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diff --git a/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/eda/eda_fold_0/state_metrics.csv b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/eda/eda_fold_0/state_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e413c5bf481f972fea5834e30382828c2ad92ab5
--- /dev/null
+++ b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/eda/eda_fold_0/state_metrics.csv
@@ -0,0 +1,5 @@
+State,Count,R2_Dry_Green_g,R2_Dry_Clover_g,R2_Dry_Dead_g,R2_Dry_Total_g,R2_GDM_g
+Tas,28,0.5104582905769348,0.7700532674789429,0.5785025358200073,0.5976084470748901,0.5580483675003052
+NSW,15,0.6659501194953918,0.0,0.5119327306747437,0.5222986936569214,0.587510347366333
+Vic,23,0.6212115287780762,-0.4823192358016968,0.6380329132080078,0.6588172912597656,0.6998531222343445
+WA,6,0.8885481357574463,0.900324285030365,0.0,0.8035627007484436,0.8794746398925781
diff --git a/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/eda/eda_fold_0/state_r2_total.png b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/eda/eda_fold_0/state_r2_total.png
new file mode 100644
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diff --git a/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/eda/eda_fold_0/summary_report.txt b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/eda/eda_fold_0/summary_report.txt
new file mode 100644
index 0000000000000000000000000000000000000000..66da54dc2bf4e7f4764169923c6ba703bb540c47
--- /dev/null
+++ b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/eda/eda_fold_0/summary_report.txt
@@ -0,0 +1,22 @@
+EDA Summary for Fold 0
+==============================
+
+Overall Performance:
+  Dry_Green_g: R2=0.7872, RMSE=10.9304
+  Dry_Clover_g: R2=0.8714, RMSE=4.4783
+  Dry_Dead_g: R2=0.6357, RMSE=6.7080
+  Dry_Total_g: R2=0.6916, RMSE=13.6379
+  GDM_g: R2=0.7247, RMSE=11.5753
+
+Species Performance (Dry_Total_g R2):
+  Phalaris_Clover (n=6): 0.7570
+  Ryegrass (n=13): 0.6451
+  Clover (n=6): 0.5808
+  Ryegrass_Clover (n=25): 0.5752
+  Fescue (n=6): 0.2746
+
+State Performance (Dry_Total_g R2):
+  WA (n=6): 0.8036
+  Vic (n=23): 0.6588
+  Tas (n=28): 0.5976
+  NSW (n=15): 0.5223
\ No newline at end of file
diff --git a/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/history.json b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/history.json
new file mode 100644
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+    0.359997034072876,
+    0.3634446859359741,
+    0.5228105783462524,
+    0.4735875129699707,
+    0.5403517484664917,
+    0.5622647404670715,
+    0.6026742458343506,
+    0.6019006967544556,
+    0.5854209661483765,
+    0.6419341564178467,
+    0.6171371340751648,
+    0.591483473777771,
+    0.6857064962387085,
+    0.6352322101593018,
+    0.6564944386482239,
+    0.7132835388183594,
+    0.6880297064781189,
+    0.6710634231567383,
+    0.6894668340682983,
+    0.6722543239593506,
+    0.6726557016372681,
+    0.693585991859436,
+    0.6916284561157227
+  ],
+  "train_GDM_g": [
+    -1.5626859664916992,
+    -1.4548909664154053,
+    -0.838626503944397,
+    0.11026239395141602,
+    0.38092780113220215,
+    0.5557118654251099,
+    0.6460861563682556,
+    0.71091628074646,
+    0.7964015603065491,
+    0.8004447817802429,
+    0.840039849281311,
+    0.8546684384346008,
+    0.8788706064224243,
+    0.8781798481941223,
+    0.8732443451881409,
+    0.8919485807418823,
+    0.8889214992523193,
+    0.9064525365829468,
+    0.9175840616226196,
+    0.9269900321960449,
+    0.9487610459327698,
+    0.929893434047699,
+    0.932964026927948,
+    0.9473593235015869,
+    0.929587185382843,
+    0.9359109401702881,
+    0.9383702278137207
+  ],
+  "val_GDM_g": [
+    -2.3628642559051514,
+    -2.005164623260498,
+    -0.5187408924102783,
+    0.1045350432395935,
+    0.3631521463394165,
+    0.38964295387268066,
+    0.5607446432113647,
+    0.5907155275344849,
+    0.5392283201217651,
+    0.6045752167701721,
+    0.6561708450317383,
+    0.6865047216415405,
+    0.618942379951477,
+    0.6229257583618164,
+    0.7064414024353027,
+    0.6663191318511963,
+    0.7146485447883606,
+    0.6956847906112671,
+    0.7108504772186279,
+    0.743676483631134,
+    0.7021100521087646,
+    0.7117892503738403,
+    0.7159684300422668,
+    0.7090002298355103,
+    0.7087417244911194,
+    0.7258893251419067,
+    0.7247099876403809
+  ]
+}
\ No newline at end of file
diff --git a/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/results.json b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/results.json
new file mode 100644
index 0000000000000000000000000000000000000000..58715a4289dcdd2cca370bc80282cffcc5e59f13
--- /dev/null
+++ b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/fold_0/results.json
@@ -0,0 +1,8 @@
+{
+  "best_r2": 0.8137691631788911,
+  "best_epoch": 20,
+  "final_train_r2": 0.9386442784568321,
+  "final_val_r2": 0.801559682290193,
+  "final_train_legacy_r2": 0.9003315448760987,
+  "final_val_legacy_r2": 0.7201921761035919
+}
\ No newline at end of file
diff --git a/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/plots/fold_0/loss.png b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/plots/fold_0/loss.png
new file mode 100644
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diff --git a/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/plots/fold_0/lr.png b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/plots/fold_0/lr.png
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diff --git a/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/plots/fold_0/per_target_r2.png b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/plots/fold_0/per_target_r2.png
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diff --git a/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/plots/fold_0/r2.png b/day6/convnextv2l_nobias_huber_4grid_film_16heads_derivev2_f33_aux_convnextv2_large_20251228_1527/plots/fold_0/r2.png
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diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/binned_metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/binned_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f1f021c360d75486daee77ad6369874945c425eb
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/binned_metrics.csv
@@ -0,0 +1,16 @@
+Target,Bin,N,R2,MAE,RMSE,Mean_True,Mean_Pred,Bias
+Dry_Green_g,Low (0-25%),29,-15.063760757446289,7.396583080291748,12.567548202504163,3.5839965,10.578606,6.994609
+Dry_Green_g,Medium (25-75%),60,0.07742363214492798,6.329961776733398,8.51042657771442,24.066315,23.825214,-0.24110031
+Dry_Green_g,High (75-100%),29,-0.43113696575164795,19.681865692138672,26.334536496775485,66.1019,48.686962,-17.414936
+Dry_Clover_g,Low (0-25%),46,0.0,1.5557060241699219,2.2782465354200725,0.0,1.555706,1.555706
+Dry_Clover_g,Medium (25-75%),43,-0.7464195489883423,1.827194094657898,2.357306780213912,2.0305815,2.667394,0.63681245
+Dry_Clover_g,High (75-100%),29,0.06710350513458252,8.725594520568848,12.599023060542358,19.383713,11.893025,-7.4906874
+Dry_Dead_g,Low (0-25%),29,-48.36382293701172,6.10538911819458,7.918889613678362,1.0290103,7.0463724,6.017362
+Dry_Dead_g,Medium (25-75%),60,-0.5714747905731201,4.578816890716553,5.602196480641753,9.1322,11.201229,2.0690289
+Dry_Dead_g,High (75-100%),29,-2.01886248588562,17.104106903076172,21.086428851027694,31.345753,14.241649,-17.104103
+Dry_Total_g,Low (0-25%),29,0.2547938823699951,4.024767875671387,5.189186465497849,16.967043,18.78412,1.8170776
+Dry_Total_g,Medium (25-75%),60,-0.04336440563201904,8.035605430603027,9.824138760857265,43.819885,40.658333,-3.1615524
+Dry_Total_g,High (75-100%),29,-0.9229563474655151,24.40009307861328,31.30617412086532,89.53543,67.605606,-21.929825
+GDM_g,Low (0-25%),29,-0.6707093715667725,3.797098159790039,4.440889380448457,9.725432,11.773334,2.0479012
+GDM_g,Medium (25-75%),60,0.04204481840133667,7.094963550567627,9.339254771527544,30.55589,29.13151,-1.4243793
+GDM_g,High (75-100%),29,-0.7678489685058594,19.341880798339844,25.665278938066308,71.33794,53.83621,-17.501728
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..921146f75dd3f06f1ac9e04e85bfce847b5a3e97
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/metrics.csv
@@ -0,0 +1,6 @@
+Target,R2,MAE,RMSE,Slope,Intercept,Pred_Var,True_Var,Var_Ratio,Shrinkage
+Dry_Green_g,0.6377469301223755,10.267664909362793,16.465304801522237,0.5407548313976066,10.73268419134427,324.99048,754.7314,0.43060416,0.4592451686023934
+Dry_Clover_g,0.5041766166687012,3.862572193145752,8.336476102123099,0.3663781208243537,2.3615207535828246,30.135366,141.35234,0.21319327,0.6336218791756463
+Dry_Dead_g,0.1760600209236145,8.514348983764648,13.24421479227316,0.1606047013024041,8.870684369760118,26.245316,214.69492,0.1222447,0.8393952986975959
+Dry_Total_g,0.628756046295166,11.699538230895996,18.865611185445083,0.5867470954286257,13.216591804039037,474.14813,966.8237,0.49041837,0.4132529045713743
+GDM_g,0.6664639711380005,9.66760540008545,15.282561013867346,0.5908704688601215,9.894564873648307,339.31058,706.1786,0.48048833,0.4091295311398785
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/regression_stats.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/regression_stats.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f2926de2b22440b12e57dffdf9c4f96200bf28bc
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/regression_stats.csv
@@ -0,0 +1,6 @@
+Target,Slope,Intercept,R_squared,Shrinkage,Mean_True,Mean_Pred
+Dry_Green_g,0.5407548313976066,10.73268419134427,0.6790825824138883,0.4592451686023934,30.20346,27.065351
+Dry_Clover_g,0.3663781208243537,2.3615207535828246,0.6296302211225984,0.6336218791756463,6.0447145,4.576172
+Dry_Dead_g,0.1606047013024041,8.870684369760118,0.2110019519406269,0.8393952986975959,13.198664,10.990452
