| 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 |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,42,2.2419298625816217e-07,3.646244180850939e-07,5.888174043432561e-07,0.0001821886398829,0.0002323449152754,0.0002952572779064,0.0004145335551584,7357.9,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,43,1.592181959431078e-07,2.5103678536007173e-07,4.1025498130317954e-07,0.0001525118132121,0.0001915031025419,0.0002448127681564,0.000344014915754,7462.1,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,44,1.7582781033242904e-07,2.564872544300773e-07,4.3231506476250635e-07,0.0001614195643924,0.0001949598954524,0.0002531119052977,0.0003563794598449,7565.0,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,45,1.134632389788784e-07,1.8687166740006607e-07,3.003349063789445e-07,0.0001296681875828,0.0001664092997089,0.0002109642005189,0.0002960774872917,7798.1,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,46,1.2269026443836406e-07,1.878673827188489e-07,3.10557647157213e-07,0.0001347631477983,0.0001667599572101,0.0002144061317528,0.0003015231050085,7696.2,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,47,1.4796772737556978e-07,2.2386783217265147e-07,3.7183555954822123e-07,0.0001483586092945,0.0001824841310735,0.0002351823442468,0.000330842740368,7604.0,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,48,1.640540672359124e-07,2.366609916804769e-07,4.007150589163893e-07,0.0001563317346153,0.0001877660106401,0.0002443270062836,0.0003440977452555,7492.3,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,49,1.9433695308594898e-07,2.97966037784886e-07,4.92302990870835e-07,0.0001693875237833,0.0002097428223351,0.0002696000458726,0.0003791303461184,7568.9,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,50,1.512561076527641e-07,2.058781470881732e-07,3.571342547409373e-07,0.0001498228666605,0.0001747940987115,0.0002302170026708,0.0003246169653721,7379.0,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
| 2026-06-27T07:28:04,heatnd,fixed,False,heatnd_fixed,51,1.5533734004700477e-07,1.8464185046852686e-07,3.399791905155316e-07,0.0001512582239229,0.0001649096811888,0.0002237727714761,0.0003161679051117,7508.6,"[{""epochs"": 100, ""lr"": 0.0, ""optimizer"": ""PSO""}, {""epochs"": 100, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 1500, ""lr"": 0.5, ""optimizer"": ""LBFGS""}, {""epochs"": 100, ""lr"": 0.001, ""optimizer"": ""PSO""}, {""epochs"": 300, ""lr"": 0.0001, ""optimizer"": ""PSO""}]" |
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