Upload model + model card
Browse files- README.md +24 -0
- checkpoint-1408/config.json +61 -0
- checkpoint-1408/model.safetensors +3 -0
- checkpoint-1408/optimizer.pt +3 -0
- checkpoint-1408/preprocessor_config.json +22 -0
- checkpoint-1408/rng_state.pth +3 -0
- checkpoint-1408/scheduler.pt +3 -0
- checkpoint-1408/trainer_state.json +253 -0
- checkpoint-1408/training_args.bin +3 -0
- checkpoint-2112/config.json +61 -0
- checkpoint-2112/model.safetensors +3 -0
- checkpoint-2112/optimizer.pt +3 -0
- checkpoint-2112/preprocessor_config.json +22 -0
- checkpoint-2112/rng_state.pth +3 -0
- checkpoint-2112/scheduler.pt +3 -0
- checkpoint-2112/trainer_state.json +363 -0
- checkpoint-2112/training_args.bin +3 -0
- checkpoint-2816/config.json +61 -0
- checkpoint-2816/model.safetensors +3 -0
- checkpoint-2816/optimizer.pt +3 -0
- checkpoint-2816/preprocessor_config.json +22 -0
- checkpoint-2816/rng_state.pth +3 -0
- checkpoint-2816/scheduler.pt +3 -0
- checkpoint-2816/trainer_state.json +473 -0
- checkpoint-2816/training_args.bin +3 -0
- checkpoint-704/config.json +61 -0
- checkpoint-704/model.safetensors +3 -0
- checkpoint-704/optimizer.pt +3 -0
- checkpoint-704/preprocessor_config.json +22 -0
- checkpoint-704/rng_state.pth +3 -0
- checkpoint-704/scheduler.pt +3 -0
- checkpoint-704/trainer_state.json +143 -0
- checkpoint-704/training_args.bin +3 -0
- config.json +61 -0
- model.safetensors +3 -0
- model_card.json +7 -0
- preprocessor_config.json +22 -0
- training_args.bin +3 -0
README.md
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language: en
|
| 3 |
+
tags:
|
| 4 |
+
- computer-vision
|
| 5 |
+
- object-detection
|
| 6 |
+
- roadwork
|
| 7 |
+
license: mit
|
| 8 |
+
model_type: swin-transformer
|
| 9 |
+
base_model: microsoft/swin-base-patch4-window7-224
|
| 10 |
+
datasets:
|
| 11 |
+
- custom
|
| 12 |
+
pipeline_tag: image-classification
|
| 13 |
+
---
|
| 14 |
+
|
| 15 |
+
# silver-ray
|
| 16 |
+
|
| 17 |
+
**Description:** roadwork-detect model
|
| 18 |
+
**Version:** 1.0.0
|
| 19 |
+
**Submitted by:** 5C61mvbduMdLp9qvWjyiLeizjNCKQgCtoKv6g8vuTgxjnd8W
|
| 20 |
+
**Submission time:** 1760220656
|
| 21 |
+
|
| 22 |
+
---
|
| 23 |
+
|
| 24 |
+
This model is fine-tuned on roadwork images using Swin Transformer for roadwork detection.
