matteo/constellationnet
matteo
/
constellationnet
1
0
Fork 0
Code Issues Pull Requests Releases Activity

Add experiment results

This commit is contained in:
Mattéo Delabre 2019-12-17 01:47:54 -05:00
parent fe23fda86d
commit 5cb087d971
Signed by: matteo
GPG Key ID: AE3FBD02DC583ABB
1 changed files with 378 additions and 0 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

378
results/experiment.csv Normal file
View File

@ -0,0 +1,378 @@
batch_size,initial_learning_rate,layer_sizes,order,loss
"2048","0.01","(24, 16)","32","1.5646474361419678"
"8","0.1","(16,)","32","1.576777458190918"
"8","0.1","(8, 8)","16","0.9243346452713013"
"2048","0.01","(4,)","16","0.952408492565155"
"2048","1","(24, 16)","32","1.599758267402649"
"2048","0.1","(8,)","16","0.9332440495491028"
"8","0.1","(16, 12)","32","1.5696691274642944"
"2048","0.1","(16, 16)","32","1.562956690788269"
"2048","0.1","(8, 8)","32","1.575844645500183"
"8","0.1","(32, 32)","32","1.5716453790664673"
"8","1","(16, 12)","16","0.9150443077087402"
"8","1","(32, 28)","32","1.822663426399231"
"8","1","(4, 4)","32","2.1991961002349854"
"2048","0.1","(12, 8)","32","1.568264126777649"
"2048","1","()","16","0.9360878467559814"
"8","0.1","(8, 8)","32","1.5618038177490234"
"8","0.1","(24, 8)","32","1.5669912099838257"
"2048","1","(12, 4)","32","1.6081016063690186"
"2048","1","(4,)","16","1.5112675428390503"
"8","1","(16, 4)","16","1.0543711185455322"
"8","1","(4, 4)","16","1.509948968887329"
"8","1","(24, 4)","32","1.8850785493850708"
"8","0.1","(28, 20)","32","1.5639833211898804"
"2048","1","(8, 8)","32","1.8346647024154663"
"8","0.01","(8, 8)","32","1.568230152130127"
"2048","0.1","(28, 28)","32","1.5684748888015747"
"8","0.01","(16, 16)","32","1.56082022190094"
"2048","1","(12, 4)","16","1.4123917818069458"
"2048","1","(16, 16)","32","1.5703338384628296"
"8","0.1","(16, 16)","32","1.5608071088790894"
"2048","0.1","(24, 8)","32","1.5760564804077148"
"8","1","(32, 20)","32","1.5788187980651855"
"8","0.1","(12, 12)","32","1.5669018030166626"
"8","0.1","(16, 4)","32","1.5640161037445068"
"8","0.1","(20, 16)","32","1.5657472610473633"
"2048","0.1","(24, 12)","32","1.563784122467041"
"8","1","(20, 4)","32","1.60548734664917"
"8","0.01","(20, 16)","32","1.574450969696045"
"8","0.01","(16,)","32","1.571272611618042"
"8","1","(12, 4)","16","1.5134645700454712"
"2048","0.1","(12, 12)","16","0.9210222363471985"
"2048","1","(28, 24)","32","1.570527195930481"
"8","0.01","(24, 16)","32","1.5645551681518555"
"2048","0.01","(32, 8)","32","1.5678154230117798"
"2048","0.1","(16, 16)","16","0.9158903360366821"
"2048","0.1","(12,)","32","1.5856376886367798"
"8","0.01","(20,)","32","1.582141399383545"
"2048","0.1","(4,)","32","1.6252784729003906"
"2048","0.01","(28, 28)","32","1.5641311407089233"
"8","0.01","(12, 8)","16","0.9235709309577942"
"8","1","(20, 8)","32","2.199552297592163"
"8","0.1","(24, 4)","32","1.5797512531280518"
"8","0.01","(4, 4)","4","0.04413672536611557"
"2048","0.01","(8, 8)","16","0.9247289896011353"
"2048","0.1","(20, 16)","32","1.566894769668579"
"8","0.01","(32, 28)","32","1.56591796875"
"8","1","(16,)","16","0.9479168057441711"
"2048","1","(32, 12)","32","1.6547235250473022"
"8","0.01","(32, 20)","32","1.570317029953003"
"2048","0.01","(20, 20)","32","1.570241093635559"
"8","0.01","(32, 32)","32","1.5700713396072388"
"8","0.1","(12, 4)","16","0.9167906045913696"
"2048","0.01","(16,)","16","0.9208823442459106"
"8","0.1","(24, 16)","32","1.5702815055847168"
"2048","0.1","(28,)","32","1.5691535472869873"
"8","0.01","(16, 8)","32","1.578974723815918"
"2048","0.1","(4,)","4","0.043282512575387955"
"2048","0.1","(4, 4)","16","0.9308526515960693"
"2048","1","(24, 8)","32","1.5763086080551147"
"8","0.1","(4, 4)","32","1.5834474563598633"
"8","0.1","()","32","1.5840576887130737"
"2048","0.1","(4,)","16","0.9360719919204712"
"8","1","(28, 12)","32","1.636578917503357"
"8","0.1","(20, 20)","32","1.5678691864013672"
"2048","0.1","(12, 4)","32","1.5719311237335205"
"8","0.1","(32, 24)","32","1.5678783655166626"
"2048","0.01","(24, 20)","32","1.5626959800720215"
"2048","1","(16, 12)","16","0.9315146207809448"
"2048","0.1","(16, 4)","16","0.9135725498199463"
