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Browse files- day6/baseline_rmse_nobias_4grid_16heads_f30_aux_res2next50_20251228_1235/fold_0/history.json +306 -0
- day6/baseline_rmse_nobias_4grid_16heads_f30_aux_res2next50_20251228_1235/fold_0/results.json +8 -0
- day6/baseline_rmse_nobias_4grid_16heads_f30_aux_res2next50_20251228_1235/plots/fold_0/loss.png +0 -0
- day6/baseline_rmse_nobias_4grid_16heads_f30_aux_res2next50_20251228_1235/plots/fold_0/lr.png +0 -0
- day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2203/config.yaml +105 -0
- day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2218/config.json +118 -0
- day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2218/config.yaml +105 -0
- day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2238/config.json +117 -0
- day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2238/config.yaml +104 -0
- day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/config.json +117 -0
- day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/config.yaml +104 -0
- day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/final_results.json +1929 -0
- day6/dinov2b_smoothl1_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251229_0751/config.json +119 -0
- day6/dinov2b_smoothl1_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251229_0751/config.yaml +106 -0
- day6/dinov2b_smoothl1_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251229_0808/config.json +124 -0
- day6/dinov2b_smoothl1_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251229_0808/config.yaml +111 -0
- day6/dinov2b_smoothl1_4grid_16heads_derivev2_log1p_vit_base_patch14_reg4_dinov2_20251229_0822/config.json +125 -0
- day6/dinov2b_smoothl1_4grid_16heads_derivev2_log1p_vit_base_patch14_reg4_dinov2_20251229_0822/config.yaml +112 -0
- day6/dinov2b_smoothl1_4grid_16heads_derivev2_log1p_vit_base_patch14_reg4_dinov2_20251229_0833/config.json +125 -0
- day6/dinov2b_smoothl1_4grid_16heads_derivev2_log1p_vit_base_patch14_reg4_dinov2_20251229_0833/config.yaml +112 -0
day6/baseline_rmse_nobias_4grid_16heads_f30_aux_res2next50_20251228_1235/fold_0/history.json
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|
day6/baseline_rmse_nobias_4grid_16heads_f30_aux_res2next50_20251228_1235/fold_0/results.json
ADDED
|
@@ -0,0 +1,8 @@
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|
| 1 |
+
{
|
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"best_r2": 0.6750052490640381,
|
| 3 |
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"best_epoch": 7,
|
| 4 |
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"final_train_r2": 0.8211142386416808,
|
| 5 |
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"final_val_r2": 0.5835581005272565,
|
| 6 |
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"final_train_legacy_r2": 0.7223526775836945,
|
| 7 |
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"final_val_legacy_r2": 0.4125139713287354
|
| 8 |
+
}
|
day6/baseline_rmse_nobias_4grid_16heads_f30_aux_res2next50_20251228_1235/plots/fold_0/loss.png
ADDED
|
day6/baseline_rmse_nobias_4grid_16heads_f30_aux_res2next50_20251228_1235/plots/fold_0/lr.png
ADDED
|
day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2203/config.yaml
ADDED
|
@@ -0,0 +1,105 @@
|
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|
|
| 1 |
+
name: dinov2b_huber_4grid_16heads_bottom_up
|
| 2 |
+
description: dinov2-base with Huber loss
|
| 3 |
+
tags:
|
| 4 |
+
- baseline
|
| 5 |
+
- dinov2
|
| 6 |
+
paths:
|
| 7 |
+
data_dir: /csiro-biomass_data/
|
| 8 |
+
train_csv: train.csv
|
| 9 |
+
test_csv: test.csv
|
| 10 |
+
train_images: train
|
| 11 |
+
test_images: test
|
| 12 |
+
output_dir: /volume/exp/day6
|
| 13 |
+
model:
|
| 14 |
+
backbone: timm/vit_base_patch14_reg4_dinov2.lvd142m
|
| 15 |
+
pretrained: true
|
| 16 |
+
freeze_percent: 0.66
|
| 17 |
+
img_size: 518
|
| 18 |
+
grid:
|
| 19 |
+
- 4
|
| 20 |
+
- 4
|
| 21 |
+
use_stereo: true
|
| 22 |
+
stereo_heads: 16
|
| 23 |
+
dropout: 0.35
|
| 24 |
+
use_global: true
|
| 25 |
+
global_weight_learnable: true
|
| 26 |
+
head_strategy: derive
|
| 27 |
+
use_dead_ratio_head: true
|
| 28 |
+
use_film: true
|
| 29 |
+
film_hidden_dim: null
|
| 30 |
+
film_hidden_ratio: 0.4
|
| 31 |
+
film_dropout: 0.1
|
| 32 |
+
film_share: false
|
| 33 |
+
film_apply_to_global: false
|
| 34 |
+
use_image_features: false
|
| 35 |
+
data:
|
| 36 |
+
batch_size: 5
|
| 37 |
+
num_workers: 4
|
| 38 |
+
pin_memory: true
|
| 39 |
+
use_augmentation: true
|
| 40 |
+
aug_hflip: 0.3
|
| 41 |
+
aug_vflip: 0.3
|
| 42 |
+
aug_rotate90: 0.3
|
| 43 |
+
aug_brightness_contrast: 0.2
|
| 44 |
+
aug_hue_sat: 0.0
|
| 45 |
+
aug_noise: 0.1
|
| 46 |
+
fold:
|
| 47 |
+
n_folds: 3
|
| 48 |
+
fold_idx: null
|
| 49 |
+
stratify: true
|
| 50 |
+
stratify_column: Dry_Total_g
|
| 51 |
+
stratify_columns:
|
| 52 |
+
- State
|
| 53 |
+
- Dry_Total_g
|
| 54 |
+
stratify_bins: 5
|
| 55 |
+
include_month: true
|
| 56 |
+
shuffle: true
|
| 57 |
+
test_size: 0.2
|
| 58 |
+
loss:
|
| 59 |
+
loss_type: huber
|
| 60 |
+
huber_delta: 1.0
|
| 61 |
+
weight_total: 0.3
|
| 62 |
+
weight_gdm: 0.25
|
| 63 |
+
weight_green: 0.2
|
| 64 |
+
weight_clover: 0.2
|
| 65 |
+
weight_dead: 0.2
|
| 66 |
+
optimizer:
|
| 67 |
+
optimizer: adamw
|
| 68 |
+
learning_rate: 1e-5
|
| 69 |
+
weight_decay: 0.01
|
| 70 |
+
scheduler: onecycle
|
| 71 |
+
warmup_epochs: 1
|
| 72 |
+
warmup_pct: 0.1
|
| 73 |
+
min_lr: 4e-7
|
| 74 |
+
gradient_accumulation_steps: 1
|
| 75 |
+
max_grad_norm: 0.0
|
| 76 |
+
training:
|
| 77 |
+
epochs: 26
|
| 78 |
+
seed: 42
|
| 79 |
+
mixed_precision: true
|
| 80 |
+
patience: 7
|
| 81 |
+
early_stopping_metric: val_weighted_r2
|
| 82 |
+
early_stopping_mode: max
|
| 83 |
+
save_best_only: true
|
| 84 |
+
save_last: true
|
| 85 |
+
aux:
|
| 86 |
+
enabled: true
|
| 87 |
+
predict_height: true
|
| 88 |
+
height_target: norm
|
| 89 |
+
height_weight: 0.05
|
| 90 |
+
predict_ndvi: true
|
| 91 |
+
ndvi_target: norm
|
| 92 |
+
ndvi_weight: 0.05
|
| 93 |
+
predict_state: true
|
| 94 |
+
state_weight: 0.035
|
| 95 |
+
state_num_classes: 4
|
| 96 |
+
state_class_weighting: balanced
|
| 97 |
+
state_class_weight_max: 10.0
|
| 98 |
+
state_effective_num_beta: 0.999
|
| 99 |
+
predict_species: false
|
| 100 |
+
species_weight: 0.06
|
| 101 |
+
species_num_classes: null
|
| 102 |
+
species_class_weighting: effective_num
|
| 103 |
+
species_class_weight_max: 10.0
|
| 104 |
+
species_effective_num_beta: 0.999
|
| 105 |
+
label_smoothing: 0.015
|
day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2218/config.json
ADDED
|
@@ -0,0 +1,118 @@
|
|
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|
|
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|
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|
|
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|
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|
|
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|
|
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|
|
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|
|
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|
|
|
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|
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "dinov2b_huber_4grid_16heads_bottom_up",
|
| 3 |
+
"description": "dinov2-base with Huber loss",
|
| 4 |
+
"tags": [
|
| 5 |
+
"baseline",
|
| 6 |
+
"dinov2"
|
| 7 |
+
],
|
| 8 |
+
"paths": {
|
| 9 |
+
"data_dir": "/csiro-biomass_data/",
