chain_eval: ns2d_longtime +4 seed rows

csv_adam_soap/ns2d_longtime.csv

@@ -7,3 +7,4 @@ run_timestamp,pde_name,value_type,smoke_test,chain_key,seed,mse_op,mse_bnd,mse_t
 2026-08-02T22:29:56,ns2d_longtime,soap,False,adam_soap,48,502.24722980277915,512.8073189318585,1015.0545487346376,0.9922001435511607,1.0025767245710238,1.4105393342670407,1.9947768681221845,9144.2,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"
 2026-08-02T22:30:22,ns2d_longtime,soap,False,adam_soap,47,501.6695408673259,511.97082592091,1013.640366788236,0.9916293609509845,1.0017586875883033,1.409556404568011,1.9933880485392879,9168.4,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"
 2026-08-03T00:54:24,ns2d_longtime,soap,False,adam_soap,49,502.74828263382767,513.212047791753,1015.9603304255807,0.9926949404684985,1.0029722841587212,1.4111685397649418,1.9956672246272196,8651.4,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"
+2026-08-03T00:55:00,ns2d_longtime,soap,False,adam_soap,50,500.4396279939857,510.89648518655594,1011.3361131805416,0.990413056142065,1.0007070696989806,1.4079533590009954,1.9911201258410456,8659.1,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"