| run_timestamp,pde_name,value_type,smoke_test,chain_key,seed,mse_op,mse_bnd,mse_total,l2re_op,l2re_bnd,l2re,l2re_total,elapsed_s,chain_json |
| 2026-08-11T02:49:47,heat2d_multiscale,boost,False,boost50,43,5.242161849737098e-06,2.498096948257335e-06,7.740258797994433e-06,0.0164570648864138,0.0113606142375359,0.0199974633523789,0.0278176791239497,5475.9,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 15500, ""precondition_frequency"": 2}, {""boost_net"": {""hidden"": ""64*3"", ""eps"": ""auto""}}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": ""rest:31000"", ""precondition_frequency"": 2}]" |
| 2026-08-11T02:50:13,heat2d_multiscale,boost,False,boost50,42,1.4970841316947152e-05,3.937318833750911e-06,1.8908160150698065e-05,0.0278112348379146,0.0142625592252481,0.031255165634873,0.0420737940631628,5503.5,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 15500, ""precondition_frequency"": 2}, {""boost_net"": {""hidden"": ""64*3"", ""eps"": ""auto""}}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": ""rest:31000"", ""precondition_frequency"": 2}]" |
| 2026-08-11T04:20:55,heat2d_multiscale,boost,False,boost50,44,5.752866473662566e-06,3.788284130264535e-06,9.5411506039271e-06,0.0172400815459543,0.0139900234047157,0.0222022784095607,0.03123010495067,5452.5,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 15500, ""precondition_frequency"": 2}, {""boost_net"": {""hidden"": ""64*3"", ""eps"": ""auto""}}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": ""rest:31000"", ""precondition_frequency"": 2}]" |
| 2026-08-11T03:08:45,heat2d_multiscale,boost,False,boostplateau,42,1.030102673526097e-05,3.252691820492385e-06,1.3553718555753354e-05,0.0230694598420902,0.0129633912132048,0.0264622275924082,0.036032851055295,5588.5,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 31000, ""precondition_frequency"": 2, ""early_stop"": {""patience"": 3000, ""min_delta"": 1e-05}}, {""boost_net"": {""hidden"": ""64*3"", ""eps"": ""auto""}}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": ""rest:31000"", ""precondition_frequency"": 2}]" |
| 2026-08-11T03:12:46,heat2d_multiscale,boost,False,boostplateau,43,6.943272713316221e-06,2.8727490892201e-06,9.81602180253632e-06,0.0189399697259312,0.0121827691961173,0.0225198205700013,0.0311227389220485,5831.7,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 31000, ""precondition_frequency"": 2, ""early_stop"": {""patience"": 3000, ""min_delta"": 1e-05}}, {""boost_net"": {""hidden"": ""64*3"", ""eps"": ""auto""}}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": ""rest:31000"", ""precondition_frequency"": 2}]" |
| 2026-08-11T04:42:42,heat2d_multiscale,boost,False,boostplateau,44,5.616172467447931e-06,2.853152092833344e-06,8.469324560281276e-06,0.0170340291760007,0.0121411445652648,0.0209180673419775,0.0291751737412656,5624.3,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 31000, ""precondition_frequency"": 2, ""early_stop"": {""patience"": 3000, ""min_delta"": 1e-05}}, {""boost_net"": {""hidden"": ""64*3"", ""eps"": ""auto""}}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": ""rest:31000"", ""precondition_frequency"": 2}]" |
| 2026-08-11T21:02:33,heat2d_multiscale,boost,False,soap62lb,42,2.181265651313265e-06,1.1299090157044154e-06,3.3111746670176804e-06,0.0106157687385688,0.0076404494317197,0.0130794118151177,0.0182562181702885,12208.0,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""precondition_frequency"": 2, ""epochs"": 62000}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""history_size"": 100, ""epochs"": 10000}]" |
| 2026-08-11T21:08:39,heat2d_multiscale,boost,False,soap62lb,43,4.07363378685449e-06,1.428062873079426e-06,5.501696659933916e-06,0.0145073524019543,0.0085895583242722,0.0168595310112875,0.0230969107262266,12575.1,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""precondition_frequency"": 2, ""epochs"": 62000}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""history_size"": 100, ""epochs"": 10000}]" |
