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 2026-07-28T09:27:01,heat2d_longtime,soap,False,adam_soap,46,0.4327700538325957,3.546435453721826e-05,0.4328055181871329,1.0000249080872907,0.0090527024626635,1.000065881938221,1.0090776105499544,4535.3,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]" 2026-07-28T09:26:41,heat2d_longtime,soap,False,adam_soap,42,0.4327545016719498,2.641615415053808e-05,0.4327809178261003,1.0000069393211866,0.0078129853808141,1.0000374600139177,1.0078199247020008,4472.9,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]" 2026-07-28T09:27:27,heat2d_longtime,soap,False,adam_soap,43,0.4327679368904052,2.4144420482314065e-05,0.4327920813108876,1.0000224622185323,0.0074694841406631,1.0000503577995177,1.0074919463591958,4521.3,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]" 2026-07-28T09:28:02,heat2d_longtime,soap,False,adam_soap,45,0.4327478822786522,5.966819607137543e-05,0.4328075504747236,0.999999291261468,0.0117423134870242,1.0000682298970736,1.0117416047484922,4599.5,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]" 2026-07-28T09:29:28,heat2d_longtime,soap,False,adam_soap,44,0.4330035463407856,6.70354787214688e-06,0.4330102498886577,1.0002946435225626,0.0039358140719118,1.0003023865273637,1.0042304575944745,4684.8,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"