,0.056530214424951264,0.9931335681308993,0.3075239062309265,19,24.461,306.35
21
+ 0.9555,0.9641967621419676,0.9664534248712747,0.9653237746434973,0.9516168196504775,0.9554794395675106,0.06404901141743247,0.9934561225796414,0.2722070515155792,20,24.461,307.1
22
+ 0.9577,0.97765719757421,0.9558433452956779,0.9666272189349112,0.9544398893309368,0.9578742788133368,0.03898635477582846,0.9938402897728188,0.41143226623535156,21,24.461,306.31
23
+ 0.9589,0.9681548548236029,0.9677016695272274,0.9679282091299258,0.9553628519553596,0.9589037696071524,0.05680868838763575,0.9940740966683104,0.3472626209259033,22,24.461,306.26
24
+ 0.9591,0.9737839545167404,0.9620845685754408,0.9678989090338278,0.955777530009406,0.959193334618488,0.04622667780562517,0.9941529592431694,0.34528541564941406,23,24.461,307.57
25
+ 0.9594,0.9700861393891934,0.9664534248712747,0.9682663748632171,0.9559622187943618,0.9594295299745652,0.053188526872737396,0.994286091435659,0.31896793842315674,24,24.461,308.12
26
+ 0.9621,0.9730153749607782,0.9677016695272274,0.9703512477509192,0.9589181761825124,0.9621400157504894,0.047897521581732105,0.9946498586404638,0.32881006598472595,25,24.461,307.55
27
+ 0.9625,0.9748190116462071,0.9664534248712747,0.9706181932147614,0.9594005709752127,0.9625616969223174,0.04455583402951824,0.9947673921197995,0.33491137623786926,26,24.461,307.65
28
+ 0.9628,0.9733416967225968,0.9684818224371977,0.970905678085406,0.9596696397080758,0.9628359553228074,0.04734057365636313,0.9948993511500185,0.33289769291877747,27,24.461,307.71
29
+ 0.9622,0.9727229973350054,0.9681697612732095,0.970441038473569,0.9590141964414434,0.9622342805260964,0.04845446950710108,0.9949692629312572,0.38484182953834534,28,24.461,308.11
30
+ 0.9624,0.9702260327357756,0.9711343423310969,0.9706799750467873,0.9591415482814761,0.9623930769439408,0.053188526872737396,0.9947662189575288,0.3259631097316742,29,24.461,308.07
31
+ 0.9628,0.9793552485310465,0.9622405991574349,0.9707224933102472,0.9598608353581672,0.9629216505690634,0.03620161514898357,0.9951116935210027,0.3919362425804138,30,24.461,307.51
UNSW_NB15__CNN_BiLSTM__FedProx__iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
UNSW_NB15__CNN_BiLSTM__FedProx__iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "UNSW_NB15__CNN_BiLSTM__FedProx__iid",
3
+ "dataset": "UNSW_NB15",
4
+ "model": "CNN_BiLSTM",
5
+ "fl_algo": "FedProx",
6
+ "partition": "iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 10575.8,
11
+ "model_params": 101921,
12
+ "model_mb": 0.4077,
13
+ "final": {
14
+ "accuracy": 0.9619481905501116,
15
+ "precision": 0.9667289494304141,
16
+ "recall": 0.9739790496432367,
17
+ "f1_binary": 0.97034045706853,
18
+ "f1_macro": 0.958636523557673,
19
+ "f1_weighted": 0.9618920952444516,
20
+ "fpr": 0.05935483870967742,
21
+ "auc_roc": 0.9950041659116768,
22
+ "threshold": 0.285339891910553,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
UNSW_NB15__CNN_BiLSTM__FedProx__iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.872,0.835975370103498,0.995631143704166,0.9088448938897593,0.847003850100301,0.8644306562401703,0.3486494012809802,0.8417098205717828,0.052096176892519,1,24.461,353.13
3
+ 0.8722,0.8365472910927456,0.9950070213761897,0.9089224629418472,0.8473901858945161,0.8647299815664541,0.3469785575048733,0.8401064336262372,0.009778717532753944,2,24.461,352.04
4
+ 0.8694,0.832789878700926,0.9962552660321423,0.9072179596476272,0.8433794052120648,0.8613691098520063,0.3570036201615149,0.8373988402813,0.004210982471704483,3,24.461,351.87
5
+ 0.8664,0.8300585556278465,0.9953190825401779,0.9052078898822193,0.8394986283139508,0.8580154982238888,0.3636869952659426,0.8291217025069912,0.0028653487097471952,4,24.461,352.58
6
+ 0.8658,0.8309601567602873,0.9925105320642846,0.9045790671217292,0.8392504500029131,0.8576600543069955,0.36034530771372875,0.8224826903165753,0.0019786881748586893,5,24.461,352.62
7
+ 0.8681,0.8323322016192217,0.9945389296302075,0.9062344494206298,0.841959294489516,0.8600720331491039,0.35756056808688386,0.8124443100956393,0.0017466431017965078,6,24.461,352.83
8
+ 0.8699,0.833507443196657,0.9959432048681541,0.9075140399516599,0.844116028908916,0.8619815884207613,0.35505430242272346,0.8012755880269492,0.0015063026221469045,7,24.461,351.93
9
+ 0.8704,0.8339647289353364,0.9960992354501482,0.9078498293515358,0.8447604941905926,0.8625390688389464,0.3539404065719855,0.8027069980737112,0.0014496821677312255,8,24.461,352.01
10
+ 0.8699,0.8339435146443515,0.9951630519581838,0.9074482464252686,0.844267619763198,0.8620719203565695,0.353661932609301,0.8056186999285109,0.001514510833658278,9,24.461,351.84
