112 lines
259 KiB
Plaintext
112 lines
259 KiB
Plaintext
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{'Role': 'Server #', 'Round': 3, 'Results_weighted_avg': {'test_loss': np.float64(164606.01123657226), 'test_avg_loss': np.float64(29.226919608766384), 'test_total': np.float64(5632.0), 'val_loss': np.float64(162201.9702636719), 'val_avg_loss': np.float64(28.800065742839468), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(164606.01123657226), 'test_avg_loss': np.float64(29.226919608766384), 'test_total': np.float64(5632.0), 'val_loss': np.float64(162201.9702636719), 'val_avg_loss': np.float64(28.80006574283946), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6774.985051371832), 'test_loss_bottom_decile': np.float64(159476.66632080078), 'test_loss_top_decile': np.float64(178082.08752441406), 'test_loss_min': np.float64(151974.05908203125), 'test_loss_max': np.float64(178082.08752441406), 'test_loss_bottom10%': np.float64(151974.05908203125), 'test_loss_top10%': np.float64(178082.08752441406), 'test_loss_cos1': np.float64(0.9991540514577516), 'test_loss_entropy': np.float64(2.3017391417289073), 'test_avg_loss_std': np.float64(1.2029447889509643), 'test_avg_loss_bottom_decile': np.float64(28.31616944616491), 'test_avg_loss_top_decile': np.float64(31.61968883601102), 'test_avg_loss_min': np.float64(26.984030376781117), 'test_avg_loss_max': np.float64(31.61968883601102), 'test_avg_loss_bottom10%': np.float64(26.984030376781117), 'test_avg_loss_top10%': np.float64(31.61968883601102), 'test_avg_loss_cos1': np.float64(0.9991540514577518), 'test_avg_loss_entropy': np.float64(2.301739141728965), 'val_loss_std': np.float64(7233.199243885181), 'val_loss_bottom_decile': np.float64(156449.90338134766), 'val_loss_top_decile': np.float64(174276.4164428711), 'val_loss_min': np.float64(149288.23126220703), 'val_loss_max': np.float64(174276.4164428711), 'val_loss_bottom10%': np.float64(149288.23126220703), 'val_loss_top10%': np.float64(174276.4164428711), 'val_loss_cos1': np.float64(0.9990071778229069), 'val_loss_entropy': np.float64(2.301591990333054), 'val_avg_loss_std': np.float64(1.2843038430193865), 'val_avg_loss_bottom_decile': np.float64(27.778747049244966), 'val_avg_loss_top_decile': np.float64(30.94396598772569), 'val_avg_loss_min': np.float64(26.507143334908918), 'val_avg_loss_max': np.float64(30.94396598772569), 'val_avg_loss_bottom10%': np.float64(26.507143334908918), 'val_avg_loss_top10%': np.float64(30.94396598772569), 'val_avg_loss_cos1': np.float64(0.9990071778229068), 'val_avg_loss_entropy': np.float64(2.3015919903331232)}}
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{'Role': 'Server #', 'Round': 6, 'Results_weighted_avg': {'test_loss': np.float64(161477.01322021484), 'test_avg_loss': np.float64(28.671344676884736), 'test_total': np.float64(5632.0), 'val_loss': np.float64(159039.618170166), 'val_avg_loss': np.float64(28.238568567145954), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(161477.01322021484), 'test_avg_loss': np.float64(28.671344676884736), 'test_total': np.float64(5632.0), 'val_loss': np.float64(159039.618170166), 'val_avg_loss': np.float64(28.238568567145954), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6493.459827811544), 'test_loss_bottom_decile': np.float64(155969.82983398438), 'test_loss_top_decile': np.float64(174597.99615478516), 'test_loss_min': np.float64(149442.9893798828), 'test_loss_max': np.float64(174597.99615478516), 'test_loss_bottom10%': np.float64(149442.9893798828), 'test_loss_top10%': np.float64(174597.99615478516), 'test_loss_cos1': np.float64(0.9991924404099944), 'test_loss_entropy': np.float64(2.301777517462502), 'test_avg_loss_std': np.float64(1.1529580660176746), 'test_avg_loss_bottom_decile': np.float64(27.693506717681885), 'test_avg_loss_top_decile': np.float64(31.001064658164978), 'test_avg_loss_min': np.float64(26.534621693871237), 'test_avg_loss_max': np.float64(31.001064658164978), 'test_avg_loss_bottom10%': np.float64(26.534621693871237), 'test_avg_loss_top10%': np.float64(31.001064658164978), 'test_avg_loss_cos1': np.float64(0.9991924404099943), 'test_avg_loss_entropy': np.float64(2.3017775174625585), 'val_loss_std': np.float64(6955.539239232417), 'val_loss_bottom_decile': np.float64(152683.9852294922), 'val_loss_top_decile': np.float64(170724.47680664062), 'val_loss_min': np.float64(146607.3490600586), 'val_loss_max': np.float64(170724.47680664062), 'val_loss_bottom10%': np.float64(146607.3490600586), 'val_loss_top10%': np.float64(170724.47680664062), 'val_loss_cos1': np.float64(0.9990450107147926), 'val_loss_entropy': np.float64(2.3016286207319934), 'val_avg_loss_std': np.float64(1.2350034160568921), 'val_avg_loss_bottom_decile': np.float64(27.110082604668357), 'val_avg_loss_top_decile': np.float64(30.313294887542725), 'val_avg_loss_min': np.float64(26.031134421175178), 'val_avg_loss_max': np.float64(30.313294887542725), 'val_avg_loss_bottom10%': np.float64(26.031134421175178), 'val_avg_loss_top10%': np.float64(30.313294887542725), 'val_avg_loss_cos1': np.float64(0.9990450107147926), 'val_avg_loss_entropy': np.float64(2.3016286207320613)}}
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{'Role': 'Server #', 'Round': 8, 'Results_weighted_avg': {'test_loss': np.float64(158933.87700805665), 'test_avg_loss': np.float64(28.219793502850965), 'test_total': np.float64(5632.0), 'val_loss': np.float64(156406.12982177734), 'val_avg_loss': np.float64(27.77097475528717), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(158933.87700805665), 'test_avg_loss': np.float64(28.21979350285097), 'test_total': np.float64(5632.0), 'val_loss': np.float64(156406.12982177734), 'val_avg_loss': np.float64(27.77097475528717), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6524.5215361750215), 'test_loss_bottom_decile': np.float64(153812.23413085938), 'test_loss_top_decile': np.float64(172140.84881591797), 'test_loss_min': np.float64(146592.12579345703), 'test_loss_max': np.float64(172140.84881591797), 'test_loss_bottom10%': np.float64(146592.12579345703), 'test_loss_top10%': np.float64(172140.84881591797), 'test_loss_cos1': np.float64(0.9991584384410745), 'test_loss_entropy': np.float64(2.3017431826538477), 'test_avg_loss_std': np.float64(1.1584732841219851), 'test_avg_loss_bottom_decile': np.float64(27.310410889712248), 'test_avg_loss_top_decile': np.float64(30.564781394871797), 'test_avg_loss_min': np.float64(26.02843142639507), 'test_avg_loss_max': np.float64(30.564781394871797), 'test_avg_loss_bottom10%': np.float64(26.02843142639507), 'test_avg_loss_top10%': np.float64(30.564781394871797), 'test_avg_loss_cos1': np.float64(0.9991584384410743), 'test_avg_loss_entropy': np.float64(2.3017431826539068), 'val_loss_std': np.float64(7014.050025202701), 'val_loss_bottom_decile': np.float64(150417.31225585938), 'val_loss_top_decile': np.float64(168402.3471069336), 'val_loss_min': np.float64(143624.98583984375), 'val_loss_max': np.float64(168402.3471069336), 'val_loss_bottom10%': np.float64(143624.98583984375), 'val_loss_top10%': np.float64(168402.3471069336), 'val_loss_cos1': np.float64(0.9989959722095095), 'val_loss_entropy': np.float64(2.3015792117193508), 'val_avg_loss_std': np.float64(1.2453924050430931), 'val_avg_loss_bottom_decile': np.float64(26.707619363611396), 'val_avg_loss_top_decile': np.float64(29.900984926657245), 'val_avg_loss_min': np.float64(25.501595497131348), 'val_avg_loss_max': np.float64(29.900984926657245), 'val_avg_loss_bottom10%': np.float64(25.501595497131348), 'val_avg_loss_top10%': np.float64(29.900984926657245), 'val_avg_loss_cos1': np.float64(0.9989959722095095), 'val_avg_loss_entropy': np.float64(2.301579211719423)}}
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{'Role': 'Server #', 'Round': 9, 'Results_weighted_avg': {'test_loss': np.float64(160956.27065429688), 'test_avg_loss': np.float64(28.578883283788507), 'test_total': np.float64(5632.0), 'val_loss': np.float64(158374.8126953125), 'val_avg_loss': np.float64(28.12052782232111), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(160956.27065429688), 'test_avg_loss': np.float64(28.578883283788507), 'test_total': np.float64(5632.0), 'val_loss': np.float64(158374.8126953125), 'val_avg_loss': np.float64(28.12052782232111), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6480.845158067989), 'test_loss_bottom_decile': np.float64(155762.99041748047), 'test_loss_top_decile': np.float64(174200.57501220703), 'test_loss_min': np.float64(148978.81060791016), 'test_loss_max': np.float64(174200.57501220703), 'test_loss_bottom10%': np.float64(148978.81060791016), 'test_loss_top10%': np.float64(174200.57501220703), 'test_loss_cos1': np.float64(0.9991903639951236), 'test_loss_entropy': np.float64(2.3017758949774043), 'test_avg_loss_std': np.float64(1.1507182453955949), 'test_avg_loss_bottom_decile': np.float64(27.656780969012868), 'test_avg_loss_top_decile': np.float64(30.930499824610624), 'test_avg_loss_min': np.float64(26.452203588052228), 'test_avg_loss_max': np.float64(30.930499824610624), 'test_avg_loss_bottom10%': np.float64(26.452203588052228), 'test_avg_loss_top10%': np.float64(30.930499824610624), 'test_avg_loss_cos1': np.float64(0.9991903639951236), 'test_avg_loss_entropy': np.float64(2.3017758949774607), 'val_loss_std': np.float64(6914.475887757705), 'val_loss_bottom_decile': np.float64(152527.03826904297), 'val_loss_top_decile': np.float64(170229.28247070312), 'val_loss_min': np.float64(146040.36297607422), 'val_loss_max': np.float64(170229.28247070312), 'val_loss_bottom10%': np.float64(146040.36297607422), 'val_loss_top10%': np.float64(170229.28247070312), 'val_loss_cos1': np.float64(0.9990483089324542), 'val_loss_entropy': np.float64(2.301632451268144), 'val_avg_loss_std': np.float64(1.2277123380251598), 'val_avg_loss_bottom_decile': np.float64(27.082215601747688), 'val_avg_loss_top_decile': np.float64(30.225369756872002), 'val_avg_loss_min': np.float64(25.930462176149543), 'val_avg_loss_max': np.float64(30.225369756872002), 'val_avg_loss_bottom10%': np.float64(25.930462176149543), 'val_avg_loss_top10%': np.float64(30.225369756872002), 'val_avg_loss_cos1': np.float64(0.9990483089324543), 'val_avg_loss_entropy': np.float64(2.3016324512682114)}}
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{'Role': 'Server #', 'Round': 10, 'Results_weighted_avg': {'test_loss': np.float64(158562.57581176757), 'test_avg_loss': np.float64(28.153866443850777), 'test_total': np.float64(5632.0), 'val_loss': np.float64(156092.92446899414), 'val_avg_loss': np.float64(27.715363009409472), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(158562.57581176757), 'test_avg_loss': np.float64(28.15386644385078), 'test_total': np.float64(5632.0), 'val_loss': np.float64(156092.92446899414), 'val_avg_loss': np.float64(27.71536300940947), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6393.115330576371), 'test_loss_bottom_decile': np.float64(153746.41180419922), 'test_loss_top_decile': np.float64(171547.0009765625), 'test_loss_min': np.float64(146274.06799316406), 'test_loss_max': np.float64(171547.0009765625), 'test_loss_bottom10%': np.float64(146274.06799316406), 'test_loss_top10%': np.float64(171547.0009765625), 'test_loss_cos1': np.float64(0.9991881709492495), 'test_loss_entropy': np.float64(2.301772759319786), 'test_avg_loss_std': np.float64(1.1351412163665433), 'test_avg_loss_bottom_decile': np.float64(27.298723686825145), 'test_avg_loss_top_decile': np.float64(30.459339662031695), 'test_avg_loss_min': np.float64(25.971958095377143), 'test_avg_loss_max': np.float64(30.459339662031695), 'test_avg_loss_bottom10%': np.float64(25.971958095377143), 'test_avg_loss_top10%': np.float64(30.459339662031695), 'test_avg_loss_cos1': np.float64(0.9991881709492493), 'test_avg_loss_entropy': np.float64(2.301772759319843), 'val_loss_std': np.float64(6775.358424020762), 'val_loss_bottom_decile': np.float64(150555.3624267578), 'val_loss_top_decile': np.float64(167790.70721435547), 'val_loss_min': np.float64(143509.029296875), 'val_loss_max': np.float64(167790.70721435547), 'val_loss_bottom10%': np.float64(143509.029296875), 'val_loss_top10%': np.float64(167790.70721435547), 'val_loss_cos1': np.float64(0.9990592917212671), 'val_loss_entropy': np.float64(2.301642377805368), 'val_avg_loss_std': np.float64(1.2030110838105044), 'val_avg_loss_bottom_decile': np.float64(26.732131112705577), 'val_avg_loss_top_decile': np.float64(29.792384093458), 'val_avg_loss_min': np.float64(25.481006622314453), 'val_avg_loss_max': np.float64(29.792384093458), 'val_avg_loss_bottom10%': np.float64(25.481006622314453), 'val_avg_loss_top10%': np.float64(29.792384093458), 'val_avg_loss_cos1': np.float64(0.9990592917212671), 'val_avg_loss_entropy': np.float64(2.301642377805436)}}