|
checkpoint-1408/config.json
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "microsoft/swin-base-patch4-window7-224",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"SwinForImageClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"depths": [
|
| 8 |
+
2,
|
| 9 |
+
2,
|
| 10 |
+
18,
|
| 11 |
+
2
|
| 12 |
+
],
|
| 13 |
+
"drop_path_rate": 0.1,
|
| 14 |
+
"embed_dim": 128,
|
| 15 |
+
"encoder_stride": 32,
|
| 16 |
+
"hidden_act": "gelu",
|
| 17 |
+
"hidden_dropout_prob": 0.0,
|
| 18 |
+
"hidden_size": 1024,
|
| 19 |
+
"id2label": {
|
| 20 |
+
"0": "no_roadwork",
|
| 21 |
+
"1": "roadwork"
|
| 22 |
+
},
|
| 23 |
+
"image_size": 224,
|
| 24 |
+
"initializer_range": 0.02,
|
| 25 |
+
"label2id": {
|
| 26 |
+
"no_roadwork": 0,
|
| 27 |
+
"roadwork": 1
|
| 28 |
+
},
|
| 29 |
+
"layer_norm_eps": 1e-05,
|
| 30 |
+
"mlp_ratio": 4.0,
|
| 31 |
+
"model_type": "swin",
|
| 32 |
+
"num_channels": 3,
|
| 33 |
+
"num_heads": [
|
| 34 |
+
4,
|
| 35 |
+
8,
|
| 36 |
+
16,
|
| 37 |
+
32
|
| 38 |
+
],
|
| 39 |
+
"num_layers": 4,
|
| 40 |
+
"out_features": [
|
| 41 |
+
"stage4"
|
| 42 |
+
],
|
| 43 |
+
"out_indices": [
|
| 44 |
+
4
|
| 45 |
+
],
|
| 46 |
+
"patch_size": 4,
|
| 47 |
+
"path_norm": true,
|
| 48 |
+
"problem_type": "single_label_classification",
|
| 49 |
+
"qkv_bias": true,
|
| 50 |
+
"stage_names": [
|
| 51 |
+
"stem",
|
| 52 |
+
"stage1",
|
| 53 |
+
"stage2",
|
| 54 |
+
"stage3",
|
| 55 |
+
"stage4"
|
| 56 |
+
],
|
| 57 |
+
"torch_dtype": "float32",
|
| 58 |
+
"transformers_version": "4.44.0",
|
| 59 |
+
"use_absolute_embeddings": false,
|
| 60 |
+
"window_size": 7
|
| 61 |
+
}
|
checkpoint-1408/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:61de383927f2323811c05ab06e21e1c99a6ef9338ac95e066d454cf0996b66fa
|
| 3 |
+
size 347498816
|
checkpoint-1408/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5d7f4fee9f0180d60ed4bc5893727f1c1f04331e0270f18c62f7590a84328b7a
|
| 3 |
+
size 694318110
|
checkpoint-1408/preprocessor_config.json
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"do_rescale": true,
|
| 4 |
+
"do_resize": true,
|
| 5 |
+
"image_mean": [
|
| 6 |
+
0.485,
|
| 7 |
+
0.456,
|
| 8 |
+
0.406
|
| 9 |
+
],
|
| 10 |
+
"image_processor_type": "ViTImageProcessor",
|
| 11 |
+
"image_std": [
|
| 12 |
+
0.229,
|
| 13 |
+
0.224,
|
| 14 |
+
0.225
|
| 15 |
+
],
|
| 16 |
+
"resample": 3,
|
| 17 |
+
"rescale_factor": 0.00392156862745098,
|
| 18 |
+
"size": {
|
| 19 |
+
"height": 224,
|
| 20 |
+
"width": 224
|
| 21 |
+
}
|
| 22 |
+
}
|
checkpoint-1408/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:aea4d7303e6f6a99ad96597ff51522a7f9cb3e1c3a75652d6bce4f0ebdf79953
|
| 3 |
+
size 14645
|
checkpoint-1408/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ceb005bb446f171dcdf9815b7213fd8a1a8f40a8acb0b5e9d2e207180372a317
|
| 3 |
+
size 1465
|
checkpoint-1408/trainer_state.json
ADDED
|
@@ -0,0 +1,253 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": 0.962536023054755,
|
| 3 |
+
"best_model_checkpoint": "./roadwork-swin-finetuned/checkpoint-704",
|
| 4 |
+
"epoch": 2.0,
|
| 5 |
+
"eval_steps": 500,
|
| 6 |
+
"global_step": 1408,
|
| 7 |
+
"is_hyper_param_search": false,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 0.07102272727272728,