|
| 10 |
+
"train_csv": "train.csv",
|
| 11 |
+
"test_csv": "test.csv",
|
| 12 |
+
"train_images": "train",
|
| 13 |
+
"test_images": "test",
|
| 14 |
+
"output_dir": "/volume/exp/day6"
|
| 15 |
+
},
|
| 16 |
+
"model": {
|
| 17 |
+
"backbone": "timm/vit_base_patch14_reg4_dinov2.lvd142m",
|
| 18 |
+
"pretrained": true,
|
| 19 |
+
"freeze_percent": 0.53,
|
| 20 |
+
"img_size": 518,
|
| 21 |
+
"grid": [
|
| 22 |
+
2,
|
| 23 |
+
2
|
| 24 |
+
],
|
| 25 |
+
"use_stereo": true,
|
| 26 |
+
"stereo_heads": 16,
|
| 27 |
+
"dropout": 0.35,
|
| 28 |
+
"use_global": true,
|
| 29 |
+
"global_weight_learnable": true,
|
| 30 |
+
"head_strategy": "derive",
|
| 31 |
+
"use_dead_ratio_head": true,
|
| 32 |
+
"use_film": true,
|
| 33 |
+
"film_hidden_dim": null,
|
| 34 |
+
"film_hidden_ratio": 0.4,
|
| 35 |
+
"film_dropout": 0.1,
|
| 36 |
+
"film_share": false,
|
| 37 |
+
"film_apply_to_global": false,
|
| 38 |
+
"use_image_features": false
|
| 39 |
+
},
|
| 40 |
+
"data": {
|
| 41 |
+
"batch_size": 10,
|
| 42 |
+
"num_workers": 4,
|
| 43 |
+
"pin_memory": true,
|
| 44 |
+
"use_augmentation": true,
|
| 45 |
+
"aug_hflip": 0.3,
|
| 46 |
+
"aug_vflip": 0.3,
|
| 47 |
+
"aug_rotate90": 0.3,
|
| 48 |
+
"aug_brightness_contrast": 0.2,
|
| 49 |
+
"aug_hue_sat": 0.0,
|
| 50 |
+
"aug_noise": 0.1
|
| 51 |
+
},
|
| 52 |
+
"fold": {
|
| 53 |
+
"n_folds": 3,
|
| 54 |
+
"fold_idx": null,
|
| 55 |
+
"stratify": true,
|
| 56 |
+
"stratify_column": "Dry_Total_g",
|
| 57 |
+
"stratify_columns": [
|
| 58 |
+
"State",
|
| 59 |
+
"Dry_Total_g"
|
| 60 |
+
],
|
| 61 |
+
"stratify_bins": 3,
|
| 62 |
+
"include_month": false,
|
| 63 |
+
"shuffle": true,
|
| 64 |
+
"test_size": 0.2
|
| 65 |
+
},
|
| 66 |
+
"loss": {
|
| 67 |
+
"loss_type": "huber",
|
| 68 |
+
"huber_delta": 1.0,
|
| 69 |
+
"weight_total": 0.3,
|
| 70 |
+
"weight_gdm": 0.25,
|
| 71 |
+
"weight_green": 0.2,
|
| 72 |
+
"weight_clover": 0.2,
|
| 73 |
+
"weight_dead": 0.2
|
| 74 |
+
},
|
| 75 |
+
"optimizer": {
|
| 76 |
+
"optimizer": "adamw",
|
| 77 |
+
"learning_rate": 2.5e-05,
|
| 78 |
+
"weight_decay": 0.01,
|
| 79 |
+
"scheduler": "onecycle",
|
| 80 |
+
"warmup_epochs": 2,
|
| 81 |
+
"warmup_pct": 0.1,
|
| 82 |
+
"min_lr": "4e-7",
|
| 83 |
+
"gradient_accumulation_steps": 1,
|
| 84 |
+
"max_grad_norm": 0.0
|
| 85 |
+
},
|
| 86 |
+
"training": {
|
| 87 |
+
"epochs": 31,
|
| 88 |
+
"seed": 42,
|
| 89 |
+
"mixed_precision": true,
|
| 90 |
+
"patience": 7,
|
| 91 |
+
"early_stopping_metric": "val_weighted_r2",
|
| 92 |
+
"early_stopping_mode": "max",
|
| 93 |
+
"save_best_only": true,
|
| 94 |
+
"save_last": true
|
| 95 |
+
},
|
| 96 |
+
"aux": {
|
| 97 |
+
"enabled": true,
|
| 98 |
+
"predict_height": true,
|
| 99 |
+
"height_target": "norm",
|
| 100 |
+
"height_weight": 0.05,
|
| 101 |
+
"predict_ndvi": true,
|
| 102 |
+
"ndvi_target": "norm",
|
| 103 |
+
"ndvi_weight": 0.05,
|
| 104 |
+
"predict_state": true,
|
| 105 |
+
"state_weight": 0.035,
|
| 106 |
+
"state_num_classes": 4,
|
| 107 |
+
"state_class_weighting": "balanced",
|
| 108 |
+
"state_class_weight_max": 10.0,
|
| 109 |
+
"state_effective_num_beta": 0.999,
|
| 110 |
+
"predict_species": false,
|
| 111 |
+
"species_weight": 0.035,
|
| 112 |
+
"species_num_classes": null,
|
| 113 |
+
"species_class_weighting": "effective_num",
|
| 114 |
+
"species_class_weight_max": 10.0,
|
| 115 |
+
"species_effective_num_beta": 0.999,
|
| 116 |
+
"label_smoothing": 0.015
|
| 117 |
+
}
|
| 118 |
+
}
|
day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2218/config.yaml
ADDED
|
@@ -0,0 +1,105 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
name: dinov2b_huber_4grid_16heads_bottom_up
|
| 2 |
+
description: dinov2-base with Huber loss
|
| 3 |
+
tags:
|
| 4 |
+
- baseline
|
| 5 |
+
- dinov2
|
| 6 |
+
paths:
|
| 7 |
+
data_dir: /csiro-biomass_data/
|
| 8 |
+
train_csv: train.csv
|
| 9 |
+
test_csv: test.csv
|
| 10 |
+
train_images: train
|
| 11 |
+
test_images: test
|
| 12 |
+
output_dir: /volume/exp/day6
|
| 13 |
+
model:
|
| 14 |
+
backbone: timm/vit_base_patch14_reg4_dinov2.lvd142m
|
| 15 |
+
pretrained: true
|
| 16 |
+
freeze_percent: 0.53
|
| 17 |
+
img_size: 518
|
| 18 |
+
grid:
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
use_stereo: true
|
| 22 |
+
stereo_heads: 16
|
| 23 |
+
dropout: 0.35
|
| 24 |
+
use_global: true
|
| 25 |
+
global_weight_learnable: true
|
| 26 |
+
head_strategy: derive
|
| 27 |
+
use_dead_ratio_head: true
|
| 28 |
+
use_film: true
|
| 29 |
+
film_hidden_dim: null
|
| 30 |
+
film_hidden_ratio: 0.4
|
| 31 |
+
film_dropout: 0.1
|
| 32 |
+
film_share: false
|
| 33 |
+
film_apply_to_global: false
|
| 34 |
+
use_image_features: false
|
| 35 |
+
data:
|
| 36 |
+
batch_size: 10
|
| 37 |
+
num_workers: 4
|
| 38 |
+
pin_memory: true
|
| 39 |
+
use_augmentation: true
|
| 40 |
+
aug_hflip: 0.3
|
| 41 |
+
aug_vflip: 0.3
|
| 42 |
+
aug_rotate90: 0.3
|
| 43 |
+
aug_brightness_contrast: 0.2
|
| 44 |
+
aug_hue_sat: 0.0
|
| 45 |
+
aug_noise: 0.1
|
| 46 |
+
fold:
|
| 47 |
+
n_folds: 3
|
| 48 |
+
fold_idx: null
|
| 49 |
+
stratify: true
|
| 50 |
+
stratify_column: Dry_Total_g
|
| 51 |
+
stratify_columns:
|
| 52 |
+
- State
|
| 53 |
+
- Dry_Total_g
|
| 54 |
+
stratify_bins: 3
|
| 55 |
+
include_month: false
|
| 56 |
+
shuffle: true
|
| 57 |
+
test_size: 0.2
|
| 58 |
+
loss:
|
| 59 |
+
loss_type: huber
|
| 60 |
+
huber_delta: 1.0
|
| 61 |
+
weight_total: 0.3
|
| 62 |
+
weight_gdm: 0.25
|
| 63 |
+
weight_green: 0.2
|
| 64 |
+
weight_clover: 0.2
|
| 65 |
+
weight_dead: 0.2
|
| 66 |
+
optimizer:
|
| 67 |
+
optimizer: adamw
|
| 68 |
+
learning_rate: 2.5e-05
|
| 69 |
+
weight_decay: 0.01
|
| 70 |
+
scheduler: onecycle
|
| 71 |
+
warmup_epochs: 2
|
| 72 |
+
warmup_pct: 0.1
|
| 73 |
+
min_lr: 4e-7
|
| 74 |
+
gradient_accumulation_steps: 1
|
| 75 |
+
max_grad_norm: 0.0
|
| 76 |
+
training:
|
| 77 |
+
epochs: 31
|
| 78 |
+
seed: 42
|
| 79 |
+
mixed_precision: true
|
| 80 |
+
patience: 7
|
| 81 |
+
early_stopping_metric: val_weighted_r2
|
| 82 |
+
early_stopping_mode: max
|
| 83 |
+
save_best_only: true
|
| 84 |
+
save_last: true
|
| 85 |
+
aux:
|
| 86 |
+
enabled: true
|
| 87 |
+
predict_height: true
|
| 88 |
+
height_target: norm
|
| 89 |
+
height_weight: 0.05
|
| 90 |
+
predict_ndvi: true
|
| 91 |
+
ndvi_target: norm
|
| 92 |
+
ndvi_weight: 0.05
|
| 93 |
+
predict_state: true
|
| 94 |
+
state_weight: 0.035
|
| 95 |
+
state_num_classes: 4
|
| 96 |
+
state_class_weighting: balanced
|
| 97 |
+
state_class_weight_max: 10.0
|
| 98 |
+
state_effective_num_beta: 0.999
|
| 99 |
+
predict_species: false
|
| 100 |
+
species_weight: 0.035
|
| 101 |
+
species_num_classes: null
|
| 102 |
+
species_class_weighting: effective_num
|
| 103 |
+
species_class_weight_max: 10.0
|
| 104 |
+
species_effective_num_beta: 0.999
|
| 105 |
+
label_smoothing: 0.015
|
day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2238/config.json
ADDED
|
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "dinov2b_huber_4grid_16heads_bottom_up",
|
| 3 |
+
"description": "dinov2-base with Huber loss",
|
| 4 |
+
"tags": [
|
| 5 |
+
"baseline",
|
| 6 |
+
"dinov2"
|
| 7 |
+
],
|
| 8 |
+
"paths": {
|
| 9 |
+
"data_dir": "/csiro-biomass_data/",
|
| 10 |
+
"train_csv": "train.csv",
|
| 11 |
+
"test_csv": "test.csv",
|
| 12 |
+
"train_images": "train",
|
| 13 |
+
"test_images": "test",
|
| 14 |
+
"output_dir": "/volume/exp/day6"
|
| 15 |
+
},
|
| 16 |
+
"model": {
|
| 17 |
+
"backbone": "timm/vit_base_patch14_reg4_dinov2.lvd142m",
|
