| 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 |
| 2026-07-24T20:24:27,ns2d_longtime,fixed,False,ns2d_longtime_fixed,44,499.9849366445386,509.8644116568967,1009.8493483014354,0.989963017254799,0.9996957832325836,1.4069180624845337,1.9896588004873823,24263.5,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
| 2026-07-24T20:25:08,ns2d_longtime,fixed,False,ns2d_longtime_fixed,42,501.3117768896613,511.4338370754898,1012.745613965151,0.9912757092850636,1.001233194393376,1.4089341508295443,1.99250890367844,24305.6,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
| 2026-07-24T20:30:44,ns2d_longtime,fixed,False,ns2d_longtime_fixed,43,498.6140263515283,508.0508685534307,1006.664894904959,0.988604894277574,0.997916284224366,1.4046980270897154,1.98652117850194,24644.0,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
| 2026-07-24T20:31:15,ns2d_longtime,fixed,False,ns2d_longtime_fixed,45,500.7272527369089,510.8464469628632,1011.573699699772,0.9906976323077334,1.000658062872947,1.408118729884944,1.99135569518068,24641.6,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
| 2026-07-25T11:23:53,ns2d_longtime,fixed,False,ns2d_longtime_fixed,47,503.39759852090674,513.5666405160823,1016.964239036989,0.9933357826461424,1.0033187152935927,1.4118655819672103,1.9966544979397352,24274.4,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
| 2026-07-25T11:24:14,ns2d_longtime,fixed,False,ns2d_longtime_fixed,49,498.5463938968826,508.2009080343982,1006.7473019312808,0.9885378443756534,0.9980636275296928,1.4047555212066591,1.9866014719053464,24297.6,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
| 2026-07-25T11:29:50,ns2d_longtime,fixed,False,ns2d_longtime_fixed,46,501.3696449403093,511.2024434443448,1012.572088384654,0.9913329207254148,1.0010066692997337,1.4088134410547508,1.992339590025148,24630.2,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
| 2026-07-25T11:30:01,ns2d_longtime,fixed,False,ns2d_longtime_fixed,48,501.21117587202656,511.08347396914735,1012.294649841174,0.99117624189449,1.000890182994549,1.4086204247102716,1.992066424889039,24645.3,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
| 2026-07-25T16:39:15,ns2d_longtime,fixed,False,ns2d_longtime_fixed,51,501.4998909523262,511.3419330996195,1012.8418240519457,0.9914616768002692,1.001143230219239,1.4090010730930669,1.992604907019508,10826.8,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
| 2026-07-25T16:42:01,ns2d_longtime,fixed,False,ns2d_longtime_fixed,50,499.2918833547397,509.1679820471699,1008.4598654019096,0.9892766615282458,0.99901280199906,1.4059498183087775,1.9882894635273056,10995.9,"[{""optimizer"": ""PSO"", ""lr"": 0.0001, ""epochs"": 300}, {""optimizer"": ""Adam"", ""lr"": 0.01, ""epochs"": 2500}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 0.5, ""epochs"": 1500, ""max_iter"": 10}, {""optimizer"": ""LBFGS"", ""lr"": 1.0, ""epochs"": 100, ""max_iter"": 10}]" |
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