|
| 13 |
+
"grad_norm": 17.786890029907227,
|
| 14 |
+
"learning_rate": 2.9488636363636363e-05,
|
| 15 |
+
"loss": 0.416,
|
| 16 |
+
"step": 50
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"epoch": 0.14204545454545456,
|
| 20 |
+
"grad_norm": 23.79692268371582,
|
| 21 |
+
"learning_rate": 2.895596590909091e-05,
|
| 22 |
+
"loss": 0.2916,
|
| 23 |
+
"step": 100
|
| 24 |
+
},
|
| 25 |
+
{
|
| 26 |
+
"epoch": 0.21306818181818182,
|
| 27 |
+
"grad_norm": 19.02972412109375,
|
| 28 |
+
"learning_rate": 2.8433948863636362e-05,
|
| 29 |
+
"loss": 0.2737,
|
| 30 |
+
"step": 150
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"epoch": 0.2840909090909091,
|
| 34 |
+
"grad_norm": 0.4028087556362152,
|
| 35 |
+
"learning_rate": 2.790127840909091e-05,
|
| 36 |
+
"loss": 0.375,
|
| 37 |
+
"step": 200
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"epoch": 0.35511363636363635,
|
| 41 |
+
"grad_norm": 11.175421714782715,
|
| 42 |
+
"learning_rate": 2.7368607954545453e-05,
|
| 43 |
+
"loss": 0.3105,
|
| 44 |
+
"step": 250
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"epoch": 0.42613636363636365,
|
| 48 |
+
"grad_norm": 14.542905807495117,
|
| 49 |
+
"learning_rate": 2.68359375e-05,
|
| 50 |
+
"loss": 0.2578,
|
| 51 |
+
"step": 300
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"epoch": 0.4971590909090909,
|
| 55 |
+
"grad_norm": 0.4432804584503174,
|
| 56 |
+
"learning_rate": 2.630326704545455e-05,
|
| 57 |
+
"loss": 0.3166,
|
| 58 |
+
"step": 350
|
| 59 |
+
},
|
| 60 |
+
{
|
| 61 |
+
"epoch": 0.5681818181818182,
|
| 62 |
+
"grad_norm": 0.9627830386161804,
|
| 63 |
+
"learning_rate": 2.5770596590909092e-05,
|
| 64 |
+
"loss": 0.3289,
|
| 65 |
+
"step": 400
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"epoch": 0.6392045454545454,
|
| 69 |
+
"grad_norm": 5.985296249389648,
|
| 70 |
+
"learning_rate": 2.523792613636364e-05,
|
| 71 |
+
"loss": 0.2113,
|
| 72 |
+
"step": 450
|
| 73 |
+
},
|
| 74 |
+
{
|
| 75 |
+
"epoch": 0.7102272727272727,
|
| 76 |
+
"grad_norm": 6.082040786743164,
|
| 77 |
+
"learning_rate": 2.470525568181818e-05,
|
| 78 |
+
"loss": 0.2488,
|
| 79 |
+
"step": 500
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"epoch": 0.78125,
|
| 83 |
+
"grad_norm": 0.5786997079849243,
|
| 84 |
+
"learning_rate": 2.4172585227272728e-05,
|
| 85 |
+
"loss": 0.2465,
|
| 86 |
+
"step": 550
|
| 87 |
+
},
|
| 88 |
+
{
|
| 89 |
+
"epoch": 0.8522727272727273,
|
| 90 |
+
"grad_norm": 18.639421463012695,
|
| 91 |
+
"learning_rate": 2.3639914772727272e-05,
|
| 92 |
+
"loss": 0.2751,
|
| 93 |
+
"step": 600
|
| 94 |
+
},
|
| 95 |
+
{
|
| 96 |
+
"epoch": 0.9232954545454546,
|
| 97 |
+
"grad_norm": 15.852656364440918,
|
| 98 |
+
"learning_rate": 2.310724431818182e-05,
|
| 99 |
+
"loss": 0.2341,
|
| 100 |
+
"step": 650
|
| 101 |
+
},
|
| 102 |
+
{
|
| 103 |
+
"epoch": 0.9943181818181818,
|
| 104 |
+
"grad_norm": 31.554357528686523,
|
| 105 |
+
"learning_rate": 2.2574573863636364e-05,
|
| 106 |
+
"loss": 0.2625,
|
| 107 |
+
"step": 700
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"epoch": 1.0,
|
| 111 |
+
"eval_accuracy": 0.9376996805111821,
|
| 112 |
+
"eval_f1": 0.962536023054755,
|
| 113 |
+
"eval_loss": 0.24441801011562347,