+Dry_Total_g,0.5867470954286257,13.216591804039037,0.701996801217399,0.4132529045713743,49.444233,42.22785
+GDM_g,0.5908704688601215,9.894564873648307,0.726610598773485,0.4091295311398785,36.248177,31.312542
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/species_metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/species_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d4c433ef20ff5371d3de96b9bc3ee77849732284
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/species_metrics.csv
@@ -0,0 +1,8 @@
+Species,Count,R2_Dry_Green_g,Mean_True_Dry_Green_g,R2_Dry_Clover_g,Mean_True_Dry_Clover_g,R2_Dry_Dead_g,Mean_True_Dry_Dead_g,R2_Dry_Total_g,Mean_True_Dry_Total_g,R2_GDM_g,Mean_True_GDM_g
+Lucerne,5,-0.03888845443725586,50.538704,1.0,0.0,-0.14404428005218506,11.8013,-0.08981800079345703,62.340004,-0.1290285587310791,50.538704
+Ryegrass,22,0.7202361822128296,23.682514,-4.591636657714844,0.3637682,-0.08884274959564209,11.563668,0.6815699338912964,35.595917,0.6883707046508789,24.046284
+Ryegrass_Clover,31,0.39822882413864136,23.913027,0.6442550420761108,4.510133,0.21243274211883545,13.932619,0.5049537420272827,42.35577,0.5420326590538025,28.423159
+Phalaris_Clover,17,0.4597550630569458,39.272804,0.4200701117515564,6.759983,-0.7044708728790283,7.037218,0.7235680818557739,53.070004,0.5910084247589111,46.03279
+Fescue,10,-0.2065587043762207,68.94584,0.0,0.0,-0.25217366218566895,30.484167,-0.36243951320648193,99.42999,0.014237284660339355,68.94584
+Fescue_CrumbWeed,5,0.7671148180961609,38.703022,0.25433653593063354,2.01962,-0.6626973152160645,16.737358,0.7386549711227417,57.46,0.8221123218536377,40.722637
+Clover,11,-82.03900909423828,2.0752637,-0.1806238889694214,25.661762,0.34498274326324463,4.6782002,0.9066928625106812,32.415226,0.9399341940879822,27.737028
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/species_r2_total.png b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/species_r2_total.png
new file mode 100644
index 0000000000000000000000000000000000000000..447b4f599a808fd278cd255a438b96072cc10b89
Binary files /dev/null and b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/species_r2_total.png differ
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/state_metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/state_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..552eafdf1d04f4f533866e606b6f26e86af3b0de
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/state_metrics.csv
@@ -0,0 +1,5 @@
+State,Count,R2_Dry_Green_g,Mean_True_Dry_Green_g,R2_Dry_Clover_g,Mean_True_Dry_Clover_g,R2_Dry_Dead_g,Mean_True_Dry_Dead_g,R2_Dry_Total_g,Mean_True_Dry_Total_g,R2_GDM_g,Mean_True_GDM_g
+NSW,25,0.19495761394500732,63.71723,-1.410874843597412,0.403924,0.012182056903839111,18.610844,0.13674426078796387,82.732,0.2358940839767456,64.121155
+Tas,47,0.4403444528579712,19.32035,0.4034038782119751,5.199547,0.08647525310516357,15.374126,0.6113525629043579,39.894024,0.6804150342941284,24.519896
+Vic,37,0.6072856187820435,27.78537,0.48954349756240845,5.8891964,0.291998028755188,10.345566,0.7641159892082214,44.011784,0.7201319932937622,33.67457
+WA,10,0.032723188400268555,6.51661,0.1369253396987915,24.69439,0.0,0.0,0.9043077826499939,31.211002,0.7481616735458374,31.210999
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/state_r2_total.png b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/state_r2_total.png
new file mode 100644
index 0000000000000000000000000000000000000000..7e83f1d290eaebf97622c35c5f86a312d45c4369
Binary files /dev/null and b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/state_r2_total.png differ
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/tail_analysis.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/tail_analysis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..df44e48f101f9d02fd9aff38b8d6087b2ef60ef7
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/tail_analysis.csv
@@ -0,0 +1,6 @@
+Target,R2_Bottom10,R2_Middle80,R2_Top10,MAE_Bottom10,MAE_Middle80,MAE_Top10,N_Bottom10,N_Top10
+Dry_Green_g,-1381.9022216796875,0.6746693253517151,-4.534427642822266,12.079366683959961,6.612157344818115,37.851016998291016,11,12
+Dry_Clover_g,,0.5787572860717773,-1.6555335521697998,,2.0135114192962646,20.35002899169922,0,12
+Dry_Dead_g,0.0,0.09907621145248413,-4.968983173370361,5.443881511688232,5.91008996963501,32.27956771850586,14,12
+Dry_Total_g,-2.2712244987487793,0.6365819573402405,-3.8359932899475098,3.701436758041382,8.645865440368652,43.46049118041992,11,12
+GDM_g,-5.580655574798584,0.6598565578460693,-5.148644924163818,4.6209025382995605,6.99481725692749,35.676063537597656,11,12
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/variance_analysis.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/variance_analysis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..de6c3857766c50c0a419c42db3221f13fb37735d
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/eda/eda_fold_0/variance_analysis.csv
@@ -0,0 +1,6 @@
+Target,True_Var,Pred_Var,Var_Ratio,True_Std,Pred_Std,Std_Ratio
+Dry_Green_g,754.7314,324.99048,0.43060416,27.472376,18.027493,0.65620434
+Dry_Clover_g,141.35234,30.135366,0.21319327,11.889169,5.4895687,0.46172854
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diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/history.json b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/history.json
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+    0.5922351479530334,
+    0.5648096799850464,
+    0.6170704960823059,
+    0.5950667858123779,
+    0.599936306476593,
+    0.6415306329727173,
+    0.6320722103118896,
+    0.6301823258399963,
+    0.6197584271430969,
+    0.6318079233169556,
+    0.6294106841087341,
+    0.6290356516838074,
+    0.628756046295166
+  ],
+  "train_GDM_g": [
+    -1.6755356788635254,
+    -1.6709492206573486,
+    -1.4564249515533447,
+    -0.943679690361023,
+    -0.41544651985168457,
+    -0.05550265312194824,
+    0.11801797151565552,
+    0.2446657419204712,
+    0.3282043933868408,
+    0.41376352310180664,
+    0.4018624424934387,
+    0.48657912015914917,
+    0.5644524097442627,
+    0.5941894054412842,
+    0.6176223754882812,
+    0.6461039781570435,
+    0.692457914352417,
+    0.7318662405014038,
+    0.712091326713562,
+    0.7291715145111084,
+    0.7653309106826782,
+    0.7924324870109558,
+    0.7406343221664429,
+    0.7740909457206726,
+    0.788292407989502,
+    0.7591512203216553,
+    0.7994388341903687,
+    0.7829287052154541,
+    0.8099155426025391,
+    0.7876502871513367,
+    0.793258547782898
+  ],
+  "val_GDM_g": [
+    -1.7969295978546143,
+    -1.7455775737762451,
+    -1.3341171741485596,
+    -0.7296932935714722,
+    -0.32715165615081787,
+    -0.045806288719177246,
+    0.09414154291152954,
+    0.17359387874603271,
+    0.29844576120376587,
+    0.370741605758667,
+    0.32410651445388794,
+    0.4384269118309021,
+    0.40919649600982666,
+    0.5659289956092834,
+    0.5928415060043335,
+    0.6159765720367432,
+    0.6458693742752075,
+    0.6193748116493225,
+    0.6434214115142822,
+    0.6150306463241577,
+    0.6448723077774048,
+    0.6385650634765625,
+    0.6411149501800537,
+    0.6789419651031494,
+    0.662484884262085,
+    0.6609596014022827,
+    0.6570022106170654,
+    0.669501543045044,
+    0.6669243574142456,
+    0.6668490171432495,
+    0.6664639711380005
+  ]
+}
\ No newline at end of file
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/results.json b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/results.json
new file mode 100644
index 0000000000000000000000000000000000000000..e0a0191338c1a9ae06ad5d73b8f33595f5c3827e
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_0/results.json
@@ -0,0 +1,8 @@
+{
+  "best_r2": 0.7218582249943282,
+  "best_epoch": 24,
+  "final_train_r2": 0.813101284303456,
+  "final_val_r2": 0.7134656077808326,
+  "final_train_legacy_r2": 0.6792956531047821,
+  "final_val_legacy_r2": 0.5794691741466522
+}
\ No newline at end of file
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/binned_metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/binned_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..45bb70871507fa265a6900fadd563f7408835ed4
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/binned_metrics.csv
@@ -0,0 +1,16 @@
+Target,Bin,N,R2,MAE,RMSE,Mean_True,Mean_Pred,Bias
+Dry_Green_g,Low (0-25%),29,-15.212902069091797,6.744451522827148,10.778972882825682,2.5525072,8.827075,6.2745676
+Dry_Green_g,Medium (25-75%),60,-0.4308398962020874,5.890355587005615,8.040422359778919,20.589952,23.719316,3.129364
+Dry_Green_g,High (75-100%),29,0.4649091362953186,12.979780197143555,16.728932354886698,58.18681,53.941273,-4.245537
+Dry_Clover_g,Low (0-25%),47,0.0,0.6347932815551758,1.7094180532330276,0.0,0.6347933,0.6347933
+Dry_Clover_g,Medium (25-75%),42,-2.1824729442596436,2.2516753673553467,3.048263311762039,2.455569,3.3871613,0.9315922
+Dry_Clover_g,High (75-100%),29,-0.2577683925628662,9.502826690673828,16.982543060414365,20.21761,12.131964,-8.085646
+Dry_Dead_g,Low (0-25%),29,-22.106914520263672,4.440725326538086,5.812245024964502,1.1388242,5.55193,4.413106
+Dry_Dead_g,Medium (25-75%),60,-0.25274813175201416,4.1420207023620605,4.907645057559311,8.820819,10.020662,1.1998434
+Dry_Dead_g,High (75-100%),29,-3.4819436073303223,15.263605117797852,17.24646225186714,29.474525,14.210917,-15.263608
+Dry_Total_g,Low (0-25%),29,0.3152537941932678,4.157313346862793,5.251079811583716,16.004452,19.322033,3.3175812
+Dry_Total_g,Medium (25-75%),60,-0.10220956802368164,7.324505805969238,9.204399499902674,40.2489,39.810936,-0.4379654
+Dry_Total_g,High (75-100%),29,0.0028071999549865723,16.86668586730957,20.22435804180506,79.820786,65.800644,-14.020142