"2048","0.01","(24, 4)","32","1.5695984363555908"
"2048","1","(8, 4)","16","1.1781532764434814"
"2048","0.01","(8, 4)","16","0.9522415399551392"
"8","0.1","(16, 8)","32","1.565093755722046"
"8","0.01","(4,)","16","0.9497477412223816"
"2048","1","(12,)","16","0.9244111180305481"
"2048","0.01","(4,)","32","1.5665258169174194"
"2048","0.01","(12, 12)","32","1.570894718170166"
"8","0.01","(28, 28)","32","1.5664535760879517"
"2048","1","(28, 20)","32","1.5719273090362549"
"2048","0.01","(8, 4)","32","1.5659409761428833"
"8","0.01","(32, 8)","32","1.5801355838775635"
"2048","1","(8,)","32","1.587803602218628"
"8","0.1","(20,)","32","1.567084550857544"
"2048","0.1","(4, 4)","32","1.5863970518112183"
"2048","1","(24, 4)","32","2.2076690196990967"
"8","0.1","(4,)","4","0.046280305832624435"
"2048","0.01","(24, 24)","32","1.5666544437408447"
"8","0.1","(28, 28)","32","1.5664348602294922"
"2048","0.1","(32, 4)","32","1.5762497186660767"
"8","0.01","(32,)","32","1.5718646049499512"
"2048","1","(12,)","32","1.5963577032089233"
"8","0.1","(24, 24)","32","1.5705617666244507"
"2048","0.01","(24, 12)","32","1.572396159172058"
"2048","1","(8,)","16","0.9386593699455261"
"2048","0.1","(4, 4)","4","0.05192194879055023"
"8","0.1","(28, 4)","32","1.5734857320785522"
"2048","0.1","(12,)","16","0.9241044521331787"
"8","1","(16,)","32","1.5809463262557983"
"8","0.1","()","4","0.049448393285274506"
"2048","1","(32, 24)","32","1.5836316347122192"
"2048","0.1","(24, 20)","32","1.5598440170288086"
"8","0.01","(4,)","32","1.6192293167114258"
"8","0.01","(32, 12)","32","1.5639783143997192"
"8","0.01","(24, 4)","32","1.576806902885437"
"2048","0.1","(32, 16)","32","1.5640851259231567"
"2048","0.1","()","4","0.04184221476316452"
"8","0.1","(32, 28)","32","1.5650802850723267"
"8","0.01","(16, 12)","16","0.921375036239624"
"8","0.1","(16, 4)","16","0.9152935743331909"
"8","1","(28, 8)","32","1.6107248067855835"
"8","1","(28, 4)","32","2.179835796356201"
"8","1","(24, 24)","32","1.5758987665176392"
"2048","0.01","(8,)","32","1.592041254043579"
"2048","0.01","(20, 4)","32","1.583930253982544"
"2048","0.1","(8, 4)","32","1.5805424451828003"
"2048","0.1","(28, 16)","32","1.5672334432601929"
"8","0.01","(28, 12)","32","1.5789064168930054"
"2048","0.01","(20, 8)","32","1.5747604370117188"
"2048","1","(20, 8)","32","1.602887511253357"
"2048","0.01","(16, 16)","32","1.5681332349777222"
"2048","1","(16,)","16","0.9348017573356628"
"2048","0.01","(8, 8)","32","1.5743474960327148"
"8","0.01","(12, 4)","16","0.9396759867668152"
"2048","1","(24, 12)","32","1.5693013668060303"
"8","1","(24, 16)","32","1.6054903268814087"
"2048","1","(16, 8)","16","0.969489574432373"
"8","1","(32, 24)","32","1.5734786987304688"
"8","1","(16, 8)","16","1.024788737297058"
"2048","1","(12, 8)","32","1.6301885843276978"
"8","1","(20, 12)","32","1.6672723293304443"
"2048","0.1","(24, 4)","32","1.5657540559768677"
"8","0.1","()","16","0.9434888362884521"
"2048","1","(16, 4)","16","1.511257290840149"
"8","0.1","(8,)","32","1.5807095766067505"
"8","0.1","(16, 16)","16","0.9174536466598511"
"2048","0.01","(32, 4)","32","1.5696569681167603"
"8","1","(12,)","32","1.5756824016571045"
"2048","0.01","(28, 4)","32","1.5743935108184814"
"2048","1","(4, 4)","32","2.1981468200683594"
"2048","0.1","(20, 4)","32","1.572489857673645"
"2048","0.1","(28, 20)","32","1.5661518573760986"
"8","0.1","(16, 8)","16","0.9147883653640747"
"8","0.01","(24, 8)","32","1.579474687576294"
"2048","0.01","(12,)","32","1.600240707397461"
"8","1","(12,)","16","0.9324190020561218"
"8","0.1","(4, 4)","4","0.04655768349766731"
"2048","0.1","(8,)","32","1.578027367591858"
"8","1","(12, 12)","32","1.5809589624404907"
"2048","1","(28, 8)","32","1.5739634037017822"
"8","0.01","()","16","1.0642058849334717"
"8","0.01","(4,)","4","0.04664045572280884"
"2048","0.1","(24,)","32","1.572028398513794"
"2048","0.01","(16, 8)","32","1.5905232429504395"
"8","0.1","(16,)","16","0.9223939776420593"
"8","0.01","(28, 20)","32","1.5660604238510132"
"8","1","(32,)","32","1.5860615968704224"
"2048","0.1","(32, 8)","32","1.567062497138977"
"8","1","(12, 8)","16","0.9304975867271423"