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{'Role': 'Server #', 'Round': 11, 'Results_weighted_avg': {'test_loss': np.float64(158030.2666381836), 'test_avg_loss': np.float64(28.059351320700213), 'test_total': np.float64(5632.0), 'val_loss': np.float64(155385.6696044922), 'val_avg_loss': np.float64(27.589785086024893), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(158030.2666381836), 'test_avg_loss': np.float64(28.059351320700216), 'test_total': np.float64(5632.0), 'val_loss': np.float64(155385.6696044922), 'val_avg_loss': np.float64(27.589785086024886), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6598.709302918934), 'test_loss_bottom_decile': np.float64(152873.6397705078), 'test_loss_top_decile': np.float64(171724.5521850586), 'test_loss_min': np.float64(145515.17309570312), 'test_loss_max': np.float64(171724.5521850586), 'test_loss_bottom10%': np.float64(145515.17309570312), 'test_loss_top10%': np.float64(171724.5521850586), 'test_loss_cos1': np.float64(0.9991293572450051), 'test_loss_entropy': np.float64(2.301714740090125), 'test_avg_loss_std': np.float64(1.1716458279330495), 'test_avg_loss_bottom_decile': np.float64(27.143757061524823), 'test_avg_loss_top_decile': np.float64(30.490865089676596), 'test_avg_loss_min': np.float64(25.83721113204956), 'test_avg_loss_max': np.float64(30.490865089676596), 'test_avg_loss_bottom10%': np.float64(25.83721113204956), 'test_avg_loss_top10%': np.float64(30.490865089676596), 'test_avg_loss_cos1': np.float64(0.9991293572450052), 'test_avg_loss_entropy': np.float64(2.3017147400901874), 'val_loss_std': np.float64(6926.467100737194), 'val_loss_bottom_decile': np.float64(149607.50146484375), 'val_loss_top_decile': np.float64(167705.36529541016), 'val_loss_min': np.float64(142575.69750976562), 'val_loss_max': np.float64(167705.36529541016), 'val_loss_bottom10%': np.float64(142575.69750976562), 'val_loss_top10%': np.float64(167705.36529541016), 'val_loss_cos1': np.float64(0.9990079695467134), 'val_loss_entropy': np.float64(2.3015914841610403), 'val_avg_loss_std': np.float64(1.229841459647939), 'val_avg_loss_bottom_decile': np.float64(26.56383193622936), 'val_avg_loss_top_decile': np.float64(29.77723105387254), 'val_avg_loss_min': np.float64(25.31528719988736), 'val_avg_loss_max': np.float64(29.77723105387254), 'val_avg_loss_bottom10%': np.float64(25.31528719988736), 'val_avg_loss_top10%': np.float64(29.77723105387254), 'val_avg_loss_cos1': np.float64(0.9990079695467134), 'val_avg_loss_entropy': np.float64(2.3015914841611127)}}
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{'Role': 'Server #', 'Round': 12, 'Results_weighted_avg': {'test_loss': np.float64(157262.77487182617), 'test_avg_loss': np.float64(27.923077924685046), 'test_total': np.float64(5632.0), 'val_loss': np.float64(154672.82782592773), 'val_avg_loss': np.float64(27.46321516795592), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(157262.77487182617), 'test_avg_loss': np.float64(27.923077924685042), 'test_total': np.float64(5632.0), 'val_loss': np.float64(154672.82782592773), 'val_avg_loss': np.float64(27.463215167955916), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6568.658700395081), 'test_loss_bottom_decile': np.float64(152373.46307373047), 'test_loss_top_decile': np.float64(170691.26049804688), 'test_loss_min': np.float64(144499.4428100586), 'test_loss_max': np.float64(170691.26049804688), 'test_loss_bottom10%': np.float64(144499.4428100586), 'test_loss_top10%': np.float64(170691.26049804688), 'test_loss_cos1': np.float64(0.9991288283712778), 'test_loss_entropy': np.float64(2.3017132602213453), 'test_avg_loss_std': np.float64(1.1663101385644672), 'test_avg_loss_bottom_decile': np.float64(27.054947278716348), 'test_avg_loss_top_decile': np.float64(30.307397105477072), 'test_avg_loss_min': np.float64(25.656861294399608), 'test_avg_loss_max': np.float64(30.307397105477072), 'test_avg_loss_bottom10%': np.float64(25.656861294399608), 'test_avg_loss_top10%': np.float64(30.307397105477072), 'test_avg_loss_cos1': np.float64(0.9991288283712779), 'test_avg_loss_entropy': np.float64(2.301713260221408), 'val_loss_std': np.float64(6896.643308543124), 'val_loss_bottom_decile': np.float64(149277.44104003906), 'val_loss_top_decile': np.float64(166738.96319580078), 'val_loss_min': np.float64(141594.17657470703), 'val_loss_max': np.float64(166738.96319580078), 'val_loss_bottom10%': np.float64(141594.17657470703), 'val_loss_top10%': np.float64(166738.96319580078), 'val_loss_cos1': np.float64(0.9990074086343518), 'val_loss_entropy': np.float64(2.301590048110661), 'val_avg_loss_std': np.float64(1.2245460419998442), 'val_avg_loss_bottom_decile': np.float64(26.5052274573933), 'val_avg_loss_top_decile': np.float64(29.60563977198167), 'val_avg_loss_min': np.float64(25.141011465679515), 'val_avg_loss_max': np.float64(29.60563977198167), 'val_avg_loss_bottom10%': np.float64(25.141011465679515), 'val_avg_loss_top10%': np.float64(29.60563977198167), 'val_avg_loss_cos1': np.float64(0.9990074086343516), 'val_avg_loss_entropy': np.float64(2.301590048110733)}}
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{'Role': 'Server #', 'Round': 13, 'Results_weighted_avg': {'test_loss': np.float64(156179.4408691406), 'test_avg_loss': np.float64(27.730724586140024), 'test_total': np.float64(5632.0), 'val_loss': np.float64(153671.70009155275), 'val_avg_loss': np.float64(27.285458112846722), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(156179.4408691406), 'test_avg_loss': np.float64(27.730724586140024), 'test_total': np.float64(5632.0), 'val_loss': np.float64(153671.70009155275), 'val_avg_loss': np.float64(27.28545811284672), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6465.173936579779), 'test_loss_bottom_decile': np.float64(151564.88372802734), 'test_loss_top_decile': np.float64(169533.43280029297), 'test_loss_min': np.float64(143392.29119873047), 'test_loss_max': np.float64(169533.43280029297), 'test_loss_bottom10%': np.float64(143392.29119873047), 'test_loss_top10%': np.float64(169533.43280029297), 'test_loss_cos1': np.float64(0.9991442932016734), 'test_loss_entropy': np.float64(2.301728600492725), 'test_avg_loss_std': np.float64(1.1479357131711259), 'test_avg_loss_bottom_decile': np.float64(26.911378502845764), 'test_avg_loss_top_decile': np.float64(30.10181690346111), 'test_avg_loss_min': np.float64(25.460278977047313), 'test_avg_loss_max': np.float64(30.10181690346111), 'test_avg_loss_bottom10%': np.float64(25.460278977047313), 'test_avg_loss_top10%': np.float64(30.10181690346111), 'test_avg_loss_cos1': np.float64(0.9991442932016734), 'test_avg_loss_entropy': np.float64(2.3017286004927864), 'val_loss_std': np.float64(6769.3940220474715), 'val_loss_bottom_decile': np.float64(148384.7720336914), 'val_loss_top_decile': np.float64(165720.10119628906), 'val_loss_min': np.float64(140611.88708496094), 'val_loss_max': np.float64(165720.10119628906), 'val_loss_bottom10%': np.float64(140611.88708496094), 'val_loss_top10%': np.float64(165720.10119628906), 'val_loss_cos1': np.float64(0.99903116392328), 'val_loss_entropy': np.float64(2.301613552283262), 'val_avg_loss_std': np.float64(1.2019520635737695), 'val_avg_loss_bottom_decile': np.float64(26.346727988936685), 'val_avg_loss_top_decile': np.float64(29.424733877182007), 'val_avg_loss_min': np.float64(24.96659926934676), 'val_avg_loss_max': np.float64(29.424733877182007), 'val_avg_loss_bottom10%': np.float64(24.96659926934676), 'val_avg_loss_top10%': np.float64(29.424733877182007), 'val_avg_loss_cos1': np.float64(0.9990311639232798), 'val_avg_loss_entropy': np.float64(2.301613552283333)}}
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{'Role': 'Server #', 'Round': 15, 'Results_weighted_avg': {'test_loss': np.float64(153783.7215698242), 'test_avg_loss': np.float64(27.305348290096628), 'test_total': np.float64(5632.0), 'val_loss': np.float64(151217.4206298828), 'val_avg_loss': np.float64(26.849684060703623), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(153783.7215698242), 'test_avg_loss': np.float64(27.305348290096628), 'test_total': np.float64(5632.0), 'val_loss': np.float64(151217.4206298828), 'val_avg_loss': np.float64(26.849684060703623), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6511.100295010549), 'test_loss_bottom_decile': np.float64(148603.3871459961), 'test_loss_top_decile': np.float64(167455.04266357422), 'test_loss_min': np.float64(141111.70440673828), 'test_loss_max': np.float64(167455.04266357422), 'test_loss_bottom10%': np.float64(141111.70440673828), 'test_loss_top10%': np.float64(167455.04266357422), 'test_loss_cos1': np.float64(0.9991048936726759), 'test_loss_entropy': np.float64(2.3016898763268143), 'test_avg_loss_std': np.float64(1.1560902512447715), 'test_avg_loss_bottom_decile': np.float64(26.385544592683967), 'test_avg_loss_top_decile': np.float64(29.732784563844856), 'test_avg_loss_min': np.float64(25.0553452426737), 'test_avg_loss_max': np.float64(29.732784563844856), 'test_avg_loss_bottom10%': np.float64(25.0553452426737), 'test_avg_loss_top10%': np.float64(29.732784563844856), 'test_avg_loss_cos1': np.float64(0.999104893672676), 'test_avg_loss_entropy': np.float64(2.30168987632688), 'val_loss_std': np.float64(6759.341519556183), 'val_loss_bottom_decile': np.float64(145273.8818359375), 'val_loss_top_decile': np.float64(163608.58172607422), 'val_loss_min': np.float64(138189.60833740234), 'val_loss_max': np.float64(163608.58172607422), 'val_loss_bottom10%': np.float64(138189.60833740234), 'val_loss_top10%': np.float64(163608.58172607422), 'val_loss_cos1': np.float64(0.9990024723947781), 'val_loss_entropy': np.float64(2.301584767291466), 'val_avg_loss_std': np.float64(1.200167173216652), 'val_avg_loss_bottom_decile': np.float64(25.794368223710492), 'val_avg_loss_top_decile': np.float64(29.0498191985217), 'val_avg_loss_min': np.float64(24.536507162180815), 'val_avg_loss_max': np.float64(29.0498191985217), 'val_avg_loss_bottom10%': np.float64(24.536507162180815), 'val_avg_loss_top10%': np.float64(29.0498191985217), 'val_avg_loss_cos1': np.float64(0.9990024723947781), 'val_avg_loss_entropy': np.float64(2.30158476729154)}}
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{'Role': 'Server #', 'Round': 16, 'Results_weighted_avg': {'test_loss': np.float64(153837.31708374023), 'test_avg_loss': np.float64(27.314864539016376), 'test_total': np.float64(5632.0), 'val_loss': np.float64(151174.68966674805), 'val_avg_loss': np.float64(26.84209688685157), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(153837.31708374023), 'test_avg_loss': np.float64(27.314864539016376), 'test_total': np.float64(5632.0), 'val_loss': np.float64(151174.68966674805), 'val_avg_loss': np.float64(26.84209688685157), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6604.506697690685), 'test_loss_bottom_decile': np.float64(148627.74395751953), 'test_loss_top_decile': np.float64(167824.60803222656), 'test_loss_min': np.float64(141281.93231201172), 'test_loss_max': np.float64(167824.60803222656), 'test_loss_bottom10%': np.float64(141281.93231201172), 'test_loss_top10%': np.float64(167824.60803222656), 'test_loss_cos1': np.float64(0.9990797039913187), 'test_loss_entropy': np.float64(2.3016656446168056), 'test_avg_loss_std': np.float64(1.1726751949024652), 'test_avg_loss_bottom_decile': np.float64(26.38986931063912), 'test_avg_loss_top_decile': np.float64(29.798403414812956), 'test_avg_loss_min': np.float64(25.08557036789981), 'test_avg_loss_max': np.float64(29.798403414812956), 'test_avg_loss_bottom10%': np.float64(25.08557036789981), 'test_avg_loss_top10%': np.float64(29.798403414812956), 'test_avg_loss_cos1': np.float64(0.9990797039913187), 'test_avg_loss_entropy': np.float64(2.3016656446168726), 'val_loss_std': np.float64(6866.773440273024), 'val_loss_bottom_decile': np.float64(145268.67260742188), 'val_loss_top_decile': np.float64(163822.13092041016), 'val_loss_min': np.float64(138225.78857421875), 'val_loss_max': np.float64(163822.13092041016), 'val_loss_bottom10%': np.float64(138225.78857421875), 'val_loss_top10%': np.float64(163822.13092041016), 'val_loss_cos1': np.float64(0.9989699794998647), 'val_loss_entropy': np.float64(2.30155327695654), 'val_avg_loss_std': np.float64(1.219242443230295), 'val_avg_loss_bottom_decile': np.float64(25.793443289670076), 'val_avg_loss_top_decile': np.float64(29.08773631399328), 'val_avg_loss_min': np.float64(24.542931209911), 'val_avg_loss_max': np.float64(29.08773631399328), 'val_avg_loss_bottom10%': np.float64(24.542931209911), 'val_avg_loss_top10%': np.float64(29.08773631399328), 'val_avg_loss_cos1': np.float64(0.9989699794998648), 'val_avg_loss_entropy': np.float64(2.301553276956617)}}
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{'Role': 'Server #', 'Round': 17, 'Results_weighted_avg': {'test_loss': np.float64(153935.5245239258), 'test_avg_loss': np.float64(27.332301939617505), 'test_total': np.float64(5632.0), 'val_loss': np.float64(151390.61826782225), 'val_avg_loss': np.float64(26.88043648221276), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(153935.5245239258), 'test_avg_loss': np.float64(27.3323019396175), 'test_total': np.float64(5632.0), 'val_loss': np.float64(151390.61826782225), 'val_avg_loss': np.float64(26.880436482212758), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6481.404212724142), 'test_loss_bottom_decile': np.float64(149203.03735351562), 'test_loss_top_decile': np.float64(167760.72137451172), 'test_loss_min': np.float64(141345.2742919922), 'test_loss_max': np.float64(167760.72137451172), 'test_loss_bottom10%': np.float64(141345.2742919922), 'test_loss_top10%': np.float64(167760.72137451172), 'test_loss_cos1': np.float64(0.9991147752732286), 'test_loss_entropy': np.float64(2.3017005082096254), 'test_avg_loss_std': np.float64(1.1508175093615307), 'test_avg_loss_bottom_decile': np.float64(26.4920165755532), 'test_avg_loss_top_decile': np.float64(29.787059903144836), 'test_avg_loss_min': np.float64(25.096817168322477), 'test_avg_loss_max': np.float64(29.787059903144836), 'test_avg_loss_bottom10%': np.float64(25.096817168322477), 'test_avg_loss_top10%': np.float64(29.787059903144836), 'test_avg_loss_cos1': np.float64(0.9991147752732286), 'test_avg_loss_entropy': np.float64(2.3017005082096897), 'val_loss_std': np.float64(6708.772359856011), 'val_loss_bottom_decile': np.float64(145985.70111083984), 'val_loss_top_decile': np.float64(163835.07977294922), 'val_loss_min': np.float64(138465.89916992188), 'val_loss_max': np.float64(163835.07977294922), 'val_loss_bottom10%': np.float64(138465.89916992188), 'val_loss_top10%': np.float64(163835.07977294922), 'val_loss_cos1': np.float64(0.999019564273332), 'val_loss_entropy': np.float64(2.301602698989833), 'val_avg_loss_std': np.float64(1.1911882741221613), 'val_avg_loss_bottom_decile': np.float64(25.920756589282643), 'val_avg_loss_top_decile': np.float64(29.090035471049223), 'val_avg_loss_min': np.float64(24.585564483295787), 'val_avg_loss_max': np.float64(29.090035471049223), 'val_avg_loss_bottom10%': np.float64(24.585564483295787), 'val_avg_loss_top10%': np.float64(29.090035471049223), 'val_avg_loss_cos1': np.float64(0.9990195642733323), 'val_avg_loss_entropy': np.float64(2.3016026989899063)}}