+GDM_g,Low (0-25%),29,-0.030640840530395508,3.731809377670288,4.524429976667728,8.881059,10.752087,1.871028
+GDM_g,Medium (25-75%),60,-0.6924678087234497,6.584235191345215,8.375584368459528,26.271595,29.014713,2.7431183
+GDM_g,High (75-100%),29,0.27908557653427124,14.244600296020508,18.322372951829614,66.352486,56.37823,-9.974255
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..46ec7d0f8661bb74d753363b9dc7cc97a2b0f6f9
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/metrics.csv
@@ -0,0 +1,6 @@
+Target,R2,MAE,RMSE,Slope,Intercept,Pred_Var,True_Var,Var_Ratio,Shrinkage
+Dry_Green_g,0.7066056132316589,8.576167106628418,14.323910358522367,0.6450986580014122,10.681629501047048,409.9379,705.239,0.5812751,0.3549013419985878
+Dry_Clover_g,0.3804551362991333,3.8200554847717285,9.988416065892084,0.3128368404391381,2.5459609063745514,36.372852,162.39978,0.22397107,0.6871631595608618
+Dry_Dead_g,0.2974320650100708,7.158768653869629,10.071650733545875,0.23964874575890058,7.043397102258259,21.109846,145.60553,0.1449797,0.7603512542410994
+Dry_Total_g,0.7118533253669739,9.68165111541748,15.433052935981419,0.6249403738657052,13.260975285448339,434.73465,833.595,0.5215178,0.3750596261342948
+GDM_g,0.7261697053909302,8.474084854125977,13.905661855540174,0.6178069133888018,11.212066175556593,360.9173,712.14233,0.506805,0.3821930866111982
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/regression_stats.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/regression_stats.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b19afa0f32cef236de7d051a47d6193f5a519103
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/regression_stats.csv
@@ -0,0 +1,6 @@
+Target,Slope,Intercept,R_squared,Shrinkage,Mean_True,Mean_Pred
+Dry_Green_g,0.6450986580014122,10.681629501047048,0.7159299984246025,0.3549013419985878,26.5111,27.783905
+Dry_Clover_g,0.3128368404391381,2.5459609063745514,0.4369622127476116,0.6871631595608618,6.3968997,4.547147
+Dry_Dead_g,0.23964874575890058,7.043397102258259,0.39613492862289895,0.7603512542410994,12.298435,9.990702
+Dry_Total_g,0.6249403738657052,13.260975285448339,0.7488726940142275,0.3750596261342948,45.206436,41.512302
+GDM_g,0.6178069133888018,11.212066175556593,0.7531207930191028,0.3821930866111982,32.907997,31.542854
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/species_metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/species_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..970c1a4ab2ee31e4b1fefe001eba0af241361a18
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/species_metrics.csv
@@ -0,0 +1,8 @@
+Species,Count,R2_Dry_Green_g,Mean_True_Dry_Green_g,R2_Dry_Clover_g,Mean_True_Dry_Clover_g,R2_Dry_Dead_g,Mean_True_Dry_Dead_g,R2_Dry_Total_g,Mean_True_Dry_Total_g,R2_GDM_g,Mean_True_GDM_g
+Ryegrass_Clover,33,0.7139323949813843,19.99619,0.6150858402252197,5.5228815,0.22877883911132812,14.158773,0.6981602907180786,39.677834,0.803309977054596,25.519073
+Ryegrass,17,0.3646244406700134,22.740166,-0.03172767162322998,0.6381647,-0.030109763145446777,14.897613,0.46491044759750366,38.27594,0.3025091886520386,23.37833
+Lucerne,9,0.395699679851532,55.81911,1.0,0.0,-1.370072364807129,2.9364445,0.486697256565094,58.75556,0.4633772373199463,55.81911
+Clover,14,-5.276183128356934,3.3092859,-0.10128486156463623,23.420132,-0.05976223945617676,4.544293,0.76991206407547,31.273712,0.692198634147644,26.729414
+Fescue,11,0.3884558081626892,59.716698,0.0,0.0,-0.10109090805053711,21.019663,0.372111976146698,80.73637,0.4267863631248474,59.716698
+Phalaris_Clover,15,0.2422032356262207,33.63032,0.16777962446212769,9.165206,0.20748162269592285,9.879806,0.7352195382118225,52.67534,0.696710467338562,42.795525
+Phalaris_BarleyGrass_SilverGrass_SpearGrass_Clover_Capeweed,5,-2.300154685974121,11.6120405,0.45596247911453247,4.5943003,-4.870100975036621,27.813639,-0.7094559669494629,44.019997,-0.3478374481201172,16.20634
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/species_r2_total.png b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/species_r2_total.png
new file mode 100644
index 0000000000000000000000000000000000000000..493664a8c75fd9cf7801301ceb3af029322e8990
Binary files /dev/null and b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/species_r2_total.png differ
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/state_metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/state_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..80a8e705b1fffa724986853653fef75dab5e9a4d
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/state_metrics.csv
@@ -0,0 +1,5 @@
+State,Count,R2_Dry_Green_g,Mean_True_Dry_Green_g,R2_Dry_Clover_g,Mean_True_Dry_Clover_g,R2_Dry_Dead_g,Mean_True_Dry_Dead_g,R2_Dry_Total_g,Mean_True_Dry_Total_g,R2_GDM_g,Mean_True_GDM_g
+Tas,44,0.35748714208602905,13.569035,0.4783283472061157,6.947746,0.04961085319519043,16.483614,0.6329067349433899,37.000397,0.7619288563728333,20.516779
+WA,11,0.3438444137573242,6.91079,0.0511096715927124,17.1383,0.0,0.0,0.8138370513916016,24.049091,0.6024118661880493,24.049091
+NSW,26,0.4644661545753479,56.894863,0.0,0.0,0.39138931035995483,12.63975,0.5094280242919922,69.53462,0.49370473623275757,56.894863
+Vic,38,0.6636857986450195,26.381535,0.23965418338775635,7.0265517,0.37474024295806885,10.778984,0.7886483669281006,44.187065,0.7821176052093506,33.408092
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/state_r2_total.png b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/state_r2_total.png
new file mode 100644
index 0000000000000000000000000000000000000000..45831ab1176945b76d8c3dbb601b6f43a37e48b6
Binary files /dev/null and b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/state_r2_total.png differ
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/tail_analysis.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/tail_analysis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..adcc0c8fdce0c94968c8370ef12c25c58f92c310
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/tail_analysis.csv
@@ -0,0 +1,6 @@
+Target,R2_Bottom10,R2_Middle80,R2_Top10,MAE_Bottom10,MAE_Middle80,MAE_Top10,N_Bottom10,N_Top10
+Dry_Green_g,-1344.03564453125,0.5053426027297974,-0.41131341457366943,5.7579450607299805,6.9226202964782715,24.387916564941406,11,12
+Dry_Clover_g,,0.6051723957061768,-1.7324557304382324,,1.7237638235092163,22.511995315551758,0,12
+Dry_Dead_g,0.0,0.3218291401863098,-18.19870376586914,4.347340106964111,5.366155624389648,24.246618270874023,13,12
+Dry_Total_g,0.33785873651504517,0.6253819465637207,-1.4617433547973633,3.2236342430114746,7.698879241943359,31.46366310119629,11,12
+GDM_g,-8.752366065979004,0.6575462222099304,-1.0860252380371094,4.958340167999268,6.295280456542969,29.127286911010742,11,12
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/variance_analysis.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/variance_analysis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..adeb3f9c4d454b3c99127a474b6688e67e511bdf
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/variance_analysis.csv
@@ -0,0 +1,6 @@
+Target,True_Var,Pred_Var,Var_Ratio,True_Std,Pred_Std,Std_Ratio
+Dry_Green_g,705.239,409.9379,0.5812751,26.556337,20.246923,0.762414
+Dry_Clover_g,162.39978,36.372852,0.22397107,12.743617,6.030991,0.47325584
+Dry_Dead_g,145.60553,21.109846,0.1449797,12.066711,4.5945454,0.380762
+Dry_Total_g,833.595,434.73465,0.5215178,28.872046,20.850292,0.72216195
+GDM_g,712.14233,360.9173,0.506805,26.685995,18.997824,0.7119024
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/variance_analysis.png b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/variance_analysis.png
new file mode 100644
index 0000000000000000000000000000000000000000..e7d3ab496973756146455390e338b2913162c795
Binary files /dev/null and b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/eda/eda_fold_1/variance_analysis.png differ
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/history.json b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..172f10d9d0de9229611616b9134764c5305efd7f
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/history.json
@@ -0,0 +1,629 @@
+{
+  "train_loss": [
+    38.238517987526066,
+    36.65132655127574,
+    33.633333480964275,
+    28.30703880019107,
+    22.808311826091703,
+    19.376819489365918,
+    17.642510268647793,
+    16.437369605242196,
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+    12.495199454032768,
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+    11.045549942275224,
+    10.412093732316615,
+    10.24106661748078,
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+    8.691373590695656,
+    8.519313416238559,
+    8.438141317690834,
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+    7.760050213943093,
+    7.611067654722828,
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+    7.662059080802788,
+    7.189841520988335,
+    7.573075642020015,
+    7.2994564104888395
+  ],
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+    0.7256532907485962,
+    0.7259894609451294,
+    0.7261053323745728,
+    0.7261697053909302
+  ]
+}
\ No newline at end of file
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/results.json b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/results.json
new file mode 100644
index 0000000000000000000000000000000000000000..7661210576dae5e40ca0b3b646bb8f9de9571dee
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_1/results.json
@@ -0,0 +1,8 @@
+{
+  "best_r2": 0.7657160758634027,
+  "best_epoch": 31,
+  "final_train_r2": 0.8407747042278145,
+  "final_val_r2": 0.7657160758634027,
+  "final_train_legacy_r2": 0.7209368705749513,
+  "final_val_legacy_r2": 0.6396098852157592
+}
\ No newline at end of file
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/binned_metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/binned_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..583080019acd60c0483358cb6d5e0bb6d794fb46