11
+ 0.8718,0.8496794434592825,0.9719144952410672,0.9066957787481805,0.850951723239905,0.866660398082137,0.30687830687830686,0.8271779247011446,0.00213499553501606,10,24.461,350.79
12
+ 0.876,0.8502507114785202,0.9789358714308004,0.9100667246881347,0.8552265368450331,0.8706805017792192,0.30771372876636033,0.8587634721935993,0.0037133730947971344,11,24.461,351.13
13
+ 0.8833,0.8567928124149197,0.9820564830706818,0.9151581243184297,0.8641443143609763,0.8785200060069867,0.2929546087440824,0.9412814468862296,0.011295026168227196,12,24.461,350.58
14
+ 0.8978,0.9251775848460931,0.9144952410672492,0.9198053986189579,0.8894782230139994,0.8980244210994766,0.13199665831244778,0.9718754332825007,0.14936839044094086,13,24.461,350.89
15
+ 0.9312,0.959665756066206,0.931814635668591,0.9455351488283724,0.926079192220918,0.9315618807928986,0.06989696463380674,0.9847905160171628,0.20575618743896484,14,24.461,350.79
16
+ 0.9431,0.9507564062982402,0.9609923545014822,0.9558469775742997,0.9379263005402779,0.9429763473284652,0.08883319409635199,0.9889245226065978,0.1966458559036255,15,24.461,350.95
17
+ 0.9506,0.9557713052858684,0.9677016695272274,0.9616994882927585,0.9460708086352556,0.9504749705627399,0.07992202729044834,0.990867670380855,0.20319215953350067,16,24.461,351.06
18
+ 0.9524,0.956595351700785,0.9697300670931502,0.9631179296451263,0.948009486390085,0.9522670456993557,0.0785296574770259,0.9919507164089209,0.17707064747810364,17,24.461,351.4
19
+ 0.9537,0.9607873527588344,0.9672335777812451,0.9639996889821942,0.949572333635235,0.953637962372008,0.07045391255917571,0.9922722932224374,0.2629810571670532,18,24.461,353.13
20
+ 0.9551,0.9576167076167076,0.9730067093150258,0.9652503676186054,0.9509116649507068,0.9549523113625208,0.07685881370091896,0.9927585472583871,0.21804316341876984,19,24.461,352.37
21
+ 0.9573,0.9588830929733047,0.9751911374629427,0.9669683607952347,0.9532989690304464,0.9571510036297637,0.07463102199944305,0.9933952267677049,0.1964416354894638,20,24.461,350.95
22
+ 0.958,0.966796570537802,0.9677016695272274,0.9672489082969432,0.9543602401016489,0.9579922667990828,0.059314954051796154,0.9936846936953695,0.2515951693058014,21,24.461,352.04
23
+ 0.9585,0.9605101413644745,0.9753471680449368,0.9678717968568553,0.9546404021697802,0.9583690091925979,0.07156780840991367,0.9939205862126754,0.2452758252620697,22,24.461,353.22
24
+ 0.9598,0.9657311211040471,0.9717584646590732,0.9687354176388241,0.9562243316141474,0.9597499556559014,0.061542745753272066,0.9942643227579707,0.25351256132125854,23,24.461,354.69
25
+ 0.9588,0.965967365967366,0.9698860976751443,0.9679227654936157,0.9551743508854328,0.9587668541220188,0.06098579782790309,0.9940630602528755,0.25804001092910767,24,24.461,351.62
26
+ 0.9597,0.9681945743685687,0.9689499141831799,0.9685720970131795,0.9562102508195338,0.9596938190769033,0.05680868838763575,0.9944224389617793,0.3272826075553894,25,24.461,351.03
27
+ 0.9606,0.9649095687123203,0.9739428928069902,0.9694051871408604,0.9570418241236456,0.9605258198218968,0.063213589529379,0.9945912005269324,0.2546728253364563,26,24.461,349.8
28
+ 0.9612,0.9689982863374358,0.9705102200031206,0.9697536638603056,0.9578271944510675,0.9611880735305908,0.05541631857421331,0.9946573321186325,0.2874189615249634,27,24.461,348.65
29
+ 0.9614,0.9701795472287276,0.9695740365111561,0.96987669736226,0.9580805696663791,0.9614047184510782,0.053188526872737396,0.9948509038932867,0.3376406729221344,28,24.461,350.1
30
+ 0.9613,0.9698813982521848,0.9697300670931502,0.9698057267691348,0.9579642583448904,0.9613011841468426,0.053745474798106374,0.994785076454768,0.2932208180427551,29,24.461,350.81
31
+ 0.9624,0.9702260327357756,0.9711343423310969,0.9706799750467873,0.9591415482814761,0.9623930769439408,0.053188526872737396,0.995021533827982,0.3166848123073578,30,24.461,352.08
UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "UNSW_NB15__CNN_BiLSTM__FedProx__non_iid",
3
+ "dataset": "UNSW_NB15",
4
+ "model": "CNN_BiLSTM",
5
+ "fl_algo": "FedProx",
6
+ "partition": "non_iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 7983.6,
11
+ "model_params": 101921,
12
+ "model_mb": 0.4077,
13
+ "final": {
14
+ "accuracy": 0.9587852915494324,
15
+ "precision": 0.9644267583129842,
16
+ "recall": 0.9713374829209048,
17
+ "f1_binary": 0.9678697848909328,
18
+ "f1_macro": 0.9552042355901478,
19
+ "f1_weighted": 0.9587272907803438,
20
+ "fpr": 0.06344086021505377,
21
+ "auc_roc": 0.9941572721440571,
22
+ "threshold": 0.3264130651950836,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