|
| 114 |
+
"eval_precision": 0.9597701149425287,
|
| 115 |
+
"eval_recall": 0.9653179190751445,
|
| 116 |
+
"eval_runtime": 5.9751,
|
| 117 |
+
"eval_samples_per_second": 104.769,
|
| 118 |
+
"eval_steps_per_second": 13.222,
|
| 119 |
+
"step": 704
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"epoch": 1.0653409090909092,
|
| 123 |
+
"grad_norm": 0.20507046580314636,
|
| 124 |
+
"learning_rate": 2.204190340909091e-05,
|
| 125 |
+
"loss": 0.2122,
|
| 126 |
+
"step": 750
|
| 127 |
+
},
|
| 128 |
+
{
|
| 129 |
+
"epoch": 1.1363636363636362,
|
| 130 |
+
"grad_norm": 7.888465404510498,
|
| 131 |
+
"learning_rate": 2.1509232954545455e-05,
|
| 132 |
+
"loss": 0.1566,
|
| 133 |
+
"step": 800
|
| 134 |
+
},
|
| 135 |
+
{
|
| 136 |
+
"epoch": 1.2073863636363638,
|
| 137 |
+
"grad_norm": 1.0586321353912354,
|
| 138 |
+
"learning_rate": 2.09765625e-05,
|
| 139 |
+
"loss": 0.1512,
|
| 140 |
+
"step": 850
|
| 141 |
+
},
|
| 142 |
+
{
|
| 143 |
+
"epoch": 1.2784090909090908,
|
| 144 |
+
"grad_norm": 8.838766098022461,
|
| 145 |
+
"learning_rate": 2.0443892045454547e-05,
|
| 146 |
+
"loss": 0.2021,
|
| 147 |
+
"step": 900
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"epoch": 1.3494318181818181,
|
| 151 |
+
"grad_norm": 0.0867004320025444,
|
| 152 |
+
"learning_rate": 1.991122159090909e-05,
|
| 153 |
+
"loss": 0.1948,
|
| 154 |
+
"step": 950
|
| 155 |
+
},
|
| 156 |
+
{
|
| 157 |
+
"epoch": 1.4204545454545454,
|
| 158 |
+
"grad_norm": NaN,
|
| 159 |
+
"learning_rate": 1.9399857954545453e-05,
|
| 160 |
+
"loss": 0.2295,
|
| 161 |
+
"step": 1000
|
| 162 |
+
},
|
| 163 |
+
{
|
| 164 |
+
"epoch": 1.4914772727272727,
|
| 165 |
+
"grad_norm": 0.10102058947086334,
|
| 166 |
+
"learning_rate": 1.88671875e-05,
|
| 167 |
+
"loss": 0.1703,
|
| 168 |
+
"step": 1050
|
| 169 |
+
},
|
| 170 |
+
{
|
| 171 |
+
"epoch": 1.5625,
|
| 172 |
+
"grad_norm": 0.09882424771785736,
|
| 173 |
+
"learning_rate": 1.8334517045454548e-05,
|
| 174 |
+
"loss": 0.24,
|
| 175 |
+
"step": 1100
|
| 176 |
+
},
|
| 177 |
+
{
|
| 178 |
+
"epoch": 1.6335227272727273,
|
| 179 |
+
"grad_norm": 2.676793336868286,
|
| 180 |
+
"learning_rate": 1.7801846590909092e-05,
|
| 181 |
+
"loss": 0.1699,
|
| 182 |
+
"step": 1150
|
| 183 |
+
},
|
| 184 |
+
{
|
| 185 |
+
"epoch": 1.7045454545454546,
|
| 186 |
+
"grad_norm": 1.2506362199783325,
|
| 187 |
+
"learning_rate": 1.726917613636364e-05,
|
| 188 |
+
"loss": 0.1621,
|
| 189 |
+
"step": 1200
|
| 190 |
+
},
|
| 191 |
+
{
|
| 192 |
+
"epoch": 1.7755681818181817,
|
| 193 |
+
"grad_norm": 0.06482065469026566,
|
| 194 |
+
"learning_rate": 1.673650568181818e-05,
|
| 195 |
+
"loss": 0.1651,
|
| 196 |
+
"step": 1250
|
| 197 |
+
},
|
| 198 |
+
{
|
| 199 |
+
"epoch": 1.8465909090909092,
|
| 200 |
+
"grad_norm": 0.20499753952026367,
|
| 201 |
+
"learning_rate": 1.6203835227272727e-05,
|
| 202 |
+
"loss": 0.2131,
|
| 203 |
+
"step": 1300
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"epoch": 1.9176136363636362,
|
| 207 |
+
"grad_norm": 41.24250030517578,
|
| 208 |
+
"learning_rate": 1.567116477272727e-05,
|
| 209 |
+
"loss": 0.223,
|
| 210 |
+
"step": 1350
|
| 211 |
+
},
|
| 212 |
+
{
|
| 213 |
+
"epoch": 1.9886363636363638,
|
| 214 |
+
"grad_norm": 131.9430694580078,