| 18 |
+
"pretrained": true,
|
| 19 |
+
"freeze_percent": 0.57,
|
| 20 |
+
"img_size": 518,
|
| 21 |
+
"grid": [
|
| 22 |
+
4,
|
| 23 |
+
4
|
| 24 |
+
],
|
| 25 |
+
"use_stereo": true,
|
| 26 |
+
"stereo_heads": 14,
|
| 27 |
+
"dropout": 0.35,
|
| 28 |
+
"use_global": true,
|
| 29 |
+
"global_weight_learnable": true,
|
| 30 |
+
"head_strategy": "derive",
|
| 31 |
+
"use_dead_ratio_head": true,
|
| 32 |
+
"use_film": true,
|
| 33 |
+
"film_hidden_dim": null,
|
| 34 |
+
"film_hidden_ratio": 0.4,
|
| 35 |
+
"film_dropout": 0.1,
|
| 36 |
+
"film_share": false,
|
| 37 |
+
"film_apply_to_global": false,
|
| 38 |
+
"use_image_features": true
|
| 39 |
+
},
|
| 40 |
+
"data": {
|
| 41 |
+
"batch_size": 4,
|
| 42 |
+
"num_workers": 4,
|
| 43 |
+
"pin_memory": true,
|
| 44 |
+
"use_augmentation": true,
|
| 45 |
+
"aug_hflip": 0.3,
|
| 46 |
+
"aug_vflip": 0.3,
|
| 47 |
+
"aug_rotate90": 0.3,
|
| 48 |
+
"aug_brightness_contrast": 0.2,
|
| 49 |
+
"aug_hue_sat": 0.0,
|
| 50 |
+
"aug_noise": 0.0
|
| 51 |
+
},
|
| 52 |
+
"fold": {
|
| 53 |
+
"n_folds": 3,
|
| 54 |
+
"fold_idx": null,
|
| 55 |
+
"stratify": true,
|
| 56 |
+
"stratify_column": "Dry_Total_g",
|
| 57 |
+
"stratify_columns": [
|
| 58 |
+
"State"
|
| 59 |
+
],
|
| 60 |
+
"stratify_bins": 4,
|
| 61 |
+
"include_month": true,
|
| 62 |
+
"shuffle": true,
|
| 63 |
+
"test_size": 0.2
|
| 64 |
+
},
|
| 65 |
+
"loss": {
|
| 66 |
+
"loss_type": "huber",
|
| 67 |
+
"huber_delta": 1.0,
|
| 68 |
+
"weight_total": 0.3,
|
| 69 |
+
"weight_gdm": 0.25,
|
| 70 |
+
"weight_green": 0.2,
|
| 71 |
+
"weight_clover": 0.2,
|
| 72 |
+
"weight_dead": 0.2
|
| 73 |
+
},
|
| 74 |
+
"optimizer": {
|
| 75 |
+
"optimizer": "adamw",
|
| 76 |
+
"learning_rate": 2.5e-05,
|
| 77 |
+
"weight_decay": 0.01,
|
| 78 |
+
"scheduler": "onecycle",
|
| 79 |
+
"warmup_epochs": 2,
|
| 80 |
+
"warmup_pct": 0.1,
|
| 81 |
+
"min_lr": "4e-7",
|
| 82 |
+
"gradient_accumulation_steps": 2,
|
| 83 |
+
"max_grad_norm": 0.0
|
| 84 |
+
},
|
| 85 |
+
"training": {
|
| 86 |
+
"epochs": 31,
|
| 87 |
+
"seed": 42,
|
| 88 |
+
"mixed_precision": true,
|
| 89 |
+
"patience": 7,
|
| 90 |
+
"early_stopping_metric": "val_weighted_r2",
|
| 91 |
+
"early_stopping_mode": "max",
|
| 92 |
+
"save_best_only": true,
|
| 93 |
+
"save_last": true
|
| 94 |
+
},
|
| 95 |
+
"aux": {
|
| 96 |
+
"enabled": true,
|
| 97 |
+
"predict_height": true,
|
| 98 |
+
"height_target": "raw",
|
| 99 |
+
"height_weight": 0.06,
|
| 100 |
+
"predict_ndvi": true,
|
| 101 |
+
"ndvi_target": "norm",
|
| 102 |
+
"ndvi_weight": 0.06,
|
| 103 |
+
"predict_state": true,
|
| 104 |
+
"state_weight": 0.06,
|
| 105 |
+
"state_num_classes": 4,
|
| 106 |
+
"state_class_weighting": "effective_num",
|
| 107 |
+
"state_class_weight_max": 10.0,
|
| 108 |
+
"state_effective_num_beta": 0.999,
|
| 109 |
+
"predict_species": false,
|
| 110 |
+
"species_weight": 0.035,
|
| 111 |
+
"species_num_classes": null,
|
| 112 |
+
"species_class_weighting": "effective_num",
|
| 113 |
+
"species_class_weight_max": 10.0,
|
| 114 |
+
"species_effective_num_beta": 0.999,
|
| 115 |
+
"label_smoothing": 0.015
|
| 116 |
+
}
|
| 117 |
+
}
|
day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2238/config.yaml
ADDED
|
@@ -0,0 +1,104 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
name: dinov2b_huber_4grid_16heads_bottom_up
|
| 2 |
+
description: dinov2-base with Huber loss
|
| 3 |
+
tags:
|
| 4 |
+
- baseline
|
| 5 |
+
- dinov2
|
| 6 |
+
paths:
|
| 7 |
+
data_dir: /csiro-biomass_data/
|
| 8 |
+
train_csv: train.csv
|
| 9 |
+
test_csv: test.csv
|
| 10 |
+
train_images: train
|
| 11 |
+
test_images: test
|
| 12 |
+
output_dir: /volume/exp/day6
|
| 13 |
+
model:
|
| 14 |
+
backbone: timm/vit_base_patch14_reg4_dinov2.lvd142m
|
| 15 |
+
pretrained: true
|
| 16 |
+
freeze_percent: 0.57
|
| 17 |
+
img_size: 518
|
| 18 |
+
grid:
|
| 19 |
+
- 4
|
| 20 |
+
- 4
|
| 21 |
+
use_stereo: true
|
| 22 |
+
stereo_heads: 14
|
| 23 |
+
dropout: 0.35
|
| 24 |
+
use_global: true
|
| 25 |
+
global_weight_learnable: true
|
| 26 |
+
head_strategy: derive
|
| 27 |
+
use_dead_ratio_head: true
|
| 28 |
+
use_film: true
|
| 29 |
+
film_hidden_dim: null
|
| 30 |
+
film_hidden_ratio: 0.4
|
| 31 |
+
film_dropout: 0.1
|
| 32 |
+
film_share: false
|
| 33 |
+
film_apply_to_global: false
|
| 34 |
+
use_image_features: true
|
| 35 |
+
data:
|
| 36 |
+
batch_size: 4
|
| 37 |
+
num_workers: 4
|
| 38 |
+
pin_memory: true
|
| 39 |
+
use_augmentation: true
|
| 40 |
+
aug_hflip: 0.3
|
| 41 |
+
aug_vflip: 0.3
|
| 42 |
+
aug_rotate90: 0.3
|
| 43 |
+
aug_brightness_contrast: 0.2
|
| 44 |
+
aug_hue_sat: 0.0
|
| 45 |
+
aug_noise: 0.0
|
| 46 |
+
fold:
|
| 47 |
+
n_folds: 3
|
| 48 |
+
fold_idx: null
|
| 49 |
+
stratify: true
|
| 50 |
+
stratify_column: Dry_Total_g
|
| 51 |
+
stratify_columns:
|
| 52 |
+
- State
|
| 53 |
+
stratify_bins: 4
|
| 54 |
+
include_month: true
|
| 55 |
+
shuffle: true
|
| 56 |
+
test_size: 0.2
|
| 57 |
+
loss:
|
| 58 |
+
loss_type: huber
|
| 59 |
+
huber_delta: 1.0
|
| 60 |
+
weight_total: 0.3
|
| 61 |
+
weight_gdm: 0.25
|
| 62 |
+
weight_green: 0.2
|
| 63 |
+
weight_clover: 0.2
|
| 64 |
+
weight_dead: 0.2
|
| 65 |
+
optimizer:
|
| 66 |
+
optimizer: adamw
|
| 67 |
+
learning_rate: 2.5e-05
|
| 68 |
+
weight_decay: 0.01
|
| 69 |
+
scheduler: onecycle
|
| 70 |
+
warmup_epochs: 2
|
| 71 |
+
warmup_pct: 0.1
|
| 72 |
+
min_lr: 4e-7
|
| 73 |
+
gradient_accumulation_steps: 2
|
| 74 |
+
max_grad_norm: 0.0
|
| 75 |
+
training:
|
| 76 |
+
epochs: 31
|
| 77 |
+
seed: 42
|
| 78 |
+
mixed_precision: true
|
| 79 |
+
patience: 7
|
| 80 |
+
early_stopping_metric: val_weighted_r2
|
| 81 |
+
early_stopping_mode: max
|
| 82 |
+
save_best_only: true
|
| 83 |
+
save_last: true
|
| 84 |
+
aux:
|
| 85 |
+
enabled: true
|
| 86 |
+
predict_height: true
|
| 87 |
+
height_target: raw
|
| 88 |
+
height_weight: 0.06
|
| 89 |
+
predict_ndvi: true
|
| 90 |
+
ndvi_target: norm
|
| 91 |
+
ndvi_weight: 0.06
|
| 92 |
+
predict_state: true
|
| 93 |
+
state_weight: 0.06
|
| 94 |
+
state_num_classes: 4
|
| 95 |
+
state_class_weighting: effective_num
|
| 96 |
+
state_class_weight_max: 10.0
|
| 97 |
+
state_effective_num_beta: 0.999
|
| 98 |
+
predict_species: false
|
| 99 |
+
species_weight: 0.035
|
| 100 |
+
species_num_classes: null
|
| 101 |
+
species_class_weighting: effective_num
|
| 102 |
+
species_class_weight_max: 10.0
|
| 103 |
+
species_effective_num_beta: 0.999
|
| 104 |
+
label_smoothing: 0.015
|
day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/config.json
ADDED
|
@@ -0,0 +1,117 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "dinov2b_huber_4grid_16heads_bottom_up",
|
| 3 |
+
"description": "dinov2-base with Huber loss",
|
| 4 |
+
"tags": [
|
| 5 |
+
"baseline",
|
| 6 |
+
"dinov2"
|
| 7 |
+
],
|
| 8 |
+
"paths": {
|
| 9 |
+
"data_dir": "/csiro-biomass_data/",
|
| 10 |
+
"train_csv": "train.csv",
|
| 11 |
+
"test_csv": "test.csv",
|
| 12 |
+
"train_images": "train",
|
| 13 |
+
"test_images": "test",
|
| 14 |
+
"output_dir": "/volume/exp/day6"
|
| 15 |
+
},
|
| 16 |
+
"model": {
|
| 17 |
+
"backbone": "timm/vit_base_patch14_reg4_dinov2.lvd142m",
|
| 18 |
+
"pretrained": true,
|
| 19 |
+
"freeze_percent": 0.57,
|
| 20 |
+
"img_size": 518,
|
| 21 |
+
"grid": [
|
| 22 |
+
4,
|
| 23 |
+
4
|
| 24 |
+
],
|
| 25 |
+
"use_stereo": true,
|
| 26 |
+
"stereo_heads": 14,
|
| 27 |
+
"dropout": 0.35,
|
| 28 |
+
"use_global": true,
|
| 29 |
+
"global_weight_learnable": true,
|
| 30 |
+
"head_strategy": "derive",
|