"8","1","(4,)","32","1.5699927806854248"
"2048","1","(32, 28)","32","1.5724552869796753"
"8","1","(32, 16)","32","1.6116349697113037"
"8","0.01","(16, 8)","16","0.930229127407074"
"8","0.01","(12, 4)","32","1.585289716720581"
"8","0.01","(24, 12)","32","1.5646611452102661"
"2048","0.1","(24, 24)","32","1.5663458108901978"
"8","1","(16, 8)","32","1.597028136253357"
"8","1","(8, 4)","32","1.7155157327651978"
"2048","0.01","(20, 12)","32","1.5666460990905762"
"2048","1","(12, 12)","16","0.9502343535423279"
"2048","1","(12, 12)","32","1.572556734085083"
"8","1","(24, 12)","32","1.6015195846557617"
"2048","1","(4,)","32","1.6646568775177002"
"2048","0.1","(20, 12)","32","1.5663111209869385"
"8","0.1","(12,)","16","0.9232257008552551"
"8","1","(32, 4)","32","2.2003774642944336"
"8","0.1","(28, 8)","32","1.5698341131210327"
"2048","1","(20, 16)","32","1.6596262454986572"
"2048","1","(20, 20)","32","1.5680177211761475"
"2048","0.01","(12, 12)","16","0.9226344227790833"
"2048","1","(32, 20)","32","1.5891169309616089"
"8","0.01","(16, 12)","32","1.573993444442749"
"2048","0.01","(20,)","32","1.5863877534866333"
"2048","1","(32, 32)","32","2.2011094093322754"
"2048","0.1","(24, 16)","32","1.5635416507720947"
"8","1","(20,)","32","1.5875496864318848"
"8","1","(12, 8)","32","1.5771055221557617"
"2048","1","(4, 4)","4","0.22643615305423737"
"8","0.01","(20, 4)","32","1.575549602508545"
"2048","0.01","(28, 24)","32","1.562900424003601"
"8","0.01","(8,)","16","0.916851282119751"
"8","0.01","(4, 4)","16","0.9199791550636292"
"8","0.01","(32, 4)","32","1.5814918279647827"
"2048","0.1","(28, 4)","32","1.5661088228225708"
"8","1","(4, 4)","4","0.23069968819618225"
"8","0.1","(16, 12)","16","0.9152922034263611"
"2048","0.1","(20, 20)","32","1.5661431550979614"
"8","0.1","(12, 8)","32","1.5678036212921143"
"8","1","(16, 16)","16","1.5065900087356567"
"2048","0.1","()","32","1.589616060256958"
"2048","0.01","(4,)","4","0.03970247879624367"
"8","1","(16, 4)","32","1.756170392036438"
"8","1","(8, 4)","16","0.9253332614898682"
"2048","0.01","()","32","1.5948151350021362"
"8","0.1","(32, 16)","32","1.5717744827270508"
"2048","0.1","(28, 24)","32","1.5644506216049194"
"8","0.1","(4,)","32","1.5867295265197754"
"8","1","(28, 16)","32","1.9153977632522583"
"2048","0.01","(12, 8)","16","0.9499096870422363"
"2048","1","()","32","1.5922023057937622"
"2048","1","(4, 4)","16","0.9759334325790405"
"2048","0.01","(12,)","16","0.9357075691223145"
"8","0.1","(4, 4)","16","0.9296029806137085"
"2048","0.01","(4, 4)","32","1.566102385520935"
"8","0.1","(28, 16)","32","1.5650079250335693"
"2048","0.01","(16,)","32","1.5792580842971802"
"8","0.1","(20, 8)","32","1.5780346393585205"
"2048","0.1","(16, 12)","16","0.9142770171165466"
"2048","0.01","(12, 4)","32","1.5781798362731934"
"8","0.1","(24, 12)","32","1.5686551332473755"
"8","0.01","(12, 12)","16","0.9357672929763794"
"8","0.01","(24,)","32","1.5704240798950195"
"2048","0.01","(16, 8)","16","0.9247621893882751"
"2048","1","(24, 20)","32","1.5674315690994263"
"2048","0.1","(16, 12)","32","1.5611320734024048"
"2048","0.1","(8, 4)","16","0.9117619395256042"
"8","0.1","(32, 12)","32","1.5683847665786743"
"8","0.1","(24, 20)","32","1.5628912448883057"
"2048","0.1","(16,)","32","1.5670247077941895"
"8","0.01","()","4","0.08850478380918503"
"8","1","(28, 24)","32","1.6149555444717407"
"8","1","(24, 20)","32","1.5719325542449951"
"2048","1","(28,)","32","1.5743205547332764"
"2048","0.1","(16, 8)","16","0.9186176657676697"
"8","1","(8,)","32","1.5886460542678833"
"2048","1","(20, 4)","32","1.779670238494873"
"2048","0.01","(16, 4)","32","1.5874067544937134"
"2048","0.01","(32, 28)","32","1.5717626810073853"
"2048","0.1","(8, 8)","16","0.9185121059417725"
"2048","0.01","(32, 12)","32","1.5683894157409668"
"2048","0.1","(32, 28)","32","1.564349889755249"
"8","0.1","(28,)","32","1.5695531368255615"
"2048","0.1","(16, 4)","32","1.579303503036499"
"8","0.01","(16, 4)","16","0.9312591552734375"
"2048","0.01","(28, 12)","32","1.5662974119186401"
"2048","1","(16, 4)","32","1.7812248468399048"
"2048","0.01","(4, 4)","4","0.04694288969039917"
"8","0.01","(20, 20)","32","1.5663317441940308"