UNSW_NB15__CNN_BiLSTM__FedProx__non_iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8722,0.8363707879900354,0.9953190825401779,0.908948418352807,0.8473313520335464,0.8646950413223141,0.34753550543024225,0.8405342468009277,0.09283870458602905,1,24.461,269.07
3
+ 0.8731,0.8386926726410121,0.9929786238102668,0.909337715224691,0.8489717061880576,0.8659828475345809,0.3408521303258145,0.8391957121005911,0.01540809404104948,2,24.461,264.4
4
+ 0.8737,0.8390880337374802,0.993446715556249,0.9097663785096807,0.84968578795549,0.866616498373661,0.34001670843776105,0.8320369890242848,0.005080516450107098,3,24.461,265.07
5
+ 0.875,0.8421541318477251,0.9906381650803557,0.9103814166905649,0.8519190626083359,0.8683937539887081,0.3313840155945419,0.8082831686973888,0.002132193651050329,4,24.461,265.56
6
+ 0.8709,0.8342476489028213,0.9965673271961304,0.908211873444721,0.8453443528975921,0.8630604201877732,0.3533834586466165,0.7942202987575037,0.00120621791575104,5,24.461,266.93
7
+ 0.8465,0.823466949827449,0.9680137306912154,0.8899089148676755,0.8182415632618054,0.8384374229443396,0.37037037037037035,0.7829768853575836,0.0007439952460117638,6,24.461,266.92
8
+ 0.8485,0.8267895299145299,0.9659853331252926,0.8909836655393251,0.8213725471724153,0.8409889603282105,0.3611807296017822,0.7836479776268397,0.0009173698490485549,7,24.461,266.6
9
+ 0.8682,0.8327885998169695,0.9939148073022313,0.9062455541328781,0.8422173580156145,0.8602605036814593,0.3561681982734614,0.8008349135177362,0.0008462515543214977,8,24.461,265.26
10
+ 0.8766,0.8493317132442284,0.9815883913246997,0.9106832657788072,0.855568023575044,0.8710994988280645,0.3107769423558897,0.8220618292145996,0.00122165959328413,9,24.461,265.56
11
+ 0.8804,0.8575936342433804,0.9753471680449368,0.9126879836472478,0.8614534808747187,0.8758913637560176,0.28905597326649957,0.8475431309850012,0.0012637537438422441,10,24.461,266.09
12
+ 0.8807,0.8563815250068325,0.977843657356842,0.9130909885626867,0.861455425733599,0.876006327338836,0.2926761347813979,0.8528153874049038,0.001221357611939311,11,24.461,265.66
13
+ 0.8829,0.8580803937653815,0.9792479325947886,0.914668804197333,0.864057358925176,0.8783196642028699,0.28905597326649957,0.8716863760100655,0.0009887669002637267,12,24.461,265.65
14
+ 0.8857,0.860487404162103,0.9806522078327352,0.9166484357908554,0.867422356912447,0.8812942659403825,0.2837649679754943,0.9056558978625808,0.0019448717357590795,13,24.461,265.64
15
+ 0.8886,0.8609406952965235,0.9853331252925573,0.9189464493597206,0.8704386978256403,0.8841081822079443,0.28404344193817876,0.9519651315316949,0.004982620012015104,14,24.461,266.18
16
+ 0.9042,0.9192431933548685,0.9324387579965673,0.9257939581719598,0.8953370355034693,0.90391979631145,0.14619883040935672,0.9689575180127118,0.09793195873498917,15,24.461,265.78
17
+ 0.9246,0.9275669136549222,0.9570915899516306,0.9420979880202733,0.917022052192997,0.9240884509091236,0.13338902812587022,0.9797864140770087,0.1042020320892334,16,24.461,266.1
18
+ 0.9352,0.935713205263954,0.9652051802153222,0.9502304147465438,0.9286968692643893,0.9347650223812605,0.11835143414090782,0.983167337389607,0.15535569190979004,17,24.461,266.48
19
+ 0.9425,0.9425060679611651,0.9694180059291622,0.9557726328743943,0.9368090196805177,0.9421529658785521,0.10554163185742133,0.9875789923830919,0.22444145381450653,18,24.461,264.15
20
+ 0.9481,0.9475683890577508,0.9728506787330317,0.9600431134036492,0.9430082918323338,0.9478087045511303,0.0960735171261487,0.9897910115695959,0.28108012676239014,19,24.461,264.81
21
+ 0.9524,0.9561740735045363,0.9701981588391325,0.9631350681536555,0.9479896559729903,0.9522576331255017,0.07936507936507936,0.9919231253703336,0.30156445503234863,20,24.461,265.04
22
+ 0.9543,0.9615384615384616,0.9673896083632392,0.9644551606128957,0.9502382200936521,0.9542445539319749,0.06906154274575327,0.9928361063196123,0.3407486379146576,21,24.461,263.84
23
+ 0.954,0.964693016716138,0.9634888438133874,0.9640905542544886,0.9500564036919175,0.9540112273204501,0.06293511556669451,0.9928644794663798,0.3911992609500885,22,24.461,263.04
24
+ 0.9541,0.9591049382716049,0.9697300670931502,0.9643882380324308,0.9499201772358751,0.9539972767683444,0.07379560011138958,0.9928699759488698,0.360685259103775,23,24.461,263.04
25
+ 0.9546,0.9745019920318725,0.9541270088937431,0.9642068748029013,0.9510755533117842,0.954775959707981,0.04455583402951824,0.9934047424172331,0.42703765630722046,24,24.461,262.99
26
+ 0.9556,0.9617587861898127,0.9692619753471681,0.9654958035436743,0.9516205882552919,0.955530623923558,0.06878306878306878,0.993252057520233,0.410536527633667,25,24.461,265.16
27