| 31 |
+
"use_dead_ratio_head": true,
|
| 32 |
+
"use_film": true,
|
| 33 |
+
"film_hidden_dim": null,
|
| 34 |
+
"film_hidden_ratio": 0.4,
|
| 35 |
+
"film_dropout": 0.1,
|
| 36 |
+
"film_share": false,
|
| 37 |
+
"film_apply_to_global": false,
|
| 38 |
+
"use_image_features": true
|
| 39 |
+
},
|
| 40 |
+
"data": {
|
| 41 |
+
"batch_size": 4,
|
| 42 |
+
"num_workers": 4,
|
| 43 |
+
"pin_memory": true,
|
| 44 |
+
"use_augmentation": true,
|
| 45 |
+
"aug_hflip": 0.3,
|
| 46 |
+
"aug_vflip": 0.3,
|
| 47 |
+
"aug_rotate90": 0.3,
|
| 48 |
+
"aug_brightness_contrast": 0.2,
|
| 49 |
+
"aug_hue_sat": 0.0,
|
| 50 |
+
"aug_noise": 0.0
|
| 51 |
+
},
|
| 52 |
+
"fold": {
|
| 53 |
+
"n_folds": 3,
|
| 54 |
+
"fold_idx": null,
|
| 55 |
+
"stratify": true,
|
| 56 |
+
"stratify_column": "Dry_Total_g",
|
| 57 |
+
"stratify_columns": [
|
| 58 |
+
"State"
|
| 59 |
+
],
|
| 60 |
+
"stratify_bins": 4,
|
| 61 |
+
"include_month": true,
|
| 62 |
+
"shuffle": true,
|
| 63 |
+
"test_size": 0.2
|
| 64 |
+
},
|
| 65 |
+
"loss": {
|
| 66 |
+
"loss_type": "huber",
|
| 67 |
+
"huber_delta": 1.0,
|
| 68 |
+
"weight_total": 0.3,
|
| 69 |
+
"weight_gdm": 0.25,
|
| 70 |
+
"weight_green": 0.2,
|
| 71 |
+
"weight_clover": 0.2,
|
| 72 |
+
"weight_dead": 0.2
|
| 73 |
+
},
|
| 74 |
+
"optimizer": {
|
| 75 |
+
"optimizer": "adamw",
|
| 76 |
+
"learning_rate": "3e-5",
|
| 77 |
+
"weight_decay": 0.0055,
|
| 78 |
+
"scheduler": "onecycle",
|
| 79 |
+
"warmup_epochs": 1,
|
| 80 |
+
"warmup_pct": 0.1,
|
| 81 |
+
"min_lr": "4e-7",
|
| 82 |
+
"gradient_accumulation_steps": 2,
|
| 83 |
+
"max_grad_norm": 0.0
|
| 84 |
+
},
|
| 85 |
+
"training": {
|
| 86 |
+
"epochs": 31,
|
| 87 |
+
"seed": 42,
|
| 88 |
+
"mixed_precision": true,
|
| 89 |
+
"patience": 7,
|
| 90 |
+
"early_stopping_metric": "val_weighted_r2",
|
| 91 |
+
"early_stopping_mode": "max",
|
| 92 |
+
"save_best_only": true,
|
| 93 |
+
"save_last": true
|
| 94 |
+
},
|
| 95 |
+
"aux": {
|
| 96 |
+
"enabled": true,
|
| 97 |
+
"predict_height": true,
|
| 98 |
+
"height_target": "raw",
|
| 99 |
+
"height_weight": 0.06,
|
| 100 |
+
"predict_ndvi": true,
|
| 101 |
+
"ndvi_target": "norm",
|
| 102 |
+
"ndvi_weight": 0.06,
|
| 103 |
+
"predict_state": true,
|
| 104 |
+
"state_weight": 0.06,
|
| 105 |
+
"state_num_classes": 4,
|
| 106 |
+
"state_class_weighting": "effective_num",
|
| 107 |
+
"state_class_weight_max": 10.0,
|
| 108 |
+
"state_effective_num_beta": 0.999,
|
| 109 |
+
"predict_species": false,
|
| 110 |
+
"species_weight": 0.035,
|
| 111 |
+
"species_num_classes": null,
|
| 112 |
+
"species_class_weighting": "effective_num",
|
| 113 |
+
"species_class_weight_max": 10.0,
|
| 114 |
+
"species_effective_num_beta": 0.999,
|
| 115 |
+
"label_smoothing": 0.015
|
| 116 |
+
}
|
| 117 |
+
}
|
day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/config.yaml
ADDED
|
@@ -0,0 +1,104 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
name: dinov2b_huber_4grid_16heads_bottom_up
|
| 2 |
+
description: dinov2-base with Huber loss
|
| 3 |
+
tags:
|
| 4 |
+
- baseline
|
| 5 |
+
- dinov2
|
| 6 |
+
paths:
|
| 7 |
+
data_dir: /csiro-biomass_data/
|
| 8 |
+
train_csv: train.csv
|
| 9 |
+
test_csv: test.csv
|
| 10 |
+
train_images: train
|
| 11 |
+
test_images: test
|
| 12 |
+
output_dir: /volume/exp/day6
|
| 13 |
+
model:
|
| 14 |
+
backbone: timm/vit_base_patch14_reg4_dinov2.lvd142m
|
| 15 |
+
pretrained: true
|
| 16 |
+
freeze_percent: 0.57
|
| 17 |
+
img_size: 518
|
| 18 |
+
grid:
|
| 19 |
+
- 4
|
| 20 |
+
- 4
|
| 21 |
+
use_stereo: true
|
| 22 |
+
stereo_heads: 14
|
| 23 |
+
dropout: 0.35
|
| 24 |
+
use_global: true
|
| 25 |
+
global_weight_learnable: true
|
| 26 |
+
head_strategy: derive
|
| 27 |
+
use_dead_ratio_head: true
|
| 28 |
+
use_film: true
|
| 29 |
+
film_hidden_dim: null
|
| 30 |
+
film_hidden_ratio: 0.4
|
| 31 |
+
film_dropout: 0.1
|
| 32 |
+
film_share: false
|
| 33 |
+
film_apply_to_global: false
|
| 34 |
+
use_image_features: true
|
| 35 |
+
data:
|
| 36 |
+
batch_size: 4
|
| 37 |
+
num_workers: 4
|
| 38 |
+
pin_memory: true
|
| 39 |
+
use_augmentation: true
|
| 40 |
+
aug_hflip: 0.3
|
| 41 |
+
aug_vflip: 0.3
|
| 42 |
+
aug_rotate90: 0.3
|
| 43 |
+
aug_brightness_contrast: 0.2
|
| 44 |
+
aug_hue_sat: 0.0
|
| 45 |
+
aug_noise: 0.0
|
| 46 |
+
fold:
|
| 47 |
+
n_folds: 3
|
| 48 |
+
fold_idx: null
|
| 49 |
+
stratify: true
|
| 50 |
+
stratify_column: Dry_Total_g
|
| 51 |
+
stratify_columns:
|
| 52 |
+
- State
|
| 53 |
+
stratify_bins: 4
|
| 54 |
+
include_month: true
|
| 55 |
+
shuffle: true
|
| 56 |
+
test_size: 0.2
|
| 57 |
+
loss:
|
| 58 |
+
loss_type: huber
|
| 59 |
+
huber_delta: 1.0
|
| 60 |
+
weight_total: 0.3
|
| 61 |
+
weight_gdm: 0.25
|
| 62 |
+
weight_green: 0.2
|
| 63 |
+
weight_clover: 0.2
|
| 64 |
+
weight_dead: 0.2
|
| 65 |
+
optimizer:
|
| 66 |
+
optimizer: adamw
|
| 67 |
+
learning_rate: 3e-5
|
| 68 |
+
weight_decay: 0.0055
|
| 69 |
+
scheduler: onecycle
|
| 70 |
+
warmup_epochs: 1
|
| 71 |
+
warmup_pct: 0.1
|
| 72 |
+
min_lr: 4e-7
|
| 73 |
+
gradient_accumulation_steps: 2
|
| 74 |
+
max_grad_norm: 0.0
|
| 75 |
+
training:
|
| 76 |
+
epochs: 31
|
| 77 |
+
seed: 42
|
| 78 |
+
mixed_precision: true
|
| 79 |
+
patience: 7
|
| 80 |
+
early_stopping_metric: val_weighted_r2
|
| 81 |
+
early_stopping_mode: max
|
| 82 |
+
save_best_only: true
|
| 83 |
+
save_last: true
|
| 84 |
+
aux:
|
| 85 |
+
enabled: true
|
| 86 |
+
predict_height: true
|
| 87 |
+
height_target: raw
|
| 88 |
+
height_weight: 0.06
|
| 89 |
+
predict_ndvi: true
|
| 90 |
+
ndvi_target: norm
|
| 91 |
+
ndvi_weight: 0.06
|
| 92 |
+
predict_state: true
|
| 93 |
+
state_weight: 0.06
|
| 94 |
+
state_num_classes: 4
|
| 95 |
+
state_class_weighting: effective_num
|
| 96 |
+
state_class_weight_max: 10.0
|
| 97 |
+
state_effective_num_beta: 0.999
|
| 98 |
+
predict_species: false
|
| 99 |
+
species_weight: 0.035
|
| 100 |
+
species_num_classes: null
|
| 101 |
+
species_class_weighting: effective_num
|
| 102 |
+
species_class_weight_max: 10.0
|
| 103 |
+
species_effective_num_beta: 0.999
|
| 104 |
+
label_smoothing: 0.015
|
day6/dinov2b_huber_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251228_2242/final_results.json
ADDED
|
@@ -0,0 +1,1929 @@
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| 1 |
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|
| 1926 |
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|
| 1927 |
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}
|
| 1928 |
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]
|
| 1929 |
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}
|
day6/dinov2b_smoothl1_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251229_0751/config.json
ADDED
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "dinov2b_smoothl1_4grid_16heads_bottom_up",
|
| 3 |
+
"description": "dinov2-base with Smooth L1 loss",
|
| 4 |
+
"tags": [
|
| 5 |
+
"baseline",
|
| 6 |
+
"dinov2"
|
| 7 |
+
],
|
| 8 |
+
"paths": {
|
| 9 |
+
"data_dir": "/csiro-biomass_data/",
|
| 10 |
+
"train_csv": "train.csv",
|
| 11 |
+
"test_csv": "test.csv",
|
| 12 |
+
"train_images": "train",
|
| 13 |
+
"test_images": "test",
|
| 14 |
+
"output_dir": "/volume/exp/day6"
|
| 15 |
+
},
|
| 16 |
+
"model": {
|
| 17 |
+
"backbone": "timm/vit_base_patch14_reg4_dinov2.lvd142m",
|
| 18 |
+
"pretrained": true,
|
| 19 |
+
"freeze_percent": 0.57,
|
| 20 |
+
"img_size": 518,
|
| 21 |
+
"grid": [
|
| 22 |
+
2,
|
| 23 |
+
2
|
| 24 |
+
],
|
| 25 |
+
"use_stereo": true,
|
| 26 |