"8","0.1","(32, 20)","32","1.5634089708328247"
"2048","0.01","(32, 24)","32","1.5692460536956787"
"2048","0.01","(32, 32)","32","1.5643311738967896"
"8","0.01","(16, 16)","16","0.9164944291114807"
"2048","1","(16, 8)","32","2.195230007171631"
"2048","1","(32,)","32","1.5802297592163086"
"8","1","()","16","0.9409081935882568"
"8","0.1","(12, 8)","16","0.9134688377380371"
"8","0.01","(12,)","16","0.9253696203231812"
"2048","0.01","(16, 12)","16","0.9206321239471436"
"2048","0.1","(12, 12)","32","1.5695852041244507"
"2048","0.1","(20, 8)","32","1.572922945022583"
"2048","0.1","(12, 4)","16","0.9325776100158691"
"8","0.01","(32, 24)","32","1.5699726343154907"
"8","1","(28, 20)","32","1.5783132314682007"
"8","1","(28,)","32","1.5862318277359009"
"2048","0.01","(28, 16)","32","1.5734195709228516"
"8","1","(12, 4)","32","1.652320384979248"
"2048","1","(8, 8)","16","0.9727420210838318"
"2048","0.01","(4, 4)","16","1.0092753171920776"
"8","0.01","(8, 8)","16","0.9199696183204651"
"8","0.01","(12, 8)","32","1.5713622570037842"
"8","0.01","(32, 16)","32","1.562531590461731"
"8","1","(32, 8)","32","2.13429594039917"
"2048","1","(24, 24)","32","1.607459306716919"
"8","0.1","(8,)","16","0.9193805456161499"
"2048","1","(8, 4)","32","2.1965067386627197"
"2048","1","(16,)","32","1.5683115720748901"
"8","0.1","(28, 24)","32","1.568243384361267"
"2048","0.01","(28, 20)","32","1.566024899482727"
"8","1","(8, 8)","16","0.942486584186554"
"2048","0.01","(32,)","32","1.5757315158843994"
"2048","0.01","(28,)","32","1.5760775804519653"
"2048","1","(16, 16)","16","0.9342647194862366"
"8","0.01","(28,)","32","1.568496823310852"
"2048","0.01","(8,)","16","0.9425734281539917"
"8","1","(12, 12)","16","0.9474825263023376"
"2048","0.1","(28, 8)","32","1.575353741645813"
"2048","1","(32, 16)","32","1.6540793180465698"
"8","1","(20, 16)","32","1.5772583484649658"
"8","0.1","(32, 8)","32","1.56598961353302"
"8","1","(24, 8)","32","1.5793265104293823"
"8","0.01","(28, 8)","32","1.5687079429626465"
"2048","0.1","(32, 24)","32","1.5631957054138184"
"2048","1","(20, 12)","32","1.6028813123703003"
"2048","0.01","(16, 12)","32","1.5614744424819946"
"8","0.01","(16,)","16","0.9251201748847961"
"8","0.01","(12, 12)","32","1.5771783590316772"
"2048","1","(28, 12)","32","1.5715711116790771"
"2048","0.01","(12, 8)","32","1.5726749897003174"
"8","0.1","(12, 4)","32","1.5764436721801758"
"8","0.01","(28, 4)","32","1.5740959644317627"
"2048","0.01","()","16","0.9396868348121643"
"8","0.01","()","32","1.6699219942092896"
"8","1","()","32","1.587037205696106"
"2048","0.1","(32, 20)","32","1.561399221420288"
"2048","0.1","(16, 8)","32","1.5733522176742554"
"8","0.1","(8, 4)","32","1.5645015239715576"
"8","0.1","(32,)","32","1.5735481977462769"
"2048","0.1","(16,)","16","0.915174126625061"
"2048","1","(24,)","32","1.564589023590088"
"2048","1","(32, 8)","32","2.1280977725982666"
"8","0.01","(20, 12)","32","1.5677567720413208"
"8","0.01","(24, 20)","32","1.5642623901367188"
"8","0.1","(24,)","32","1.568987250328064"
"8","0.1","(12,)","32","1.571800708770752"
"8","1","(28, 28)","32","1.5768463611602783"
"2048","0.1","(32, 12)","32","1.5679880380630493"
"2048","0.01","(12, 4)","16","0.9392681121826172"
"2048","0.01","(32, 16)","32","1.5705419778823853"
"2048","0.1","()","16","0.9365354776382446"
"2048","0.1","(28, 12)","32","1.569840669631958"
"8","0.1","(32, 4)","32","1.569366216659546"
"8","0.01","(8, 4)","16","0.9190340042114258"
"8","0.01","(24, 24)","32","1.5680689811706543"
"8","1","(24,)","32","1.5715651512145996"
"2048","0.01","(24, 8)","32","1.5653876066207886"
"2048","0.01","(28, 8)","32","1.5719205141067505"
"8","0.1","(4,)","16","0.9326725006103516"
"2048","0.01","(32, 20)","32","1.5666722059249878"
"2048","1","(28, 4)","32","1.5776344537734985"
"2048","1","(32, 4)","32","1.6058751344680786"
"2048","0.01","(20, 16)","32","1.568650245666504"
"8","0.01","(4, 4)","32","1.6176316738128662"
"8","1","(4,)","16","0.9246637225151062"
"2048","1","(20,)","32","1.5893638134002686"
"2048","0.01","(24,)","32","1.5823702812194824"
"2048","1","(28, 16)","32","1.5989675521850586"
"8","1","(8,)","16","0.9450806379318237"