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{'Role': 'Server #', 'Round': 18, 'Results_weighted_avg': {'test_loss': np.float64(152849.3007751465), 'test_avg_loss': np.float64(27.139435506950726), 'test_total': np.float64(5632.0), 'val_loss': np.float64(150296.6332397461), 'val_avg_loss': np.float64(26.686191981489007), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(152849.3007751465), 'test_avg_loss': np.float64(27.139435506950726), 'test_total': np.float64(5632.0), 'val_loss': np.float64(150296.6332397461), 'val_avg_loss': np.float64(26.68619198148901), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6460.4827342918015), 'test_loss_bottom_decile': np.float64(148176.63635253906), 'test_loss_top_decile': np.float64(166623.41912841797), 'test_loss_min': np.float64(140275.90020751953), 'test_loss_max': np.float64(166623.41912841797), 'test_loss_bottom10%': np.float64(140275.90020751953), 'test_loss_top10%': np.float64(166623.41912841797), 'test_loss_cos1': np.float64(0.9991079450497512), 'test_loss_entropy': np.float64(2.301693605952665), 'test_avg_loss_std': np.float64(1.1471027582194249), 'test_avg_loss_bottom_decile': np.float64(26.309772079641167), 'test_avg_loss_top_decile': np.float64(29.585124135017395), 'test_avg_loss_min': np.float64(24.906942508437417), 'test_avg_loss_max': np.float64(29.585124135017395), 'test_avg_loss_bottom10%': np.float64(24.906942508437417), 'test_avg_loss_top10%': np.float64(29.585124135017395), 'test_avg_loss_cos1': np.float64(0.999107945049751), 'test_avg_loss_entropy': np.float64(2.301693605952731), 'val_loss_std': np.float64(6673.942296899323), 'val_loss_bottom_decile': np.float64(144879.65185546875), 'val_loss_top_decile': np.float64(162764.69555664062), 'val_loss_min': np.float64(137398.34619140625), 'val_loss_max': np.float64(162764.69555664062), 'val_loss_bottom10%': np.float64(137398.34619140625), 'val_loss_top10%': np.float64(162764.69555664062), 'val_loss_cos1': np.float64(0.9990155476207372), 'val_loss_entropy': np.float64(2.3015986283962913), 'val_avg_loss_std': np.float64(1.1850039589664987), 'val_avg_loss_bottom_decile': np.float64(25.724370002746582), 'val_avg_loss_top_decile': np.float64(28.899981455369428), 'val_avg_loss_min': np.float64(24.39601317319003), 'val_avg_loss_max': np.float64(28.899981455369428), 'val_avg_loss_bottom10%': np.float64(24.39601317319003), 'val_avg_loss_top10%': np.float64(28.899981455369428), 'val_avg_loss_cos1': np.float64(0.9990155476207373), 'val_avg_loss_entropy': np.float64(2.301598628396365)}}
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{'Role': 'Server #', 'Round': 19, 'Results_weighted_avg': {'test_loss': np.float64(152695.3223022461), 'test_avg_loss': np.float64(27.112095579234037), 'test_total': np.float64(5632.0), 'val_loss': np.float64(150001.1058959961), 'val_avg_loss': np.float64(26.633719086647034), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(152695.3223022461), 'test_avg_loss': np.float64(27.11209557923404), 'test_total': np.float64(5632.0), 'val_loss': np.float64(150001.1058959961), 'val_avg_loss': np.float64(26.633719086647034), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6606.324279800138), 'test_loss_bottom_decile': np.float64(147558.0327758789), 'test_loss_top_decile': np.float64(166850.8409423828), 'test_loss_min': np.float64(140332.6728515625), 'test_loss_max': np.float64(166850.8409423828), 'test_loss_bottom10%': np.float64(140332.6728515625), 'test_loss_top10%': np.float64(166850.8409423828), 'test_loss_cos1': np.float64(0.999065392763042), 'test_loss_entropy': np.float64(2.3016522585556887), 'test_avg_loss_std': np.float64(1.1729979189986044), 'test_avg_loss_bottom_decile': np.float64(26.199934796853498), 'test_avg_loss_top_decile': np.float64(29.62550442869013), 'test_avg_loss_min': np.float64(24.917022878473457), 'test_avg_loss_max': np.float64(29.62550442869013), 'test_avg_loss_bottom10%': np.float64(24.917022878473457), 'test_avg_loss_top10%': np.float64(29.62550442869013), 'test_avg_loss_cos1': np.float64(0.9990653927630422), 'test_avg_loss_entropy': np.float64(2.301652258555757), 'val_loss_std': np.float64(6802.8528384544425), 'val_loss_bottom_decile': np.float64(144266.18853759766), 'val_loss_top_decile': np.float64(162685.59991455078), 'val_loss_min': np.float64(137148.90112304688), 'val_loss_max': np.float64(162685.59991455078), 'val_loss_bottom10%': np.float64(137148.90112304688), 'val_loss_top10%': np.float64(162685.59991455078), 'val_loss_cos1': np.float64(0.998973180940672), 'val_loss_entropy': np.float64(2.3015568093191745), 'val_avg_loss_std': np.float64(1.2078929045551212), 'val_avg_loss_bottom_decile': np.float64(25.61544540795413), 'val_avg_loss_top_decile': np.float64(28.88593748482791), 'val_avg_loss_min': np.float64(24.351722500540994), 'val_avg_loss_max': np.float64(28.88593748482791), 'val_avg_loss_bottom10%': np.float64(24.351722500540994), 'val_avg_loss_top10%': np.float64(28.88593748482791), 'val_avg_loss_cos1': np.float64(0.998973180940672), 'val_avg_loss_entropy': np.float64(2.3015568093192518)}}
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{'Role': 'Server #', 'Round': 20, 'Results_weighted_avg': {'test_loss': np.float64(151876.25555419922), 'test_avg_loss': np.float64(26.966664693572305), 'test_total': np.float64(5632.0), 'val_loss': np.float64(149243.4298522949), 'val_avg_loss': np.float64(26.499188539114865), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(151876.25555419922), 'test_avg_loss': np.float64(26.966664693572305), 'test_total': np.float64(5632.0), 'val_loss': np.float64(149243.4298522949), 'val_avg_loss': np.float64(26.49918853911487), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6566.485061891544), 'test_loss_bottom_decile': np.float64(146904.3394165039), 'test_loss_top_decile': np.float64(166092.7509765625), 'test_loss_min': np.float64(139436.51831054688), 'test_loss_max': np.float64(166092.7509765625), 'test_loss_bottom10%': np.float64(139436.51831054688), 'test_loss_top10%': np.float64(166092.7509765625), 'test_loss_cos1': np.float64(0.9990666429674362), 'test_loss_entropy': np.float64(2.301653457813083), 'test_avg_loss_std': np.float64(1.1659241942279022), 'test_avg_loss_bottom_decile': np.float64(26.08386708389629), 'test_avg_loss_top_decile': np.float64(29.49090038646351), 'test_avg_loss_min': np.float64(24.757904529571533), 'test_avg_loss_max': np.float64(29.49090038646351), 'test_avg_loss_bottom10%': np.float64(24.757904529571533), 'test_avg_loss_top10%': np.float64(29.49090038646351), 'test_avg_loss_cos1': np.float64(0.9990666429674362), 'test_avg_loss_entropy': np.float64(2.3016534578131522), 'val_loss_std': np.float64(6759.276062251244), 'val_loss_bottom_decile': np.float64(143645.35821533203), 'val_loss_top_decile': np.float64(162076.42602539062), 'val_loss_min': np.float64(136281.33630371094), 'val_loss_max': np.float64(162076.42602539062), 'val_loss_bottom10%': np.float64(136281.33630371094), 'val_loss_top10%': np.float64(162076.42602539062), 'val_loss_cos1': np.float64(0.9989759705750536), 'val_loss_entropy': np.float64(2.30155930619866), 'val_avg_loss_std': np.float64(1.2001555508258606), 'val_avg_loss_bottom_decile': np.float64(25.50521275130185), 'val_avg_loss_top_decile': np.float64(28.77777450734919), 'val_avg_loss_min': np.float64(24.19768045165322), 'val_avg_loss_max': np.float64(28.77777450734919), 'val_avg_loss_bottom10%': np.float64(24.19768045165322), 'val_avg_loss_top10%': np.float64(28.77777450734919), 'val_avg_loss_cos1': np.float64(0.9989759705750538), 'val_avg_loss_entropy': np.float64(2.3015593061987376)}}
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{'Role': 'Server #', 'Round': 22, 'Results_weighted_avg': {'test_loss': np.float64(151873.3818359375), 'test_avg_loss': np.float64(26.966154445301402), 'test_total': np.float64(5632.0), 'val_loss': np.float64(149245.71028442384), 'val_avg_loss': np.float64(26.499593445387752), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(151873.3818359375), 'test_avg_loss': np.float64(26.966154445301402), 'test_total': np.float64(5632.0), 'val_loss': np.float64(149245.71028442384), 'val_avg_loss': np.float64(26.499593445387752), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6499.053447403387), 'test_loss_bottom_decile': np.float64(147068.7354736328), 'test_loss_top_decile': np.float64(165987.16577148438), 'test_loss_min': np.float64(139547.5955810547), 'test_loss_max': np.float64(165987.16577148438), 'test_loss_bottom10%': np.float64(139547.5955810547), 'test_loss_top10%': np.float64(165987.16577148438), 'test_loss_cos1': np.float64(0.9990856532352804), 'test_loss_entropy': np.float64(2.3016726180980167), 'test_avg_loss_std': np.float64(1.1539512513145218), 'test_avg_loss_bottom_decile': np.float64(26.113056724721734), 'test_avg_loss_top_decile': np.float64(29.472153013402764), 'test_avg_loss_min': np.float64(24.77762705629522), 'test_avg_loss_max': np.float64(29.472153013402764), 'test_avg_loss_bottom10%': np.float64(24.77762705629522), 'test_avg_loss_top10%': np.float64(29.472153013402764), 'test_avg_loss_cos1': np.float64(0.9990856532352805), 'test_avg_loss_entropy': np.float64(2.3016726180980838), 'val_loss_std': np.float64(6649.303414536898), 'val_loss_bottom_decile': np.float64(143924.89288330078), 'val_loss_top_decile': np.float64(161917.17126464844), 'val_loss_min': np.float64(136409.34729003906), 'val_loss_max': np.float64(161917.17126464844), 'val_loss_bottom10%': np.float64(136409.34729003906), 'val_loss_top10%': np.float64(161917.17126464844), 'val_loss_cos1': np.float64(0.9990090023134867), 'val_loss_entropy': np.float64(2.3015924652514346), 'val_avg_loss_std': np.float64(1.1806291574106704), 'val_avg_loss_bottom_decile': np.float64(25.554846037517894), 'val_avg_loss_top_decile': np.float64(28.749497738751497), 'val_avg_loss_min': np.float64(24.22040967507796), 'val_avg_loss_max': np.float64(28.749497738751497), 'val_avg_loss_bottom10%': np.float64(24.22040967507796), 'val_avg_loss_top10%': np.float64(28.749497738751497), 'val_avg_loss_cos1': np.float64(0.9990090023134863), 'val_avg_loss_entropy': np.float64(2.3015924652515096)}}
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{'Role': 'Server #', 'Round': 23, 'Results_weighted_avg': {'test_loss': np.float64(150518.6716430664), 'test_avg_loss': np.float64(26.725616413896734), 'test_total': np.float64(5632.0), 'val_loss': np.float64(147854.71251831055), 'val_avg_loss': np.float64(26.252612307938662), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(150518.6716430664), 'test_avg_loss': np.float64(26.725616413896734), 'test_total': np.float64(5632.0), 'val_loss': np.float64(147854.71251831055), 'val_avg_loss': np.float64(26.25261230793866), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6583.194242038868), 'test_loss_bottom_decile': np.float64(145438.02282714844), 'test_loss_top_decile': np.float64(164765.5629272461), 'test_loss_min': np.float64(138100.4521484375), 'test_loss_max': np.float64(164765.5629272461), 'test_loss_bottom10%': np.float64(138100.4521484375), 'test_loss_top10%': np.float64(164765.5629272461), 'test_loss_cos1': np.float64(0.9990449193130482), 'test_loss_entropy': np.float64(2.3016319112590544), 'test_avg_loss_std': np.float64(1.1688910230892873), 'test_avg_loss_bottom_decile': np.float64(25.823512575843118), 'test_avg_loss_top_decile': np.float64(29.255249099297956), 'test_avg_loss_min': np.float64(24.520676872947), 'test_avg_loss_max': np.float64(29.255249099297956), 'test_avg_loss_bottom10%': np.float64(24.520676872947), 'test_avg_loss_top10%': np.float64(29.255249099297956), 'test_avg_loss_cos1': np.float64(0.9990449193130482), 'test_avg_loss_entropy': np.float64(2.301631911259126), 'val_loss_std': np.float64(6757.325724353943), 'val_loss_bottom_decile': np.float64(142125.05181884766), 'val_loss_top_decile': np.float64(160709.8553466797), 'val_loss_min': np.float64(134896.2514038086), 'val_loss_max': np.float64(160709.8553466797), 'val_loss_bottom10%': np.float64(134896.2514038086), 'val_loss_top10%': np.float64(160709.8553466797), 'val_loss_cos1': np.float64(0.9989572752509139), 'val_loss_entropy': np.float64(2.3015406725475223), 'val_avg_loss_std': np.float64(1.1998092550344357), 'val_avg_loss_bottom_decile': np.float64(25.235271984880622), 'val_avg_loss_top_decile': np.float64(28.535130565816704), 'val_avg_loss_min': np.float64(23.951749183914878), 'val_avg_loss_max': np.float64(28.535130565816704), 'val_avg_loss_bottom10%': np.float64(23.951749183914878), 'val_avg_loss_top10%': np.float64(28.535130565816704), 'val_avg_loss_cos1': np.float64(0.9989572752509142), 'val_avg_loss_entropy': np.float64(2.3015406725476013)}}