+
"stereo_heads": 16,
|
| 27 |
+
"dropout": 0.35,
|
| 28 |
+
"use_global": true,
|
| 29 |
+
"global_weight_learnable": true,
|
| 30 |
+
"head_strategy": "derive",
|
| 31 |
+
"use_dead_ratio_head": true,
|
| 32 |
+
"use_film": true,
|
| 33 |
+
"film_hidden_dim": null,
|
| 34 |
+
"film_hidden_ratio": 0.4,
|
| 35 |
+
"film_dropout": 0.15,
|
| 36 |
+
"film_share": true,
|
| 37 |
+
"film_apply_to_global": true,
|
| 38 |
+
"use_image_features": false
|
| 39 |
+
},
|
| 40 |
+
"data": {
|
| 41 |
+
"batch_size": 16,
|
| 42 |
+
"num_workers": 4,
|
| 43 |
+
"pin_memory": true,
|
| 44 |
+
"use_augmentation": true,
|
| 45 |
+
"aug_hflip": 0.3,
|
| 46 |
+
"aug_vflip": 0.3,
|
| 47 |
+
"aug_rotate90": 0.3,
|
| 48 |
+
"aug_brightness_contrast": 0.2,
|
| 49 |
+
"aug_hue_sat": 0.0,
|
| 50 |
+
"aug_noise": 0.1
|
| 51 |
+
},
|
| 52 |
+
"fold": {
|
| 53 |
+
"n_folds": 3,
|
| 54 |
+
"fold_idx": null,
|
| 55 |
+
"stratify": true,
|
| 56 |
+
"stratify_by": "State",
|
| 57 |
+
"stratify_bins": 5,
|
| 58 |
+
"group_by": "Sampling_Date",
|
| 59 |
+
"stratify_column": "Dry_Total_g",
|
| 60 |
+
"stratify_columns": [
|
| 61 |
+
"State"
|
| 62 |
+
],
|
| 63 |
+
"include_month": false,
|
| 64 |
+
"shuffle": true,
|
| 65 |
+
"test_size": 0.2
|
| 66 |
+
},
|
| 67 |
+
"loss": {
|
| 68 |
+
"loss_type": "smooth_l1",
|
| 69 |
+
"huber_delta": 1.0,
|
| 70 |
+
"weight_total": 0.5,
|
| 71 |
+
"weight_gdm": 0.3,
|
| 72 |
+
"weight_green": 0.2,
|
| 73 |
+
"weight_clover": 0.2,
|
| 74 |
+
"weight_dead": 0.2
|
| 75 |
+
},
|
| 76 |
+
"optimizer": {
|
| 77 |
+
"optimizer": "adamw",
|
| 78 |
+
"learning_rate": 2.5e-05,
|
| 79 |
+
"weight_decay": 0.01,
|
| 80 |
+
"scheduler": "onecycle",
|
| 81 |
+
"warmup_epochs": 2,
|
| 82 |
+
"warmup_pct": 0.1,
|
| 83 |
+
"min_lr": "4e-7",
|
| 84 |
+
"gradient_accumulation_steps": 1,
|
| 85 |
+
"max_grad_norm": 0.0
|
| 86 |
+
},
|
| 87 |
+
"training": {
|
| 88 |
+
"epochs": 31,
|
| 89 |
+
"seed": 42,
|
| 90 |
+
"mixed_precision": true,
|
| 91 |
+
"patience": 7,
|
| 92 |
+
"early_stopping_metric": "val_weighted_r2",
|
| 93 |
+
"early_stopping_mode": "max",
|
| 94 |
+
"save_best_only": true,
|
| 95 |
+
"save_last": true
|
| 96 |
+
},
|
| 97 |
+
"aux": {
|
| 98 |
+
"enabled": true,
|
| 99 |
+
"predict_height": true,
|
| 100 |
+
"height_target": "raw",
|
| 101 |
+
"height_weight": 0.05,
|
| 102 |
+
"predict_ndvi": true,
|
| 103 |
+
"ndvi_target": "norm",
|
| 104 |
+
"ndvi_weight": 0.05,
|
| 105 |
+
"predict_state": true,
|
| 106 |
+
"state_weight": 0.035,
|
| 107 |
+
"state_num_classes": 4,
|
| 108 |
+
"state_class_weighting": "balanced",
|
| 109 |
+
"state_class_weight_max": 10.0,
|
| 110 |
+
"state_effective_num_beta": 0.999,
|
| 111 |
+
"predict_species": false,
|
| 112 |
+
"species_weight": 0.035,
|
| 113 |
+
"species_num_classes": null,
|
| 114 |
+
"species_class_weighting": "effective_num",
|
| 115 |
+
"species_class_weight_max": 10.0,
|
| 116 |
+
"species_effective_num_beta": 0.999,
|
| 117 |
+
"label_smoothing": 0.015
|
| 118 |
+
}
|
| 119 |
+
}
|
day6/dinov2b_smoothl1_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251229_0751/config.yaml
ADDED
|
@@ -0,0 +1,106 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
name: dinov2b_smoothl1_4grid_16heads_bottom_up
|
| 2 |
+
description: dinov2-base with Smooth L1 loss
|
| 3 |
+
tags:
|
| 4 |
+
- baseline
|
| 5 |
+
- dinov2
|
| 6 |
+
paths:
|
| 7 |
+
data_dir: /csiro-biomass_data/
|
| 8 |
+
train_csv: train.csv
|
| 9 |
+
test_csv: test.csv
|
| 10 |
+
train_images: train
|
| 11 |
+
test_images: test
|
| 12 |
+
output_dir: /volume/exp/day6
|
| 13 |
+
model:
|
| 14 |
+
backbone: timm/vit_base_patch14_reg4_dinov2.lvd142m
|
| 15 |
+
pretrained: true
|
| 16 |
+
freeze_percent: 0.57
|
| 17 |
+
img_size: 518
|
| 18 |
+
grid:
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
use_stereo: true
|
| 22 |
+
stereo_heads: 16
|
| 23 |
+
dropout: 0.35
|
| 24 |
+
use_global: true
|
| 25 |
+
global_weight_learnable: true
|
| 26 |
+
head_strategy: derive
|
| 27 |
+
use_dead_ratio_head: true
|
| 28 |
+
use_film: true
|
| 29 |
+
film_hidden_dim: null
|
| 30 |
+
film_hidden_ratio: 0.4
|
| 31 |
+
film_dropout: 0.15
|
| 32 |
+
film_share: true
|
| 33 |
+
film_apply_to_global: true
|
| 34 |
+
use_image_features: false
|
| 35 |
+
data:
|
| 36 |
+
batch_size: 16
|
| 37 |
+
num_workers: 4
|
| 38 |
+
pin_memory: true
|
| 39 |
+
use_augmentation: true
|
| 40 |
+
aug_hflip: 0.3
|
| 41 |
+
aug_vflip: 0.3
|
| 42 |
+
aug_rotate90: 0.3
|
| 43 |
+
aug_brightness_contrast: 0.2
|
| 44 |
+
aug_hue_sat: 0.0
|
| 45 |
+
aug_noise: 0.1
|
| 46 |
+
fold:
|
| 47 |
+
n_folds: 3
|
| 48 |
+
fold_idx: null
|
| 49 |
+
stratify: true
|
| 50 |
+
stratify_by: State
|
| 51 |
+
stratify_bins: 5
|
| 52 |
+
group_by: Sampling_Date
|
| 53 |
+
stratify_column: Dry_Total_g
|
| 54 |
+
stratify_columns:
|
| 55 |
+
- State
|
| 56 |
+
include_month: false
|
| 57 |
+
shuffle: true
|
| 58 |
+
test_size: 0.2
|
| 59 |
+
loss:
|
| 60 |
+
loss_type: smooth_l1
|
| 61 |
+
huber_delta: 1.0
|
| 62 |
+
weight_total: 0.5
|
| 63 |
+
weight_gdm: 0.3
|
| 64 |
+
weight_green: 0.2
|
| 65 |
+
weight_clover: 0.2
|
| 66 |
+
weight_dead: 0.2
|
| 67 |
+
optimizer:
|
| 68 |
+
optimizer: adamw
|
| 69 |
+
learning_rate: 2.5e-05
|
| 70 |
+
weight_decay: 0.01
|
| 71 |
+
scheduler: onecycle
|
| 72 |
+
warmup_epochs: 2
|
| 73 |
+
warmup_pct: 0.1
|
| 74 |
+
min_lr: 4e-7
|
| 75 |
+
gradient_accumulation_steps: 1
|
| 76 |
+
max_grad_norm: 0.0
|
| 77 |
+
training:
|
| 78 |
+
epochs: 31
|
| 79 |
+
seed: 42
|
| 80 |
+
mixed_precision: true
|
| 81 |
+
patience: 7
|
| 82 |
+
early_stopping_metric: val_weighted_r2
|
| 83 |
+
early_stopping_mode: max
|
| 84 |
+
save_best_only: true
|
| 85 |
+
save_last: true
|
| 86 |
+
aux:
|
| 87 |
+
enabled: true
|
| 88 |
+
predict_height: true
|
| 89 |
+
height_target: raw
|
| 90 |
+
height_weight: 0.05
|
| 91 |
+
predict_ndvi: true
|
| 92 |
+
ndvi_target: norm
|
| 93 |
+
ndvi_weight: 0.05
|
| 94 |
+
predict_state: true
|
| 95 |
+
state_weight: 0.035
|
| 96 |
+
state_num_classes: 4
|
| 97 |
+
state_class_weighting: balanced
|
| 98 |
+
state_class_weight_max: 10.0
|
| 99 |
+
state_effective_num_beta: 0.999
|
| 100 |
+
predict_species: false
|
| 101 |
+
species_weight: 0.035
|
| 102 |
+
species_num_classes: null
|
| 103 |
+
species_class_weighting: effective_num
|
| 104 |
+
species_class_weight_max: 10.0
|
| 105 |
+
species_effective_num_beta: 0.999
|
| 106 |
+
label_smoothing: 0.015
|
day6/dinov2b_smoothl1_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251229_0808/config.json
ADDED
|
@@ -0,0 +1,124 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "dinov2b_smoothl1_4grid_16heads_bottom_up",
|
| 3 |
+
"description": "dinov2-base with Smooth L1 loss",
|
| 4 |
+
"tags": [
|
| 5 |
+
"baseline",
|
| 6 |
+
"dinov2"
|
| 7 |
+
],
|
| 8 |
+
"paths": {
|
| 9 |
+
"data_dir": "/csiro-biomass_data/",
|
| 10 |
+
"train_csv": "train.csv",
|
| 11 |
+
"test_csv": "test.csv",
|
| 12 |
+
"train_images": "train",
|
| 13 |
+
"test_images": "test",
|
| 14 |
+
"output_dir": "/volume/exp/day6"
|
| 15 |
+
},
|
| 16 |
+
"model": {
|
| 17 |
+
"backbone": "timm/vit_base_patch14_reg4_dinov2.lvd142m",
|
| 18 |
+
"pretrained": true,
|
| 19 |
+
"freeze_percent": 0.57,
|
| 20 |
+
"img_size": 518,
|
| 21 |
+
"grid": [
|
| 22 |
+
2,
|
| 23 |
+
2
|
| 24 |
+
],
|
| 25 |
+
"use_stereo": true,
|
| 26 |
+
"stereo_heads": 16,
|
| 27 |
+
"dropout": 0.35,
|
| 28 |
+
"use_global": true,
|
| 29 |
+
"global_weight_learnable": true,
