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 2026-07-30T02:02:57,heatinv,soap,False,adam_soap,42,0.03236571692415624,0.005452338959108849,0.03781805588326509,0.12244337052106857,0.05025555565953255,0.13235558114113685,0.17269892618060112,4638.9,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]" 2026-07-30T02:03:08,heatinv,soap,False,adam_soap,44,0.012822321421755378,0.006501636158355917,0.019323957580111295,0.07706833630800247,0.05487871915102005,0.09461079365981404,0.13194705545902252,4652.4,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]" 2026-07-30T02:05:14,heatinv,soap,False,adam_soap,43,0.010931173833370389,0.006115385275640206,0.017046559109010595,0.07115837931632996,0.053223639726638794,0.08886096315411925,0.12438201904296875,4775.5,"[{""optimizer"": ""Adam"", ""lr"": 0.001, ""epochs"": 1000}, {""optimizer"": ""SOAP"", ""lr"": 0.003, ""epochs"": 30000, ""precondition_frequency"": 2}]"