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{'Role': 'Server #', 'Round': 24, 'Results_weighted_avg': {'test_loss': np.float64(150951.76529541015), 'test_avg_loss': np.float64(26.802515144781633), 'test_total': np.float64(5632.0), 'val_loss': np.float64(148300.13885498047), 'val_avg_loss': np.float64(26.331700791012157), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(150951.76529541015), 'test_avg_loss': np.float64(26.80251514478163), 'test_total': np.float64(5632.0), 'val_loss': np.float64(148300.13885498047), 'val_avg_loss': np.float64(26.331700791012157), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6515.34700026573), 'test_loss_bottom_decile': np.float64(145792.68951416016), 'test_loss_top_decile': np.float64(165205.56787109375), 'test_loss_min': np.float64(138873.41821289062), 'test_loss_max': np.float64(165205.56787109375), 'test_loss_bottom10%': np.float64(138873.41821289062), 'test_loss_top10%': np.float64(165205.56787109375), 'test_loss_cos1': np.float64(0.9990698297768923), 'test_loss_entropy': np.float64(2.301657591647424), 'test_avg_loss_std': np.float64(1.1568442827176364), 'test_avg_loss_bottom_decile': np.float64(25.886486064304005), 'test_avg_loss_top_decile': np.float64(29.333374977111816), 'test_avg_loss_min': np.float64(24.65792226791382), 'test_avg_loss_max': np.float64(29.333374977111816), 'test_avg_loss_bottom10%': np.float64(24.65792226791382), 'test_avg_loss_top10%': np.float64(29.333374977111816), 'test_avg_loss_cos1': np.float64(0.9990698297768926), 'test_avg_loss_entropy': np.float64(2.301657591647493), 'val_loss_std': np.float64(6634.186940260978), 'val_loss_bottom_decile': np.float64(142584.16046142578), 'val_loss_top_decile': np.float64(161083.99737548828), 'val_loss_min': np.float64(135754.24298095703), 'val_loss_max': np.float64(161083.99737548828), 'val_loss_bottom10%': np.float64(135754.24298095703), 'val_loss_top10%': np.float64(161083.99737548828), 'val_loss_cos1': np.float64(0.9990008951644105), 'val_loss_entropy': np.float64(2.3015850975665373), 'val_avg_loss_std': np.float64(1.1779451243361108), 'val_avg_loss_bottom_decile': np.float64(25.316789854656566), 'val_avg_loss_top_decile': np.float64(28.60156203400005), 'val_avg_loss_min': np.float64(24.104091438380156), 'val_avg_loss_max': np.float64(28.60156203400005), 'val_avg_loss_bottom10%': np.float64(24.104091438380156), 'val_avg_loss_top10%': np.float64(28.60156203400005), 'val_avg_loss_cos1': np.float64(0.9990008951644106), 'val_avg_loss_entropy': np.float64(2.3015850975666132)}}
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{'Role': 'Server #', 'Round': 25, 'Results_weighted_avg': {'test_loss': np.float64(150916.20573120116), 'test_avg_loss': np.float64(26.796201301704752), 'test_total': np.float64(5632.0), 'val_loss': np.float64(148333.30966186523), 'val_avg_loss': np.float64(26.33759049393914), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(150916.20573120116), 'test_avg_loss': np.float64(26.796201301704752), 'test_total': np.float64(5632.0), 'val_loss': np.float64(148333.30966186523), 'val_avg_loss': np.float64(26.337590493939143), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6437.679699174551), 'test_loss_bottom_decile': np.float64(146100.51763916016), 'test_loss_top_decile': np.float64(165019.73223876953), 'test_loss_min': np.float64(138861.42376708984), 'test_loss_max': np.float64(165019.73223876953), 'test_loss_bottom10%': np.float64(138861.42376708984), 'test_loss_top10%': np.float64(165019.73223876953), 'test_loss_cos1': np.float64(0.9990914166466607), 'test_loss_entropy': np.float64(2.3016789952335373), 'test_avg_loss_std': np.float64(1.1430539238591182), 'test_avg_loss_bottom_decile': np.float64(25.94114304672588), 'test_avg_loss_top_decile': np.float64(29.300378593531523), 'test_avg_loss_min': np.float64(24.655792572281577), 'test_avg_loss_max': np.float64(29.300378593531523), 'test_avg_loss_bottom10%': np.float64(24.655792572281577), 'test_avg_loss_top10%': np.float64(29.300378593531523), 'test_avg_loss_cos1': np.float64(0.9990914166466607), 'test_avg_loss_entropy': np.float64(2.3016789952336043), 'val_loss_std': np.float64(6567.423245480596), 'val_loss_bottom_decile': np.float64(143052.1224975586), 'val_loss_top_decile': np.float64(161001.20288085938), 'val_loss_min': np.float64(135707.14184570312), 'val_loss_max': np.float64(161001.20288085938), 'val_loss_bottom10%': np.float64(135707.14184570312), 'val_loss_top10%': np.float64(161001.20288085938), 'val_loss_cos1': np.float64(0.9990213109732341), 'val_loss_entropy': np.float64(2.301605140050622), 'val_avg_loss_std': np.float64(1.1660907751208447), 'val_avg_loss_bottom_decile': np.float64(25.399879704822194), 'val_avg_loss_top_decile': np.float64(28.58686130697077), 'val_avg_loss_min': np.float64(24.09572831067172), 'val_avg_loss_max': np.float64(28.58686130697077), 'val_avg_loss_bottom10%': np.float64(24.09572831067172), 'val_avg_loss_top10%': np.float64(28.58686130697077), 'val_avg_loss_cos1': np.float64(0.999021310973234), 'val_avg_loss_entropy': np.float64(2.3016051400506967)}}
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{'Role': 'Server #', 'Round': 26, 'Results_weighted_avg': {'test_loss': np.float64(150145.14973754884), 'test_avg_loss': np.float64(26.659295052831823), 'test_total': np.float64(5632.0), 'val_loss': np.float64(147475.57380371093), 'val_avg_loss': np.float64(26.185293644124812), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(150145.14973754884), 'test_avg_loss': np.float64(26.659295052831823), 'test_total': np.float64(5632.0), 'val_loss': np.float64(147475.57380371093), 'val_avg_loss': np.float64(26.185293644124812), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6547.299250419972), 'test_loss_bottom_decile': np.float64(145186.54663085938), 'test_loss_top_decile': np.float64(164353.13012695312), 'test_loss_min': np.float64(138020.8468017578), 'test_loss_max': np.float64(164353.13012695312), 'test_loss_bottom10%': np.float64(138020.8468017578), 'test_loss_top10%': np.float64(164353.13012695312), 'test_loss_cos1': np.float64(0.9990505918726503), 'test_loss_entropy': np.float64(2.301638098473842), 'test_avg_loss_std': np.float64(1.1625176225887734), 'test_avg_loss_bottom_decile': np.float64(25.778861262581565), 'test_avg_loss_top_decile': np.float64(29.18201884356412), 'test_avg_loss_min': np.float64(24.506542400880292), 'test_avg_loss_max': np.float64(29.18201884356412), 'test_avg_loss_bottom10%': np.float64(24.506542400880292), 'test_avg_loss_top10%': np.float64(29.18201884356412), 'test_avg_loss_cos1': np.float64(0.9990505918726502), 'test_avg_loss_entropy': np.float64(2.3016380984739127), 'val_loss_std': np.float64(6690.976886832914), 'val_loss_bottom_decile': np.float64(141901.68841552734), 'val_loss_top_decile': np.float64(160298.8468017578), 'val_loss_min': np.float64(134754.31939697266), 'val_loss_max': np.float64(160298.8468017578), 'val_loss_bottom10%': np.float64(134754.31939697266), 'val_loss_top10%': np.float64(160298.8468017578), 'val_loss_cos1': np.float64(0.998972364666554), 'val_loss_entropy': np.float64(2.301556132363033), 'val_avg_loss_std': np.float64(1.18802856655414), 'val_avg_loss_bottom_decile': np.float64(25.195612289688803), 'val_avg_loss_top_decile': np.float64(28.46215319633484), 'val_avg_loss_min': np.float64(23.926548188382927), 'val_avg_loss_max': np.float64(28.46215319633484), 'val_avg_loss_bottom10%': np.float64(23.926548188382927), 'val_avg_loss_top10%': np.float64(28.46215319633484), 'val_avg_loss_cos1': np.float64(0.9989723646665538), 'val_avg_loss_entropy': np.float64(2.3015561323631117)}}
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{'Role': 'Server #', 'Round': 27, 'Results_weighted_avg': {'test_loss': np.float64(149890.29602661132), 'test_avg_loss': np.float64(26.614044038815933), 'test_total': np.float64(5632.0), 'val_loss': np.float64(147250.26739501953), 'val_avg_loss': np.float64(26.145288955081593), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(149890.29602661132), 'test_avg_loss': np.float64(26.614044038815926), 'test_total': np.float64(5632.0), 'val_loss': np.float64(147250.26739501953), 'val_avg_loss': np.float64(26.145288955081593), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6542.56917550867), 'test_loss_bottom_decile': np.float64(145002.0157470703), 'test_loss_top_decile': np.float64(164165.1064453125), 'test_loss_min': np.float64(137720.00567626953), 'test_loss_max': np.float64(164165.1064453125), 'test_loss_bottom10%': np.float64(137720.00567626953), 'test_loss_top10%': np.float64(164165.1064453125), 'test_loss_cos1': np.float64(0.999048739242625), 'test_loss_entropy': np.float64(2.3016364427052345), 'test_avg_loss_std': np.float64(1.1616777655377606), 'test_avg_loss_bottom_decile': np.float64(25.746096545999702), 'test_avg_loss_top_decile': np.float64(29.14863395690918), 'test_avg_loss_min': np.float64(24.45312600786036), 'test_avg_loss_max': np.float64(29.14863395690918), 'test_avg_loss_bottom10%': np.float64(24.45312600786036), 'test_avg_loss_top10%': np.float64(29.14863395690918), 'test_avg_loss_cos1': np.float64(0.9990487392426254), 'test_avg_loss_entropy': np.float64(2.301636442705306), 'val_loss_std': np.float64(6693.346601226169), 'val_loss_bottom_decile': np.float64(141870.43096923828), 'val_loss_top_decile': np.float64(160137.35272216797), 'val_loss_min': np.float64(134445.96588134766), 'val_loss_max': np.float64(160137.35272216797), 'val_loss_bottom10%': np.float64(134445.96588134766), 'val_loss_top10%': np.float64(160137.35272216797), 'val_loss_cos1': np.float64(0.9989684932405916), 'val_loss_entropy': np.float64(2.3015523739493595), 'val_avg_loss_std': np.float64(1.1884493255018054), 'val_avg_loss_bottom_decile': np.float64(25.19006231698123), 'val_avg_loss_top_decile': np.float64(28.433478821407665), 'val_avg_loss_min': np.float64(23.871797919273376), 'val_avg_loss_max': np.float64(28.433478821407665), 'val_avg_loss_bottom10%': np.float64(23.871797919273376), 'val_avg_loss_top10%': np.float64(28.433478821407665), 'val_avg_loss_cos1': np.float64(0.9989684932405914), 'val_avg_loss_entropy': np.float64(2.3015523739494386)}}
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{'Role': 'Server #', 'Round': 30, 'Results_weighted_avg': {'test_loss': np.float64(148619.89819335938), 'test_avg_loss': np.float64(26.38847624171864), 'test_total': np.float64(5632.0), 'val_loss': np.float64(146044.1255371094), 'val_avg_loss': np.float64(25.93113024451516), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(148619.89819335938), 'test_avg_loss': np.float64(26.38847624171864), 'test_total': np.float64(5632.0), 'val_loss': np.float64(146044.1255371094), 'val_avg_loss': np.float64(25.931130244515156), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6515.828939114547), 'test_loss_bottom_decile': np.float64(143841.16864013672), 'test_loss_top_decile': np.float64(162883.6326904297), 'test_loss_min': np.float64(136490.19787597656), 'test_loss_max': np.float64(162883.6326904297), 'test_loss_bottom10%': np.float64(136490.19787597656), 'test_loss_top10%': np.float64(162883.6326904297), 'test_loss_cos1': np.float64(0.9990403123566626), 'test_loss_entropy': np.float64(2.3016281098745415), 'test_avg_loss_std': np.float64(1.1569298542461912), 'test_avg_loss_bottom_decile': np.float64(25.539980227297004), 'test_avg_loss_top_decile': np.float64(28.92109955440868), 'test_avg_loss_min': np.float64(24.234765247865155), 'test_avg_loss_max': np.float64(28.92109955440868), 'test_avg_loss_bottom10%': np.float64(24.234765247865155), 'test_avg_loss_top10%': np.float64(28.92109955440868), 'test_avg_loss_cos1': np.float64(0.9990403123566625), 'test_avg_loss_entropy': np.float64(2.3016281098746143), 'val_loss_std': np.float64(6653.084146281372), 'val_loss_bottom_decile': np.float64(140696.24658203125), 'val_loss_top_decile': np.float64(158916.04553222656), 'val_loss_min': np.float64(133257.31732177734), 'val_loss_max': np.float64(158916.04553222656), 'val_loss_bottom10%': np.float64(133257.31732177734), 'val_loss_top10%': np.float64(158916.04553222656), 'val_loss_cos1': np.float64(0.998963969526042), 'val_loss_entropy': np.float64(2.301547602394238), 'val_avg_loss_std': np.float64(1.181300452109619), 'val_avg_loss_bottom_decile': np.float64(24.98157787322998), 'val_avg_loss_top_decile': np.float64(28.216627402739093), 'val_avg_loss_min': np.float64(23.66074526309967), 'val_avg_loss_max': np.float64(28.216627402739093), 'val_avg_loss_bottom10%': np.float64(23.66074526309967), 'val_avg_loss_top10%': np.float64(28.216627402739093), 'val_avg_loss_cos1': np.float64(0.9989639695260422), 'val_avg_loss_entropy': np.float64(2.3015476023943178)}}
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{'Role': 'Server #', 'Round': 31, 'Results_weighted_avg': {'test_loss': np.float64(148311.10250854492), 'test_avg_loss': np.float64(26.33364746245471), 'test_total': np.float64(5632.0), 'val_loss': np.float64(145703.69262084962), 'val_avg_loss': np.float64(25.870684059099716), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(148311.10250854492), 'test_avg_loss': np.float64(26.333647462454714), 'test_total': np.float64(5632.0), 'val_loss': np.float64(145703.69262084962), 'val_avg_loss': np.float64(25.870684059099716), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6563.3442212224), 'test_loss_bottom_decile': np.float64(143194.64959716797), 'test_loss_top_decile': np.float64(162634.9132080078), 'test_loss_min': np.float64(136390.10565185547), 'test_loss_max': np.float64(162634.9132080078), 'test_loss_bottom10%': np.float64(136390.10565185547), 'test_loss_top10%': np.float64(162634.9132080078), 'test_loss_cos1': np.float64(0.9990222322266133), 'test_loss_entropy': np.float64(2.301610590152345), 'test_avg_loss_std': np.float64(1.1653665165522729), 'test_avg_loss_bottom_decile': np.float64(25.425186363133516), 'test_avg_loss_top_decile': np.float64(28.876937714490023), 'test_avg_loss_min': np.float64(24.216993191025473), 'test_avg_loss_max': np.float64(28.876937714490023), 'test_avg_loss_bottom10%': np.float64(24.216993191025473), 'test_avg_loss_top10%': np.float64(28.876937714490023), 'test_avg_loss_cos1': np.float64(0.9990222322266132), 'test_avg_loss_entropy': np.float64(2.3016105901524186), 'val_loss_std': np.float64(6721.255498395017), 'val_loss_bottom_decile': np.float64(140044.23822021484), 'val_loss_top_decile': np.float64(158665.92944335938), 'val_loss_min': np.float64(133070.3251953125), 'val_loss_max': np.float64(158665.92944335938), 'val_loss_bottom10%': np.float64(133070.3251953125), 'val_loss_top10%': np.float64(158665.92944335938), 'val_loss_cos1': np.float64(0.9989377242748184), 'val_loss_entropy': np.float64(2.3015221501239846), 'val_avg_loss_std': np.float64(1.1934047404820698), 'val_avg_loss_bottom_decile': np.float64(24.86580934307792), 'val_avg_loss_top_decile': np.float64(28.172217585823752), 'val_avg_loss_min': np.float64(23.62754353609952), 'val_avg_loss_max': np.float64(28.172217585823752), 'val_avg_loss_bottom10%': np.float64(23.62754353609952), 'val_avg_loss_top10%': np.float64(28.172217585823752), 'val_avg_loss_cos1': np.float64(0.9989377242748183), 'val_avg_loss_entropy': np.float64(2.3015221501240664)}}