|
| 30 |
+
"head_strategy": "derive",
|
| 31 |
+
"use_dead_ratio_head": true,
|
| 32 |
+
"use_film": true,
|
| 33 |
+
"film_hidden_dim": null,
|
| 34 |
+
"film_hidden_ratio": 0.3,
|
| 35 |
+
"film_dropout": 0.15,
|
| 36 |
+
"film_share": false,
|
| 37 |
+
"film_apply_to_global": false,
|
| 38 |
+
"use_image_features": false
|
| 39 |
+
},
|
| 40 |
+
"data": {
|
| 41 |
+
"batch_size": 16,
|
| 42 |
+
"num_workers": 4,
|
| 43 |
+
"pin_memory": true,
|
| 44 |
+
"use_augmentation": true,
|
| 45 |
+
"aug_hflip": 0.3,
|
| 46 |
+
"aug_vflip": 0.3,
|
| 47 |
+
"aug_rotate90": 0.3,
|
| 48 |
+
"aug_brightness_contrast": 0.2,
|
| 49 |
+
"aug_hue_sat": 0.0,
|
| 50 |
+
"aug_noise": 0.1
|
| 51 |
+
},
|
| 52 |
+
"fold": {
|
| 53 |
+
"n_folds": 3,
|
| 54 |
+
"fold_idx": null,
|
| 55 |
+
"stratify": true,
|
| 56 |
+
"stratify_by": "State",
|
| 57 |
+
"stratify_bins": 5,
|
| 58 |
+
"group_by": "Sampling_Date",
|
| 59 |
+
"stratify_column": "Dry_Total_g",
|
| 60 |
+
"stratify_columns": [
|
| 61 |
+
"State"
|
| 62 |
+
],
|
| 63 |
+
"include_month": false,
|
| 64 |
+
"shuffle": true,
|
| 65 |
+
"test_size": 0.2
|
| 66 |
+
},
|
| 67 |
+
"loss": {
|
| 68 |
+
"loss_type": "smooth_l1",
|
| 69 |
+
"huber_delta": 1.0,
|
| 70 |
+
"weight_total": 0.5,
|
| 71 |
+
"weight_gdm": 0.3,
|
| 72 |
+
"weight_green": 0.2,
|
| 73 |
+
"weight_clover": 0.2,
|
| 74 |
+
"weight_dead": 0.2,
|
| 75 |
+
"sample_weighting": true,
|
| 76 |
+
"sample_weight_strategy": "log",
|
| 77 |
+
"sample_weight_alpha": 1.5,
|
| 78 |
+
"sample_weight_target": "total",
|
| 79 |
+
"sample_weight_scale": 96.0
|
| 80 |
+
},
|
| 81 |
+
"optimizer": {
|
| 82 |
+
"optimizer": "adamw",
|
| 83 |
+
"learning_rate": 2.5e-05,
|
| 84 |
+
"weight_decay": 0.01,
|
| 85 |
+
"scheduler": "onecycle",
|
| 86 |
+
"warmup_epochs": 2,
|
| 87 |
+
"warmup_pct": 0.1,
|
| 88 |
+
"min_lr": "4e-7",
|
| 89 |
+
"gradient_accumulation_steps": 1,
|
| 90 |
+
"max_grad_norm": 0.0
|
| 91 |
+
},
|
| 92 |
+
"training": {
|
| 93 |
+
"epochs": 31,
|
| 94 |
+
"seed": 42,
|
| 95 |
+
"mixed_precision": true,
|
| 96 |
+
"patience": 7,
|
| 97 |
+
"early_stopping_metric": "val_weighted_r2",
|
| 98 |
+
"early_stopping_mode": "max",
|
| 99 |
+
"save_best_only": true,
|
| 100 |
+
"save_last": true
|
| 101 |
+
},
|
| 102 |
+
"aux": {
|
| 103 |
+
"enabled": true,
|
| 104 |
+
"predict_height": true,
|
| 105 |
+
"height_target": "raw",
|
| 106 |
+
"height_weight": 0.05,
|
| 107 |
+
"predict_ndvi": true,
|
| 108 |
+
"ndvi_target": "norm",
|
| 109 |
+
"ndvi_weight": 0.05,
|
| 110 |
+
"predict_state": true,
|
| 111 |
+
"state_weight": 0.035,
|
| 112 |
+
"state_num_classes": 4,
|
| 113 |
+
"state_class_weighting": "balanced",
|
| 114 |
+
"state_class_weight_max": 10.0,
|
| 115 |
+
"state_effective_num_beta": 0.999,
|
| 116 |
+
"predict_species": false,
|
| 117 |
+
"species_weight": 0.035,
|
| 118 |
+
"species_num_classes": null,
|
| 119 |
+
"species_class_weighting": "effective_num",
|
| 120 |
+
"species_class_weight_max": 10.0,
|
| 121 |
+
"species_effective_num_beta": 0.999,
|
| 122 |
+
"label_smoothing": 0.015
|
| 123 |
+
}
|
| 124 |
+
}
|
day6/dinov2b_smoothl1_4grid_16heads_bottom_up_vit_base_patch14_reg4_dinov2_20251229_0808/config.yaml
ADDED
|
@@ -0,0 +1,111 @@
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
name: dinov2b_smoothl1_4grid_16heads_bottom_up
|
| 2 |
+
description: dinov2-base with Smooth L1 loss
|
| 3 |
+
tags:
|
| 4 |
+
- baseline
|
| 5 |
+
- dinov2
|
| 6 |
+
paths:
|
| 7 |
+
data_dir: /csiro-biomass_data/
|
| 8 |
+
train_csv: train.csv
|
| 9 |
+
test_csv: test.csv
|
| 10 |
+
train_images: train
|
| 11 |
+
test_images: test
|
| 12 |
+
output_dir: /volume/exp/day6
|
| 13 |
+
model:
|
| 14 |
+
backbone: timm/vit_base_patch14_reg4_dinov2.lvd142m
|
| 15 |
+
pretrained: true
|
| 16 |
+
freeze_percent: 0.57
|
| 17 |
+
img_size: 518
|
| 18 |
+
grid:
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
use_stereo: true
|
| 22 |
+
stereo_heads: 16
|
| 23 |
+
dropout: 0.35
|
| 24 |
+
use_global: true
|
| 25 |
+
global_weight_learnable: true
|
| 26 |
+
head_strategy: derive
|
| 27 |
+
use_dead_ratio_head: true
|
| 28 |
+
use_film: true
|
| 29 |
+
film_hidden_dim: null
|
| 30 |
+
film_hidden_ratio: 0.3
|
| 31 |
+
film_dropout: 0.15
|
| 32 |
+
film_share: false
|
| 33 |
+
film_apply_to_global: false
|
| 34 |
+
use_image_features: false
|
| 35 |
+
data:
|
| 36 |
+
batch_size: 16
|
| 37 |
+
num_workers: 4
|
| 38 |
+
pin_memory: true
|
| 39 |
+
use_augmentation: true
|
| 40 |
+
aug_hflip: 0.3
|
| 41 |
+
aug_vflip: 0.3
|
| 42 |
+
aug_rotate90: 0.3
|
| 43 |
+
aug_brightness_contrast: 0.2
|
| 44 |
+
aug_hue_sat: 0.0
|
| 45 |
+
aug_noise: 0.1
|
| 46 |
+
fold:
|
| 47 |
+
n_folds: 3
|
| 48 |
+
fold_idx: null
|
| 49 |
+
stratify: true
|
| 50 |
+
stratify_by: State
|
| 51 |
+
stratify_bins: 5
|
| 52 |
+
group_by: Sampling_Date
|
| 53 |
+
stratify_column: Dry_Total_g
|
| 54 |
+
stratify_columns:
|
| 55 |
+
- State
|
| 56 |
+
include_month: false
|
| 57 |
+
shuffle: true
|
| 58 |
+
test_size: 0.2
|
| 59 |
+
loss:
|
| 60 |
+
loss_type: smooth_l1
|
| 61 |
+
huber_delta: 1.0
|
| 62 |
+
weight_total: 0.5
|
| 63 |
+
weight_gdm: 0.3
|
| 64 |
+
weight_green: 0.2
|
| 65 |
+
weight_clover: 0.2
|
| 66 |
+
weight_dead: 0.2
|
| 67 |
+
sample_weighting: true
|
| 68 |
+
sample_weight_strategy: log
|
| 69 |
+
sample_weight_alpha: 1.5
|
| 70 |
+
sample_weight_target: total
|
| 71 |
+
sample_weight_scale: 96.0
|
| 72 |
+
optimizer:
|
| 73 |
+
optimizer: adamw
|
| 74 |
+
learning_rate: 2.5e-05
|
| 75 |
+
weight_decay: 0.01
|
| 76 |
+
scheduler: onecycle
|
| 77 |
+
warmup_epochs: 2
|
| 78 |
+
warmup_pct: 0.1
|
| 79 |
+
min_lr: 4e-7
|
| 80 |
+
gradient_accumulation_steps: 1
|
| 81 |
+
max_grad_norm: 0.0
|
| 82 |
+
training:
|
| 83 |
+
epochs: 31
|
| 84 |
+
seed: 42
|
| 85 |
+
mixed_precision: true
|
| 86 |
+
patience: 7
|
| 87 |
+
early_stopping_metric: val_weighted_r2
|
| 88 |
+
early_stopping_mode: max
|
| 89 |
+
save_best_only: true
|
| 90 |
+
save_last: true
|
| 91 |
+
aux:
|
| 92 |
+
enabled: true
|
| 93 |
+
predict_height: true
|
| 94 |
+
height_target: raw
|
| 95 |
+
height_weight: 0.05
|
| 96 |
+
predict_ndvi: true
|
| 97 |
+
ndvi_target: norm
|
| 98 |
+
ndvi_weight: 0.05
|
| 99 |
+
predict_state: true
|
| 100 |
+
state_weight: 0.035
|
| 101 |
+
state_num_classes: 4
|
| 102 |
+
state_class_weighting: balanced
|
| 103 |
+
state_class_weight_max: 10.0
|
| 104 |
+
state_effective_num_beta: 0.999
|
| 105 |
+
predict_species: false
|
| 106 |
+
species_weight: 0.035
|
| 107 |
+
species_num_classes: null
|
| 108 |
+
species_class_weighting: effective_num
|
| 109 |
+
species_class_weight_max: 10.0
|
| 110 |
+
species_effective_num_beta: 0.999
|
| 111 |
+
label_smoothing: 0.015
|
day6/dinov2b_smoothl1_4grid_16heads_derivev2_log1p_vit_base_patch14_reg4_dinov2_20251229_0822/config.json
ADDED
|
@@ -0,0 +1,125 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "dinov2b_smoothl1_4grid_16heads_derivev2_log1p",
|
| 3 |
+
"description": "dinov2-base with Smooth L1 loss",
|
| 4 |
+
"tags": [
|
| 5 |
+
"baseline",
|
| 6 |
+
"dinov2"
|
| 7 |
+
],
|
| 8 |
+
"paths": {
|
| 9 |
+
"data_dir": "/csiro-biomass_data/",
|
| 10 |
+
"train_csv": "train.csv",
|
| 11 |
+
"test_csv": "test.csv",
|
| 12 |
+
"train_images": "train",
|
| 13 |
+
"test_images": "test",
|
| 14 |
+
"output_dir": "/volume/exp/day6"
|
| 15 |
+
},
|
| 16 |
+
"model": {
|
| 17 |
+
"backbone": "timm/vit_base_patch14_reg4_dinov2.lvd142m",
|
| 18 |
+
"pretrained": true,
