{
 "checkpoint": "ml/runs/base_dag2_dag1/best.pt",
 "n": 256,
 "nref_steps": 128,
 "reference": "瞬时场 r=t 的流图（与损失无关）",
 "per_rt": [
  {
   "r": 0.0,
   "t": 0.05,
   "span": 0.05,
   "norm_u_true": 4.152298927307129,
   "norm_dudt": 156.59774780273438,
   "mf_abs": 2.629317283630371,
   "mf_rel": 0.6185885667800903,
   "mf_cos_true": -0.2586098909378052,
   "mf_cos_eps": -0.08821636438369751,
   "kmf_sq_abs": 3.808063507080078,
   "kmf_lin_abs": 2.105757713317871,
   "kmf_lin_rel": 0.4867732524871826,
   "kmf_lin_cos_eps": -0.19339147210121155,
   "mid_only_abs": 2.467759370803833,
   "midstate_abs": 2.475457191467285,
   "midstate_rel": 0.5789506435394287,
   "heun_abs": 2.465583324432373,
   "heun_rel": 0.5782649517059326,
   "d1_norm": 157.7960968017578,
   "d2_norm": 150.50238037109375,
   "d3_norm": 153.35733032226562,
   "net_abs": 2.7900571823120117,
   "net_rel": 0.686574399471283
  },
  {
   "r": 0.0,
   "t": 0.1,
   "span": 0.1,
   "norm_u_true": 6.895779609680176,
   "norm_dudt": 25.08617401123047,
   "mf_abs": 2.9073116779327393,
   "mf_rel": 0.4195072650909424,
   "mf_cos_true": 0.7109781503677368,
   "mf_cos_eps": 0.6336730718612671,
   "kmf_sq_abs": 1.5212182998657227,
   "kmf_lin_abs": 5.014378070831299,
   "kmf_lin_rel": 0.7285130023956299,
   "kmf_lin_cos_eps": -0.707574188709259,
   "mid_only_abs": 11.992480278015137,
   "midstate_abs": 2.770589828491211,
   "midstate_rel": 0.39942666888237,
   "heun_abs": 1.8834517002105713,
   "heun_rel": 0.2704611122608185,
   "d1_norm": 24.996402740478516,
   "d2_norm": 156.59774780273438,
   "d3_norm": 59.145477294921875,
   "net_abs": 3.2193822860717773,
   "net_rel": 0.4677886366844177
  },
  {
   "r": 0.0,
   "t": 0.2,
   "span": 0.2,
   "norm_u_true": 8.788705825805664,
   "norm_dudt": 6.331303596496582,
   "mf_abs": 2.572011947631836,
   "mf_rel": 0.29417163133621216,
   "mf_cos_true": 0.8289472460746765,
   "mf_cos_eps": 0.795153021812439,
   "kmf_sq_abs": 1.7290871143341064,
   "kmf_lin_abs": 1.926774501800537,
   "kmf_lin_rel": 0.2203272432088852,
   "kmf_lin_cos_eps": 0.08155926316976547,
   "mid_only_abs": 3.628005266189575,
   "midstate_abs": 3.9586117267608643,
   "midstate_rel": 0.4504213333129883,
   "heun_abs": 1.7300267219543457,
   "heun_rel": 0.19759969413280487,
   "d1_norm": 4.81895637512207,
   "d2_norm": 25.08617401123047,
   "d3_norm": 28.122135162353516,
   "net_abs": 1.9169456958770752,
   "net_rel": 0.2185157686471939
  },
  {
   "r": 0.0,
   "t": 0.3,
   "span": 0.3,
   "norm_u_true": 9.446111679077148,
   "norm_dudt": 4.131267547607422,
   "mf_abs": 2.354419231414795,
   "mf_rel": 0.2489214837551117,
   "mf_cos_true": 0.8489015102386475,
   "mf_cos_eps": 0.8029109239578247,
   "kmf_sq_abs": 1.4227628707885742,
   "kmf_lin_abs": 1.530599594116211,
   "kmf_lin_rel": 0.16132134199142456,
   "kmf_lin_cos_eps": 0.09631951153278351,
   "mid_only_abs": 2.57088565826416,
   "midstate_abs": 4.304656982421875,
   "midstate_rel": 0.4555080831050873,
   "heun_abs": 1.8236483335494995,
   "heun_rel": 0.1927146017551422,
   "d1_norm": 3.2171449661254883,
   "d2_norm": 11.126049041748047,
   "d3_norm": 18.29114532470703,
   "net_abs": 1.3471484184265137,
   "net_rel": 0.14259807765483856
  },
  {
   "r": 0.0,
   "t": 0.4,
   "span": 0.4,
   "norm_u_true": 9.78399658203125,
   "norm_dudt": 2.373415946960449,
   "mf_abs": 1.7019946575164795,
   "mf_rel": 0.17237165570259094,
   "mf_cos_true": 0.8364542722702026,