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{'Role': 'Server #', 'Round': 32, 'Results_weighted_avg': {'test_loss': np.float64(147943.7188598633), 'test_avg_loss': np.float64(26.26841599074277), 'test_total': np.float64(5632.0), 'val_loss': np.float64(145353.62127685547), 'val_avg_loss': np.float64(25.808526505123485), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(147943.7188598633), 'test_avg_loss': np.float64(26.268415990742774), 'test_total': np.float64(5632.0), 'val_loss': np.float64(145353.62127685547), 'val_avg_loss': np.float64(25.80852650512349), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6613.8675314549555), 'test_loss_bottom_decile': np.float64(143096.38201904297), 'test_loss_top_decile': np.float64(162360.0150756836), 'test_loss_min': np.float64(135652.375), 'test_loss_max': np.float64(162360.0150756836), 'test_loss_bottom10%': np.float64(135652.375), 'test_loss_top10%': np.float64(162360.0150756836), 'test_loss_cos1': np.float64(0.9990022136742477), 'test_loss_entropy': np.float64(2.301589987597084), 'test_avg_loss_std': np.float64(1.1743372747611787), 'test_avg_loss_bottom_decile': np.float64(25.407738284631208), 'test_avg_loss_top_decile': np.float64(28.828127676790412), 'test_avg_loss_min': np.float64(24.086004083806817), 'test_avg_loss_max': np.float64(28.828127676790412), 'test_avg_loss_bottom10%': np.float64(24.086004083806817), 'test_avg_loss_top10%': np.float64(28.828127676790412), 'test_avg_loss_cos1': np.float64(0.9990022136742476), 'test_avg_loss_entropy': np.float64(2.3015899875971595), 'val_loss_std': np.float64(6760.026875709208), 'val_loss_bottom_decile': np.float64(139928.23614501953), 'val_loss_top_decile': np.float64(158417.45935058594), 'val_loss_min': np.float64(132404.2286376953), 'val_loss_max': np.float64(158417.45935058594), 'val_loss_bottom10%': np.float64(132404.2286376953), 'val_loss_top10%': np.float64(158417.45935058594), 'val_loss_cos1': np.float64(0.9989202795698593), 'val_loss_entropy': np.float64(2.3015039152167462), 'val_avg_loss_std': np.float64(1.2002888628745039), 'val_avg_loss_bottom_decile': np.float64(24.845212383703753), 'val_avg_loss_top_decile': np.float64(28.12810002673756), 'val_avg_loss_min': np.float64(23.50927355072715), 'val_avg_loss_max': np.float64(28.12810002673756), 'val_avg_loss_bottom10%': np.float64(23.50927355072715), 'val_avg_loss_top10%': np.float64(28.12810002673756), 'val_avg_loss_cos1': np.float64(0.9989202795698591), 'val_avg_loss_entropy': np.float64(2.30150391521683)}}
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{'Role': 'Server #', 'Round': 33, 'Results_weighted_avg': {'test_loss': np.float64(148041.0239440918), 'test_avg_loss': np.float64(26.2856931718913), 'test_total': np.float64(5632.0), 'val_loss': np.float64(145485.07380371093), 'val_avg_loss': np.float64(25.831866797533902), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(148041.0239440918), 'test_avg_loss': np.float64(26.285693171891296), 'test_total': np.float64(5632.0), 'val_loss': np.float64(145485.07380371093), 'val_avg_loss': np.float64(25.831866797533905), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6548.260421981091), 'test_loss_bottom_decile': np.float64(143376.6099243164), 'test_loss_top_decile': np.float64(162275.17083740234), 'test_loss_min': np.float64(135716.79528808594), 'test_loss_max': np.float64(162275.17083740234), 'test_loss_bottom10%': np.float64(135716.79528808594), 'test_loss_top10%': np.float64(162275.17083740234), 'test_loss_cos1': np.float64(0.999023165441366), 'test_loss_entropy': np.float64(2.301610439800692), 'test_avg_loss_std': np.float64(1.1626882851528926), 'test_avg_loss_bottom_decile': np.float64(25.457494659857318), 'test_avg_loss_top_decile': np.float64(28.81306300380013), 'test_avg_loss_min': np.float64(24.097442345185712), 'test_avg_loss_max': np.float64(28.81306300380013), 'test_avg_loss_bottom10%': np.float64(24.097442345185712), 'test_avg_loss_top10%': np.float64(28.81306300380013), 'test_avg_loss_cos1': np.float64(0.9990231654413659), 'test_avg_loss_entropy': np.float64(2.3016104398007657), 'val_loss_std': np.float64(6677.856353847768), 'val_loss_bottom_decile': np.float64(140333.33154296875), 'val_loss_top_decile': np.float64(158297.76458740234), 'val_loss_min': np.float64(132512.63403320312), 'val_loss_max': np.float64(158297.76458740234), 'val_loss_bottom10%': np.float64(132512.63403320312), 'val_loss_top10%': np.float64(158297.76458740234), 'val_loss_cos1': np.float64(0.9989482278097046), 'val_loss_entropy': np.float64(2.301531313909342), 'val_avg_loss_std': np.float64(1.1856989264644475), 'val_avg_loss_bottom_decile': np.float64(24.91713983362371), 'val_avg_loss_top_decile': np.float64(28.106847405433655), 'val_avg_loss_min': np.float64(23.52852166782726), 'val_avg_loss_max': np.float64(28.106847405433655), 'val_avg_loss_bottom10%': np.float64(23.52852166782726), 'val_avg_loss_top10%': np.float64(28.106847405433655), 'val_avg_loss_cos1': np.float64(0.9989482278097047), 'val_avg_loss_entropy': np.float64(2.3015313139094236)}}
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{'Role': 'Server #', 'Round': 34, 'Results_weighted_avg': {'test_loss': np.float64(147817.75259399414), 'test_avg_loss': np.float64(26.2460498213768), 'test_total': np.float64(5632.0), 'val_loss': np.float64(145295.0342895508), 'val_avg_loss': np.float64(25.798123986070806), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(147817.75259399414), 'test_avg_loss': np.float64(26.2460498213768), 'test_total': np.float64(5632.0), 'val_loss': np.float64(145295.0342895508), 'val_avg_loss': np.float64(25.798123986070806), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6433.93825461829), 'test_loss_bottom_decile': np.float64(143206.0433959961), 'test_loss_top_decile': np.float64(161758.0004272461), 'test_loss_min': np.float64(135681.68328857422), 'test_loss_max': np.float64(161758.0004272461), 'test_loss_bottom10%': np.float64(135681.68328857422), 'test_loss_top10%': np.float64(161758.0004272461), 'test_loss_cos1': np.float64(0.9990540808009999), 'test_loss_entropy': np.float64(2.3016410734651043), 'test_avg_loss_std': np.float64(1.1423896048683042), 'test_avg_loss_bottom_decile': np.float64(25.427209409800444), 'test_avg_loss_top_decile': np.float64(28.721235871315002), 'test_avg_loss_min': np.float64(24.09120797027241), 'test_avg_loss_max': np.float64(28.721235871315002), 'test_avg_loss_bottom10%': np.float64(24.09120797027241), 'test_avg_loss_top10%': np.float64(28.721235871315002), 'test_avg_loss_cos1': np.float64(0.9990540808009998), 'test_avg_loss_entropy': np.float64(2.3016410734651753), 'val_loss_std': np.float64(6595.12359216638), 'val_loss_bottom_decile': np.float64(140151.76849365234), 'val_loss_top_decile': np.float64(157891.8998413086), 'val_loss_min': np.float64(132499.4291381836), 'val_loss_max': np.float64(157891.8998413086), 'val_loss_bottom10%': np.float64(132499.4291381836), 'val_loss_top10%': np.float64(157891.8998413086), 'val_loss_cos1': np.float64(0.9989714062839401), 'val_loss_entropy': np.float64(2.301554486010185), 'val_avg_loss_std': np.float64(1.1710091605409059), 'val_avg_loss_bottom_decile': np.float64(24.884902076287702), 'val_avg_loss_top_decile': np.float64(28.034783352505077), 'val_avg_loss_min': np.float64(23.526177048683167), 'val_avg_loss_max': np.float64(28.034783352505077), 'val_avg_loss_bottom10%': np.float64(23.526177048683167), 'val_avg_loss_top10%': np.float64(28.034783352505077), 'val_avg_loss_cos1': np.float64(0.99897140628394), 'val_avg_loss_entropy': np.float64(2.3015544860102644)}}
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{'Role': 'Server #', 'Round': 45, 'Results_weighted_avg': {'test_loss': np.float64(145839.66468505858), 'test_avg_loss': np.float64(25.89482682618228), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143385.90216674804), 'val_avg_loss': np.float64(25.459144560857254), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(145839.66468505858), 'test_avg_loss': np.float64(25.894826826182275), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143385.90216674804), 'val_avg_loss': np.float64(25.459144560857254), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6355.978422404301), 'test_loss_bottom_decile': np.float64(140977.6566772461), 'test_loss_top_decile': np.float64(159561.29736328125), 'test_loss_min': np.float64(133979.24395751953), 'test_loss_max': np.float64(159561.29736328125), 'test_loss_bottom10%': np.float64(133979.24395751953), 'test_loss_top10%': np.float64(159561.29736328125), 'test_loss_cos1': np.float64(0.9990516571234949), 'test_loss_entropy': np.float64(2.3016387080546235), 'test_avg_loss_std': np.float64(1.1285473051144), 'test_avg_loss_bottom_decile': np.float64(25.03154415434057), 'test_avg_loss_top_decile': np.float64(28.331196264787152), 'test_avg_loss_min': np.float64(23.788928259502757), 'test_avg_loss_max': np.float64(28.331196264787152), 'test_avg_loss_bottom10%': np.float64(23.788928259502757), 'test_avg_loss_top10%': np.float64(28.331196264787152), 'test_avg_loss_cos1': np.float64(0.999051657123495), 'test_avg_loss_entropy': np.float64(2.3016387080546967), 'val_loss_std': np.float64(6565.3694529684835), 'val_loss_bottom_decile': np.float64(137969.08575439453), 'val_loss_top_decile': np.float64(155826.79071044922), 'val_loss_min': np.float64(130862.12133789062), 'val_loss_max': np.float64(155826.79071044922), 'val_loss_bottom10%': np.float64(130862.12133789062), 'val_loss_top10%': np.float64(155826.79071044922), 'val_loss_cos1': np.float64(0.9989533699415859), 'val_loss_entropy': np.float64(2.301536710625186), 'val_avg_loss_std': np.float64(1.1657261102571879), 'val_avg_loss_bottom_decile': np.float64(24.49735187400471), 'val_avg_loss_top_decile': np.float64(27.668109146031465), 'val_avg_loss_min': np.float64(23.235461885278877), 'val_avg_loss_max': np.float64(27.668109146031465), 'val_avg_loss_bottom10%': np.float64(23.235461885278877), 'val_avg_loss_top10%': np.float64(27.668109146031465), 'val_avg_loss_cos1': np.float64(0.9989533699415858), 'val_avg_loss_entropy': np.float64(2.3015367106252675)}}
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{'Role': 'Server #', 'Round': 46, 'Results_weighted_avg': {'test_loss': np.float64(145798.67084350585), 'test_avg_loss': np.float64(25.887548090111125), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143351.37487182618), 'val_avg_loss': np.float64(25.4530140042305), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(145798.67084350585), 'test_avg_loss': np.float64(25.887548090111125), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143351.37487182618), 'val_avg_loss': np.float64(25.4530140042305), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6392.313956112535), 'test_loss_bottom_decile': np.float64(141237.08837890625), 'test_loss_top_decile': np.float64(159753.56805419922), 'test_loss_min': np.float64(133859.41961669922), 'test_loss_max': np.float64(159753.56805419922), 'test_loss_bottom10%': np.float64(133859.41961669922), 'test_loss_top10%': np.float64(159753.56805419922), 'test_loss_cos1': np.float64(0.9990402602026275), 'test_loss_entropy': np.float64(2.301627894486848), 'test_avg_loss_std': np.float64(1.1349989268665723), 'test_avg_loss_bottom_decile': np.float64(25.077608021822844), 'test_avg_loss_top_decile': np.float64(28.36533523689617), 'test_avg_loss_min': np.float64(23.76765263080597), 'test_avg_loss_max': np.float64(28.36533523689617), 'test_avg_loss_bottom10%': np.float64(23.76765263080597), 'test_avg_loss_top10%': np.float64(28.36533523689617), 'test_avg_loss_cos1': np.float64(0.9990402602026275), 'test_avg_loss_entropy': np.float64(2.301627894486922), 'val_loss_std': np.float64(6555.241248501177), 'val_loss_bottom_decile': np.float64(138130.97869873047), 'val_loss_top_decile': np.float64(155944.1719970703), 'val_loss_min': np.float64(130734.55926513672), 'val_loss_max': np.float64(155944.1719970703), 'val_loss_bottom10%': np.float64(130734.55926513672), 'val_loss_top10%': np.float64(155944.1719970703), 'val_loss_cos1': np.float64(0.9989560897141129), 'val_loss_entropy': np.float64(2.3015395641338663), 'val_avg_loss_std': np.float64(1.1639277784980786), 'val_avg_loss_bottom_decile': np.float64(24.526097070087086), 'val_avg_loss_top_decile': np.float64(27.688950993797995), 'val_avg_loss_min': np.float64(23.212812369520012), 'val_avg_loss_max': np.float64(27.688950993797995), 'val_avg_loss_bottom10%': np.float64(23.212812369520012), 'val_avg_loss_top10%': np.float64(27.688950993797995), 'val_avg_loss_cos1': np.float64(0.9989560897141129), 'val_avg_loss_entropy': np.float64(2.301539564133948)}}