+ 0.9555,0.9715370018975332,0.9586518957715713,0.9650514411372025,0.951907859002618,0.9556117204481439,0.05012531328320802,0.9934494963853349,0.4444601833820343,26,24.461,265.6
28
+ 0.957,0.9713069525461139,0.9613044156654704,0.9662797992471769,0.9534765442151999,0.957084501483211,0.050682261208576995,0.9937792636095187,0.3999815285205841,27,24.461,265.04
29
+ 0.9577,0.9637434149364735,0.9705102200031206,0.9671149809531213,0.9539231903504573,0.9576406369422878,0.06516290726817042,0.9938221274828513,0.3731721043586731,28,24.461,263.84
30
+ 0.9577,0.9572257867399939,0.9776876267748479,0.967348514087225,0.953652965347374,0.9575123709822642,0.07797270955165692,0.9939394654351417,0.294534295797348,29,24.461,264.6
31
+ 0.9583,0.9646401985111662,0.9705102200031206,0.9675663062922921,0.9545937369344704,0.9582494069795044,0.06349206349206349,0.994075269830581,0.3317814767360687,30,24.461,263.14
UNSW_NB15__CNN__FedProx__non_iid/DONE.flag ADDED
@@ -0,0 +1 @@
 
 
1
+ done
UNSW_NB15__CNN__FedProx__non_iid/config.json ADDED
@@ -0,0 +1,27 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "tag": "UNSW_NB15__CNN__FedProx__non_iid",
3
+ "dataset": "UNSW_NB15",
4
+ "model": "CNN",
5
+ "fl_algo": "FedProx",
6
+ "partition": "non_iid",
7
+ "n_clients": 30,
8
+ "n_rounds": 30,
9
+ "max_cap": 2000,
10
+ "total_time_s": 3849.1,
11
+ "model_params": 8993,
12
+ "model_mb": 0.036,
13
+ "final": {
14
+ "accuracy": 0.936877850004851,
15
+ "precision": 0.9567867036011081,
16
+ "recall": 0.9438591164414757,
17
+ "f1_binary": 0.9502789453572793,
18
+ "f1_macro": 0.9319332035857986,
19
+ "f1_weighted": 0.9370362638030136,
20
+ "fpr": 0.07548387096774194,
21
+ "auc_roc": 0.985823227079732,
22
+ "threshold": 0.4236730635166168,
23
+ "round": 30,
24
+ "comm_mb": 0,
25
+ "round_time_s": 0
26
+ }
27
+ }
UNSW_NB15__CNN__FedProx__non_iid/model.keras ADDED
Binary file (80.8 kB). View file
 
UNSW_NB15__CNN__FedProx__non_iid/round_metrics.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
2
+ 0.8548,0.8189422210783683,0.9929786238102668,0.8976022566995768,0.8240588603085512,0.8447833894115423,0.391812865497076,0.8557199851103983,0.4304899275302887,1,2.158,132.34
3
+ 0.8749,0.8439583889037077,0.9873615228584802,0.9100453009275904,0.8523638616897922,0.8686184912670036,0.3258145363408521,0.8648247236909561,0.33115753531455994,2,2.158,130.24
4
+ 0.8837,0.853028263795424,0.9889218286784209,0.915962135992485,0.8635970394294514,0.8783535236409141,0.30409356725146197,0.8848961831773832,0.2547352612018585,3,2.158,129.62
5
+ 0.8835,0.8561532192339039,0.9834607583086284,0.9154019315953816,0.8641867580596911,0.8786191939620487,0.29490392648287383,0.9090743406426122,0.21801362931728363,4,2.158,128.21
6
+ 0.892,0.8899458510171228,0.9488219691059447,0.9184413230629814,0.879315364106217,0.8903410593402332,0.20941241993873572,0.9381581413181714,0.20349495112895966,5,2.158,127.46
7
+ 0.8854,0.8764125303962237,0.955999375877672,0.9144776119402985,0.8704206241519674,0.8828358833107192,0.24060150375939848,0.9353414656072925,0.19303831458091736,6,2.158,127.37
8
+ 0.8957,0.8946749043836423,0.9489779996879388,0.9210267282501704,0.8837431595026798,0.8942496691757227,0.1993873572820941,0.9432190764527693,0.19200670719146729,7,2.158,127.69
9
+ 0.8898,0.8700320736298982,0.9734748010610079,0.9188512518409425,0.8736000807491318,0.886351860762804,0.25953773322194373,0.9273637666399491,0.21341769397258759,8,2.158,127.18
10
+ 0.887,0.8609325858060988,0.98236854423467,0.9176504882670165,0.868828429861447,0.8825864859201366,0.2832080200501253,0.9128172062409279,0.2264411449432373,9,2.158,127.12
11
+ 0.8861,0.865363283416528,0.9737868622249961,0.916379120475736,0.8689122440441073,0.8822884098225402,0.2703982177666388,0.9247415099875868,0.2385801076889038,10,2.158,127.51
12
+ 0.8874,0.8657067700401495,0.9756592292089249,0.917400234741784,0.8702893133507915,0.8835651709987731,0.2701197438039543,0.9205542548662011,0.24757802486419678,11,2.158,128.87
13
+ 0.8917,0.8680210060807075,0.980028085504759,0.9206302674972517,0.8751066365023631,0.8879351957167226,0.265942634363687,0.9283684280481549,0.23964865505695343,12,2.158,127.49
14
+ 0.8939,0.8702575463860427,0.9806522078327352,0.9221627173354853,0.8777872779643355,0.8902922767791255,0.2609301030353662,0.9262880854639155,0.23512965440750122,13,2.158,128.21
15
+ 0.9021,0.8895265423242468,0.9673896083632392,0.9268256222438149,0.8894813808243693,0.9000049880563691,0.21442495126705652,0.9442751614738378,0.22045567631721497,14,2.158,128.38
16
+ 0.9019,0.9043504171632897,0.9471056327040099,0.9252343571374133,0.8913132099686194,0.9008721892407855,0.17878028404344193,0.9491003127172658,0.23467326164245605,15,2.158,129.15