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/binned_metrics.csv
@@ -0,0 +1,16 @@
+Target,Bin,N,R2,MAE,RMSE,Mean_True,Mean_Pred,Bias
+Dry_Green_g,Low (0-25%),30,-31.58141326904297,9.459898948669434,13.393179544110549,2.57927,11.909969,9.3307
+Dry_Green_g,Medium (25-75%),59,-0.7503865957260132,6.000300884246826,7.7032044814769955,18.598852,20.482548,1.8836956
+Dry_Green_g,High (75-100%),29,0.5974043607711792,8.48970890045166,10.492780110544688,50.50107,45.61476,-4.886307
+Dry_Clover_g,Low (0-25%),42,0.0,0.4045758843421936,0.9839977268041544,0.0,0.40457588,0.40457588
+Dry_Clover_g,Medium (25-75%),47,-0.2649714946746826,2.1471569538116455,2.845262397773291,3.6893659,3.9833312,0.29396534
+Dry_Clover_g,High (75-100%),29,-1.2789812088012695,13.317778587341309,16.637038382554092,22.796822,9.479042,-13.31778
+Dry_Dead_g,Low (0-25%),29,-33.31614303588867,4.510691165924072,6.825148852614979,1.2066449,5.443153,4.236508
+Dry_Dead_g,Medium (25-75%),60,-1.591313123703003,4.10180139541626,5.264540020012618,8.027505,9.865864,1.8383589
+Dry_Dead_g,High (75-100%),29,-1.4330596923828125,9.911275863647461,11.876509078660607,24.358395,14.664748,-9.693646
+Dry_Total_g,Low (0-25%),29,-0.9603787660598755,5.239871025085449,7.056482502812574,17.238798,20.46533,3.226532
+Dry_Total_g,Medium (25-75%),60,-0.9405869245529175,8.292891502380371,10.863930867622656,37.090847,34.70625,-2.3845978
+Dry_Total_g,High (75-100%),29,0.08643776178359985,12.855002403259277,15.571044537169485,71.35701,62.064655,-9.292355
+GDM_g,Low (0-25%),29,-0.8215897083282471,3.5561447143554688,5.103236439335505,9.511349,12.087511,2.5761623
+GDM_g,Medium (25-75%),60,-0.6236858367919922,6.561636447906494,8.138516495322039,26.162783,25.513151,-0.6496315
+GDM_g,High (75-100%),29,0.22273367643356323,10.131621360778809,12.369755413872314,58.17356,49.619614,-8.553947
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..46e7903a551aa3706d659085f3fc55053c79cffb
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/metrics.csv
@@ -0,0 +1,6 @@
+Target,R2,MAE,RMSE,Slope,Intercept,Pred_Var,True_Var,Var_Ratio,Shrinkage
+Dry_Green_g,0.7143280506134033,7.924781322479248,11.434894202393036,0.6811048765732574,8.984840800990883,296.4797,461.59558,0.6422932,0.31889512342674264
+Dry_Clover_g,0.3437332510948181,4.634489059448242,9.479283683529681,0.28295064333018516,1.9984561437004293,19.123575,138.08154,0.13849479,0.7170493566698148
+Dry_Dead_g,0.32248908281326294,5.837141513824463,8.209888859506517,0.32537448338282987,6.518287828037774,32.4979,100.328255,0.32391572,0.6746255166171702
+Dry_Total_g,0.7200292348861694,8.958295822143555,12.115539635492086,0.7104016682678325,8.913581503455056,361.15536,528.73486,0.6830557,0.28959833173216754
+GDM_g,0.7571189403533936,7.140660762786865,10.313953643996458,0.6985628754634482,6.9632755771317605,277.44058,441.69412,0.6281283,0.3014371245365518
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/regression_stats.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/regression_stats.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f7daa11e8ea4c369b39749d3a41f403c485de085
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/regression_stats.csv
@@ -0,0 +1,6 @@
+Target,Slope,Intercept,R_squared,Shrinkage,Mean_True,Mean_Pred
+Dry_Green_g,0.6811048765732574,8.984840800990883,0.7222617729677823,0.31889512342674264,23.159605,24.75896
+Dry_Clover_g,0.28295064333018516,1.9984561437004293,0.5780799218092726,0.7170493566698148,7.507462,4.1226974
+Dry_Dead_g,0.32537448338282987,6.518287828037774,0.3268398495508533,0.6746255166171702,10.636544,9.979148
+Dry_Total_g,0.7104016682678325,8.913581503455056,0.7388423786745997,0.28959833173216754,41.303608,38.255733
+GDM_g,0.6985628754634482,6.9632755771317605,0.7768955579014812,0.3014371245365518,30.667065,28.386148
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/species_metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/species_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c5f221342b796d9ef8151e411599c8d4cdcef1ed
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/species_metrics.csv
@@ -0,0 +1,8 @@
+Species,Count,R2_Dry_Green_g,Mean_True_Dry_Green_g,R2_Dry_Clover_g,Mean_True_Dry_Clover_g,R2_Dry_Dead_g,Mean_True_Dry_Dead_g,R2_Dry_Total_g,Mean_True_Dry_Total_g,R2_GDM_g,Mean_True_GDM_g
+Phalaris_Clover,10,0.5833511352539062,27.061909,-0.020406603813171387,10.07121,0.04348117113113403,9.553889,0.6510624885559082,46.687,0.7578519582748413,37.133118
+Clover,16,-7.98715877532959,3.1667624,-1.0229637622833252,26.546463,0.3817850351333618,5.29175,0.6002234220504761,35.004993,0.5106241703033447,29.713226
+Ryegrass_Clover,34,0.734309196472168,18.270374,0.3667147755622864,5.951162,0.3294264078140259,10.741056,0.6292805671691895,34.962574,0.8129758834838867,24.221537
+Phalaris_Ryegrass_Clover,5,-0.3305935859680176,24.84862,0.1522694230079651,4.44478,0.16813170909881592,8.506579,0.38917624950408936,37.8,0.0386502742767334,29.293402
+Ryegrass,23,0.8066564798355103,25.732924,-0.2535134553909302,0.6285435,-0.11654353141784668,12.395366,0.6271634697914124,38.756836,0.7904969453811646,26.361465
+Lucerne,8,0.5625139474868774,42.6996,1.0,0.0,-0.797667384147644,2.5379,0.7044200897216797,45.2375,0.6031184196472168,42.6996
+Fescue,7,0.7585724592208862,50.711033,0.0,0.0,-0.5198276042938232,25.646116,0.6338105201721191,76.35714,0.7735653519630432,50.711033
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/species_r2_total.png b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/species_r2_total.png
new file mode 100644
index 0000000000000000000000000000000000000000..8aed4205efb0774f229eccb738e0b2265a94abc1
Binary files /dev/null and b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/species_r2_total.png differ
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/state_metrics.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/state_metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d28d7a3c011d5d9736f74585eba0ec63b44dfb9d
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/state_metrics.csv
@@ -0,0 +1,5 @@
+State,Count,R2_Dry_Green_g,Mean_True_Dry_Green_g,R2_Dry_Clover_g,Mean_True_Dry_Clover_g,R2_Dry_Dead_g,Mean_True_Dry_Dead_g,R2_Dry_Total_g,Mean_True_Dry_Total_g,R2_GDM_g,Mean_True_GDM_g
+Vic,37,0.691432774066925,22.15572,0.08018672466278076,8.405803,0.33459317684173584,9.199112,0.8033800721168518,39.760635,0.8169494867324829,30.561523
+Tas,47,0.0750388503074646,12.980163,0.4494749903678894,6.6177835,0.19126659631729126,13.915589,0.40518051385879517,33.51353,0.5265753865242004,19.597944
+NSW,24,0.5717487335205078,48.739635,0.0,0.0,0.40378034114837646,11.306201,0.730905294418335,60.045834,0.5842405557632446,48.739635
+WA,11,0.6157841682434082,14.219317,-0.31376588344573975,24.667042,0.0,0.0,0.7629055976867676,38.886364,0.6906479001045227,38.886364
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/state_r2_total.png b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/state_r2_total.png
new file mode 100644
index 0000000000000000000000000000000000000000..80b44a0b2a8d0a36559319caed6454d718fdc506
Binary files /dev/null and b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/state_r2_total.png differ
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/tail_analysis.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/tail_analysis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..435f95f2d96803c43a9fdf979be91644042d71d5
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/tail_analysis.csv
@@ -0,0 +1,6 @@
+Target,R2_Bottom10,R2_Middle80,R2_Top10,MAE_Bottom10,MAE_Middle80,MAE_Top10,N_Bottom10,N_Top10
+Dry_Green_g,-1548.55078125,0.547606348991394,-1.0233025550842285,13.19897747039795,6.448790073394775,14.898033142089844,11,12
+Dry_Clover_g,,0.5004511475563049,-5.2571492195129395,,2.3787119388580322,24.748498916625977,0,12
+Dry_Dead_g,0.0,0.08394104242324829,-15.317426681518555,4.850953578948975,4.49025821685791,17.45609474182129,13,12
+Dry_Total_g,-7.761059761047363,0.4636242985725403,-1.1960091590881348,8.105636596679688,7.715516567230225,19.682151794433594,11,12
+GDM_g,-15.536008834838867,0.6175764799118042,-0.9422396421432495,4.8819966316223145,6.178755283355713,16.906341552734375,11,12
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/variance_analysis.csv b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/variance_analysis.csv
new file mode 100644
index 0000000000000000000000000000000000000000..14772510751f2b9a402468984016ecca032a9fdb
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/variance_analysis.csv
@@ -0,0 +1,6 @@
+Target,True_Var,Pred_Var,Var_Ratio,True_Std,Pred_Std,Std_Ratio
+Dry_Green_g,461.59558,296.4797,0.6422932,21.484776,17.218586,0.80143195
+Dry_Clover_g,138.08154,19.123575,0.13849479,11.750811,4.373051,0.3721489
+Dry_Dead_g,100.328255,32.4979,0.32391572,10.016399,5.7006927,0.5691359
+Dry_Total_g,528.73486,361.15536,0.6830557,22.994236,19.004087,0.8264718
+GDM_g,441.69412,277.44058,0.6281283,21.01652,16.656548,0.7925455
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/variance_analysis.png b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/variance_analysis.png
new file mode 100644
index 0000000000000000000000000000000000000000..f02f217d9adcbdfd2fec81fb8c4292db3790e1c4
Binary files /dev/null and b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/eda/eda_fold_2/variance_analysis.png differ
diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/history.json b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/history.json
new file mode 100644
index 0000000000000000000000000000000000000000..227364bef99758c11300771c4dc01e27f329afb6
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/history.json
@@ -0,0 +1,629 @@
+{
+  "train_loss": [