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{'Role': 'Server #', 'Round': 47, 'Results_weighted_avg': {'test_loss': np.float64(146033.387701416), 'test_avg_loss': np.float64(25.929223668575286), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143569.01240844728), 'val_avg_loss': np.float64(25.49165703274987), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(146033.387701416), 'test_avg_loss': np.float64(25.929223668575286), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143569.01240844728), 'val_avg_loss': np.float64(25.49165703274987), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6377.813676995941), 'test_loss_bottom_decile': np.float64(141259.16735839844), 'test_loss_top_decile': np.float64(159917.28314208984), 'test_loss_min': np.float64(134279.5), 'test_loss_max': np.float64(159917.28314208984), 'test_loss_bottom10%': np.float64(134279.5), 'test_loss_top10%': np.float64(159917.28314208984), 'test_loss_cos1': np.float64(0.999047667501269), 'test_loss_entropy': np.float64(2.3016353813465558), 'test_avg_loss_std': np.float64(1.132424303443882), 'test_avg_loss_bottom_decile': np.float64(25.081528295170177), 'test_avg_loss_top_decile': np.float64(28.394403966990385), 'test_avg_loss_min': np.float64(23.842240767045453), 'test_avg_loss_max': np.float64(28.394403966990385), 'test_avg_loss_bottom10%': np.float64(23.842240767045453), 'test_avg_loss_top10%': np.float64(28.394403966990385), 'test_avg_loss_cos1': np.float64(0.9990476675012694), 'test_avg_loss_entropy': np.float64(2.301635381346628), 'val_loss_std': np.float64(6554.713996640063), 'val_loss_bottom_decile': np.float64(138083.0440673828), 'val_loss_top_decile': np.float64(156111.9683227539), 'val_loss_min': np.float64(131092.2713623047), 'val_loss_max': np.float64(156111.9683227539), 'val_loss_bottom10%': np.float64(131092.2713623047), 'val_loss_top10%': np.float64(156111.9683227539), 'val_loss_cos1': np.float64(0.9989594144773897), 'val_loss_entropy': np.float64(2.30154302852052), 'val_avg_loss_std': np.float64(1.163834161335238), 'val_avg_loss_bottom_decile': np.float64(24.517585949464276), 'val_avg_loss_top_decile': np.float64(27.718744375488974), 'val_avg_loss_min': np.float64(23.276326591318306), 'val_avg_loss_max': np.float64(27.718744375488974), 'val_avg_loss_bottom10%': np.float64(23.276326591318306), 'val_avg_loss_top10%': np.float64(27.718744375488974), 'val_avg_loss_cos1': np.float64(0.9989594144773896), 'val_avg_loss_entropy': np.float64(2.3015430285206016)}}
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{'Role': 'Server #', 'Round': 48, 'Results_weighted_avg': {'test_loss': np.float64(145482.1990539551), 'test_avg_loss': np.float64(25.831356366114182), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143111.04385986328), 'val_avg_loss': np.float64(25.410341594435952), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(145482.1990539551), 'test_avg_loss': np.float64(25.831356366114182), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143111.04385986328), 'val_avg_loss': np.float64(25.410341594435955), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6297.990980796015), 'test_loss_bottom_decile': np.float64(140875.9825439453), 'test_loss_top_decile': np.float64(159079.71228027344), 'test_loss_min': np.float64(133508.7296142578), 'test_loss_max': np.float64(159079.71228027344), 'test_loss_bottom10%': np.float64(133508.7296142578), 'test_loss_top10%': np.float64(159079.71228027344), 'test_loss_cos1': np.float64(0.9990642831266727), 'test_loss_entropy': np.float64(2.301650916616122), 'test_avg_loss_std': np.float64(1.1182512394879285), 'test_avg_loss_bottom_decile': np.float64(25.01349121874029), 'test_avg_loss_top_decile': np.float64(28.245687549764458), 'test_avg_loss_min': np.float64(23.7053852298043), 'test_avg_loss_max': np.float64(28.245687549764458), 'test_avg_loss_bottom10%': np.float64(23.7053852298043), 'test_avg_loss_top10%': np.float64(28.245687549764458), 'test_avg_loss_cos1': np.float64(0.9990642831266727), 'test_avg_loss_entropy': np.float64(2.301650916616194), 'val_loss_std': np.float64(6483.345229228518), 'val_loss_bottom_decile': np.float64(138076.67041015625), 'val_loss_top_decile': np.float64(155368.08001708984), 'val_loss_min': np.float64(130477.58605957031), 'val_loss_max': np.float64(155368.08001708984), 'val_loss_bottom10%': np.float64(130477.58605957031), 'val_loss_top10%': np.float64(155368.08001708984), 'val_loss_cos1': np.float64(0.9989754005111937), 'val_loss_entropy': np.float64(2.3015581510151892), 'val_avg_loss_std': np.float64(1.1511621500760867), 'val_avg_loss_bottom_decile': np.float64(24.51645426316695), 'val_avg_loss_top_decile': np.float64(27.5866619348526), 'val_avg_loss_min': np.float64(23.16718502478166), 'val_avg_loss_max': np.float64(27.5866619348526), 'val_avg_loss_bottom10%': np.float64(23.16718502478166), 'val_avg_loss_top10%': np.float64(27.5866619348526), 'val_avg_loss_cos1': np.float64(0.9989754005111938), 'val_avg_loss_entropy': np.float64(2.30155815101527)}}
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{'Role': 'Server #', 'Round': 50, 'Results_weighted_avg': {'test_loss': np.float64(145048.62208251952), 'test_avg_loss': np.float64(25.754371818629178), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142613.87229003906), 'val_avg_loss': np.float64(25.322065392407502), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(145048.62208251952), 'test_avg_loss': np.float64(25.75437181862918), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142613.87229003906), 'val_avg_loss': np.float64(25.322065392407502), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6364.358482256871), 'test_loss_bottom_decile': np.float64(140258.2798461914), 'test_loss_top_decile': np.float64(158874.39947509766), 'test_loss_min': np.float64(133172.1674194336), 'test_loss_max': np.float64(158874.39947509766), 'test_loss_bottom10%': np.float64(133172.1674194336), 'test_loss_top10%': np.float64(158874.39947509766), 'test_loss_cos1': np.float64(0.9990387739695492), 'test_loss_entropy': np.float64(2.301626081092676), 'test_avg_loss_std': np.float64(1.1300352418779958), 'test_avg_loss_bottom_decile': np.float64(24.903813893144783), 'test_avg_loss_top_decile': np.float64(28.209232861345466), 'test_avg_loss_min': np.float64(23.645626317371022), 'test_avg_loss_max': np.float64(28.209232861345466), 'test_avg_loss_bottom10%': np.float64(23.645626317371022), 'test_avg_loss_top10%': np.float64(28.209232861345466), 'test_avg_loss_cos1': np.float64(0.9990387739695492), 'test_avg_loss_entropy': np.float64(2.30162608109275), 'val_loss_std': np.float64(6571.501633976796), 'val_loss_bottom_decile': np.float64(137104.05920410156), 'val_loss_top_decile': np.float64(155207.77587890625), 'val_loss_min': np.float64(130057.71337890625), 'val_loss_max': np.float64(155207.77587890625), 'val_loss_bottom10%': np.float64(130057.71337890625), 'val_loss_top10%': np.float64(155207.77587890625), 'val_loss_cos1': np.float64(0.9989400514658853), 'val_loss_entropy': np.float64(2.3015234442048564), 'val_avg_loss_std': np.float64(1.1668149208055387), 'val_avg_loss_bottom_decile': np.float64(24.343760512091897), 'val_avg_loss_top_decile': np.float64(27.558198842135344), 'val_avg_loss_min': np.float64(23.09263376756148), 'val_avg_loss_max': np.float64(27.558198842135344), 'val_avg_loss_bottom10%': np.float64(23.09263376756148), 'val_avg_loss_top10%': np.float64(27.558198842135344), 'val_avg_loss_cos1': np.float64(0.9989400514658853), 'val_avg_loss_entropy': np.float64(2.301523444204941)}}
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{'Role': 'Server #', 'Round': 51, 'Results_weighted_avg': {'test_loss': np.float64(144534.01290283204), 'test_avg_loss': np.float64(25.66299945007671), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142142.40577392577), 'val_avg_loss': np.float64(25.238353297927162), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(144534.01290283204), 'test_avg_loss': np.float64(25.66299945007671), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142142.40577392577), 'val_avg_loss': np.float64(25.238353297927162), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6410.550355279033), 'test_loss_bottom_decile': np.float64(139770.1058959961), 'test_loss_top_decile': np.float64(158298.61358642578), 'test_loss_min': np.float64(132315.29034423828), 'test_loss_max': np.float64(158298.61358642578), 'test_loss_bottom10%': np.float64(132315.29034423828), 'test_loss_top10%': np.float64(158298.61358642578), 'test_loss_cos1': np.float64(0.999017844324387), 'test_loss_entropy': np.float64(2.3016041151855218), 'test_avg_loss_std': np.float64(1.1382369238776693), 'test_avg_loss_bottom_decile': np.float64(24.81713527982885), 'test_avg_loss_top_decile': np.float64(28.106998150998894), 'test_avg_loss_min': np.float64(23.493481950326398), 'test_avg_loss_max': np.float64(28.106998150998894), 'test_avg_loss_bottom10%': np.float64(23.493481950326398), 'test_avg_loss_top10%': np.float64(28.106998150998894), 'test_avg_loss_cos1': np.float64(0.9990178443243872), 'test_avg_loss_entropy': np.float64(2.301604115185598), 'val_loss_std': np.float64(6626.717335873603), 'val_loss_bottom_decile': np.float64(136717.74682617188), 'val_loss_top_decile': np.float64(154694.43530273438), 'val_loss_min': np.float64(129275.07189941406), 'val_loss_max': np.float64(154694.43530273438), 'val_loss_bottom10%': np.float64(129275.07189941406), 'val_loss_top10%': np.float64(154694.43530273438), 'val_loss_cos1': np.float64(0.9989150434662436), 'val_loss_entropy': np.float64(2.3014974484125412), 'val_avg_loss_std': np.float64(1.1766188451480113), 'val_avg_loss_bottom_decile': np.float64(24.27516811544245), 'val_avg_loss_top_decile': np.float64(27.467051722786643), 'val_avg_loss_min': np.float64(22.953670436685737), 'val_avg_loss_max': np.float64(27.467051722786643), 'val_avg_loss_bottom10%': np.float64(22.953670436685737), 'val_avg_loss_top10%': np.float64(27.467051722786643), 'val_avg_loss_cos1': np.float64(0.9989150434662437), 'val_avg_loss_entropy': np.float64(2.3014974484126274)}}
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{'Role': 'Server #', 'Round': 52, 'Results_weighted_avg': {'test_loss': np.float64(144805.12431030272), 'test_avg_loss': np.float64(25.71113712896), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142447.72810058593), 'val_avg_loss': np.float64(25.292565358768808), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(144805.12431030272), 'test_avg_loss': np.float64(25.711137128959997), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142447.72810058593), 'val_avg_loss': np.float64(25.292565358768808), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6285.586197304961), 'test_loss_bottom_decile': np.float64(140104.78680419922), 'test_loss_top_decile': np.float64(158453.49047851562), 'test_loss_min': np.float64(133052.13348388672), 'test_loss_max': np.float64(158453.49047851562), 'test_loss_bottom10%': np.float64(133052.13348388672), 'test_loss_top10%': np.float64(158453.49047851562), 'test_loss_cos1': np.float64(0.9990592363542988), 'test_loss_entropy': np.float64(2.3016463800124867), 'test_avg_loss_std': np.float64(1.1160486856010228), 'test_avg_loss_bottom_decile': np.float64(24.8765601569956), 'test_avg_loss_top_decile': np.float64(28.134497599168256), 'test_avg_loss_min': np.float64(23.624313473701477), 'test_avg_loss_max': np.float64(28.134497599168256), 'test_avg_loss_bottom10%': np.float64(23.624313473701477), 'test_avg_loss_top10%': np.float64(28.134497599168256), 'test_avg_loss_cos1': np.float64(0.9990592363542987), 'test_avg_loss_entropy': np.float64(2.30164638001256), 'val_loss_std': np.float64(6484.251974442605), 'val_loss_bottom_decile': np.float64(136937.84326171875), 'val_loss_top_decile': np.float64(154818.1473388672), 'val_loss_min': np.float64(130071.32153320312), 'val_loss_max': np.float64(154818.1473388672), 'val_loss_bottom10%': np.float64(130071.32153320312), 'val_loss_top10%': np.float64(154818.1473388672), 'val_loss_cos1': np.float64(0.9989655620781145), 'val_loss_entropy': np.float64(2.301548947931143), 'val_avg_loss_std': np.float64(1.1513231488712015), 'val_avg_loss_bottom_decile': np.float64(24.314247738231312), 'val_avg_loss_top_decile': np.float64(27.48901763829318), 'val_avg_loss_min': np.float64(23.09504998813976), 'val_avg_loss_max': np.float64(27.48901763829318), 'val_avg_loss_bottom10%': np.float64(23.09504998813976), 'val_avg_loss_top10%': np.float64(27.48901763829318), 'val_avg_loss_cos1': np.float64(0.9989655620781144), 'val_avg_loss_entropy': np.float64(2.301548947931224)}}