17
+ 0.9145,0.923581452104942,0.9447651739740989,0.934053220208253,0.9062590194857896,0.9140914252493798,0.13951545530492898,0.9686752204100341,0.2584877610206604,16,2.158,128.41
18
+ 0.9185,0.9332403965303594,0.9400842565142769,0.9366498251068791,0.9112120884469224,0.9183804426376982,0.12002227791701475,0.9726419644749952,0.26660069823265076,17,2.158,127.93
19
+ 0.9226,0.9381122686984917,0.9413325011702294,0.9397196261682244,0.9158095337545032,0.9225473977966898,0.11083263714842662,0.9788999379049553,0.3788108825683594,18,2.158,129.23
20
+ 0.9236,0.9405337911659123,0.9402402870962708,0.9403870162297129,0.9170197887384645,0.9236046734454983,0.1060985797827903,0.9789366100885264,0.24973860383033752,19,2.158,128.35
21
+ 0.9291,0.9469887076537014,0.9421126540801997,0.9445443879546344,0.923138444843568,0.9291706396122665,0.09412419938735728,0.9814711837237726,0.3884861469268799,20,2.158,127.41
22
+ 0.9302,0.9448512229319208,0.9463254797940396,0.9455877767383848,0.924132427131044,0.9301785446503927,0.0985797827903091,0.9820616971252181,0.3366636633872986,21,2.158,125.48
23
+ 0.9308,0.944625913827967,0.9475737244499922,0.9460975229786571,0.9247382337037938,0.9307572814214503,0.09913673071567808,0.9824726949740294,0.3479149043560028,22,2.158,124.87
24
+ 0.9318,0.946236559139785,0.9474176938679981,0.9468267581475128,0.9258806218950555,0.931783243090998,0.0960735171261487,0.9829790882956251,0.2691378593444824,23,2.158,123.29
25
+ 0.9319,0.9514501891551072,0.9418005929162115,0.946600799811809,0.9263154406124037,0.9320318548347961,0.08576998050682261,0.9835530036234638,0.3566633462905884,24,2.158,123.19
26
+ 0.9322,0.9521855767713429,0.9414885317522235,0.9468068413619959,0.9266705836255802,0.9323449810557022,0.08437761069340016,0.9837537881735597,0.32950904965400696,25,2.158,125.51
27
+ 0.9324,0.9624132924665268,0.9308784521766266,0.9463832487309645,0.927466516140374,0.9327972513844024,0.06488443330548593,0.9840524231471173,0.37985455989837646,26,2.158,127.29
28
+ 0.9332,0.9573044447984707,0.9375877672023717,0.9473435282989122,0.9280059178273341,0.9334552564582249,0.07463102199944305,0.9842443438045019,0.36723726987838745,27,2.158,126.69
29
+ 0.9354,0.9517165699952971,0.947261663286004,0.9494838911479512,0.9299554785745302,0.9354585852377202,0.08576998050682261,0.984862426519307,0.36462780833244324,28,2.158,126.85
30
+ 0.936,0.9517619420516836,0.9481978467779685,0.9499765515085197,0.9305808375083536,0.9360465497136004,0.08576998050682261,0.9851680135655795,0.3163038194179535,29,2.158,127.85
31
+ 0.9365,0.956370534302877,0.9439850210641285,0.950137416568512,0.9313660241823978,0.9366558025568047,0.07685881370091896,0.9851731407192066,0.42827802896499634,30,2.158,127.67
all_results_summary.csv ADDED
@@ -0,0 +1,47 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ tag,dataset,model,fl_algo,partition,n_clients,n_rounds,total_time_s,model_params,model_mb,final_accuracy,final_precision,final_recall,final_f1_binary,final_f1_macro,final_f1_weighted,final_fpr,final_auc_roc,final_threshold,final_round,final_comm_mb,final_round_time_s
2
+ CICIDS2017__BiLSTM__FedAvg__iid,CICIDS2017,BiLSTM,FedAvg,iid,30,30,3254.7,79233,0.3169,0.8637496489440059,0.6234076604540006,0.7788557236234522,0.6925155858858045,0.8025004894701364,0.869152255269691,0.1154238704852404,0.9205327859123894,0.6607353091239929,30,0,0
3
+ CICIDS2017__BiLSTM__FedAvg__non_iid,CICIDS2017,BiLSTM,FedAvg,non_iid,30,30,3270.6,79233,0.3169,0.8690503736648832,0.6677884874266329,0.6671717669843718,0.6674799847502859,0.7929759462451348,0.8690275420710202,0.0814240464563811,0.8836793317331011,0.3526193797588348,30,0,0
4
+ CICIDS2017__BiLSTM__FedNova__iid,CICIDS2017,BiLSTM,FedNova,iid,30,30,8710.9,79233,0.3169,0.8816230356319626,0.71786588350465,0.6574971532067893,0.6863566377603789,0.8067001924752273,0.8796293869640844,0.0633936034490343,0.9294550304165344,0.7820186018943787,30,0,0
5
+ CICIDS2017__BiLSTM__FedNova__non_iid,CICIDS2017,BiLSTM,FedNova,non_iid,30,30,8066.3,79233,0.3169,0.8782652623249356,0.6638769874541357,0.7738435743169938,0.7146547869433449,0.8186415882209108,0.8816584541645428,0.0961176367075799,0.9208120240506616,0.6288421154022217,30,0,0
6
+ CICIDS2017__BiLSTM__FedProx__iid,CICIDS2017,BiLSTM,FedProx,iid,30,30,10387.9,79233,0.3169,0.8814517026436504,0.7159766191073634,0.6600615086659075,0.6868830126709836,0.8068839596281547,0.8796055309680014,0.0642360652852932,0.8457450511008985,0.4541106522083282,30,0,0
7