"2048","0.01","()","4","0.06505005806684494"
"8","0.01","(28, 24)","32","1.5681450366973877"
"8","1","(16, 12)","32","2.1954171657562256"
"8","0.1","(28, 12)","32","1.5657696723937988"
"8","0.01","(8, 4)","32","1.5927568674087524"
"8","0.1","(20, 4)","32","1.5680410861968994"
"2048","1","(28, 28)","32","1.5711946487426758"
"8","1","(32, 32)","32","1.578430414199829"
"2048","1","(12, 8)","16","1.513985514640808"
"2048","0.1","(32, 32)","32","1.5604292154312134"
"8","1","(4,)","4","0.1123085618019104"
"8","1","(20, 20)","32","1.5717382431030273"
"2048","0.1","(20,)","32","1.5664935111999512"
"8","0.01","(16, 4)","32","1.5755915641784668"
"8","0.01","(8,)","32","1.5744054317474365"
"2048","0.01","(16, 16)","16","0.9142640233039856"
"2048","1","()","4","0.051605768501758575"
"2048","1","(4,)","4","0.04652826860547066"
"8","0.1","(20, 12)","32","1.5620441436767578"
"8","1","(16, 16)","32","1.5791205167770386"
"2048","0.01","(16, 4)","16","0.9183288812637329"
"2048","0.1","(32,)","32","1.5704694986343384"
"2048","1","(16, 12)","32","1.5821821689605713"
"8","0.1","(8, 4)","16","0.9277703762054443"
"2048","0.1","(12, 8)","16","0.9217475056648254"
"8","0.01","(12,)","32","1.5765711069107056"
"8","0.01","(20, 8)","32","1.5681699514389038"
"8","0.01","(28, 16)","32","1.5663244724273682"
"8","1","()","4","0.04332111403346062"
"8","0.1","(12, 12)","16","0.9242398738861084"
"8","1","(32, 12)","32","1.5777174234390259"
1 batch_size initial_learning_rate layer_sizes order loss
2 2048 0.01 (24, 16) 32 1.5646474361419678
3 8 0.1 (16,) 32 1.576777458190918
4 8 0.1 (8, 8) 16 0.9243346452713013
5 2048 0.01 (4,) 16 0.952408492565155
6 2048 1 (24, 16) 32 1.599758267402649
7 2048 0.1 (8,) 16 0.9332440495491028
8 8 0.1 (16, 12) 32 1.5696691274642944
9 2048 0.1 (16, 16) 32 1.562956690788269
10 2048 0.1 (8, 8) 32 1.575844645500183
11 8 0.1 (32, 32) 32 1.5716453790664673
12 8 1 (16, 12) 16 0.9150443077087402
13 8 1 (32, 28) 32 1.822663426399231
14 8 1 (4, 4) 32 2.1991961002349854
15 2048 0.1 (12, 8) 32 1.568264126777649
16 2048 1 () 16 0.9360878467559814
17 8 0.1 (8, 8) 32 1.5618038177490234
18 8 0.1 (24, 8) 32 1.5669912099838257
19 2048 1 (12, 4) 32 1.6081016063690186
20 2048 1 (4,) 16 1.5112675428390503
21 8 1 (16, 4) 16 1.0543711185455322
22 8 1 (4, 4) 16 1.509948968887329
23 8 1 (24, 4) 32 1.8850785493850708
24 8 0.1 (28, 20) 32 1.5639833211898804
25 2048 1 (8, 8) 32 1.8346647024154663
26 8 0.01 (8, 8) 32 1.568230152130127
27 2048 0.1 (28, 28) 32 1.5684748888015747
28 8 0.01 (16, 16) 32 1.56082022190094
29 2048 1 (12, 4) 16 1.4123917818069458
30 2048 1 (16, 16) 32 1.5703338384628296
31 8 0.1 (16, 16) 32 1.5608071088790894
32 2048 0.1 (24, 8) 32 1.5760564804077148
33 8 1 (32, 20) 32 1.5788187980651855
34 8 0.1 (12, 12) 32 1.5669018030166626
35 8 0.1 (16, 4) 32 1.5640161037445068
36 8 0.1 (20, 16) 32 1.5657472610473633
37 2048 0.1 (24, 12) 32 1.563784122467041
38 8 1 (20, 4) 32 1.60548734664917
39 8 0.01 (20, 16) 32 1.574450969696045
40 8 0.01 (16,) 32 1.571272611618042
41 8 1 (12, 4) 16 1.5134645700454712
42 2048 0.1 (12, 12) 16 0.9210222363471985
43 2048 1 (28, 24) 32 1.570527195930481
44 8 0.01 (24, 16) 32 1.5645551681518555
45 2048 0.01 (32, 8) 32 1.5678154230117798
46 2048 0.1 (16, 16) 16 0.9158903360366821
47 2048 0.1 (12,) 32 1.5856376886367798
48 8 0.01 (20,) 32 1.582141399383545
49 2048 0.1 (4,) 32 1.6252784729003906
50 2048 0.01 (28, 28) 32 1.5641311407089233
51 8 0.01 (12, 8) 16 0.9235709309577942
52 8 1 (20, 8) 32 2.199552297592163
53 8 0.1 (24, 4) 32 1.5797512531280518
54 8 0.01 (4, 4) 4 0.04413672536611557
55 2048 0.01 (8, 8) 16 0.9247289896011353
56 2048 0.1 (20, 16) 32 1.566894769668579
57 8 0.01 (32, 28) 32 1.56591796875
58 8 1 (16,) 16 0.9479168057441711
59 2048 1 (32, 12) 32 1.6547235250473022
60 8 0.01 (32, 20) 32 1.570317029953003
61 2048 0.01 (20, 20) 32 1.570241093635559
62 8 0.01 (32, 32) 32 1.5700713396072388
63 8 0.1 (12, 4) 16 0.9167906045913696
64 2048 0.01 (16,) 16 0.9208823442459106
65 8 0.1 (24, 16) 32 1.5702815055847168
66 2048 0.1 (28,) 32 1.5691535472869873
67 8 0.01 (16, 8) 32 1.578974723815918
68 2048 0.1 (4,) 4 0.043282512575387955
69 2048 0.1 (4, 4) 16 0.9308526515960693