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+  ],
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diff --git a/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/results.json b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/results.json
new file mode 100644
index 0000000000000000000000000000000000000000..fdfc48a00da194b06f85d24b0bbb332dcb6a0729
--- /dev/null
+++ b/day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/fold_2/results.json
@@ -0,0 +1,8 @@
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+}
\ No newline at end of file
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diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0838/config.json b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0838/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e118bf2f279926a227c64fc018da0e45a863d88
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0838/config.json
@@ -0,0 +1,125 @@
+{
+  "name": "convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p",
+  "description": "ConvNeXt-large with Huber loss",
+  "tags": [
+    "baseline",
+    "convnext"
+  ],
+  "paths": {
+    "data_dir": "/csiro-biomass_data/",
+    "train_csv": "train.csv",
+    "test_csv": "test.csv",
+    "train_images": "train",
+    "test_images": "test",
+    "output_dir": "/volume/exp/day7"
+  },
+  "model": {
+    "backbone": "timm/convnextv2_large.fcmae_ft_in22k_in1k",
+    "pretrained": true,
+    "freeze_percent": 0.33,
+    "img_size": 518,
+    "grid": [
+      2,
+      2
+    ],
+    "use_stereo": true,
+    "stereo_heads": 16,
+    "dropout": 0.35,
+    "use_global": true,
+    "global_weight_learnable": true,
+    "head_strategy": "derive",
+    "use_dead_ratio_head": true,
+    "use_film": true,
+    "film_hidden_dim": null,
+    "film_hidden_ratio": 0.4,
+    "film_dropout": 0.1,
+    "film_share": false,
+    "film_apply_to_global": false,
+    "use_image_features": false
+  },
+  "data": {
+    "batch_size": 5,
+    "num_workers": 4,
+    "pin_memory": true,
+    "use_augmentation": true,
+    "aug_hflip": 0.3,
+    "aug_vflip": 0.3,
+    "aug_rotate90": 0.3,
+    "aug_brightness_contrast": 0.2,
+    "aug_hue_sat": 0.0,
+    "aug_noise": 0.1
+  },
+  "fold": {
+    "n_folds": 3,
+    "fold_idx": null,
+    "stratify": true,
+    "stratify_by": "State",
+    "stratify_bins": 5,
+    "group_by": "Sampling_Date",
+    "stratify_column": "Dry_Total_g",
+    "stratify_columns": [
+      "State"
+    ],
+    "include_month": false,
+    "shuffle": true,
+    "test_size": 0.2
+  },
+  "loss": {
+    "loss_type": "huber",
+    "huber_delta": 1.0,
+    "weight_total": 0.3,
+    "weight_gdm": 0.25,
+    "weight_green": 0.2,
+    "weight_clover": 0.2,
+    "weight_dead": 0.2,
+    "sample_weighting": false,
+    "sample_weight_strategy": "linear",
+    "sample_weight_alpha": 1.0,
+    "sample_weight_target": "total",
+    "sample_weight_scale": 100.0,
+    "target_transform": "log1p"
+  },
+  "optimizer": {
+    "optimizer": "adamw",
+    "learning_rate": "4e-5",
+    "weight_decay": 0.01,
+    "scheduler": "onecycle",
+    "warmup_epochs": 2,
+    "warmup_pct": 0.1,
+    "min_lr": "4e-7",
+    "gradient_accumulation_steps": 1,
+    "max_grad_norm": 0.0
+  },
+  "training": {
+    "epochs": 31,
+    "seed": 42,
+    "mixed_precision": true,
+    "patience": 7,
+    "early_stopping_metric": "val_weighted_r2",
+    "early_stopping_mode": "max",
+    "save_best_only": true,
+    "save_last": true
+  },
+  "aux": {
+    "enabled": true,
+    "predict_height": true,
+    "height_target": "norm",
+    "height_weight": 0.05,
+    "predict_ndvi": true,
+    "ndvi_target": "norm",
+    "ndvi_weight": 0.05,
+    "predict_state": true,
+    "state_weight": 0.035,
+    "state_num_classes": 4,
+    "state_class_weighting": "balanced",
+    "state_class_weight_max": 10.0,
+    "state_effective_num_beta": 0.999,
+    "predict_species": false,
+    "species_weight": 0.035,
+    "species_num_classes": null,
+    "species_class_weighting": "effective_num",
+    "species_class_weight_max": 10.0,
+    "species_effective_num_beta": 0.999,
+    "label_smoothing": 0.015
+  }
+}
\ No newline at end of file
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0838/config.yaml b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0838/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9e78149c8f51ccf95728d492a995d3c835808ffc
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0838/config.yaml
@@ -0,0 +1,112 @@
+name: convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p
+description: ConvNeXt-large with Huber loss
+tags:
+- baseline
+- convnext
+paths:
+  data_dir: /csiro-biomass_data/
+  train_csv: train.csv
+  test_csv: test.csv
+  train_images: train
+  test_images: test
+  output_dir: /volume/exp/day7
+model:
+  backbone: timm/convnextv2_large.fcmae_ft_in22k_in1k
+  pretrained: true
+  freeze_percent: 0.33
+  img_size: 518
+  grid:
+  - 2
+  - 2
+  use_stereo: true
+  stereo_heads: 16
+  dropout: 0.35
+  use_global: true
+  global_weight_learnable: true
+  head_strategy: derive
+  use_dead_ratio_head: true
+  use_film: true
+  film_hidden_dim: null
+  film_hidden_ratio: 0.4
+  film_dropout: 0.1
+  film_share: false
+  film_apply_to_global: false
+  use_image_features: false
+data:
+  batch_size: 5
+  num_workers: 4
+  pin_memory: true
+  use_augmentation: true
+  aug_hflip: 0.3
+  aug_vflip: 0.3
+  aug_rotate90: 0.3
+  aug_brightness_contrast: 0.2
+  aug_hue_sat: 0.0
+  aug_noise: 0.1
+fold:
+  n_folds: 3
+  fold_idx: null
+  stratify: true
+  stratify_by: State
+  stratify_bins: 5
+  group_by: Sampling_Date
+  stratify_column: Dry_Total_g
+  stratify_columns:
+  - State
+  include_month: false
+  shuffle: true
+  test_size: 0.2
+loss:
+  loss_type: huber
+  huber_delta: 1.0
+  weight_total: 0.3
+  weight_gdm: 0.25
+  weight_green: 0.2
+  weight_clover: 0.2
+  weight_dead: 0.2
+  sample_weighting: false
+  sample_weight_strategy: linear
+  sample_weight_alpha: 1.0
+  sample_weight_target: total
+  sample_weight_scale: 100.0
+  target_transform: log1p
+optimizer:
+  optimizer: adamw
+  learning_rate: 4e-5
+  weight_decay: 0.01
+  scheduler: onecycle
+  warmup_epochs: 2
+  warmup_pct: 0.1
+  min_lr: 4e-7
+  gradient_accumulation_steps: 1
+  max_grad_norm: 0.0
+training:
+  epochs: 31
+  seed: 42
+  mixed_precision: true
+  patience: 7
+  early_stopping_metric: val_weighted_r2
+  early_stopping_mode: max
+  save_best_only: true
+  save_last: true
+aux:
+  enabled: true
+  predict_height: true
+  height_target: norm
+  height_weight: 0.05
+  predict_ndvi: true
+  ndvi_target: norm
+  ndvi_weight: 0.05
+  predict_state: true
+  state_weight: 0.035
+  state_num_classes: 4
+  state_class_weighting: balanced
+  state_class_weight_max: 10.0
+  state_effective_num_beta: 0.999
+  predict_species: false
+  species_weight: 0.035
+  species_num_classes: null
+  species_class_weighting: effective_num
+  species_class_weight_max: 10.0
+  species_effective_num_beta: 0.999
+  label_smoothing: 0.015
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0840/config.json b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0840/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..5506d5d1e3f1a719a675f3b0ba3162ec6260fe44
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0840/config.json
@@ -0,0 +1,125 @@
+{
+  "name": "convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p",
+  "description": "ConvNeXt-large with Huber loss",
+  "tags": [
+    "baseline",
+    "convnext"
+  ],
+  "paths": {
+    "data_dir": "/csiro-biomass_data/",
+    "train_csv": "train.csv",
+    "test_csv": "test.csv",
+    "train_images": "train",
+    "test_images": "test",
+    "output_dir": "/volume/exp/day7"
+  },
+  "model": {
+    "backbone": "timm/convnextv2_large.fcmae_ft_in22k_in1k",
+    "pretrained": true,
+    "freeze_percent": 0.33,
+    "img_size": 518,
+    "grid": [
+      2,
+      2
+    ],
+    "use_stereo": true,
+    "stereo_heads": 16,
+    "dropout": 0.35,
+    "use_global": true,
+    "global_weight_learnable": true,
+    "head_strategy": "derive",
+    "use_dead_ratio_head": true,
+    "use_film": true,
+    "film_hidden_dim": null,
+    "film_hidden_ratio": 0.4,
+    "film_dropout": 0.1,
+    "film_share": false,
+    "film_apply_to_global": false,
+    "use_image_features": false
+  },
+  "data": {
+    "batch_size": 16,
+    "num_workers": 4,
+    "pin_memory": true,
+    "use_augmentation": true,
+    "aug_hflip": 0.3,
+    "aug_vflip": 0.3,
+    "aug_rotate90": 0.3,
+    "aug_brightness_contrast": 0.2,
+    "aug_hue_sat": 0.0,
+    "aug_noise": 0.1
+  },
+  "fold": {
+    "n_folds": 3,
+    "fold_idx": null,
+    "stratify": true,
+    "stratify_by": "State",
+    "stratify_bins": 5,
+    "group_by": "Sampling_Date",
+    "stratify_column": "Dry_Total_g",
+    "stratify_columns": [
+      "State"
+    ],
+    "include_month": false,
+    "shuffle": true,
+    "test_size": 0.2
+  },
+  "loss": {
+    "loss_type": "huber",
+    "huber_delta": 1.0,
+    "weight_total": 0.3,
+    "weight_gdm": 0.25,
+    "weight_green": 0.2,
+    "weight_clover": 0.2,
+    "weight_dead": 0.2,
+    "sample_weighting": false,
+    "sample_weight_strategy": "linear",
+    "sample_weight_alpha": 1.0,
+    "sample_weight_target": "total",
+    "sample_weight_scale": 100.0,
+    "target_transform": "log1p"
+  },
+  "optimizer": {
+    "optimizer": "adamw",
+    "learning_rate": "4e-5",
+    "weight_decay": 0.01,
+    "scheduler": "onecycle",
+    "warmup_epochs": 2,
+    "warmup_pct": 0.1,
+    "min_lr": "4e-7",
+    "gradient_accumulation_steps": 1,
+    "max_grad_norm": 0.0
+  },
+  "training": {
+    "epochs": 31,
+    "seed": 42,
+    "mixed_precision": true,
+    "patience": 7,
+    "early_stopping_metric": "val_weighted_r2",
+    "early_stopping_mode": "max",