+ CICIDS2017__BiLSTM__FedProx__non_iid,CICIDS2017,BiLSTM,FedProx,non_iid,30,30,9691.0,79233,0.3169,0.8797595685941334,0.7111618640361533,0.6561073801432811,0.6825262097526397,0.8041806730828494,0.8779042890892804,0.0653732787822797,0.8417447718769406,0.4262281060218811,30,0,0
8
+ CICIDS2017__CNN_BiLSTM__FedAvg__iid,CICIDS2017,CNN_BiLSTM,FedAvg,iid,30,30,2659.8,101921,0.4077,0.9663410162342422,0.9096619855579676,0.9205587784343086,0.915077943260515,0.9470444700089408,0.9664164509338282,0.0224275218864106,0.9946621472295332,0.7841078639030457,30,0,0
9
+ CICIDS2017__CNN_BiLSTM__FedAvg__non_iid,CICIDS2017,CNN_BiLSTM,FedAvg,non_iid,30,30,2791.2,101921,0.4077,0.959879819623456,0.8489646772228989,0.9686718252651776,0.9048763736263736,0.9397276976658429,0.9608478897284014,0.0422770665610839,0.992139066143542,0.7037734985351562,30,0,0
10
+ CICIDS2017__CNN_BiLSTM__FedNova__iid,CICIDS2017,CNN_BiLSTM,FedNova,iid,30,30,10649.0,101921,0.4077,0.9698930846826542,0.8904813859683925,0.9659729756386232,0.9266922709697952,0.953874428354861,0.9703470416764416,0.0291452201838898,0.9953935587209916,0.6821775436401367,30,0,0
11
+ CICIDS2017__CNN_BiLSTM__FedNova__non_iid,CICIDS2017,CNN_BiLSTM,FedNova,non_iid,30,30,9510.2,101921,0.4077,0.9699054489189242,0.8966310434278902,0.9576343372575744,0.9261292196699704,0.9536163969989908,0.9702738549420252,0.0270841581980555,0.9952524914920756,0.7715662121772766,30,0,0
12
+ CICIDS2017__CNN_BiLSTM__FedProx__iid,CICIDS2017,CNN_BiLSTM,FedProx,iid,30,30,12095.4,101921,0.4077,0.9628843290370556,0.8641264119975541,0.9630141039550252,0.9108942799835468,0.9437273747328768,0.9636245030694848,0.0371475078087193,0.9924290483822928,0.5999274253845215,30,0,0
13
+ CICIDS2017__CNN_BiLSTM__FedProx__non_iid,CICIDS2017,CNN_BiLSTM,FedProx,non_iid,30,30,10916.3,101921,0.4077,0.9609749376930808,0.8753010885347164,0.9351200136287424,0.9042222992890584,0.9398587323236682,0.9614547069633432,0.0326822401126215,0.9922371051987794,0.8317905068397522,30,0,0
14
+ CICIDS2017__CNN__FedAvg__iid,CICIDS2017,CNN,FedAvg,iid,30,30,2127.0,8993,0.036,0.961934049163736,0.8699205709681133,0.948614261761515,0.9075647552831476,0.9417982948790566,0.9625441044336086,0.0347982930799348,0.991013809705225,0.907305121421814,30,0,0
15
+ CICIDS2017__CNN__FedAvg__non_iid,CICIDS2017,CNN,FedAvg,non_iid,30,30,2311.4,8993,0.036,0.9572215088254152,0.897210292619013,0.8841377578925661,0.890626058446573,0.9320185234513004,0.9571027013107278,0.0248493247107474,0.9891119286361092,0.813949704170227,30,0,0
16
+ CICIDS2017__CNN__FedNova__iid,CICIDS2017,CNN,FedNova,iid,30,30,5820.5,8993,0.036,0.9600935442789796,0.8575805336206758,0.956226631638408,0.904221088911216,0.939508624131114,0.9608931637949304,0.0389578109190092,0.9898273353058648,0.9538546800613404,30,0,0
17
+ CICIDS2017__CNN__FedNova__non_iid,CICIDS2017,CNN,FedNova,non_iid,30,30,5576.8,8993,0.036,0.9527491879346248,0.8837219828366586,0.8753149405087466,0.8794983715996162,0.925055694306335,0.9526638105527134,0.0282543662839294,0.9860634572766046,0.7583691477775574,30,0,0
18
+ CICIDS2017__CNN__FedProx__iid,CICIDS2017,CNN,FedProx,iid,30,30,6643.6,8993,0.036,0.9616143453401844,0.8677341414472337,0.9499412708802196,0.9069787350614664,0.9413982199065668,0.9622567138277616,0.035521974396199,0.9906983037995104,0.8112906217575073,30,0,0
19
+ CICIDS2017__CNN__FedProx__non_iid,CICIDS2017,CNN,FedProx,non_iid,30,30,6372.2,8993,0.036,0.9512548816654272,0.8530530176837784,0.9091716055913708,0.8802187547472818,0.9248100602630426,0.9518327620618764,0.0384210989397738,0.985625346100898,0.7713354229927063,30,0,0
20
+ CICIDS2017__Transformer__FedAvg__iid,CICIDS2017,Transformer,FedAvg,iid,30,30,600.8,615,0.0025,0.8030041561497062,0.0,0.0,0.0,0.4453701082223304,0.7152680958547515,0.0,0.5,inf,30,0,0
21
+ CICIDS2017__Transformer__FedAvg__non_iid,CICIDS2017,Transformer,FedAvg,non_iid,30,30,580.4,615,0.0025,0.8030041561497062,0.0,0.0,0.0,0.4453701082223304,0.7152680958547515,0.0,0.5,inf,30,0,0
22
+ CICIDS2017__Transformer__FedNova__iid,CICIDS2017,Transformer,FedNova,iid,30,30,6453.5,615,0.0025,0.8030041561497062,0.0,0.0,0.0,0.4453701082223304,0.7152680958547515,0.0,0.5,inf,30,0,0
23
+ CICIDS2017__Transformer__FedNova__non_iid,CICIDS2017,Transformer,FedNova,non_iid,30,30,5708.3,615,0.0025,0.8030041561497062,0.0,0.0,0.0,0.4453701082223304,0.7152680958547515,0.0,0.5,inf,30,0,0
24
+ CICIDS2017__Transformer__FedProx__iid,CICIDS2017,Transformer,FedProx,iid,30,30,7410.3,615,0.0025,0.8030041561497062,0.0,0.0,0.0,0.4453701082223304,0.7152680958547515,0.0,0.5,inf,30,0,0
25
+ CICIDS2017__Transformer__FedProx__non_iid,CICIDS2017,Transformer,FedProx,non_iid,30,30,6568.2,615,0.0025,0.8030041561497062,0.0,0.0,0.0,0.4453701082223304,0.7152680958547515,0.0,0.5,inf,30,0,0