|
| 19 |
+
"freeze_percent": 0.57,
|
| 20 |
+
"img_size": 518,
|
| 21 |
+
"grid": [
|
| 22 |
+
2,
|
| 23 |
+
2
|
| 24 |
+
],
|
| 25 |
+
"use_stereo": true,
|
| 26 |
+
"stereo_heads": 16,
|
| 27 |
+
"dropout": 0.35,
|
| 28 |
+
"use_global": true,
|
| 29 |
+
"global_weight_learnable": true,
|
| 30 |
+
"head_strategy": "derive",
|
| 31 |
+
"use_dead_ratio_head": true,
|
| 32 |
+
"use_film": true,
|
| 33 |
+
"film_hidden_dim": null,
|
| 34 |
+
"film_hidden_ratio": 0.3,
|
| 35 |
+
"film_dropout": 0.15,
|
| 36 |
+
"film_share": false,
|
| 37 |
+
"film_apply_to_global": false,
|
| 38 |
+
"use_image_features": false
|
| 39 |
+
},
|
| 40 |
+
"data": {
|
| 41 |
+
"batch_size": 16,
|
| 42 |
+
"num_workers": 4,
|
| 43 |
+
"pin_memory": true,
|
| 44 |
+
"use_augmentation": true,
|
| 45 |
+
"aug_hflip": 0.3,
|
| 46 |
+
"aug_vflip": 0.3,
|
| 47 |
+
"aug_rotate90": 0.3,
|
| 48 |
+
"aug_brightness_contrast": 0.2,
|
| 49 |
+
"aug_hue_sat": 0.0,
|
| 50 |
+
"aug_noise": 0.1
|
| 51 |
+
},
|
| 52 |
+
"fold": {
|
| 53 |
+
"n_folds": 3,
|
| 54 |
+
"fold_idx": null,
|
| 55 |
+
"stratify": true,
|
| 56 |
+
"stratify_by": "State",
|
| 57 |
+
"stratify_bins": 5,
|
| 58 |
+
"group_by": "Sampling_Date",
|
| 59 |
+
"stratify_column": "Dry_Total_g",
|
| 60 |
+
"stratify_columns": [
|
| 61 |
+
"State"
|
| 62 |
+
],
|
| 63 |
+
"include_month": false,
|
| 64 |
+
"shuffle": true,
|
| 65 |
+
"test_size": 0.2
|
| 66 |
+
},
|
| 67 |
+
"loss": {
|
| 68 |
+
"loss_type": "smooth_l1",
|
| 69 |
+
"huber_delta": 1.0,
|
| 70 |
+
"weight_total": 0.5,
|
| 71 |
+
"weight_gdm": 0.3,
|
| 72 |
+
"weight_green": 0.2,
|
| 73 |
+
"weight_clover": 0.2,
|
| 74 |
+
"weight_dead": 0.2,
|
| 75 |
+
"sample_weighting": true,
|
| 76 |
+
"sample_weight_strategy": "log",
|
| 77 |
+
"sample_weight_alpha": 1.5,
|
| 78 |
+
"sample_weight_target": "total",
|
| 79 |
+
"sample_weight_scale": 96.0,
|
| 80 |
+
"target_transform": "log1p"
|
| 81 |
+
},
|
| 82 |
+
"optimizer": {
|
| 83 |
+
"optimizer": "adamw",
|
| 84 |
+
"learning_rate": 2.5e-05,
|
| 85 |
+
"weight_decay": 0.01,
|
| 86 |
+
"scheduler": "onecycle",
|
| 87 |
+
"warmup_epochs": 2,
|
| 88 |
+
"warmup_pct": 0.1,
|
| 89 |
+
"min_lr": "4e-7",
|
| 90 |
+
"gradient_accumulation_steps": 1,
|
| 91 |
+
"max_grad_norm": 0.0
|
| 92 |
+
},
|
| 93 |
+
"training": {
|
| 94 |
+
"epochs": 31,
|
| 95 |
+
"seed": 42,
|
| 96 |
+
"mixed_precision": true,
|
| 97 |
+
"patience": 7,
|
| 98 |
+
"early_stopping_metric": "val_weighted_r2",
|
| 99 |
+
"early_stopping_mode": "max",
|
| 100 |
+
"save_best_only": true,
|
| 101 |
+
"save_last": true
|
| 102 |
+
},
|
| 103 |
+
"aux": {
|
| 104 |
+
"enabled": true,
|
| 105 |
+
"predict_height": true,
|
| 106 |
+
"height_target": "raw",
|
| 107 |
+
"height_weight": 0.05,
|
| 108 |
+
"predict_ndvi": true,
|
| 109 |
+
"ndvi_target": "norm",
|
| 110 |
+
"ndvi_weight": 0.05,
|
| 111 |
+
"predict_state": true,
|
| 112 |
+
"state_weight": 0.035,
|
| 113 |
+
"state_num_classes": 4,
|
| 114 |
+
"state_class_weighting": "balanced",
|
| 115 |
+
"state_class_weight_max": 10.0,
|
| 116 |
+
"state_effective_num_beta": 0.999,
|
| 117 |
+
"predict_species": false,
|
| 118 |
+
"species_weight": 0.035,
|
| 119 |
+
"species_num_classes": null,
|
| 120 |
+
"species_class_weighting": "effective_num",
|
| 121 |
+
"species_class_weight_max": 10.0,
|
| 122 |
+
"species_effective_num_beta": 0.999,
|
| 123 |
+
"label_smoothing": 0.015
|
| 124 |
+
}
|
| 125 |
+
}
|
day6/dinov2b_smoothl1_4grid_16heads_derivev2_log1p_vit_base_patch14_reg4_dinov2_20251229_0822/config.yaml
ADDED
|
@@ -0,0 +1,112 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
name: dinov2b_smoothl1_4grid_16heads_derivev2_log1p
|
| 2 |
+
description: dinov2-base with Smooth L1 loss
|
| 3 |
+
tags:
|
| 4 |
+
- baseline
|
| 5 |
+
- dinov2
|
| 6 |
+
paths:
|
| 7 |
+
data_dir: /csiro-biomass_data/
|
| 8 |
+
train_csv: train.csv
|
| 9 |
+
test_csv: test.csv
|
| 10 |
+
train_images: train
|
| 11 |
+
test_images: test
|
| 12 |
+
output_dir: /volume/exp/day6
|
| 13 |
+
model:
|
| 14 |
+
backbone: timm/vit_base_patch14_reg4_dinov2.lvd142m
|
| 15 |
+
pretrained: true
|
| 16 |
+
freeze_percent: 0.57
|
| 17 |
+
img_size: 518
|
| 18 |
+
grid:
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
use_stereo: true
|
| 22 |
+
stereo_heads: 16
|
| 23 |
+
dropout: 0.35
|
| 24 |
+
use_global: true
|
| 25 |
+
global_weight_learnable: true
|
| 26 |
+
head_strategy: derive
|
| 27 |
+
use_dead_ratio_head: true
|
| 28 |
+
use_film: true
|
| 29 |
+
film_hidden_dim: null
|
| 30 |
+
film_hidden_ratio: 0.3
|
| 31 |
+
film_dropout: 0.15
|
| 32 |
+
film_share: false
|
| 33 |
+
film_apply_to_global: false
|
| 34 |
+
use_image_features: false
|
| 35 |
+
data:
|
| 36 |
+
batch_size: 16
|
| 37 |
+
num_workers: 4
|
| 38 |
+
pin_memory: true
|
| 39 |
+
use_augmentation: true
|
| 40 |
+
aug_hflip: 0.3
|
| 41 |
+
aug_vflip: 0.3
|
| 42 |
+
aug_rotate90: 0.3
|
| 43 |
+
aug_brightness_contrast: 0.2
|
| 44 |
+
aug_hue_sat: 0.0
|
| 45 |
+
aug_noise: 0.1
|
| 46 |
+
fold:
|
| 47 |
+
n_folds: 3
|
| 48 |
+
fold_idx: null
|
| 49 |
+
stratify: true
|
| 50 |
+
stratify_by: State
|
| 51 |
+
stratify_bins: 5
|
| 52 |
+
group_by: Sampling_Date
|
| 53 |
+
stratify_column: Dry_Total_g
|
| 54 |
+
stratify_columns:
|
| 55 |
+
- State
|
| 56 |
+
include_month: false
|
| 57 |
+
shuffle: true
|
| 58 |
+
test_size: 0.2
|
| 59 |
+
loss:
|
| 60 |
+
loss_type: smooth_l1
|
| 61 |
+
huber_delta: 1.0
|
| 62 |
+
weight_total: 0.5
|
| 63 |
+
weight_gdm: 0.3
|
| 64 |
+
weight_green: 0.2
|
| 65 |
+
weight_clover: 0.2
|
| 66 |
+
weight_dead: 0.2
|
| 67 |
+
sample_weighting: true
|
| 68 |
+
sample_weight_strategy: log
|
| 69 |
+
sample_weight_alpha: 1.5
|
| 70 |
+
sample_weight_target: total
|
| 71 |
+
sample_weight_scale: 96.0
|
| 72 |
+
target_transform: log1p
|
| 73 |
+
optimizer:
|
| 74 |
+
optimizer: adamw
|
| 75 |
+
learning_rate: 2.5e-05
|
| 76 |
+
weight_decay: 0.01
|
| 77 |
+
scheduler: onecycle
|
| 78 |
+
warmup_epochs: 2
|
| 79 |
+
warmup_pct: 0.1
|
| 80 |
+
min_lr: 4e-7
|
| 81 |
+
gradient_accumulation_steps: 1
|
| 82 |
+
max_grad_norm: 0.0
|
| 83 |
+
training:
|
| 84 |
+
epochs: 31
|
| 85 |
+
seed: 42
|
| 86 |
+
mixed_precision: true
|
| 87 |
+
patience: 7
|
| 88 |
+
early_stopping_metric: val_weighted_r2
|
| 89 |
+
early_stopping_mode: max
|
| 90 |
+
save_best_only: true
|
| 91 |
+
save_last: true
|
| 92 |
+
aux:
|
| 93 |
+
enabled: true
|
| 94 |
+
predict_height: true
|
| 95 |
+
height_target: raw
|
| 96 |
+
height_weight: 0.05
|
| 97 |
+
predict_ndvi: true
|
| 98 |
+
ndvi_target: norm
|
| 99 |
+
ndvi_weight: 0.05
|
| 100 |
+
predict_state: true
|
| 101 |
+
state_weight: 0.035
|
| 102 |
+
state_num_classes: 4
|
| 103 |
+
state_class_weighting: balanced
|
| 104 |
+
state_class_weight_max: 10.0
|
| 105 |
+
state_effective_num_beta: 0.999
|
| 106 |
+
predict_species: false
|
| 107 |
+
species_weight: 0.035
|
| 108 |
+
species_num_classes: null
|
| 109 |
+
species_class_weighting: effective_num
|
| 110 |
+
species_class_weight_max: 10.0
|
| 111 |
+
species_effective_num_beta: 0.999
|
| 112 |
+
label_smoothing: 0.015
|
day6/dinov2b_smoothl1_4grid_16heads_derivev2_log1p_vit_base_patch14_reg4_dinov2_20251229_0833/config.json
ADDED
|
@@ -0,0 +1,125 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"name": "dinov2b_smoothl1_4grid_16heads_derivev2_log1p",
|
| 3 |
+
"description": "dinov2-base with Smooth L1 loss",
|
| 4 |
+
"tags": [
|
| 5 |
+
"baseline",
|
| 6 |
+
"dinov2"
|
| 7 |
+
],
