Upload config.json
Browse files- config.json +104 -88
config.json
CHANGED
|
@@ -1,89 +1,105 @@
|
|
| 1 |
{
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
| 14 |
-
|
| 15 |
-
|
| 16 |
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
|
| 23 |
-
|
| 24 |
-
|
| 25 |
-
|
| 26 |
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
| 49 |
-
|
| 50 |
-
|
| 51 |
-
|
| 52 |
-
|
| 53 |
-
|
| 54 |
-
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
|
| 59 |
-
|
| 60 |
-
|
| 61 |
-
|
| 62 |
-
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
|
| 68 |
-
|
| 69 |
-
|
| 70 |
-
|
| 71 |
-
|
| 72 |
-
|
| 73 |
-
|
| 74 |
-
|
| 75 |
-
|
| 76 |
-
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
|
| 81 |
-
|
| 82 |
-
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
|
| 87 |
-
|
| 88 |
-
|
| 89 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
{
|
| 2 |
+
"_name_or_path": "facebook/dinov2-large",
|
| 3 |
+
"apply_layernorm": true,
|
| 4 |
+
"architectures": [
|
| 5 |
+
"Dinov2ForImageClassification"
|
| 6 |
+
],
|
| 7 |
+
"attention_probs_dropout_prob": 0.0,
|
| 8 |
+
"drop_path_rate": 0.0,
|
| 9 |
+
"hidden_act": "gelu",
|
| 10 |
+
"hidden_dropout_prob": 0.0,
|
| 11 |
+
"hidden_size": 1024,
|
| 12 |
+
"id2label": {
|
| 13 |
+
"0": "Acropore_branched",
|
| 14 |
+
"1": "Acropore_digitised",
|
| 15 |
+
"2": "Acropore_tabular",
|
| 16 |
+
"3": "Algae",
|
| 17 |
+
"4": "Dead_coral",
|
| 18 |
+
"5": "Millepore",
|
| 19 |
+
"6": "No_acropore_encrusting",
|
| 20 |
+
"7": "No_acropore_massive",
|
| 21 |
+
"8": "No_acropore_sub_massive",
|
| 22 |
+
"9": "Rock",
|
| 23 |
+
"10": "Rubble",
|
| 24 |
+
"11": "Sand"
|
| 25 |
+
},
|
| 26 |
+
"image_size": 164,
|
| 27 |
+
"initializer_range": 0.02,
|
| 28 |
+
"label2id": {
|
| 29 |
+
"Acropore_branched": 0,
|
| 30 |
+
"Acropore_digitised": 1,
|
| 31 |
+
"Acropore_tabular": 2,
|
| 32 |
+
"Algae": 3,
|
| 33 |
+
"Dead_coral": 4,
|
| 34 |
+
"Millepore": 5,
|
| 35 |
+
"No_acropore_encrusting": 6,
|
| 36 |
+
"No_acropore_massive": 7,
|
| 37 |
+
"No_acropore_sub_massive": 8,
|
| 38 |
+
"Rock": 9,
|
| 39 |
+
"Rubble": 10,
|
| 40 |
+
"Sand": 11
|
| 41 |
+
},
|
| 42 |
+
"layer_norm_eps": 1e-06,
|
| 43 |
+
"layerscale_value": 1.0,
|
| 44 |
+
"mlp_ratio": 4,
|
| 45 |
+
"model_type": "dinov2",
|
| 46 |
+
"num_attention_heads": 16,
|
| 47 |
+
"num_channels": 3,
|
| 48 |
+
"num_hidden_layers": 24,
|
| 49 |
+
"out_features": [
|
| 50 |
+
"stage24"
|
| 51 |
+
],
|
| 52 |
+
"out_indices": [
|
| 53 |
+
24
|
| 54 |
+
],
|
| 55 |
+
"patch_size": 14,
|
| 56 |
+
"problem_type": "multi_label_classification",
|
| 57 |
+
"qkv_bias": true,
|
| 58 |
+
"reshape_hidden_states": true,
|
| 59 |
+
"stage_names": [
|
| 60 |
+
"stem",
|
| 61 |
+
"stage1",
|
| 62 |
+
"stage2",
|
| 63 |
+
"stage3",
|
| 64 |
+
"stage4",
|
| 65 |
+
"stage5",
|
| 66 |
+
"stage6",
|
| 67 |
+
"stage7",
|
| 68 |
+
"stage8",
|
| 69 |
+
"stage9",
|
| 70 |
+
"stage10",
|
| 71 |
+
"stage11",
|
| 72 |
+
"stage12",
|
| 73 |
+
"stage13",
|
| 74 |
+
"stage14",
|
| 75 |
+
"stage15",
|
| 76 |
+
"stage16",
|
| 77 |
+
"stage17",
|
| 78 |
+
"stage18",
|
| 79 |
+
"stage19",
|
| 80 |
+
"stage20",
|
| 81 |
+
"stage21",
|
| 82 |
+
"stage22",
|
| 83 |
+
"stage23",
|
| 84 |
+
"stage24"
|
| 85 |
+
],
|
| 86 |
+
"torch_dtype": "float32",
|
| 87 |
+
"transformers_version": "4.41.0",
|
| 88 |
+
"use_swiglu_ffn": false,
|
| 89 |
+
"initial_learning_rate": 0.001,
|
| 90 |
+
"train_batch_size": 16,
|
| 91 |
+
"eval_batch_size": 16,
|
| 92 |
+
"optimizer": {
|
| 93 |
+
"type": "Adam"
|
| 94 |
+
},
|
| 95 |
+
"lr_scheduler_type": {
|
| 96 |
+
"type": "ReduceLROnPlateau"
|
| 97 |
+
},
|
| 98 |
+
"patience_lr_scheduler": 5,
|
| 99 |
+
"factor_lr_scheduler": 0.1,
|
| 100 |
+
"weight_decay": 0.0001,
|
| 101 |
+
"early_stopping_patience": 10,
|
| 102 |
+
"freeze_encoder": true,
|
| 103 |
+
"data_augmentation": true,
|
| 104 |
+
"num_epochs": 150
|
| 105 |
+
}
|