26
+ Edge_IIoTset__CNN__FedAvg__iid,Edge_IIoTset,CNN,FedAvg,iid,30,30,648.6,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.999999514,0.9958939552307128,30,0,0
27
+ Edge_IIoTset__CNN__FedAvg__non_iid,Edge_IIoTset,CNN,FedAvg,non_iid,30,30,551.5,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.9999982762,0.999739944934845,30,0,0
28
+ UNSW_NB15__BiLSTM__FedAvg__iid,UNSW_NB15,BiLSTM,FedAvg,iid,30,30,914.4,79233,0.3169,0.900067915009217,0.9294037647204276,0.9129801123424928,0.9211187354490872,0.8924052202469086,0.9003921852303807,0.1227956989247311,0.9677508843584056,0.4156851172447204,30,0,0
29
+ UNSW_NB15__BiLSTM__FedAvg__non_iid,UNSW_NB15,BiLSTM,FedAvg,non_iid,30,30,801.9,79233,0.3169,0.891956922479868,0.9208883147242471,0.9090329436769394,0.9149222259572778,0.8834657908438313,0.8922157277284972,0.1382795698924731,0.963207006795725,0.5130255222320557,30,0,0
30
+ UNSW_NB15__BiLSTM__FedNova__iid,UNSW_NB15,BiLSTM,FedNova,iid,30,30,6769.2,79233,0.3169,0.8947899485786359,0.9116370926718332,0.9250341581903748,0.91828676492751,0.8853063631806087,0.8944802073455806,0.158763440860215,0.963432517781032,0.3926438391208648,30,0,0
31
+ UNSW_NB15__BiLSTM__FedNova__non_iid,UNSW_NB15,BiLSTM,FedNova,non_iid,30,30,5157.2,79233,0.3169,0.8913165809643931,0.9273608505315822,0.9004706239562775,0.9137179388431024,0.8834609875056818,0.8918772754152952,0.1248924731182795,0.9619856788624056,0.5386126041412354,30,0,0
32
+ UNSW_NB15__BiLSTM__FedProx__iid,UNSW_NB15,BiLSTM,FedProx,iid,30,30,7708.9,79233,0.3169,0.8839623556806054,0.8999614208980028,0.9207833611659328,0.9102533317325008,0.8730694728260178,0.8834125526246873,0.1812365591397849,0.9508520807520842,0.421126514673233,30,0,0
33
+ UNSW_NB15__BiLSTM__FedProx__non_iid,UNSW_NB15,BiLSTM,FedProx,non_iid,30,30,5836.3,79233,0.3169,0.8853788687299893,0.9007472866378032,0.9222711401244876,0.9113821504118096,0.8745799335806611,0.8848168556389616,0.1799462365591397,0.9523602868798268,0.4671009480953216,30,0,0
34
+ UNSW_NB15__CNN_BiLSTM__FedAvg__iid,UNSW_NB15,CNN_BiLSTM,FedAvg,iid,30,30,1191.0,101921,0.4077,0.965091685262443,0.9714718352513628,0.9739790496432368,0.9727238268516412,0.9621264291202838,0.9650742062907314,0.0506451612903225,0.9955526827850882,0.314720869064331,30,0,0
35
+ UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid,UNSW_NB15,CNN_BiLSTM,FedAvg,non_iid,30,30,908.2,101921,0.4077,0.9600465702920346,0.9714181018688164,0.9659025352967968,0.96865246715284,0.9567899241640576,0.9600896147383118,0.0503225806451612,0.994178814249638,0.4427826702594757,30,0,0
36
+ UNSW_NB15__CNN_BiLSTM__FedNova__iid,UNSW_NB15,CNN_BiLSTM,FedNova,iid,30,30,9256.5,101921,0.4077,0.9643737265935772,0.9717831244880002,0.972491270684682,0.972137068625368,0.9613751837639428,0.9643687147523688,0.05,0.995383932346378,0.3149565756320953,30,0,0
37
+ UNSW_NB15__CNN_BiLSTM__FedNova__non_iid,UNSW_NB15,CNN_BiLSTM,FedNova,non_iid,30,30,7016.3,101921,0.4077,0.9583389929174349,0.9640660798263596,0.9710034917261272,0.9675223501293356,0.9547186189950848,0.958280110909502,0.0640860215053763,0.9941381500870892,0.2658805549144745,30,0,0
38
+ UNSW_NB15__CNN_BiLSTM__FedProx__iid,UNSW_NB15,CNN_BiLSTM,FedProx,iid,30,30,10575.8,101921,0.4077,0.9619481905501116,0.966728949430414,0.9739790496432368,0.97034045706853,0.958636523557673,0.9618920952444516,0.0593548387096774,0.9950041659116768,0.285339891910553,30,0,0
39
+ UNSW_NB15__CNN_BiLSTM__FedProx__non_iid,UNSW_NB15,CNN_BiLSTM,FedProx,non_iid,30,30,7983.6,101921,0.4077,0.9587852915494324,0.9644267583129842,0.9713374829209048,0.9678697848909328,0.9552042355901478,0.9587272907803438,0.0634408602150537,0.9941572721440572,0.3264130651950836,30,0,0
40
+ UNSW_NB15__CNN__FedAvg__iid,UNSW_NB15,CNN,FedAvg,iid,30,30,596.2,8993,0.036,0.9421946250121276,0.9541540327471196,0.9554577197510248,0.9548054312371994,0.9373138985011188,0.9421793515286092,0.0812903225806451,0.98871577284028,0.2691966593265533,30,0,0
41
+ UNSW_NB15__CNN__FedAvg__non_iid,UNSW_NB15,CNN,FedAvg,non_iid,30,30,581.9,8993,0.036,0.9369748714465896,0.9498439252053216,0.9516320024290268,0.9507371230965236,0.9316397662442606,0.9369518960682092,0.0889784946236559,0.9865478777846882,0.4621461927890777,30,0,0
42
+ UNSW_NB15__CNN__FedNova__iid,UNSW_NB15,CNN,FedNova,iid,30,30,4202.7,8993,0.036,0.9472979528475792,0.9569635566308786,0.9607408531956884,0.9588484848484848,0.9427908461469292,0.947257446530878,0.076505376344086,0.9902366285172324,0.2200005799531936,30,0,0
43