| 2026-08-12T00:25:01,heat2d_multiscale,boost,False,soap62lb,44,5.265016476888987e-06,1.600511649957631e-06,6.865528126846618e-06,0.0164929003904088,0.0090934061417084,0.0188336347672457,0.0255863065321172,12135.4,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""precondition_frequency"": 2, ""epochs"": 62000}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""history_size"": 100, ""epochs"": 10000}]" |
| 2026-08-11T21:57:24,heat2d_multiscale,boost,False,boost62flb,43,0.0001414632021185,3.16489427862168e-06,0.0001446280963972,0.0854907074444021,0.0127872387027408,0.0864417406869229,0.098277946147143,15507.5,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""precondition_frequency"": 2, ""epochs"": 31000}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""history_size"": 100, ""epochs"": 5000}, {""boost_net"": {""hidden"": ""64*3"", ""eps"": ""auto"", ""type"": ""fourier"", ""sigmas"": [1, 10], ""n_feats"": 64}}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""precondition_frequency"": 2, ""epochs"": 31000}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""history_size"": 100, ""epochs"": 5000}]" |
| 2026-08-11T22:01:51,heat2d_multiscale,boost,False,boost62flb,42,3.0162494317177087e-06,8.384454516077154e-07,3.854694883325424e-06,0.0124833398855035,0.0065816468429299,0.01411211712898,0.0190649867284334,15773.4,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""precondition_frequency"": 2, ""epochs"": 31000}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""history_size"": 100, ""epochs"": 5000}, {""boost_net"": {""hidden"": ""64*3"", ""eps"": ""auto"", ""type"": ""fourier"", ""sigmas"": [1, 10], ""n_feats"": 64}}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""precondition_frequency"": 2, ""epochs"": 31000}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""history_size"": 100, ""epochs"": 5000}]" |
| 2026-08-12T02:16:28,heat2d_multiscale,boost,False,boost62flb,44,2.643060565049186e-05,6.853646466686853e-06,3.328425211717871e-05,0.0369530871466058,0.0188173307228469,0.0414683323175365,0.0557704178694527,15528.2,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""precondition_frequency"": 2, ""epochs"": 31000}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""history_size"": 100, ""epochs"": 5000}, {""boost_net"": {""hidden"": ""64*3"", ""eps"": ""auto"", ""type"": ""fourier"", ""sigmas"": [1, 10], ""n_feats"": 64}}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""precondition_frequency"": 2, ""epochs"": 31000}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""history_size"": 100, ""epochs"": 5000}]" |
| 2026-08-12T12:08:46,heat2d_multiscale,boost,False,fnet31,42,3.0722641618174564e-06,1.0022277993637454e-06,4.074491961181202e-06,0.012598720639757269,0.007195821656883881,0.01450888042118774,0.01979454229664115,4713.3,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 31000, ""precondition_frequency"": 2}]" |
| 2026-08-12T12:11:27,heat2d_multiscale,boost,False,fnet31,43,3.3741197806635374e-06,1.2419028264463876e-06,4.616022607109925e-06,0.013203145724770798,0.008010156042271278,0.015442980827905876,0.021213301767042076,4875.2,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 31000, ""precondition_frequency"": 2}]" |
| 2026-08-12T13:27:23,heat2d_multiscale,boost,False,fnet31,44,1.0458579335297588e-05,3.9615538793068245e-06,1.4420133214604413e-05,0.023245212263952715,0.014306386449365941,0.027294918692584873,0.03755159871331866,4702.9,"[{""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 31000, ""precondition_frequency"": 2}]" |
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