70 2048 1 (24, 8) 32 1.5763086080551147
71 8 0.1 (4, 4) 32 1.5834474563598633
72 8 0.1 () 32 1.5840576887130737
73 2048 0.1 (4,) 16 0.9360719919204712
74 8 1 (28, 12) 32 1.636578917503357
75 8 0.1 (20, 20) 32 1.5678691864013672
76 2048 0.1 (12, 4) 32 1.5719311237335205
77 8 0.1 (32, 24) 32 1.5678783655166626
78 2048 0.01 (24, 20) 32 1.5626959800720215
79 2048 1 (16, 12) 16 0.9315146207809448
80 2048 0.1 (16, 4) 16 0.9135725498199463
81 2048 0.01 (24, 4) 32 1.5695984363555908
82 2048 1 (8, 4) 16 1.1781532764434814
83 2048 0.01 (8, 4) 16 0.9522415399551392
84 8 0.1 (16, 8) 32 1.565093755722046
85 8 0.01 (4,) 16 0.9497477412223816
86 2048 1 (12,) 16 0.9244111180305481
87 2048 0.01 (4,) 32 1.5665258169174194
88 2048 0.01 (12, 12) 32 1.570894718170166
89 8 0.01 (28, 28) 32 1.5664535760879517
90 2048 1 (28, 20) 32 1.5719273090362549
91 2048 0.01 (8, 4) 32 1.5659409761428833
92 8 0.01 (32, 8) 32 1.5801355838775635
93 2048 1 (8,) 32 1.587803602218628
94 8 0.1 (20,) 32 1.567084550857544
95 2048 0.1 (4, 4) 32 1.5863970518112183
96 2048 1 (24, 4) 32 2.2076690196990967
97 8 0.1 (4,) 4 0.046280305832624435
98 2048 0.01 (24, 24) 32 1.5666544437408447
99 8 0.1 (28, 28) 32 1.5664348602294922
100 2048 0.1 (32, 4) 32 1.5762497186660767
101 8 0.01 (32,) 32 1.5718646049499512
102 2048 1 (12,) 32 1.5963577032089233
103 8 0.1 (24, 24) 32 1.5705617666244507
104 2048 0.01 (24, 12) 32 1.572396159172058
105 2048 1 (8,) 16 0.9386593699455261
106 2048 0.1 (4, 4) 4 0.05192194879055023
107 8 0.1 (28, 4) 32 1.5734857320785522
108 2048 0.1 (12,) 16 0.9241044521331787
109 8 1 (16,) 32 1.5809463262557983
110 8 0.1 () 4 0.049448393285274506
111 2048 1 (32, 24) 32 1.5836316347122192
112 2048 0.1 (24, 20) 32 1.5598440170288086
113 8 0.01 (4,) 32 1.6192293167114258
114 8 0.01 (32, 12) 32 1.5639783143997192
115 8 0.01 (24, 4) 32 1.576806902885437
116 2048 0.1 (32, 16) 32 1.5640851259231567
117 2048 0.1 () 4 0.04184221476316452
118 8 0.1 (32, 28) 32 1.5650802850723267
119 8 0.01 (16, 12) 16 0.921375036239624
120 8 0.1 (16, 4) 16 0.9152935743331909
121 8 1 (28, 8) 32 1.6107248067855835
122 8 1 (28, 4) 32 2.179835796356201
123 8 1 (24, 24) 32 1.5758987665176392
124 2048 0.01 (8,) 32 1.592041254043579
125 2048 0.01 (20, 4) 32 1.583930253982544
126 2048 0.1 (8, 4) 32 1.5805424451828003
127 2048 0.1 (28, 16) 32 1.5672334432601929
128 8 0.01 (28, 12) 32 1.5789064168930054
129 2048 0.01 (20, 8) 32 1.5747604370117188
130 2048 1 (20, 8) 32 1.602887511253357
131 2048 0.01 (16, 16) 32 1.5681332349777222
132 2048 1 (16,) 16 0.9348017573356628
133 2048 0.01 (8, 8) 32 1.5743474960327148
134 8 0.01 (12, 4) 16 0.9396759867668152
135 2048 1 (24, 12) 32 1.5693013668060303
136 8 1 (24, 16) 32 1.6054903268814087
137 2048 1 (16, 8) 16 0.969489574432373
138 8 1 (32, 24) 32 1.5734786987304688
139 8 1 (16, 8) 16 1.024788737297058
140 2048 1 (12, 8) 32 1.6301885843276978
141 8 1 (20, 12) 32 1.6672723293304443
142 2048 0.1 (24, 4) 32 1.5657540559768677
143 8 0.1 () 16 0.9434888362884521
144 2048 1 (16, 4) 16 1.511257290840149
145 8 0.1 (8,) 32 1.5807095766067505
146 8 0.1 (16, 16) 16 0.9174536466598511
147 2048 0.01 (32, 4) 32 1.5696569681167603
148 8 1 (12,) 32 1.5756824016571045
149 2048 0.01 (28, 4) 32 1.5743935108184814
150 2048 1 (4, 4) 32 2.1981468200683594
151 2048 0.1 (20, 4) 32 1.572489857673645
152 2048 0.1 (28, 20) 32 1.5661518573760986
153 8 0.1 (16, 8) 16 0.9147883653640747
154 8 0.01 (24, 8) 32 1.579474687576294
155 2048 0.01 (12,) 32 1.600240707397461
156 8 1 (12,) 16 0.9324190020561218
157 8 0.1 (4, 4) 4 0.04655768349766731
158 2048 0.1 (8,) 32 1.578027367591858
159 8 1 (12, 12) 32 1.5809589624404907
160 2048 1 (28, 8) 32 1.5739634037017822
161 8 0.01 () 16 1.0642058849334717
162 8 0.01 (4,) 4 0.04664045572280884
163 2048 0.1 (24,) 32 1.572028398513794
164 2048 0.01 (16, 8) 32 1.5905232429504395
165 8 0.1 (16,) 16 0.9223939776420593
166 8 0.01 (28, 20) 32 1.5660604238510132
167 8 1 (32,) 32 1.5860615968704224
168 2048 0.1 (32, 8) 32 1.567062497138977
169 8 1 (12, 8) 16 0.9304975867271423
170 8 1 (4,) 32 1.5699927806854248
171 2048 1 (32, 28) 32 1.5724552869796753
172 8 1 (32, 16) 32 1.6116349697113037
173 8 0.01 (16, 8) 16 0.930229127407074