+ UNSW_NB15__CNN__FedNova__non_iid,UNSW_NB15,CNN,FedNova,non_iid,30,30,3200.6,8993,0.036,0.934549335403124,0.9427304858323848,0.955639896766358,0.9491412976282022,0.9286782435785844,0.9343702563815586,0.1027956989247311,0.985686999156044,0.2007825225591659,30,0,0
44
+ UNSW_NB15__CNN__FedProx__iid,UNSW_NB15,CNN,FedProx,iid,30,30,4776.9,8993,0.036,0.9400989618705734,0.9494639200096374,0.9572187642325792,0.9533255719016012,0.9348686292802528,0.9400026211785166,0.0902150537634408,0.9877340680813136,0.1454721987247467,30,0,0
45
+ UNSW_NB15__CNN__FedProx__non_iid,UNSW_NB15,CNN,FedProx,non_iid,30,30,3849.1,8993,0.036,0.936877850004851,0.956786703601108,0.9438591164414756,0.9502789453572792,0.9319332035857986,0.9370362638030136,0.0754838709677419,0.985823227079732,0.4236730635166168,30,0,0
46
+ UNSW_NB15__Transformer__FedAvg__iid,UNSW_NB15,Transformer,FedAvg,iid,30,30,610.3,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.5001528263092041,30,0,0
47
+ UNSW_NB15__Transformer__FedAvg__non_iid,UNSW_NB15,Transformer,FedAvg,non_iid,30,30,579.9,615,0.0025,0.6390802367323178,0.6390802367323178,1.0,0.7798034805256304,0.3899017402628152,0.4983569929390053,1.0,0.5,0.507195234298706,30,0,0
grid_progress.json ADDED
@@ -0,0 +1,82 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "grid_size": 72,
3
+ "completed": [
4
+ "CICIDS2017__CNN__FedAvg__iid",
5
+ "CICIDS2017__CNN__FedAvg__non_iid",
6
+ "UNSW_NB15__CNN__FedAvg__iid",
7
+ "UNSW_NB15__CNN__FedAvg__non_iid",
8
+ "Edge_IIoTset__CNN__FedAvg__iid",
9
+ "Edge_IIoTset__CNN__FedAvg__non_iid",
10
+ "CICIDS2017__CNN__FedProx__iid",
11
+ "CICIDS2017__CNN__FedProx__non_iid",
12
+ "CICIDS2017__CNN__FedNova__iid",
13
+ "CICIDS2017__CNN__FedNova__non_iid",
14
+ "CICIDS2017__BiLSTM__FedAvg__iid",
15
+ "CICIDS2017__BiLSTM__FedAvg__non_iid",
16
+ "CICIDS2017__BiLSTM__FedProx__iid",
17
+ "CICIDS2017__BiLSTM__FedProx__non_iid",
18
+ "CICIDS2017__BiLSTM__FedNova__iid",
19
+ "CICIDS2017__BiLSTM__FedNova__non_iid",
20
+ "CICIDS2017__CNN_BiLSTM__FedAvg__iid",
21
+ "CICIDS2017__CNN_BiLSTM__FedAvg__non_iid",
22
+ "CICIDS2017__CNN_BiLSTM__FedProx__iid",
23
+ "CICIDS2017__CNN_BiLSTM__FedProx__non_iid",
24
+ "CICIDS2017__CNN_BiLSTM__FedNova__iid",
25
+ "CICIDS2017__CNN_BiLSTM__FedNova__non_iid",
26
+ "CICIDS2017__Transformer__FedAvg__iid",
27
+ "CICIDS2017__Transformer__FedAvg__non_iid",
28
+ "CICIDS2017__Transformer__FedProx__iid",
29
+ "CICIDS2017__Transformer__FedProx__non_iid",
30
+ "CICIDS2017__Transformer__FedNova__iid",
31
+ "CICIDS2017__Transformer__FedNova__non_iid",
32
+ "UNSW_NB15__CNN__FedProx__iid",
33
+ "UNSW_NB15__CNN__FedProx__non_iid",
34
+ "UNSW_NB15__CNN__FedNova__iid",
35
+ "UNSW_NB15__CNN__FedNova__non_iid",
36
+ "UNSW_NB15__BiLSTM__FedAvg__iid",
37
+ "UNSW_NB15__BiLSTM__FedAvg__non_iid",
38
+ "UNSW_NB15__BiLSTM__FedProx__iid",
39
+ "UNSW_NB15__BiLSTM__FedProx__non_iid",
40
+ "UNSW_NB15__BiLSTM__FedNova__iid",
41
+ "UNSW_NB15__BiLSTM__FedNova__non_iid",
42
+ "UNSW_NB15__CNN_BiLSTM__FedAvg__iid",
43
+ "UNSW_NB15__CNN_BiLSTM__FedAvg__non_iid",
44
+ "UNSW_NB15__CNN_BiLSTM__FedProx__iid",
45
+ "UNSW_NB15__CNN_BiLSTM__FedProx__non_iid",
46
+ "UNSW_NB15__CNN_BiLSTM__FedNova__iid",
47
+ "UNSW_NB15__CNN_BiLSTM__FedNova__non_iid",
48
+ "UNSW_NB15__Transformer__FedAvg__iid",
49
+ "UNSW_NB15__Transformer__FedAvg__non_iid"
50
+ ],
51
+ "pending": [
52
+ "UNSW_NB15__Transformer__FedProx__iid",
53
+ "UNSW_NB15__Transformer__FedProx__non_iid",
54
+ "UNSW_NB15__Transformer__FedNova__iid",
55
+ "UNSW_NB15__Transformer__FedNova__non_iid",
56
+ "Edge_IIoTset__CNN__FedProx__iid",
57
+ "Edge_IIoTset__CNN__FedProx__non_iid",
58
+ "Edge_IIoTset__CNN__FedNova__iid",
59
+ "Edge_IIoTset__CNN__FedNova__non_iid",
60
+ "Edge_IIoTset__BiLSTM__FedAvg__iid",
61
+ "Edge_IIoTset__BiLSTM__FedAvg__non_iid",
62
+ "Edge_IIoTset__BiLSTM__FedProx__iid",
63
+ "Edge_IIoTset__BiLSTM__FedProx__non_iid",
64
+ "Edge_IIoTset__BiLSTM__FedNova__iid",
65
+ "Edge_IIoTset__BiLSTM__FedNova__non_iid",
66
+ "Edge_IIoTset__CNN_BiLSTM__FedAvg__iid",
67
+ "Edge_IIoTset__CNN_BiLSTM__FedAvg__non_iid",
68
+ "Edge_IIoTset__CNN_BiLSTM__FedProx__iid",
69
+ "Edge_IIoTset__CNN_BiLSTM__FedProx__non_iid",
70
+ "Edge_IIoTset__CNN_BiLSTM__FedNova__iid",
71
+ "Edge_IIoTset__CNN_BiLSTM__FedNova__non_iid",
72
+ "Edge_IIoTset__Transformer__FedAvg__iid",
73
+ "Edge_IIoTset__Transformer__FedAvg__non_iid",
74
+ "Edge_IIoTset__Transformer__FedProx__iid",
75
+ "Edge_IIoTset__Transformer__FedProx__non_iid",
76
+ "Edge_IIoTset__Transformer__FedNova__iid",
77
+ "Edge_IIoTset__Transformer__FedNova__non_iid"
78
+ ],
79
+ "completed_count": 46,
80
+ "pending_count": 26,
81
+ "updated_at": "2026-05-10 15:17:07"
82
+ }