   "mf_cos_eps": 0.80040043592453,
   "kmf_sq_abs": 1.4873857498168945,
   "kmf_lin_abs": 1.8382024765014648,
   "kmf_lin_rel": 0.18990299105644226,
   "kmf_lin_cos_eps": 0.6340612173080444,
   "mid_only_abs": 2.7560770511627197,
   "midstate_abs": 4.497618675231934,
   "midstate_rel": 0.4598080515861511,
   "heun_abs": 2.0347068309783936,
   "heun_rel": 0.20750463008880615,
   "d1_norm": 2.2074503898620605,
   "d2_norm": 6.331303596496582,
   "d3_norm": 13.588470458984375,
   "net_abs": 0.9387868642807007,
   "net_rel": 0.09583067893981934
  },
  {
   "r": 0.0,
   "t": 0.5,
   "span": 0.5,
   "norm_u_true": 9.98532772064209,
   "norm_dudt": 2.658200263977051,
   "mf_abs": 0.8106092214584351,
   "mf_rel": 0.0805797278881073,
   "mf_cos_true": -0.3406544327735901,
   "mf_cos_eps": -0.19956746697425842,
   "kmf_sq_abs": 1.2309105396270752,
   "kmf_lin_abs": 1.5382835865020752,
   "kmf_lin_rel": 0.15414834022521973,
   "kmf_lin_cos_eps": 0.5139043927192688,
   "mid_only_abs": 2.382789134979248,
   "midstate_abs": 5.330208778381348,
   "midstate_rel": 0.5345790982246399,
   "heun_abs": 2.8818538188934326,
   "heun_rel": 0.28885430097579956,
   "d1_norm": 1.423255443572998,
   "d2_norm": 4.9012861251831055,
   "d3_norm": 12.108942031860352,
   "net_abs": 0.8207994103431702,
   "net_rel": 0.08221843093633652
  },
  {
   "r": 0.0,
   "t": 0.6,
   "span": 0.6,
   "norm_u_true": 10.118559837341309,
   "norm_dudt": 4.046132564544678,
   "mf_abs": 3.044166088104248,
   "mf_rel": 0.3003576099872589,
   "mf_cos_true": 0.9172172546386719,
   "mf_cos_eps": 0.841435432434082,
   "kmf_sq_abs": 1.3112163543701172,
   "kmf_lin_abs": 1.7851487398147583,
   "kmf_lin_rel": 0.17629936337471008,
   "kmf_lin_cos_eps": 0.7054632306098938,
   "mid_only_abs": 2.974583625793457,
   "midstate_abs": 3.8119943141937256,
   "midstate_rel": 0.37495750188827515,
   "heun_abs": 0.9826163649559021,
   "heun_rel": 0.09552386403083801,
   "d1_norm": 1.021875023841858,
   "d2_norm": 4.131267547607422,
   "d3_norm": 7.380629539489746,
   "net_abs": 0.5622822046279907,
   "net_rel": 0.0555611215531826
  },
  {
   "r": 0.0,
   "t": 0.7,
   "span": 0.7,
   "norm_u_true": 10.210578918457031,
   "norm_dudt": 1.5618565082550049,
   "mf_abs": 0.7238559722900391,
   "mf_rel": 0.0707138329744339,
   "mf_cos_true": 0.01889939233660698,
   "mf_cos_eps": 0.0709509551525116,
   "kmf_sq_abs": 1.1261842250823975,
   "kmf_lin_abs": 1.562591552734375,
   "kmf_lin_rel": 0.15248213708400726,
   "kmf_lin_cos_eps": 0.6589925289154053,
   "mid_only_abs": 2.7245984077453613,
   "midstate_abs": 5.200009346008301,
   "midstate_rel": 0.509149432182312,
   "heun_abs": 2.7610363960266113,
   "heun_rel": 0.27028360962867737,
   "d1_norm": 0.9923672080039978,
   "d2_norm": 3.2669692039489746,
   "d3_norm": 8.216880798339844,
   "net_abs": 0.6127126216888428,
   "net_rel": 0.06004098802804947
  },
  {
   "r": 0.0,
   "t": 0.8,
   "span": 0.8,
   "norm_u_true": 10.280738830566406,
   "norm_dudt": 3.559027671813965,
   "mf_abs": 3.139580726623535,
   "mf_rel": 0.3054307699203491,
   "mf_cos_true": 0.841235876083374,
   "mf_cos_eps": 0.7405093908309937,
   "kmf_sq_abs": 0.9379472732543945,
   "kmf_lin_abs": 1.278116226196289,
   "kmf_lin_rel": 0.12322138249874115,
   "kmf_lin_cos_eps": 0.6785725951194763,
   "mid_only_abs": 2.1469192504882812,
   "midstate_abs": 3.9412341117858887,
   "midstate_rel": 0.3837699890136719,