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{'Role': 'Server #', 'Round': 53, 'Results_weighted_avg': {'test_loss': np.float64(144971.68583374022), 'test_avg_loss': np.float64(25.740711263093083), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142585.67266235352), 'val_avg_loss': np.float64(25.317058356241745), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(144971.68583374022), 'test_avg_loss': np.float64(25.740711263093083), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142585.67266235352), 'val_avg_loss': np.float64(25.317058356241752), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6381.177624549608), 'test_loss_bottom_decile': np.float64(140072.13940429688), 'test_loss_top_decile': np.float64(158744.94171142578), 'test_loss_min': np.float64(133029.63055419922), 'test_loss_max': np.float64(158744.94171142578), 'test_loss_bottom10%': np.float64(133029.63055419922), 'test_loss_top10%': np.float64(158744.94171142578), 'test_loss_cos1': np.float64(0.9990326697298563), 'test_loss_entropy': np.float64(2.301619674820663), 'test_avg_loss_std': np.float64(1.1330215952680411), 'test_avg_loss_bottom_decile': np.float64(24.87076338854703), 'test_avg_loss_top_decile': np.float64(28.186246752738953), 'test_avg_loss_min': np.float64(23.620317925106395), 'test_avg_loss_max': np.float64(28.186246752738953), 'test_avg_loss_bottom10%': np.float64(23.620317925106395), 'test_avg_loss_top10%': np.float64(28.186246752738953), 'test_avg_loss_cos1': np.float64(0.9990326697298564), 'test_avg_loss_entropy': np.float64(2.301619674820738), 'val_loss_std': np.float64(6598.4534725486765), 'val_loss_bottom_decile': np.float64(137175.2367553711), 'val_loss_top_decile': np.float64(155065.90856933594), 'val_loss_min': np.float64(129952.49249267578), 'val_loss_max': np.float64(155065.90856933594), 'val_loss_bottom10%': np.float64(129952.49249267578), 'val_loss_top10%': np.float64(155065.90856933594), 'val_loss_cos1': np.float64(0.9989309311548978), 'val_loss_entropy': np.float64(2.301514024253222), 'val_avg_loss_std': np.float64(1.1716004035065126), 'val_avg_loss_bottom_decile': np.float64(24.356398571621288), 'val_avg_loss_top_decile': np.float64(27.533009334044024), 'val_avg_loss_min': np.float64(23.073951081796125), 'val_avg_loss_max': np.float64(27.533009334044024), 'val_avg_loss_bottom10%': np.float64(23.073951081796125), 'val_avg_loss_top10%': np.float64(27.533009334044024), 'val_avg_loss_cos1': np.float64(0.9989309311548978), 'val_avg_loss_entropy': np.float64(2.3015140242533065)}}
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{'Role': 'Server #', 'Round': 54, 'Results_weighted_avg': {'test_loss': np.float64(145470.69300537108), 'test_avg_loss': np.float64(25.829313388737766), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143047.23279418945), 'val_avg_loss': np.float64(25.399011504650115), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(145470.69300537108), 'test_avg_loss': np.float64(25.829313388737766), 'test_total': np.float64(5632.0), 'val_loss': np.float64(143047.23279418945), 'val_avg_loss': np.float64(25.39901150465011), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6433.522218567459), 'test_loss_bottom_decile': np.float64(140654.1489868164), 'test_loss_top_decile': np.float64(159520.61688232422), 'test_loss_min': np.float64(133405.39520263672), 'test_loss_max': np.float64(159520.61688232422), 'test_loss_bottom10%': np.float64(133405.39520263672), 'test_loss_top10%': np.float64(159520.61688232422), 'test_loss_cos1': np.float64(0.9990234823615933), 'test_loss_entropy': np.float64(2.3016109951719357), 'test_avg_loss_std': np.float64(1.14231573483087), 'test_avg_loss_bottom_decile': np.float64(24.974103158170525), 'test_avg_loss_top_decile': np.float64(28.323973168026317), 'test_avg_loss_min': np.float64(23.68703750046817), 'test_avg_loss_max': np.float64(28.323973168026317), 'test_avg_loss_bottom10%': np.float64(23.68703750046817), 'test_avg_loss_top10%': np.float64(28.323973168026317), 'test_avg_loss_cos1': np.float64(0.9990234823615932), 'test_avg_loss_entropy': np.float64(2.3016109951720107), 'val_loss_std': np.float64(6636.5939841964455), 'val_loss_bottom_decile': np.float64(137885.09967041016), 'val_loss_top_decile': np.float64(155748.69360351562), 'val_loss_min': np.float64(130249.28857421875), 'val_loss_max': np.float64(155748.69360351562), 'val_loss_bottom10%': np.float64(130249.28857421875), 'val_loss_top10%': np.float64(155748.69360351562), 'val_loss_cos1': np.float64(0.9989255129742687), 'val_loss_entropy': np.float64(2.301508700655474), 'val_avg_loss_std': np.float64(1.1783725113985164), 'val_avg_loss_bottom_decile': np.float64(24.482439572160896), 'val_avg_loss_top_decile': np.float64(27.65424247221513), 'val_avg_loss_min': np.float64(23.126649249683727), 'val_avg_loss_max': np.float64(27.65424247221513), 'val_avg_loss_bottom10%': np.float64(23.126649249683727), 'val_avg_loss_top10%': np.float64(27.65424247221513), 'val_avg_loss_cos1': np.float64(0.9989255129742686), 'val_avg_loss_entropy': np.float64(2.3015087006555586)}}
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{'Role': 'Server #', 'Round': 55, 'Results_weighted_avg': {'test_loss': np.float64(144391.538079834), 'test_avg_loss': np.float64(25.63770207383416), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142004.31510620116), 'val_avg_loss': np.float64(25.213834358345377), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(144391.538079834), 'test_avg_loss': np.float64(25.637702073834156), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142004.31510620116), 'val_avg_loss': np.float64(25.213834358345377), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6397.766738877209), 'test_loss_bottom_decile': np.float64(139682.275390625), 'test_loss_top_decile': np.float64(158273.71514892578), 'test_loss_min': np.float64(132387.05688476562), 'test_loss_max': np.float64(158273.71514892578), 'test_loss_bottom10%': np.float64(132387.05688476562), 'test_loss_top10%': np.float64(158273.71514892578), 'test_loss_cos1': np.float64(0.9990198231766368), 'test_loss_entropy': np.float64(2.301607067751388), 'test_avg_loss_std': np.float64(1.1359671056245049), 'test_avg_loss_bottom_decile': np.float64(24.80154037475586), 'test_avg_loss_top_decile': np.float64(28.1025772636587), 'test_avg_loss_min': np.float64(23.50622458891435), 'test_avg_loss_max': np.float64(28.1025772636587), 'test_avg_loss_bottom10%': np.float64(23.50622458891435), 'test_avg_loss_top10%': np.float64(28.1025772636587), 'test_avg_loss_cos1': np.float64(0.9990198231766368), 'test_avg_loss_entropy': np.float64(2.3016070677514637), 'val_loss_std': np.float64(6626.348197103199), 'val_loss_bottom_decile': np.float64(136527.3572998047), 'val_loss_top_decile': np.float64(154598.86627197266), 'val_loss_min': np.float64(129311.66998291016), 'val_loss_max': np.float64(154598.86627197266), 'val_loss_bottom10%': np.float64(129311.66998291016), 'val_loss_top10%': np.float64(154598.86627197266), 'val_loss_cos1': np.float64(0.9989130566795416), 'val_loss_entropy': np.float64(2.3014962103545025), 'val_avg_loss_std': np.float64(1.1765533020424719), 'val_avg_loss_bottom_decile': np.float64(24.241363156925548), 'val_avg_loss_top_decile': np.float64(27.450082789767873), 'val_avg_loss_min': np.float64(22.960168675942853), 'val_avg_loss_max': np.float64(27.450082789767873), 'val_avg_loss_bottom10%': np.float64(22.960168675942853), 'val_avg_loss_top10%': np.float64(27.450082789767873), 'val_avg_loss_cos1': np.float64(0.9989130566795417), 'val_avg_loss_entropy': np.float64(2.301496210354588)}}
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{'Role': 'Server #', 'Round': 59, 'Results_weighted_avg': {'test_loss': np.float64(145173.06648559571), 'test_avg_loss': np.float64(25.77646777087992), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142745.0454711914), 'val_avg_loss': np.float64(25.3453560850837), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(145173.06648559571), 'test_avg_loss': np.float64(25.77646777087992), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142745.0454711914), 'val_avg_loss': np.float64(25.3453560850837), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6426.688978793051), 'test_loss_bottom_decile': np.float64(140358.9822998047), 'test_loss_top_decile': np.float64(159111.49291992188), 'test_loss_min': np.float64(133152.048828125), 'test_loss_max': np.float64(159111.49291992188), 'test_loss_bottom10%': np.float64(133152.048828125), 'test_loss_top10%': np.float64(159111.49291992188), 'test_loss_cos1': np.float64(0.9990215588551147), 'test_loss_entropy': np.float64(2.301608845732108), 'test_avg_loss_std': np.float64(1.1411024465186526), 'test_avg_loss_bottom_decile': np.float64(24.921694300391458), 'test_avg_loss_top_decile': np.float64(28.25133041902022), 'test_avg_loss_min': np.float64(23.64205412431197), 'test_avg_loss_max': np.float64(28.25133041902022), 'test_avg_loss_bottom10%': np.float64(23.64205412431197), 'test_avg_loss_top10%': np.float64(28.25133041902022), 'test_avg_loss_cos1': np.float64(0.9990215588551146), 'test_avg_loss_entropy': np.float64(2.3016088457321837), 'val_loss_std': np.float64(6635.931862187556), 'val_loss_bottom_decile': np.float64(137174.23413085938), 'val_loss_top_decile': np.float64(155323.7827758789), 'val_loss_min': np.float64(130060.34881591797), 'val_loss_max': np.float64(155323.7827758789), 'val_loss_bottom10%': np.float64(130060.34881591797), 'val_loss_top10%': np.float64(155323.7827758789), 'val_loss_cos1': np.float64(0.9989211811563723), 'val_loss_entropy': np.float64(2.3015043436995537), 'val_avg_loss_std': np.float64(1.1782549471213704), 'val_avg_loss_bottom_decile': np.float64(24.356220548803154), 'val_avg_loss_top_decile': np.float64(27.578796657648954), 'val_avg_loss_min': np.float64(23.093101707371797), 'val_avg_loss_max': np.float64(27.578796657648954), 'val_avg_loss_bottom10%': np.float64(23.093101707371797), 'val_avg_loss_top10%': np.float64(27.578796657648954), 'val_avg_loss_cos1': np.float64(0.9989211811563722), 'val_avg_loss_entropy': np.float64(2.3015043436996385)}}
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{'Role': 'Server #', 'Round': 60, 'Results_weighted_avg': {'test_loss': np.float64(143980.49824829103), 'test_avg_loss': np.float64(25.564719149199398), 'test_total': np.float64(5632.0), 'val_loss': np.float64(141539.05724487305), 'val_avg_loss': np.float64(25.13122465285388), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(143980.49824829103), 'test_avg_loss': np.float64(25.564719149199398), 'test_total': np.float64(5632.0), 'val_loss': np.float64(141539.05724487305), 'val_avg_loss': np.float64(25.13122465285388), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6429.154177327729), 'test_loss_bottom_decile': np.float64(139214.61883544922), 'test_loss_top_decile': np.float64(157946.66760253906), 'test_loss_min': np.float64(131921.97344970703), 'test_loss_max': np.float64(157946.66760253906), 'test_loss_bottom10%': np.float64(131921.97344970703), 'test_loss_top10%': np.float64(157946.66760253906), 'test_loss_cos1': np.float64(0.9990045453401012), 'test_loss_entropy': np.float64(2.301591829140834), 'test_avg_loss_std': np.float64(1.1415401593266563), 'test_avg_loss_bottom_decile': np.float64(24.718504764816977), 'test_avg_loss_top_decile': np.float64(28.0445077419281), 'test_avg_loss_min': np.float64(23.423645853996277), 'test_avg_loss_max': np.float64(28.0445077419281), 'test_avg_loss_bottom10%': np.float64(23.423645853996277), 'test_avg_loss_top10%': np.float64(28.0445077419281), 'test_avg_loss_cos1': np.float64(0.9990045453401011), 'test_avg_loss_entropy': np.float64(2.3015918291409116), 'val_loss_std': np.float64(6696.8402579773665), 'val_loss_bottom_decile': np.float64(135693.15600585938), 'val_loss_top_decile': np.float64(154211.18658447266), 'val_loss_min': np.float64(128732.70184326172), 'val_loss_max': np.float64(154211.18658447266), 'val_loss_bottom10%': np.float64(128732.70184326172), 'val_loss_top10%': np.float64(154211.18658447266), 'val_loss_cos1': np.float64(0.998882548052143), 'val_loss_entropy': np.float64(2.301465373884931), 'val_avg_loss_std': np.float64(1.1890696480783673), 'val_avg_loss_bottom_decile': np.float64(24.093245029449463), 'val_avg_loss_top_decile': np.float64(27.38124761798165), 'val_avg_loss_min': np.float64(22.85736893523823), 'val_avg_loss_max': np.float64(27.38124761798165), 'val_avg_loss_bottom10%': np.float64(22.85736893523823), 'val_avg_loss_top10%': np.float64(27.38124761798165), 'val_avg_loss_cos1': np.float64(0.9988825480521428), 'val_avg_loss_entropy': np.float64(2.3014653738850197)}}
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{'Role': 'Server #', 'Round': 61, 'Results_weighted_avg': {'test_loss': np.float64(144787.3338195801), 'test_avg_loss': np.float64(25.707978306033393), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142377.11736450196), 'val_avg_loss': np.float64(25.28002794114026), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(144787.3338195801), 'test_avg_loss': np.float64(25.70797830603339), 'test_total': np.float64(5632.0), 'val_loss': np.float64(142377.11736450196), 'val_avg_loss': np.float64(25.280027941140265), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6428.681234497832), 'test_loss_bottom_decile': np.float64(139968.31079101562), 'test_loss_top_decile': np.float64(158804.70147705078), 'test_loss_min': np.float64(132808.23950195312), 'test_loss_max': np.float64(158804.70147705078), 'test_loss_bottom10%': np.float64(132808.23950195312), 'test_loss_top10%': np.float64(158804.70147705078), 'test_loss_cos1': np.float64(0.999015737162319), 'test_loss_entropy': np.float64(2.3016034185065557), 'test_avg_loss_std': np.float64(1.1414561851025984), 'test_avg_loss_bottom_decile': np.float64(24.85232791033658), 'test_avg_loss_top_decile': np.float64(28.19685750657862), 'test_avg_loss_min': np.float64(23.581008434295654), 'test_avg_loss_max': np.float64(28.19685750657862), 'test_avg_loss_bottom10%': np.float64(23.581008434295654), 'test_avg_loss_top10%': np.float64(28.19685750657862), 'test_avg_loss_cos1': np.float64(0.9990157371623188), 'test_avg_loss_entropy': np.float64(2.301603418506632), 'val_loss_std': np.float64(6643.11105838386), 'val_loss_bottom_decile': np.float64(136931.77337646484), 'val_loss_top_decile': np.float64(155069.45709228516), 'val_loss_min': np.float64(129737.32629394531), 'val_loss_max': np.float64(155069.45709228516), 'val_loss_bottom10%': np.float64(129737.32629394531), 'val_loss_top10%': np.float64(155069.45709228516), 'val_loss_cos1': np.float64(0.9989132635243597), 'val_loss_entropy': np.float64(2.3014969089946784), 'val_avg_loss_std': np.float64(1.1795296623550882), 'val_avg_loss_bottom_decile': np.float64(24.3131699887189), 'val_avg_loss_top_decile': np.float64(27.53363939848813), 'val_avg_loss_min': np.float64(23.03574685616927), 'val_avg_loss_max': np.float64(27.53363939848813), 'val_avg_loss_bottom10%': np.float64(23.03574685616927), 'val_avg_loss_top10%': np.float64(27.53363939848813), 'val_avg_loss_cos1': np.float64(0.9989132635243597), 'val_avg_loss_entropy': np.float64(2.3014969089947646)}}