|
| 8 |
+
"paths": {
|
| 9 |
+
"data_dir": "/csiro-biomass_data/",
|
| 10 |
+
"train_csv": "train.csv",
|
| 11 |
+
"test_csv": "test.csv",
|
| 12 |
+
"train_images": "train",
|
| 13 |
+
"test_images": "test",
|
| 14 |
+
"output_dir": "/volume/exp/day6"
|
| 15 |
+
},
|
| 16 |
+
"model": {
|
| 17 |
+
"backbone": "timm/vit_base_patch14_reg4_dinov2.lvd142m",
|
| 18 |
+
"pretrained": true,
|
| 19 |
+
"freeze_percent": 0.57,
|
| 20 |
+
"img_size": 518,
|
| 21 |
+
"grid": [
|
| 22 |
+
2,
|
| 23 |
+
2
|
| 24 |
+
],
|
| 25 |
+
"use_stereo": true,
|
| 26 |
+
"stereo_heads": 16,
|
| 27 |
+
"dropout": 0.35,
|
| 28 |
+
"use_global": true,
|
| 29 |
+
"global_weight_learnable": true,
|
| 30 |
+
"head_strategy": "derive",
|
| 31 |
+
"use_dead_ratio_head": true,
|
| 32 |
+
"use_film": true,
|
| 33 |
+
"film_hidden_dim": null,
|
| 34 |
+
"film_hidden_ratio": 0.3,
|
| 35 |
+
"film_dropout": 0.15,
|
| 36 |
+
"film_share": false,
|
| 37 |
+
"film_apply_to_global": false,
|
| 38 |
+
"use_image_features": false
|
| 39 |
+
},
|
| 40 |
+
"data": {
|
| 41 |
+
"batch_size": 16,
|
| 42 |
+
"num_workers": 4,
|
| 43 |
+
"pin_memory": true,
|
| 44 |
+
"use_augmentation": true,
|
| 45 |
+
"aug_hflip": 0.3,
|
| 46 |
+
"aug_vflip": 0.3,
|
| 47 |
+
"aug_rotate90": 0.3,
|
| 48 |
+
"aug_brightness_contrast": 0.2,
|
| 49 |
+
"aug_hue_sat": 0.0,
|
| 50 |
+
"aug_noise": 0.1
|
| 51 |
+
},
|
| 52 |
+
"fold": {
|
| 53 |
+
"n_folds": 3,
|
| 54 |
+
"fold_idx": null,
|
| 55 |
+
"stratify": true,
|
| 56 |
+
"stratify_by": "State",
|
| 57 |
+
"stratify_bins": 5,
|
| 58 |
+
"group_by": "Sampling_Date",
|
| 59 |
+
"stratify_column": "Dry_Total_g",
|
| 60 |
+
"stratify_columns": [
|
| 61 |
+
"State"
|
| 62 |
+
],
|
| 63 |
+
"include_month": false,
|
| 64 |
+
"shuffle": true,
|
| 65 |
+
"test_size": 0.2
|
| 66 |
+
},
|
| 67 |
+
"loss": {
|
| 68 |
+
"loss_type": "smooth_l1",
|
| 69 |
+
"huber_delta": 1.0,
|
| 70 |
+
"weight_total": 0.5,
|
| 71 |
+
"weight_gdm": 0.3,
|
| 72 |
+
"weight_green": 0.2,
|
| 73 |
+
"weight_clover": 0.2,
|
| 74 |
+
"weight_dead": 0.2,
|
| 75 |
+
"sample_weighting": false,
|
| 76 |
+
"sample_weight_strategy": "log",
|
| 77 |
+
"sample_weight_alpha": 1.5,
|
| 78 |
+
"sample_weight_target": "total",
|
| 79 |
+
"sample_weight_scale": 96.0,
|
| 80 |
+
"target_transform": "log1p"
|
| 81 |
+
},
|
| 82 |
+
"optimizer": {
|
| 83 |
+
"optimizer": "adamw",
|
| 84 |
+
"learning_rate": 2.5e-05,
|
| 85 |
+
"weight_decay": 0.01,
|
| 86 |
+
"scheduler": "onecycle",
|
| 87 |
+
"warmup_epochs": 2,
|
| 88 |
+
"warmup_pct": 0.1,
|
| 89 |
+
"min_lr": "4e-7",
|
| 90 |
+
"gradient_accumulation_steps": 1,
|
| 91 |
+
"max_grad_norm": 0.0
|
| 92 |
+
},
|
| 93 |
+
"training": {
|
| 94 |
+
"epochs": 31,
|
| 95 |
+
"seed": 42,
|
| 96 |
+
"mixed_precision": true,
|
| 97 |
+
"patience": 7,
|
| 98 |
+
"early_stopping_metric": "val_weighted_r2",
|
| 99 |
+
"early_stopping_mode": "max",
|
| 100 |
+
"save_best_only": true,
|
| 101 |
+
"save_last": true
|
| 102 |
+
},
|
| 103 |
+
"aux": {
|
| 104 |
+
"enabled": true,
|
| 105 |
+
"predict_height": true,
|
| 106 |
+
"height_target": "raw",
|
| 107 |
+
"height_weight": 0.05,
|
| 108 |
+
"predict_ndvi": true,
|
| 109 |
+
"ndvi_target": "norm",
|
| 110 |
+
"ndvi_weight": 0.05,
|
| 111 |
+
"predict_state": true,
|
| 112 |
+
"state_weight": 0.035,
|
| 113 |
+
"state_num_classes": 4,
|
| 114 |
+
"state_class_weighting": "balanced",
|
| 115 |
+
"state_class_weight_max": 10.0,
|
| 116 |
+
"state_effective_num_beta": 0.999,
|
| 117 |
+
"predict_species": false,
|
| 118 |
+
"species_weight": 0.035,
|
| 119 |
+
"species_num_classes": null,
|
| 120 |
+
"species_class_weighting": "effective_num",
|
| 121 |
+
"species_class_weight_max": 10.0,
|
| 122 |
+
"species_effective_num_beta": 0.999,
|
| 123 |
+
"label_smoothing": 0.015
|
| 124 |
+
}
|
| 125 |
+
}
|
day6/dinov2b_smoothl1_4grid_16heads_derivev2_log1p_vit_base_patch14_reg4_dinov2_20251229_0833/config.yaml
ADDED
|
@@ -0,0 +1,112 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
name: dinov2b_smoothl1_4grid_16heads_derivev2_log1p
|
| 2 |
+
description: dinov2-base with Smooth L1 loss
|
| 3 |
+
tags:
|
| 4 |
+
- baseline
|
| 5 |
+
- dinov2
|
| 6 |
+
paths:
|
| 7 |
+
data_dir: /csiro-biomass_data/
|
| 8 |
+
train_csv: train.csv
|
| 9 |
+
test_csv: test.csv
|
| 10 |
+
train_images: train
|
| 11 |
+
test_images: test
|
| 12 |
+
output_dir: /volume/exp/day6
|
| 13 |
+
model:
|
| 14 |
+
backbone: timm/vit_base_patch14_reg4_dinov2.lvd142m
|
| 15 |
+
pretrained: true
|
| 16 |
+
freeze_percent: 0.57
|
| 17 |
+
img_size: 518
|
| 18 |
+
grid:
|
| 19 |
+
- 2
|
| 20 |
+
- 2
|
| 21 |
+
use_stereo: true
|
| 22 |
+
stereo_heads: 16
|
| 23 |
+
dropout: 0.35
|
| 24 |
+
use_global: true
|
| 25 |
+
global_weight_learnable: true
|
| 26 |
+
head_strategy: derive
|
| 27 |
+
use_dead_ratio_head: true
|
| 28 |
+
use_film: true
|
| 29 |
+
film_hidden_dim: null
|
| 30 |
+
film_hidden_ratio: 0.3
|
| 31 |
+
film_dropout: 0.15
|
| 32 |
+
film_share: false
|
| 33 |
+
film_apply_to_global: false
|
| 34 |
+
use_image_features: false
|
| 35 |
+
data:
|
| 36 |
+
batch_size: 16
|
| 37 |
+
num_workers: 4
|
| 38 |
+
pin_memory: true
|
| 39 |
+
use_augmentation: true
|
| 40 |
+
aug_hflip: 0.3
|
| 41 |
+
aug_vflip: 0.3
|
| 42 |
+
aug_rotate90: 0.3
|
| 43 |
+
aug_brightness_contrast: 0.2
|
| 44 |
+
aug_hue_sat: 0.0
|
| 45 |
+
aug_noise: 0.1
|
| 46 |
+
fold:
|
| 47 |
+
n_folds: 3
|
| 48 |
+
fold_idx: null
|
| 49 |
+
stratify: true
|
| 50 |
+
stratify_by: State
|
| 51 |
+
stratify_bins: 5
|
| 52 |
+
group_by: Sampling_Date
|
| 53 |
+
stratify_column: Dry_Total_g
|
| 54 |
+
stratify_columns:
|
| 55 |
+
- State
|
| 56 |
+
include_month: false
|
| 57 |
+
shuffle: true
|
| 58 |
+
test_size: 0.2
|
| 59 |
+
loss:
|
| 60 |
+
loss_type: smooth_l1
|
| 61 |
+
huber_delta: 1.0
|
| 62 |
+
weight_total: 0.5
|
| 63 |
+
weight_gdm: 0.3
|
| 64 |
+
weight_green: 0.2
|
| 65 |
+
weight_clover: 0.2
|
| 66 |
+
weight_dead: 0.2
|
| 67 |
+
sample_weighting: false
|
| 68 |
+
sample_weight_strategy: log
|
| 69 |
+
sample_weight_alpha: 1.5
|
| 70 |
+
sample_weight_target: total
|
| 71 |
+
sample_weight_scale: 96.0
|
| 72 |
+
target_transform: log1p
|
| 73 |
+
optimizer:
|
| 74 |
+
optimizer: adamw
|
| 75 |
+
learning_rate: 2.5e-05
|
| 76 |
+
weight_decay: 0.01
|
| 77 |
+
scheduler: onecycle
|
| 78 |
+
warmup_epochs: 2
|
| 79 |
+
warmup_pct: 0.1
|
| 80 |
+
min_lr: 4e-7
|
| 81 |
+
gradient_accumulation_steps: 1
|
| 82 |
+
max_grad_norm: 0.0
|
| 83 |
+
training:
|
| 84 |
+
epochs: 31
|
| 85 |
+
seed: 42
|
| 86 |
+
mixed_precision: true
|
| 87 |
+
patience: 7
|
| 88 |
+
early_stopping_metric: val_weighted_r2
|
| 89 |
+
early_stopping_mode: max
|
| 90 |
+
save_best_only: true
|
| 91 |
+
save_last: true
|
| 92 |
+
aux:
|
| 93 |
+
enabled: true
|
| 94 |
+
predict_height: true
|
| 95 |
+
height_target: raw
|
| 96 |
+
height_weight: 0.05
|
| 97 |
+
predict_ndvi: true
|
| 98 |
+
ndvi_target: norm
|
| 99 |
+
ndvi_weight: 0.05
|
| 100 |
+
predict_state: true
|
| 101 |
+
state_weight: 0.035
|
| 102 |
+
state_num_classes: 4
|
| 103 |
+
state_class_weighting: balanced
|
| 104 |
+
state_class_weight_max: 10.0
|
| 105 |
+
state_effective_num_beta: 0.999
|
| 106 |
+
predict_species: false
|
| 107 |
+
species_weight: 0.035
|
| 108 |
+
species_num_classes: null
|
| 109 |
+
species_class_weighting: effective_num
|
| 110 |
+
species_class_weight_max: 10.0
|
| 111 |
+
species_effective_num_beta: 0.999
|
| 112 |
+
label_smoothing: 0.015
|