   "heun_abs": 1.2848330736160278,
   "heun_rel": 0.12474364042282104,
   "d1_norm": 0.6407566070556641,
   "d2_norm": 2.373415946960449,
   "d3_norm": 5.565019130706787,
   "net_abs": 0.544069766998291,
   "net_rel": 0.05294711887836456
  },
  {
   "r": 0.0,
   "t": 0.9,
   "span": 0.9,
   "norm_u_true": 10.333314895629883,
   "norm_dudt": 17.87816619873047,
   "mf_abs": 16.365367889404297,
   "mf_rel": 1.5846014022827148,
   "mf_cos_true": 0.949444055557251,
   "mf_cos_eps": 0.8185906410217285,
   "kmf_sq_abs": 0.7964116334915161,
   "kmf_lin_abs": 1.5619468688964844,
   "kmf_lin_rel": 0.14914938807487488,
   "kmf_lin_cos_eps": -0.682485818862915,
   "mid_only_abs": 2.9376566410064697,
   "midstate_abs": 4.5689287185668945,
   "midstate_rel": 0.44398587942123413,
   "heun_abs": 10.097332000732422,
   "heun_rel": 0.9785149693489075,
   "d1_norm": 0.9012945890426636,
   "d2_norm": 3.5273427963256836,
   "d3_norm": 4.809117794036865,
   "net_abs": 0.19002258777618408,
   "net_rel": 0.018513960763812065
  },
  {
   "r": 0.0,
   "t": 0.95,
   "span": 0.95,
   "norm_u_true": 10.35672664642334,
   "norm_dudt": 64.29971313476562,
   "mf_abs": 61.504981994628906,
   "mf_rel": 5.942716598510742,
   "mf_cos_true": 0.9920964241027832,
   "mf_cos_eps": 0.938286304473877,
   "kmf_sq_abs": 0.6677861213684082,
   "kmf_lin_abs": 1.1961216926574707,
   "kmf_lin_rel": 0.1146148070693016,
   "kmf_lin_cos_eps": -0.46628355979919434,
   "mid_only_abs": 2.5505270957946777,
   "midstate_abs": 26.227705001831055,
   "midstate_rel": 2.537191390991211,
   "heun_abs": 43.71785354614258,
   "heun_rel": 4.225504398345947,
   "d1_norm": 0.9435088634490967,
   "d2_norm": 2.9939303398132324,
   "d3_norm": 27.214248657226562,
   "net_abs": 2.2616631984710693,
   "net_rel": 0.2185918092727661
  },
  {
   "r": 0.0,
   "t": 1.0,
   "span": 1.0,
   "norm_u_true": 10.378573417663574,
   "norm_dudt": 4.240537643432617,
   "mf_abs": 3.8513689041137695,
   "mf_rel": 0.3713422417640686,
   "mf_cos_true": -0.9887999892234802,
   "mf_cos_eps": -0.916346549987793,
   "kmf_sq_abs": 7.18745231628418,
   "kmf_lin_abs": 14.660856246948242,
   "kmf_lin_rel": 1.412999153137207,
   "kmf_lin_cos_eps": -0.8949825167655945,
   "mid_only_abs": 2.364427328109741,
   "midstate_abs": 4.872905731201172,
   "midstate_rel": 0.4697429835796356,
   "heun_abs": 4.360708236694336,
   "heun_rel": 0.4204045832157135,
   "d1_norm": 28.04054832458496,
   "d2_norm": 2.658200263977051,
   "d3_norm": 5.2787017822265625,
   "net_abs": 3.9062576293945312,
   "net_rel": 0.3766472339630127
  }
 ],
 "ref_discretization": {
  "norm_128": 10.378573417663574,
  "norm_512": 10.360570907592773,
  "diff_mean": 0.018837258219718933,
  "diff_rel": 0.0018179214093834162
 },
 "gate_corner": {
  "mf": 3.8513689041137695,
  "kmf_sq": 7.18745231628418,
  "kmf_lin": 14.660856246948242,
  "mid_only": 2.364427328109741,
  "midstate": 4.872905731201172,
  "heun": 4.360708236694336,
  "net_1step": 3.9062576293945312,
  "ratio_lin_over_mf": 3.8066611150358813,
  "ratio_mid_over_mf": 0.6139186837137884,
  "ratio_midstate_over_mf": 1.265239932221571,
  "ratio_heun_over_mf": 1.132248908183406
 },
 "gate_worst_accel": {
  "t": 0.05,
  "dudt": 156.59774780273438,
  "mf": 2.629317283630371,
  "kmf_sq": 3.808063507080078,
  "kmf_lin": 2.105757713317871,
  "mid_only": 2.467759370803833,
  "ratio_lin_over_mf": 0.8008762298973645
 },
 "wall_s": 13.092682200003765
}