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{'Role': 'Server #', 'Round': 62, 'Results_weighted_avg': {'test_loss': np.float64(144165.96290283202), 'test_avg_loss': np.float64(25.597649663144892), 'test_total': np.float64(5632.0), 'val_loss': np.float64(141755.85116577148), 'val_avg_loss': np.float64(25.169717891649768), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(144165.96290283202), 'test_avg_loss': np.float64(25.597649663144892), 'test_total': np.float64(5632.0), 'val_loss': np.float64(141755.85116577148), 'val_avg_loss': np.float64(25.169717891649764), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6296.922879005853), 'test_loss_bottom_decile': np.float64(139432.91271972656), 'test_loss_top_decile': np.float64(157981.79455566406), 'test_loss_min': np.float64(132540.48834228516), 'test_loss_max': np.float64(157981.79455566406), 'test_loss_bottom10%': np.float64(132540.48834228516), 'test_loss_top10%': np.float64(157981.79455566406), 'test_loss_cos1': np.float64(0.9990474661595936), 'test_loss_entropy': np.float64(2.3016355006402915), 'test_avg_loss_std': np.float64(1.1180615907325737), 'test_avg_loss_bottom_decile': np.float64(24.75726433233781), 'test_avg_loss_top_decile': np.float64(28.050744771957397), 'test_avg_loss_min': np.float64(23.533467390320517), 'test_avg_loss_max': np.float64(28.050744771957397), 'test_avg_loss_bottom10%': np.float64(23.533467390320517), 'test_avg_loss_top10%': np.float64(28.050744771957397), 'test_avg_loss_cos1': np.float64(0.9990474661595938), 'test_avg_loss_entropy': np.float64(2.3016355006403653), 'val_loss_std': np.float64(6529.207864359001), 'val_loss_bottom_decile': np.float64(136140.0942993164), 'val_loss_top_decile': np.float64(154270.44012451172), 'val_loss_min': np.float64(129454.6773071289), 'val_loss_max': np.float64(154270.44012451172), 'val_loss_bottom10%': np.float64(129454.6773071289), 'val_loss_top10%': np.float64(154270.44012451172), 'val_loss_cos1': np.float64(0.9989409446292273), 'val_loss_entropy': np.float64(2.3015249956538106), 'val_avg_loss_std': np.float64(1.1593053736432892), 'val_avg_loss_bottom_decile': np.float64(24.172601970759306), 'val_avg_loss_top_decile': np.float64(27.391768488016996), 'val_avg_loss_min': np.float64(22.98556060140783), 'val_avg_loss_max': np.float64(27.391768488016996), 'val_avg_loss_bottom10%': np.float64(22.98556060140783), 'val_avg_loss_top10%': np.float64(27.391768488016996), 'val_avg_loss_cos1': np.float64(0.9989409446292273), 'val_avg_loss_entropy': np.float64(2.301524995653895)}}
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{'Role': 'Server #', 'Round': 98, 'Results_weighted_avg': {'test_loss': np.float64(142298.26818847656), 'test_avg_loss': np.float64(25.266027732328936), 'test_total': np.float64(5632.0), 'val_loss': np.float64(139919.15103149414), 'val_avg_loss': np.float64(24.843599259853363), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(142298.26818847656), 'test_avg_loss': np.float64(25.266027732328933), 'test_total': np.float64(5632.0), 'val_loss': np.float64(139919.15103149414), 'val_avg_loss': np.float64(24.843599259853363), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6390.045110221955), 'test_loss_bottom_decile': np.float64(137412.6798095703), 'test_loss_top_decile': np.float64(156386.47003173828), 'test_loss_min': np.float64(130492.53051757812), 'test_loss_max': np.float64(156386.47003173828), 'test_loss_bottom10%': np.float64(130492.53051757812), 'test_loss_top10%': np.float64(156386.47003173828), 'test_loss_cos1': np.float64(0.9989932482396782), 'test_loss_entropy': np.float64(2.301581614218286), 'test_avg_loss_std': np.float64(1.134596077809296), 'test_avg_loss_bottom_decile': np.float64(24.398558204824273), 'test_avg_loss_top_decile': np.float64(27.76748402552171), 'test_avg_loss_min': np.float64(23.16983851519498), 'test_avg_loss_max': np.float64(27.76748402552171), 'test_avg_loss_bottom10%': np.float64(23.16983851519498), 'test_avg_loss_top10%': np.float64(27.76748402552171), 'test_avg_loss_cos1': np.float64(0.9989932482396781), 'test_avg_loss_entropy': np.float64(2.301581614218365), 'val_loss_std': np.float64(6657.488643059316), 'val_loss_bottom_decile': np.float64(133914.0048828125), 'val_loss_top_decile': np.float64(152701.02685546875), 'val_loss_min': np.float64(127480.15991210938), 'val_loss_max': np.float64(152701.02685546875), 'val_loss_bottom10%': np.float64(127480.15991210938), 'val_loss_top10%': np.float64(152701.02685546875), 'val_loss_cos1': np.float64(0.9988699441732708), 'val_loss_entropy': np.float64(2.3014539483387133), 'val_avg_loss_std': np.float64(1.1820825005432023), 'val_avg_loss_bottom_decile': np.float64(23.777344616976652), 'val_avg_loss_top_decile': np.float64(27.1131084615534), 'val_avg_loss_min': np.float64(22.63497157530351), 'val_avg_loss_max': np.float64(27.1131084615534), 'val_avg_loss_bottom10%': np.float64(22.63497157530351), 'val_avg_loss_top10%': np.float64(27.1131084615534), 'val_avg_loss_cos1': np.float64(0.9988699441732709), 'val_avg_loss_entropy': np.float64(2.3014539483388043)}}
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{'Role': 'Server #', 'Round': 99, 'Results_weighted_avg': {'test_loss': np.float64(141580.41522216797), 'test_avg_loss': np.float64(25.1385680437088), 'test_total': np.float64(5632.0), 'val_loss': np.float64(139149.70471191406), 'val_avg_loss': np.float64(24.706978819587015), 'val_total': np.float64(5632.0)}, 'Results_avg': {'test_loss': np.float64(141580.41522216797), 'test_avg_loss': np.float64(25.1385680437088), 'test_total': np.float64(5632.0), 'val_loss': np.float64(139149.70471191406), 'val_avg_loss': np.float64(24.706978819587015), 'val_total': np.float64(5632.0)}, 'Results_fairness': {'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6394.737968686388), 'test_loss_bottom_decile': np.float64(136548.26147460938), 'test_loss_top_decile': np.float64(155646.38153076172), 'test_loss_min': np.float64(129708.96844482422), 'test_loss_max': np.float64(155646.38153076172), 'test_loss_bottom10%': np.float64(129708.96844482422), 'test_loss_top10%': np.float64(155646.38153076172), 'test_loss_cos1': np.float64(0.9989815369339985), 'test_loss_entropy': np.float64(2.301569603475994), 'test_avg_loss_std': np.float64(1.1354293268264188), 'test_avg_loss_bottom_decile': np.float64(24.245074835690584), 'test_avg_loss_top_decile': np.float64(27.636076266115364), 'test_avg_loss_min': np.float64(23.030711726708844), 'test_avg_loss_max': np.float64(27.636076266115364), 'test_avg_loss_bottom10%': np.float64(23.030711726708844), 'test_avg_loss_top10%': np.float64(27.636076266115364), 'test_avg_loss_cos1': np.float64(0.9989815369339988), 'test_avg_loss_entropy': np.float64(2.3015696034760746), 'val_loss_std': np.float64(6680.870547357088), 'val_loss_bottom_decile': np.float64(133092.90283203125), 'val_loss_top_decile': np.float64(151931.98333740234), 'val_loss_min': np.float64(126586.89880371094), 'val_loss_max': np.float64(151931.98333740234), 'val_loss_bottom10%': np.float64(126586.89880371094), 'val_loss_top10%': np.float64(151931.98333740234), 'val_loss_cos1': np.float64(0.9988494076234549), 'val_loss_entropy': np.float64(2.301432700028754), 'val_avg_loss_std': np.float64(1.1862341170733468), 'val_avg_loss_bottom_decile': np.float64(23.631552349437367), 'val_avg_loss_top_decile': np.float64(26.976559541442178), 'val_avg_loss_min': np.float64(22.47636697509072), 'val_avg_loss_max': np.float64(26.976559541442178), 'val_avg_loss_bottom10%': np.float64(22.47636697509072), 'val_avg_loss_top10%': np.float64(26.976559541442178), 'val_avg_loss_cos1': np.float64(0.9988494076234548), 'val_avg_loss_entropy': np.float64(2.301432700028847)}}
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{'Role': 'Server #', 'Round': 'Final', 'Results_raw': {'client_best_individual': {'val_loss': 126576.703125, 'test_loss': 129750.78021240234, 'test_avg_loss': 23.038135691122577, 'test_total': 5632.0, 'val_avg_loss': 22.4745566628196, 'val_total': 5632.0}, 'client_summarized_weighted_avg': {'val_loss': np.float64(139149.70471191406), 'test_loss': np.float64(141580.41522216797), 'test_avg_loss': np.float64(25.1385680437088), 'test_total': np.float64(5632.0), 'val_avg_loss': np.float64(24.706978819587015), 'val_total': np.float64(5632.0)}, 'client_summarized_avg': {'val_loss': np.float64(139149.70471191406), 'test_loss': np.float64(141580.41522216797), 'test_avg_loss': np.float64(25.1385680437088), 'test_total': np.float64(5632.0), 'val_avg_loss': np.float64(24.706978819587015), 'val_total': np.float64(5632.0)}, 'client_summarized_fairness': {'val_loss_entropy': np.float64(2.3013806722810775), 'val_loss_cos1': np.float64(0.9987974678400791), 'val_loss_top10%': np.float64(152662.53839111328), 'val_loss_bottom10%': np.float64(126841.0087890625), 'val_loss_max': np.float64(152662.53839111328), 'val_loss_min': np.float64(126841.0087890625), 'val_loss_top_decile': np.float64(152662.53839111328), 'val_loss_bottom_decile': np.float64(133375.91040039062), 'val_loss_std': np.float64(6857.272159220001), 'test_total': np.float64(5632.0), 'val_total': np.float64(5632.0), 'test_loss_std': np.float64(6530.348491087588), 'test_loss_bottom_decile': np.float64(137276.6117553711), 'test_loss_top_decile': np.float64(156407.08563232422), 'test_loss_min': np.float64(130046.21380615234), 'test_loss_max': np.float64(156407.08563232422), 'test_loss_bottom10%': np.float64(130046.21380615234), 'test_loss_top10%': np.float64(156407.08563232422), 'test_loss_cos1': np.float64(0.9989470608780314), 'test_loss_entropy': np.float64(2.3015348689246857), 'test_avg_loss_std': np.float64(1.1595078996959491), 'test_avg_loss_bottom_decile': np.float64(24.37439839406447), 'test_avg_loss_top_decile': np.float64(27.771144465966657), 'test_avg_loss_min': np.float64(23.090591940012846), 'test_avg_loss_max': np.float64(27.771144465966657), 'test_avg_loss_bottom10%': np.float64(23.090591940012846), 'test_avg_loss_top10%': np.float64(27.771144465966657), 'test_avg_loss_cos1': np.float64(0.9989470608780316), 'test_avg_loss_entropy': np.float64(2.3015348689247688), 'val_avg_loss_std': np.float64(1.2175554259978694), 'val_avg_loss_bottom_decile': np.float64(23.68180227279663), 'val_avg_loss_top_decile': np.float64(27.106274572285738), 'val_avg_loss_min': np.float64(22.521485935557973), 'val_avg_loss_max': np.float64(27.106274572285738), 'val_avg_loss_bottom10%': np.float64(22.521485935557973), 'val_avg_loss_top10%': np.float64(27.106274572285738), 'val_avg_loss_cos1': np.float64(0.9987974678400792), 'val_avg_loss_entropy': np.float64(2.3013806722811747)}}}
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{'Role': 'Client #1', 'Round': 100, 'Results_raw': {'test_loss': 141005.55200195312, 'test_avg_loss': 25.0364971594377, 'test_total': 5632, 'val_loss': 140323.40014648438, 'val_avg_loss': 24.915376446463846, 'val_total': 5632}}
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{'Role': 'Client #2', 'Round': 100, 'Results_raw': {'test_loss': 129708.96844482422, 'test_avg_loss': 23.030711726708844, 'test_total': 5632, 'val_loss': 126586.89880371094, 'val_avg_loss': 22.47636697509072, 'val_total': 5632}}
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{'Role': 'Client #3', 'Round': 100, 'Results_raw': {'test_loss': 137183.9644165039, 'test_avg_loss': 24.3579482273622, 'test_total': 5632, 'val_loss': 133092.90283203125, 'val_avg_loss': 23.631552349437367, 'val_total': 5632}}
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{'Role': 'Client #4', 'Round': 100, 'Results_raw': {'test_loss': 145536.80596923828, 'test_avg_loss': 25.841052196242593, 'test_total': 5632, 'val_loss': 146818.1781616211, 'val_avg_loss': 26.068568565628745, 'val_total': 5632}}
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{'Role': 'Client #5', 'Round': 100, 'Results_raw': {'test_loss': 144183.84454345703, 'test_avg_loss': 25.600824670358136, 'test_total': 5632, 'val_loss': 140980.78997802734, 'val_avg_loss': 25.032100493257698, 'val_total': 5632}}
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|
{'Role': 'Client #6', 'Round': 100, 'Results_raw': {'test_loss': 141108.5191040039, 'test_avg_loss': 25.05477967045524, 'test_total': 5632, 'val_loss': 140309.9146118164, 'val_avg_loss': 24.91298199783672, 'val_total': 5632}}
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{'Role': 'Client #7', 'Round': 100, 'Results_raw': {'test_loss': 136548.26147460938, 'test_avg_loss': 24.245074835690584, 'test_total': 5632, 'val_loss': 134384.79040527344, 'val_avg_loss': 23.86093579639088, 'val_total': 5632}}
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{'Role': 'Client #8', 'Round': 100, 'Results_raw': {'test_loss': 141724.07971191406, 'test_avg_loss': 25.16407665339383, 'test_total': 5632, 'val_loss': 138310.087890625, 'val_avg_loss': 24.557899128306996, 'val_total': 5632}}
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{'Role': 'Client #9', 'Round': 100, 'Results_raw': {'test_loss': 155646.38153076172, 'test_avg_loss': 27.636076266115364, 'test_total': 5632, 'val_loss': 151931.98333740234, 'val_avg_loss': 26.976559541442178, 'val_total': 5632}}
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{'Role': 'Client #10', 'Round': 100, 'Results_raw': {'test_loss': 143157.77502441406, 'test_avg_loss': 25.41863903132352, 'test_total': 5632, 'val_loss': 138758.10095214844, 'val_avg_loss': 24.637446902014993, 'val_total': 5632}}
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