+    "save_best_only": true,
+    "save_last": true
+  },
+  "aux": {
+    "enabled": true,
+    "predict_height": true,
+    "height_target": "norm",
+    "height_weight": 0.05,
+    "predict_ndvi": true,
+    "ndvi_target": "norm",
+    "ndvi_weight": 0.05,
+    "predict_state": true,
+    "state_weight": 0.035,
+    "state_num_classes": 4,
+    "state_class_weighting": "balanced",
+    "state_class_weight_max": 10.0,
+    "state_effective_num_beta": 0.999,
+    "predict_species": false,
+    "species_weight": 0.035,
+    "species_num_classes": null,
+    "species_class_weighting": "effective_num",
+    "species_class_weight_max": 10.0,
+    "species_effective_num_beta": 0.999,
+    "label_smoothing": 0.015
+  }
+}
\ No newline at end of file
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0840/config.yaml b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0840/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..62dbfa5633f384ef1e73f17d367e0678e106f731
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0840/config.yaml
@@ -0,0 +1,112 @@
+name: convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p
+description: ConvNeXt-large with Huber loss
+tags:
+- baseline
+- convnext
+paths:
+  data_dir: /csiro-biomass_data/
+  train_csv: train.csv
+  test_csv: test.csv
+  train_images: train
+  test_images: test
+  output_dir: /volume/exp/day7
+model:
+  backbone: timm/convnextv2_large.fcmae_ft_in22k_in1k
+  pretrained: true
+  freeze_percent: 0.33
+  img_size: 518
+  grid:
+  - 2
+  - 2
+  use_stereo: true
+  stereo_heads: 16
+  dropout: 0.35
+  use_global: true
+  global_weight_learnable: true
+  head_strategy: derive
+  use_dead_ratio_head: true
+  use_film: true
+  film_hidden_dim: null
+  film_hidden_ratio: 0.4
+  film_dropout: 0.1
+  film_share: false
+  film_apply_to_global: false
+  use_image_features: false
+data:
+  batch_size: 16
+  num_workers: 4
+  pin_memory: true
+  use_augmentation: true
+  aug_hflip: 0.3
+  aug_vflip: 0.3
+  aug_rotate90: 0.3
+  aug_brightness_contrast: 0.2
+  aug_hue_sat: 0.0
+  aug_noise: 0.1
+fold:
+  n_folds: 3
+  fold_idx: null
+  stratify: true
+  stratify_by: State
+  stratify_bins: 5
+  group_by: Sampling_Date
+  stratify_column: Dry_Total_g
+  stratify_columns:
+  - State
+  include_month: false
+  shuffle: true
+  test_size: 0.2
+loss:
+  loss_type: huber
+  huber_delta: 1.0
+  weight_total: 0.3
+  weight_gdm: 0.25
+  weight_green: 0.2
+  weight_clover: 0.2
+  weight_dead: 0.2
+  sample_weighting: false
+  sample_weight_strategy: linear
+  sample_weight_alpha: 1.0
+  sample_weight_target: total
+  sample_weight_scale: 100.0
+  target_transform: log1p
+optimizer:
+  optimizer: adamw
+  learning_rate: 4e-5
+  weight_decay: 0.01
+  scheduler: onecycle
+  warmup_epochs: 2
+  warmup_pct: 0.1
+  min_lr: 4e-7
+  gradient_accumulation_steps: 1
+  max_grad_norm: 0.0
+training:
+  epochs: 31
+  seed: 42
+  mixed_precision: true
+  patience: 7
+  early_stopping_metric: val_weighted_r2
+  early_stopping_mode: max
+  save_best_only: true
+  save_last: true
+aux:
+  enabled: true
+  predict_height: true
+  height_target: norm
+  height_weight: 0.05
+  predict_ndvi: true
+  ndvi_target: norm
+  ndvi_weight: 0.05
+  predict_state: true
+  state_weight: 0.035
+  state_num_classes: 4
+  state_class_weighting: balanced
+  state_class_weight_max: 10.0
+  state_effective_num_beta: 0.999
+  predict_species: false
+  species_weight: 0.035
+  species_num_classes: null
+  species_class_weighting: effective_num
+  species_class_weight_max: 10.0
+  species_effective_num_beta: 0.999
+  label_smoothing: 0.015
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0845/config.json b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0845/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..90f41babe8958ecd071b30bf54bc24e942940a51
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0845/config.json
@@ -0,0 +1,125 @@
+{
+  "name": "convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p",
+  "description": "ConvNeXt-large with Huber loss",
+  "tags": [
+    "baseline",
+    "convnext"
+  ],
+  "paths": {
+    "data_dir": "/csiro-biomass_data/",
+    "train_csv": "train.csv",
+    "test_csv": "test.csv",
+    "train_images": "train",
+    "test_images": "test",
+    "output_dir": "/volume/exp/day7"
+  },
+  "model": {
+    "backbone": "timm/convnextv2_large.fcmae_ft_in22k_in1k",
+    "pretrained": true,
+    "freeze_percent": 0.33,
+    "img_size": 518,
+    "grid": [
+      2,
+      2
+    ],
+    "use_stereo": true,
+    "stereo_heads": 16,
+    "dropout": 0.35,
+    "use_global": true,
+    "global_weight_learnable": true,
+    "head_strategy": "derive",
+    "use_dead_ratio_head": true,
+    "use_film": true,
+    "film_hidden_dim": null,
+    "film_hidden_ratio": 0.4,
+    "film_dropout": 0.1,
+    "film_share": false,
+    "film_apply_to_global": false,
+    "use_image_features": false
+  },
+  "data": {
+    "batch_size": 16,
+    "num_workers": 4,
+    "pin_memory": true,
+    "use_augmentation": true,
+    "aug_hflip": 0.3,
+    "aug_vflip": 0.3,
+    "aug_rotate90": 0.3,
+    "aug_brightness_contrast": 0.2,
+    "aug_hue_sat": 0.0,
+    "aug_noise": 0.1
+  },
+  "fold": {
+    "n_folds": 5,
+    "fold_idx": null,
+    "stratify": true,
+    "stratify_by": "State",
+    "stratify_bins": 5,
+    "group_by": "Sampling_Date",
+    "stratify_column": "Dry_Total_g",
+    "stratify_columns": [
+      "State"
+    ],
+    "include_month": false,
+    "shuffle": true,
+    "test_size": 0.2
+  },
+  "loss": {
+    "loss_type": "huber",
+    "huber_delta": 1.0,
+    "weight_total": 0.3,
+    "weight_gdm": 0.25,
+    "weight_green": 0.2,
+    "weight_clover": 0.2,
+    "weight_dead": 0.2,
+    "sample_weighting": false,
+    "sample_weight_strategy": "linear",
+    "sample_weight_alpha": 1.0,
+    "sample_weight_target": "total",
+    "sample_weight_scale": 100.0,
+    "target_transform": "log1p"
+  },
+  "optimizer": {
+    "optimizer": "adamw",
+    "learning_rate": "4e-5",
+    "weight_decay": 0.01,
+    "scheduler": "onecycle",
+    "warmup_epochs": 2,
+    "warmup_pct": 0.1,
+    "min_lr": "4e-7",
+    "gradient_accumulation_steps": 1,
+    "max_grad_norm": 0.0
+  },
+  "training": {
+    "epochs": 31,
+    "seed": 42,
+    "mixed_precision": true,
+    "patience": 7,
+    "early_stopping_metric": "val_weighted_r2",
+    "early_stopping_mode": "max",
+    "save_best_only": true,
+    "save_last": true
+  },
+  "aux": {
+    "enabled": true,
+    "predict_height": true,
+    "height_target": "norm",
+    "height_weight": 0.05,
+    "predict_ndvi": true,
+    "ndvi_target": "norm",
+    "ndvi_weight": 0.05,
+    "predict_state": true,
+    "state_weight": 0.035,
+    "state_num_classes": 4,
+    "state_class_weighting": "balanced",
+    "state_class_weight_max": 10.0,
+    "state_effective_num_beta": 0.999,
+    "predict_species": false,
+    "species_weight": 0.035,
+    "species_num_classes": null,
+    "species_class_weighting": "effective_num",
+    "species_class_weight_max": 10.0,
+    "species_effective_num_beta": 0.999,
+    "label_smoothing": 0.015
+  }
+}
\ No newline at end of file
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0845/config.yaml b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0845/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bb5484a5e5b690a68daff4214cbd5eb8441b93b8
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0845/config.yaml
@@ -0,0 +1,112 @@
+name: convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p
+description: ConvNeXt-large with Huber loss
+tags:
+- baseline
+- convnext
+paths:
+  data_dir: /csiro-biomass_data/
+  train_csv: train.csv
+  test_csv: test.csv
+  train_images: train
+  test_images: test
+  output_dir: /volume/exp/day7
+model:
+  backbone: timm/convnextv2_large.fcmae_ft_in22k_in1k
+  pretrained: true
+  freeze_percent: 0.33
+  img_size: 518
+  grid:
+  - 2
+  - 2
+  use_stereo: true
+  stereo_heads: 16
+  dropout: 0.35
+  use_global: true
+  global_weight_learnable: true
+  head_strategy: derive
+  use_dead_ratio_head: true
+  use_film: true
+  film_hidden_dim: null
+  film_hidden_ratio: 0.4
+  film_dropout: 0.1
+  film_share: false
+  film_apply_to_global: false
+  use_image_features: false
+data:
+  batch_size: 16
+  num_workers: 4
+  pin_memory: true
+  use_augmentation: true
+  aug_hflip: 0.3
+  aug_vflip: 0.3
+  aug_rotate90: 0.3
+  aug_brightness_contrast: 0.2
+  aug_hue_sat: 0.0
+  aug_noise: 0.1
+fold:
+  n_folds: 5
+  fold_idx: null
+  stratify: true
+  stratify_by: State
+  stratify_bins: 5
+  group_by: Sampling_Date
+  stratify_column: Dry_Total_g
+  stratify_columns:
+  - State
+  include_month: false
+  shuffle: true
+  test_size: 0.2
+loss:
+  loss_type: huber
+  huber_delta: 1.0
+  weight_total: 0.3
+  weight_gdm: 0.25
+  weight_green: 0.2
+  weight_clover: 0.2
+  weight_dead: 0.2
+  sample_weighting: false
+  sample_weight_strategy: linear
+  sample_weight_alpha: 1.0
+  sample_weight_target: total
+  sample_weight_scale: 100.0
+  target_transform: log1p
+optimizer:
+  optimizer: adamw
+  learning_rate: 4e-5
+  weight_decay: 0.01
+  scheduler: onecycle
+  warmup_epochs: 2
+  warmup_pct: 0.1
+  min_lr: 4e-7
+  gradient_accumulation_steps: 1
+  max_grad_norm: 0.0
+training:
+  epochs: 31
+  seed: 42
+  mixed_precision: true
+  patience: 7
+  early_stopping_metric: val_weighted_r2
+  early_stopping_mode: max
+  save_best_only: true
+  save_last: true
+aux:
+  enabled: true
+  predict_height: true
+  height_target: norm
+  height_weight: 0.05
+  predict_ndvi: true
+  ndvi_target: norm
+  ndvi_weight: 0.05
+  predict_state: true
+  state_weight: 0.035
+  state_num_classes: 4
+  state_class_weighting: balanced
+  state_class_weight_max: 10.0
+  state_effective_num_beta: 0.999