174 8 0.01 (12, 4) 32 1.585289716720581
175 8 0.01 (24, 12) 32 1.5646611452102661
176 2048 0.1 (24, 24) 32 1.5663458108901978
177 8 1 (16, 8) 32 1.597028136253357
178 8 1 (8, 4) 32 1.7155157327651978
179 2048 0.01 (20, 12) 32 1.5666460990905762
180 2048 1 (12, 12) 16 0.9502343535423279
181 2048 1 (12, 12) 32 1.572556734085083
182 8 1 (24, 12) 32 1.6015195846557617
183 2048 1 (4,) 32 1.6646568775177002
184 2048 0.1 (20, 12) 32 1.5663111209869385
185 8 0.1 (12,) 16 0.9232257008552551
186 8 1 (32, 4) 32 2.2003774642944336
187 8 0.1 (28, 8) 32 1.5698341131210327
188 2048 1 (20, 16) 32 1.6596262454986572
189 2048 1 (20, 20) 32 1.5680177211761475
190 2048 0.01 (12, 12) 16 0.9226344227790833
191 2048 1 (32, 20) 32 1.5891169309616089
192 8 0.01 (16, 12) 32 1.573993444442749
193 2048 0.01 (20,) 32 1.5863877534866333
194 2048 1 (32, 32) 32 2.2011094093322754
195 2048 0.1 (24, 16) 32 1.5635416507720947
196 8 1 (20,) 32 1.5875496864318848
197 8 1 (12, 8) 32 1.5771055221557617
198 2048 1 (4, 4) 4 0.22643615305423737
199 8 0.01 (20, 4) 32 1.575549602508545
200 2048 0.01 (28, 24) 32 1.562900424003601
201 8 0.01 (8,) 16 0.916851282119751
202 8 0.01 (4, 4) 16 0.9199791550636292
203 8 0.01 (32, 4) 32 1.5814918279647827
204 2048 0.1 (28, 4) 32 1.5661088228225708
205 8 1 (4, 4) 4 0.23069968819618225
206 8 0.1 (16, 12) 16 0.9152922034263611
207 2048 0.1 (20, 20) 32 1.5661431550979614
208 8 0.1 (12, 8) 32 1.5678036212921143
209 8 1 (16, 16) 16 1.5065900087356567
210 2048 0.1 () 32 1.589616060256958
211 2048 0.01 (4,) 4 0.03970247879624367
212 8 1 (16, 4) 32 1.756170392036438
213 8 1 (8, 4) 16 0.9253332614898682
214 2048 0.01 () 32 1.5948151350021362
215 8 0.1 (32, 16) 32 1.5717744827270508
216 2048 0.1 (28, 24) 32 1.5644506216049194
217 8 0.1 (4,) 32 1.5867295265197754
218 8 1 (28, 16) 32 1.9153977632522583
219 2048 0.01 (12, 8) 16 0.9499096870422363
220 2048 1 () 32 1.5922023057937622
221 2048 1 (4, 4) 16 0.9759334325790405
222 2048 0.01 (12,) 16 0.9357075691223145
223 8 0.1 (4, 4) 16 0.9296029806137085
224 2048 0.01 (4, 4) 32 1.566102385520935
225 8 0.1 (28, 16) 32 1.5650079250335693
226 2048 0.01 (16,) 32 1.5792580842971802
227 8 0.1 (20, 8) 32 1.5780346393585205
228 2048 0.1 (16, 12) 16 0.9142770171165466
229 2048 0.01 (12, 4) 32 1.5781798362731934
230 8 0.1 (24, 12) 32 1.5686551332473755
231 8 0.01 (12, 12) 16 0.9357672929763794
232 8 0.01 (24,) 32 1.5704240798950195
233 2048 0.01 (16, 8) 16 0.9247621893882751
234 2048 1 (24, 20) 32 1.5674315690994263
235 2048 0.1 (16, 12) 32 1.5611320734024048
236 2048 0.1 (8, 4) 16 0.9117619395256042
237 8 0.1 (32, 12) 32 1.5683847665786743
238 8 0.1 (24, 20) 32 1.5628912448883057
239 2048 0.1 (16,) 32 1.5670247077941895
240 8 0.01 () 4 0.08850478380918503
241 8 1 (28, 24) 32 1.6149555444717407
242 8 1 (24, 20) 32 1.5719325542449951
243 2048 1 (28,) 32 1.5743205547332764
244 2048 0.1 (16, 8) 16 0.9186176657676697
245 8 1 (8,) 32 1.5886460542678833
246 2048 1 (20, 4) 32 1.779670238494873
247 2048 0.01 (16, 4) 32 1.5874067544937134
248 2048 0.01 (32, 28) 32 1.5717626810073853
249 2048 0.1 (8, 8) 16 0.9185121059417725
250 2048 0.01 (32, 12) 32 1.5683894157409668
251 2048 0.1 (32, 28) 32 1.564349889755249
252 8 0.1 (28,) 32 1.5695531368255615
253 2048 0.1 (16, 4) 32 1.579303503036499
254 8 0.01 (16, 4) 16 0.9312591552734375
255 2048 0.01 (28, 12) 32 1.5662974119186401
256 2048 1 (16, 4) 32 1.7812248468399048
257 2048 0.01 (4, 4) 4 0.04694288969039917
258 8 0.01 (20, 20) 32 1.5663317441940308
259 8 0.1 (32, 20) 32 1.5634089708328247
260 2048 0.01 (32, 24) 32 1.5692460536956787
261 2048 0.01 (32, 32) 32 1.5643311738967896
262 8 0.01 (16, 16) 16 0.9164944291114807
263 2048 1 (16, 8) 32 2.195230007171631
264 2048 1 (32,) 32 1.5802297592163086
265 8 1 () 16 0.9409081935882568
266 8 0.1 (12, 8) 16 0.9134688377380371
267 8 0.01 (12,) 16 0.9253696203231812
268 2048 0.01 (16, 12) 16 0.9206321239471436
269 2048 0.1 (12, 12) 32 1.5695852041244507
270 2048 0.1 (20, 8) 32 1.572922945022583
271 2048 0.1 (12, 4) 16 0.9325776100158691
272 8 0.01 (32, 24) 32 1.5699726343154907
273 8 1 (28, 20) 32 1.5783132314682007
274 8 1 (28,) 32 1.5862318277359009
275 2048 0.01 (28, 16) 32 1.5734195709228516