+  predict_species: false
+  species_weight: 0.035
+  species_num_classes: null
+  species_class_weighting: effective_num
+  species_class_weight_max: 10.0
+  species_effective_num_beta: 0.999
+  label_smoothing: 0.015
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0852/config.json b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0852/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..90f41babe8958ecd071b30bf54bc24e942940a51
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0852/config.json
@@ -0,0 +1,125 @@
+{
+  "name": "convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p",
+  "description": "ConvNeXt-large with Huber loss",
+  "tags": [
+    "baseline",
+    "convnext"
+  ],
+  "paths": {
+    "data_dir": "/csiro-biomass_data/",
+    "train_csv": "train.csv",
+    "test_csv": "test.csv",
+    "train_images": "train",
+    "test_images": "test",
+    "output_dir": "/volume/exp/day7"
+  },
+  "model": {
+    "backbone": "timm/convnextv2_large.fcmae_ft_in22k_in1k",
+    "pretrained": true,
+    "freeze_percent": 0.33,
+    "img_size": 518,
+    "grid": [
+      2,
+      2
+    ],
+    "use_stereo": true,
+    "stereo_heads": 16,
+    "dropout": 0.35,
+    "use_global": true,
+    "global_weight_learnable": true,
+    "head_strategy": "derive",
+    "use_dead_ratio_head": true,
+    "use_film": true,
+    "film_hidden_dim": null,
+    "film_hidden_ratio": 0.4,
+    "film_dropout": 0.1,
+    "film_share": false,
+    "film_apply_to_global": false,
+    "use_image_features": false
+  },
+  "data": {
+    "batch_size": 16,
+    "num_workers": 4,
+    "pin_memory": true,
+    "use_augmentation": true,
+    "aug_hflip": 0.3,
+    "aug_vflip": 0.3,
+    "aug_rotate90": 0.3,
+    "aug_brightness_contrast": 0.2,
+    "aug_hue_sat": 0.0,
+    "aug_noise": 0.1
+  },
+  "fold": {
+    "n_folds": 5,
+    "fold_idx": null,
+    "stratify": true,
+    "stratify_by": "State",
+    "stratify_bins": 5,
+    "group_by": "Sampling_Date",
+    "stratify_column": "Dry_Total_g",
+    "stratify_columns": [
+      "State"
+    ],
+    "include_month": false,
+    "shuffle": true,
+    "test_size": 0.2
+  },
+  "loss": {
+    "loss_type": "huber",
+    "huber_delta": 1.0,
+    "weight_total": 0.3,
+    "weight_gdm": 0.25,
+    "weight_green": 0.2,
+    "weight_clover": 0.2,
+    "weight_dead": 0.2,
+    "sample_weighting": false,
+    "sample_weight_strategy": "linear",
+    "sample_weight_alpha": 1.0,
+    "sample_weight_target": "total",
+    "sample_weight_scale": 100.0,
+    "target_transform": "log1p"
+  },
+  "optimizer": {
+    "optimizer": "adamw",
+    "learning_rate": "4e-5",
+    "weight_decay": 0.01,
+    "scheduler": "onecycle",
+    "warmup_epochs": 2,
+    "warmup_pct": 0.1,
+    "min_lr": "4e-7",
+    "gradient_accumulation_steps": 1,
+    "max_grad_norm": 0.0
+  },
+  "training": {
+    "epochs": 31,
+    "seed": 42,
+    "mixed_precision": true,
+    "patience": 7,
+    "early_stopping_metric": "val_weighted_r2",
+    "early_stopping_mode": "max",
+    "save_best_only": true,
+    "save_last": true
+  },
+  "aux": {
+    "enabled": true,
+    "predict_height": true,
+    "height_target": "norm",
+    "height_weight": 0.05,
+    "predict_ndvi": true,
+    "ndvi_target": "norm",
+    "ndvi_weight": 0.05,
+    "predict_state": true,
+    "state_weight": 0.035,
+    "state_num_classes": 4,
+    "state_class_weighting": "balanced",
+    "state_class_weight_max": 10.0,
+    "state_effective_num_beta": 0.999,
+    "predict_species": false,
+    "species_weight": 0.035,
+    "species_num_classes": null,
+    "species_class_weighting": "effective_num",
+    "species_class_weight_max": 10.0,
+    "species_effective_num_beta": 0.999,
+    "label_smoothing": 0.015
+  }
+}
\ No newline at end of file
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0852/config.yaml b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0852/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bb5484a5e5b690a68daff4214cbd5eb8441b93b8
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0852/config.yaml
@@ -0,0 +1,112 @@
+name: convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p
+description: ConvNeXt-large with Huber loss
+tags:
+- baseline
+- convnext
+paths:
+  data_dir: /csiro-biomass_data/
+  train_csv: train.csv
+  test_csv: test.csv
+  train_images: train
+  test_images: test
+  output_dir: /volume/exp/day7
+model:
+  backbone: timm/convnextv2_large.fcmae_ft_in22k_in1k
+  pretrained: true
+  freeze_percent: 0.33
+  img_size: 518
+  grid:
+  - 2
+  - 2
+  use_stereo: true
+  stereo_heads: 16
+  dropout: 0.35
+  use_global: true
+  global_weight_learnable: true
+  head_strategy: derive
+  use_dead_ratio_head: true
+  use_film: true
+  film_hidden_dim: null
+  film_hidden_ratio: 0.4
+  film_dropout: 0.1
+  film_share: false
+  film_apply_to_global: false
+  use_image_features: false
+data:
+  batch_size: 16
+  num_workers: 4
+  pin_memory: true
+  use_augmentation: true
+  aug_hflip: 0.3
+  aug_vflip: 0.3
+  aug_rotate90: 0.3
+  aug_brightness_contrast: 0.2
+  aug_hue_sat: 0.0
+  aug_noise: 0.1
+fold:
+  n_folds: 5
+  fold_idx: null
+  stratify: true
+  stratify_by: State
+  stratify_bins: 5
+  group_by: Sampling_Date
+  stratify_column: Dry_Total_g
+  stratify_columns:
+  - State
+  include_month: false
+  shuffle: true
+  test_size: 0.2
+loss:
+  loss_type: huber
+  huber_delta: 1.0
+  weight_total: 0.3
+  weight_gdm: 0.25
+  weight_green: 0.2
+  weight_clover: 0.2
+  weight_dead: 0.2
+  sample_weighting: false
+  sample_weight_strategy: linear
+  sample_weight_alpha: 1.0
+  sample_weight_target: total
+  sample_weight_scale: 100.0
+  target_transform: log1p
+optimizer:
+  optimizer: adamw
+  learning_rate: 4e-5
+  weight_decay: 0.01
+  scheduler: onecycle
+  warmup_epochs: 2
+  warmup_pct: 0.1
+  min_lr: 4e-7
+  gradient_accumulation_steps: 1
+  max_grad_norm: 0.0
+training:
+  epochs: 31
+  seed: 42
+  mixed_precision: true
+  patience: 7
+  early_stopping_metric: val_weighted_r2
+  early_stopping_mode: max
+  save_best_only: true
+  save_last: true
+aux:
+  enabled: true
+  predict_height: true
+  height_target: norm
+  height_weight: 0.05
+  predict_ndvi: true
+  ndvi_target: norm
+  ndvi_weight: 0.05
+  predict_state: true
+  state_weight: 0.035
+  state_num_classes: 4
+  state_class_weighting: balanced
+  state_class_weight_max: 10.0
+  state_effective_num_beta: 0.999
+  predict_species: false
+  species_weight: 0.035
+  species_num_classes: null
+  species_class_weighting: effective_num
+  species_class_weight_max: 10.0
+  species_effective_num_beta: 0.999
+  label_smoothing: 0.015
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0901/config.json b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0901/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..4c28576a690db9649e3b7355aff0f32f9f3426ff
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0901/config.json
@@ -0,0 +1,126 @@
+{
+  "name": "convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p",
+  "description": "ConvNeXt-large with Huber loss",
+  "tags": [
+    "baseline",
+    "convnext"
+  ],
+  "paths": {
+    "data_dir": "/csiro-biomass_data/",
+    "train_csv": "train.csv",
+    "test_csv": "test.csv",
+    "train_images": "train",
+    "test_images": "test",
+    "output_dir": "/volume/exp/day7"
+  },
+  "model": {
+    "backbone": "timm/convnextv2_large.fcmae_ft_in22k_in1k",
+    "pretrained": true,
+    "freeze_percent": 0.33,
+    "img_size": 518,
+    "grid": [
+      2,
+      2
+    ],
+    "use_stereo": true,
+    "stereo_heads": 16,
+    "dropout": 0.35,
+    "use_global": true,
+    "global_weight_learnable": true,
+    "head_strategy": "derive",
+    "use_dead_ratio_head": true,
+    "use_film": true,
+    "film_hidden_dim": null,
+    "film_hidden_ratio": 0.4,
+    "film_dropout": 0.1,
+    "film_share": false,
+    "film_apply_to_global": false,
+    "use_image_features": false,
+    "output_space": "log"
+  },
+  "data": {
+    "batch_size": 16,
+    "num_workers": 4,
+    "pin_memory": true,
+    "use_augmentation": true,
+    "aug_hflip": 0.3,
+    "aug_vflip": 0.3,
+    "aug_rotate90": 0.3,
+    "aug_brightness_contrast": 0.2,
+    "aug_hue_sat": 0.0,
+    "aug_noise": 0.1
+  },
+  "fold": {
+    "n_folds": 5,
+    "fold_idx": null,
+    "stratify": true,
+    "stratify_by": "State",
+    "stratify_bins": 5,
+    "group_by": "Sampling_Date",
+    "stratify_column": "Dry_Total_g",
+    "stratify_columns": [
+      "State"
+    ],
+    "include_month": false,
+    "shuffle": true,
+    "test_size": 0.2
+  },
+  "loss": {
+    "loss_type": "huber",
+    "huber_delta": 1.0,
+    "weight_total": 0.3,
+    "weight_gdm": 0.25,
+    "weight_green": 0.2,
+    "weight_clover": 0.2,
+    "weight_dead": 0.2,
+    "sample_weighting": false,
+    "sample_weight_strategy": "log",
+    "sample_weight_alpha": 1.5,
+    "sample_weight_target": "total",
+    "sample_weight_scale": 96.0,
+    "target_transform": "log1p"
+  },
+  "optimizer": {
+    "optimizer": "adamw",
+    "learning_rate": "4e-5",
+    "weight_decay": 0.01,
+    "scheduler": "onecycle",
+    "warmup_epochs": 2,
+    "warmup_pct": 0.1,
+    "min_lr": "4e-7",
+    "gradient_accumulation_steps": 1,
+    "max_grad_norm": 0.0
+  },
+  "training": {
+    "epochs": 31,
+    "seed": 42,
+    "mixed_precision": true,
+    "patience": 7,
+    "early_stopping_metric": "val_weighted_r2",
+    "early_stopping_mode": "max",
+    "save_best_only": true,
+    "save_last": true
+  },
+  "aux": {
+    "enabled": true,
+    "predict_height": true,
+    "height_target": "norm",
+    "height_weight": 0.05,
+    "predict_ndvi": true,
+    "ndvi_target": "norm",
+    "ndvi_weight": 0.05,
+    "predict_state": true,
+    "state_weight": 0.035,
+    "state_num_classes": 4,