276 8 1 (12, 4) 32 1.652320384979248
277 2048 1 (8, 8) 16 0.9727420210838318
278 2048 0.01 (4, 4) 16 1.0092753171920776
279 8 0.01 (8, 8) 16 0.9199696183204651
280 8 0.01 (12, 8) 32 1.5713622570037842
281 8 0.01 (32, 16) 32 1.562531590461731
282 8 1 (32, 8) 32 2.13429594039917
283 2048 1 (24, 24) 32 1.607459306716919
284 8 0.1 (8,) 16 0.9193805456161499
285 2048 1 (8, 4) 32 2.1965067386627197
286 2048 1 (16,) 32 1.5683115720748901
287 8 0.1 (28, 24) 32 1.568243384361267
288 2048 0.01 (28, 20) 32 1.566024899482727
289 8 1 (8, 8) 16 0.942486584186554
290 2048 0.01 (32,) 32 1.5757315158843994
291 2048 0.01 (28,) 32 1.5760775804519653
292 2048 1 (16, 16) 16 0.9342647194862366
293 8 0.01 (28,) 32 1.568496823310852
294 2048 0.01 (8,) 16 0.9425734281539917
295 8 1 (12, 12) 16 0.9474825263023376
296 2048 0.1 (28, 8) 32 1.575353741645813
297 2048 1 (32, 16) 32 1.6540793180465698
298 8 1 (20, 16) 32 1.5772583484649658
299 8 0.1 (32, 8) 32 1.56598961353302
300 8 1 (24, 8) 32 1.5793265104293823
301 8 0.01 (28, 8) 32 1.5687079429626465
302 2048 0.1 (32, 24) 32 1.5631957054138184
303 2048 1 (20, 12) 32 1.6028813123703003
304 2048 0.01 (16, 12) 32 1.5614744424819946
305 8 0.01 (16,) 16 0.9251201748847961
306 8 0.01 (12, 12) 32 1.5771783590316772
307 2048 1 (28, 12) 32 1.5715711116790771
308 2048 0.01 (12, 8) 32 1.5726749897003174
309 8 0.1 (12, 4) 32 1.5764436721801758
310 8 0.01 (28, 4) 32 1.5740959644317627
311 2048 0.01 () 16 0.9396868348121643
312 8 0.01 () 32 1.6699219942092896
313 8 1 () 32 1.587037205696106
314 2048 0.1 (32, 20) 32 1.561399221420288
315 2048 0.1 (16, 8) 32 1.5733522176742554
316 8 0.1 (8, 4) 32 1.5645015239715576
317 8 0.1 (32,) 32 1.5735481977462769
318 2048 0.1 (16,) 16 0.915174126625061
319 2048 1 (24,) 32 1.564589023590088
320 2048 1 (32, 8) 32 2.1280977725982666
321 8 0.01 (20, 12) 32 1.5677567720413208
322 8 0.01 (24, 20) 32 1.5642623901367188
323 8 0.1 (24,) 32 1.568987250328064
324 8 0.1 (12,) 32 1.571800708770752
325 8 1 (28, 28) 32 1.5768463611602783
326 2048 0.1 (32, 12) 32 1.5679880380630493
327 2048 0.01 (12, 4) 16 0.9392681121826172
328 2048 0.01 (32, 16) 32 1.5705419778823853
329 2048 0.1 () 16 0.9365354776382446
330 2048 0.1 (28, 12) 32 1.569840669631958
331 8 0.1 (32, 4) 32 1.569366216659546
332 8 0.01 (8, 4) 16 0.9190340042114258
333 8 0.01 (24, 24) 32 1.5680689811706543
334 8 1 (24,) 32 1.5715651512145996
335 2048 0.01 (24, 8) 32 1.5653876066207886
336 2048 0.01 (28, 8) 32 1.5719205141067505
337 8 0.1 (4,) 16 0.9326725006103516
338 2048 0.01 (32, 20) 32 1.5666722059249878
339 2048 1 (28, 4) 32 1.5776344537734985
340 2048 1 (32, 4) 32 1.6058751344680786
341 2048 0.01 (20, 16) 32 1.568650245666504
342 8 0.01 (4, 4) 32 1.6176316738128662
343 8 1 (4,) 16 0.9246637225151062
344 2048 1 (20,) 32 1.5893638134002686
345 2048 0.01 (24,) 32 1.5823702812194824
346 2048 1 (28, 16) 32 1.5989675521850586
347 8 1 (8,) 16 0.9450806379318237
348 2048 0.01 () 4 0.06505005806684494
349 8 0.01 (28, 24) 32 1.5681450366973877
350 8 1 (16, 12) 32 2.1954171657562256
351 8 0.1 (28, 12) 32 1.5657696723937988
352 8 0.01 (8, 4) 32 1.5927568674087524
353 8 0.1 (20, 4) 32 1.5680410861968994
354 2048 1 (28, 28) 32 1.5711946487426758
355 8 1 (32, 32) 32 1.578430414199829
356 2048 1 (12, 8) 16 1.513985514640808
357 2048 0.1 (32, 32) 32 1.5604292154312134
358 8 1 (4,) 4 0.1123085618019104
359 8 1 (20, 20) 32 1.5717382431030273
360 2048 0.1 (20,) 32 1.5664935111999512
361 8 0.01 (16, 4) 32 1.5755915641784668
362 8 0.01 (8,) 32 1.5744054317474365
363 2048 0.01 (16, 16) 16 0.9142640233039856
364 2048 1 () 4 0.051605768501758575
365 2048 1 (4,) 4 0.04652826860547066
366 8 0.1 (20, 12) 32 1.5620441436767578
367 8 1 (16, 16) 32 1.5791205167770386
368 2048 0.01 (16, 4) 16 0.9183288812637329
369 2048 0.1 (32,) 32 1.5704694986343384
370 2048 1 (16, 12) 32 1.5821821689605713
371 8 0.1 (8, 4) 16 0.9277703762054443
372 2048 0.1 (12, 8) 16 0.9217475056648254
373 8 0.01 (12,) 32 1.5765711069107056
374 8 0.01 (20, 8) 32 1.5681699514389038
375 8 0.01 (28, 16) 32 1.5663244724273682
376 8 1 () 4 0.04332111403346062
377 8 0.1 (12, 12) 16 0.9242398738861084
378 8 1 (32, 12) 32 1.5777174234390259