+    "state_class_weighting": "balanced",
+    "state_class_weight_max": 10.0,
+    "state_effective_num_beta": 0.999,
+    "predict_species": false,
+    "species_weight": 0.035,
+    "species_num_classes": null,
+    "species_class_weighting": "effective_num",
+    "species_class_weight_max": 10.0,
+    "species_effective_num_beta": 0.999,
+    "label_smoothing": 0.015
+  }
+}
\ No newline at end of file
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0901/config.yaml b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0901/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..635223f698e1bfaf771803fce2b507ebceb74f1e
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0901/config.yaml
@@ -0,0 +1,113 @@
+name: convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p
+description: ConvNeXt-large with Huber loss
+tags:
+- baseline
+- convnext
+paths:
+  data_dir: /csiro-biomass_data/
+  train_csv: train.csv
+  test_csv: test.csv
+  train_images: train
+  test_images: test
+  output_dir: /volume/exp/day7
+model:
+  backbone: timm/convnextv2_large.fcmae_ft_in22k_in1k
+  pretrained: true
+  freeze_percent: 0.33
+  img_size: 518
+  grid:
+  - 2
+  - 2
+  use_stereo: true
+  stereo_heads: 16
+  dropout: 0.35
+  use_global: true
+  global_weight_learnable: true
+  head_strategy: derive
+  use_dead_ratio_head: true
+  use_film: true
+  film_hidden_dim: null
+  film_hidden_ratio: 0.4
+  film_dropout: 0.1
+  film_share: false
+  film_apply_to_global: false
+  use_image_features: false
+  output_space: log
+data:
+  batch_size: 16
+  num_workers: 4
+  pin_memory: true
+  use_augmentation: true
+  aug_hflip: 0.3
+  aug_vflip: 0.3
+  aug_rotate90: 0.3
+  aug_brightness_contrast: 0.2
+  aug_hue_sat: 0.0
+  aug_noise: 0.1
+fold:
+  n_folds: 5
+  fold_idx: null
+  stratify: true
+  stratify_by: State
+  stratify_bins: 5
+  group_by: Sampling_Date
+  stratify_column: Dry_Total_g
+  stratify_columns:
+  - State
+  include_month: false
+  shuffle: true
+  test_size: 0.2
+loss:
+  loss_type: huber
+  huber_delta: 1.0
+  weight_total: 0.3
+  weight_gdm: 0.25
+  weight_green: 0.2
+  weight_clover: 0.2
+  weight_dead: 0.2
+  sample_weighting: false
+  sample_weight_strategy: log
+  sample_weight_alpha: 1.5
+  sample_weight_target: total
+  sample_weight_scale: 96.0
+  target_transform: log1p
+optimizer:
+  optimizer: adamw
+  learning_rate: 4e-5
+  weight_decay: 0.01
+  scheduler: onecycle
+  warmup_epochs: 2
+  warmup_pct: 0.1
+  min_lr: 4e-7
+  gradient_accumulation_steps: 1
+  max_grad_norm: 0.0
+training:
+  epochs: 31
+  seed: 42
+  mixed_precision: true
+  patience: 7
+  early_stopping_metric: val_weighted_r2
+  early_stopping_mode: max
+  save_best_only: true
+  save_last: true
+aux:
+  enabled: true
+  predict_height: true
+  height_target: norm
+  height_weight: 0.05
+  predict_ndvi: true
+  ndvi_target: norm
+  ndvi_weight: 0.05
+  predict_state: true
+  state_weight: 0.035
+  state_num_classes: 4
+  state_class_weighting: balanced
+  state_class_weight_max: 10.0
+  state_effective_num_beta: 0.999
+  predict_species: false
+  species_weight: 0.035
+  species_num_classes: null
+  species_class_weighting: effective_num
+  species_class_weight_max: 10.0
+  species_effective_num_beta: 0.999
+  label_smoothing: 0.015
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0907/config.json b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0907/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..bb6252b74d7786be0b8d30527594379b604c14d8
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0907/config.json
@@ -0,0 +1,126 @@
+{
+  "name": "convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p",
+  "description": "ConvNeXt-large with Huber loss",
+  "tags": [
+    "baseline",
+    "convnext"
+  ],
+  "paths": {
+    "data_dir": "/csiro-biomass_data/",
+    "train_csv": "train.csv",
+    "test_csv": "test.csv",
+    "train_images": "train",
+    "test_images": "test",
+    "output_dir": "/volume/exp/day7"
+  },
+  "model": {
+    "backbone": "timm/convnextv2_large.fcmae_ft_in22k_in1k",
+    "pretrained": true,
+    "freeze_percent": 0.33,
+    "img_size": 518,
+    "grid": [
+      2,
+      2
+    ],
+    "use_stereo": true,
+    "stereo_heads": 16,
+    "dropout": 0.35,
+    "use_global": true,
+    "global_weight_learnable": true,
+    "head_strategy": "derive",
+    "use_dead_ratio_head": true,
+    "use_film": true,
+    "film_hidden_dim": null,
+    "film_hidden_ratio": 0.4,
+    "film_dropout": 0.1,
+    "film_share": false,
+    "film_apply_to_global": false,
+    "use_image_features": false,
+    "output_space": "linear"
+  },
+  "data": {
+    "batch_size": 16,
+    "num_workers": 4,
+    "pin_memory": true,
+    "use_augmentation": true,
+    "aug_hflip": 0.3,
+    "aug_vflip": 0.3,
+    "aug_rotate90": 0.3,
+    "aug_brightness_contrast": 0.2,
+    "aug_hue_sat": 0.0,
+    "aug_noise": 0.1
+  },
+  "fold": {
+    "n_folds": 5,
+    "fold_idx": null,
+    "stratify": true,
+    "stratify_by": "State",
+    "stratify_bins": 5,
+    "group_by": "Sampling_Date",
+    "stratify_column": "Dry_Total_g",
+    "stratify_columns": [
+      "State"
+    ],
+    "include_month": false,
+    "shuffle": true,
+    "test_size": 0.2
+  },
+  "loss": {
+    "loss_type": "huber",
+    "huber_delta": 1.0,
+    "weight_total": 0.3,
+    "weight_gdm": 0.25,
+    "weight_green": 0.2,
+    "weight_clover": 0.2,
+    "weight_dead": 0.2,
+    "sample_weighting": true,
+    "sample_weight_strategy": "log",
+    "sample_weight_alpha": 1.5,
+    "sample_weight_target": "total",
+    "sample_weight_scale": 96.0,
+    "target_transform": "none"
+  },
+  "optimizer": {
+    "optimizer": "adamw",
+    "learning_rate": "4e-5",
+    "weight_decay": 0.01,
+    "scheduler": "onecycle",
+    "warmup_epochs": 2,
+    "warmup_pct": 0.1,
+    "min_lr": "4e-7",
+    "gradient_accumulation_steps": 1,
+    "max_grad_norm": 0.0
+  },
+  "training": {
+    "epochs": 31,
+    "seed": 42,
+    "mixed_precision": true,
+    "patience": 7,
+    "early_stopping_metric": "val_weighted_r2",
+    "early_stopping_mode": "max",
+    "save_best_only": true,
+    "save_last": true
+  },
+  "aux": {
+    "enabled": true,
+    "predict_height": true,
+    "height_target": "norm",
+    "height_weight": 0.05,
+    "predict_ndvi": true,
+    "ndvi_target": "norm",
+    "ndvi_weight": 0.05,
+    "predict_state": true,
+    "state_weight": 0.035,
+    "state_num_classes": 4,
+    "state_class_weighting": "balanced",
+    "state_class_weight_max": 10.0,
+    "state_effective_num_beta": 0.999,
+    "predict_species": false,
+    "species_weight": 0.035,
+    "species_num_classes": null,
+    "species_class_weighting": "effective_num",
+    "species_class_weight_max": 10.0,
+    "species_effective_num_beta": 0.999,
+    "label_smoothing": 0.015
+  }
+}
\ No newline at end of file
diff --git a/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0907/config.yaml b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0907/config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b086ed2545c7ac1c8d7b0b594e186df9731c9003
--- /dev/null
+++ b/day7/convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p_convnextv2_large_20251229_0907/config.yaml
@@ -0,0 +1,113 @@
+name: convnextv2l_nobias_huber_2grid_film_12heads_derivev2_f33_aux_log1p
+description: ConvNeXt-large with Huber loss
+tags:
+- baseline
+- convnext
+paths:
+  data_dir: /csiro-biomass_data/
+  train_csv: train.csv
+  test_csv: test.csv
+  train_images: train
+  test_images: test
+  output_dir: /volume/exp/day7
+model:
+  backbone: timm/convnextv2_large.fcmae_ft_in22k_in1k
+  pretrained: true
+  freeze_percent: 0.33
+  img_size: 518
+  grid:
+  - 2
+  - 2
+  use_stereo: true
+  stereo_heads: 16
+  dropout: 0.35
+  use_global: true
+  global_weight_learnable: true
+  head_strategy: derive
+  use_dead_ratio_head: true
+  use_film: true
+  film_hidden_dim: null
+  film_hidden_ratio: 0.4
+  film_dropout: 0.1
+  film_share: false
+  film_apply_to_global: false
+  use_image_features: false
+  output_space: linear
+data:
+  batch_size: 16
+  num_workers: 4
+  pin_memory: true
+  use_augmentation: true
+  aug_hflip: 0.3
+  aug_vflip: 0.3
+  aug_rotate90: 0.3
+  aug_brightness_contrast: 0.2
+  aug_hue_sat: 0.0
+  aug_noise: 0.1
+fold:
+  n_folds: 5
+  fold_idx: null
+  stratify: true
+  stratify_by: State
+  stratify_bins: 5
+  group_by: Sampling_Date
+  stratify_column: Dry_Total_g
+  stratify_columns:
+  - State
+  include_month: false
+  shuffle: true
+  test_size: 0.2
+loss:
+  loss_type: huber
+  huber_delta: 1.0
+  weight_total: 0.3
+  weight_gdm: 0.25
+  weight_green: 0.2
+  weight_clover: 0.2
+  weight_dead: 0.2
+  sample_weighting: true
+  sample_weight_strategy: log
+  sample_weight_alpha: 1.5
+  sample_weight_target: total
+  sample_weight_scale: 96.0
+  target_transform: none
+optimizer:
+  optimizer: adamw
+  learning_rate: 4e-5
+  weight_decay: 0.01
+  scheduler: onecycle
+  warmup_epochs: 2
+  warmup_pct: 0.1
+  min_lr: 4e-7
+  gradient_accumulation_steps: 1
+  max_grad_norm: 0.0
+training:
+  epochs: 31
+  seed: 42
+  mixed_precision: true
+  patience: 7
+  early_stopping_metric: val_weighted_r2
+  early_stopping_mode: max
+  save_best_only: true
+  save_last: true
+aux:
+  enabled: true
+  predict_height: true
+  height_target: norm
+  height_weight: 0.05
+  predict_ndvi: true
+  ndvi_target: norm
+  ndvi_weight: 0.05
+  predict_state: true
+  state_weight: 0.035
+  state_num_classes: 4
+  state_class_weighting: balanced
+  state_class_weight_max: 10.0
+  state_effective_num_beta: 0.999
+  predict_species: false
+  species_weight: 0.035
+  species_num_classes: null
+  species_class_weighting: effective_num
+  species_class_weight_max: 10.0
+  species_effective_num_beta: 0.999
+  label_smoothing: 0.015