|
| 215 |
+
"learning_rate": 1.5138494318181819e-05,
|
| 216 |
+
"loss": 0.132,
|
| 217 |
+
"step": 1400
|
| 218 |
+
},
|
| 219 |
+
{
|
| 220 |
+
"epoch": 2.0,
|
| 221 |
+
"eval_accuracy": 0.9265175718849841,
|
| 222 |
+
"eval_f1": 0.9562737642585551,
|
| 223 |
+
"eval_loss": 0.3970772624015808,
|
| 224 |
+
"eval_precision": 0.9437148217636022,
|
| 225 |
+
"eval_recall": 0.9691714836223507,
|
| 226 |
+
"eval_runtime": 5.9491,
|
| 227 |
+
"eval_samples_per_second": 105.226,
|
| 228 |
+
"eval_steps_per_second": 13.279,
|
| 229 |
+
"step": 1408
|
| 230 |
+
}
|
| 231 |
+
],
|
| 232 |
+
"logging_steps": 50,
|
| 233 |
+
"max_steps": 2816,
|
| 234 |
+
"num_input_tokens_seen": 0,
|
| 235 |
+
"num_train_epochs": 4,
|
| 236 |
+
"save_steps": 500,
|
| 237 |
+
"stateful_callbacks": {
|
| 238 |
+
"TrainerControl": {
|
| 239 |
+
"args": {
|
| 240 |
+
"should_epoch_stop": false,
|
| 241 |
+
"should_evaluate": false,
|
| 242 |
+
"should_log": false,
|
| 243 |
+
"should_save": true,
|
| 244 |
+
"should_training_stop": false
|
| 245 |
+
},
|
| 246 |
+
"attributes": {}
|
| 247 |
+
}
|
| 248 |
+
},
|
| 249 |
+
"total_flos": 8.8138750081536e+17,
|
| 250 |
+
"train_batch_size": 8,
|
| 251 |
+
"trial_name": null,
|
| 252 |
+
"trial_params": null
|
| 253 |
+
}
|
checkpoint-1408/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9b8a1790f345edd63357c8f19e5c74c8b986b655ff940839229924718dde9f97
|
| 3 |
+
size 5585
|
checkpoint-2112/config.json
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "microsoft/swin-base-patch4-window7-224",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"SwinForImageClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"depths": [
|
| 8 |
+
2,
|
| 9 |
+
2,
|
| 10 |
+
18,
|
| 11 |
+
2
|
| 12 |
+
],
|
| 13 |
+
"drop_path_rate": 0.1,
|
| 14 |
+
"embed_dim": 128,
|
| 15 |
+
"encoder_stride": 32,
|
| 16 |
+
"hidden_act": "gelu",
|
| 17 |
+
"hidden_dropout_prob": 0.0,
|
| 18 |
+
"hidden_size": 1024,
|
| 19 |
+
"id2label": {
|
| 20 |
+
"0": "no_roadwork",
|
| 21 |
+
"1": "roadwork"
|
| 22 |
+
},
|
| 23 |
+
"image_size": 224,
|
| 24 |
+
"initializer_range": 0.02,
|
| 25 |
+
"label2id": {
|
| 26 |
+
"no_roadwork": 0,
|
| 27 |
+
"roadwork": 1
|
| 28 |
+
},
|
| 29 |
+
"layer_norm_eps": 1e-05,
|
| 30 |
+
"mlp_ratio": 4.0,
|
| 31 |
+
"model_type": "swin",
|
| 32 |
+
"num_channels": 3,
|
| 33 |
+
"num_heads": [
|
| 34 |
+
4,
|
| 35 |
+
8,
|
| 36 |
+
16,
|
| 37 |
+
32
|
| 38 |
+
],
|
| 39 |
+
"num_layers": 4,
|
| 40 |
+
"out_features": [
|
| 41 |
+
"stage4"
|
| 42 |
+
],
|
| 43 |
+
"out_indices": [
|
| 44 |
+
4
|
| 45 |
+
],
|
| 46 |
+
"patch_size": 4,
|
| 47 |
+
"path_norm": true,
|
| 48 |
+
"problem_type": "single_label_classification",
|
| 49 |
+
"qkv_bias": true,
|
| 50 |
+
"stage_names": [
|
| 51 |
+
"stem",
|
| 52 |
+
"stage1",
|
| 53 |
+
"stage2",
|
| 54 |
+
"stage3",
|
| 55 |
+
"stage4"
|
| 56 |
+
],
|
| 57 |
+
"torch_dtype": "float32",
|
| 58 |
+
"transformers_version": "4.44.0",
|
| 59 |
+
"use_absolute_embeddings": false,
|
| 60 |
+
"window_size": 7
|
| 61 |
+
}
|
checkpoint-2112/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9debc5fe652d7a822ed25dd811114b9bc2bc9b3d799755f838bb94095b10a780
|
| 3 |
+
size 347498816
|
checkpoint-2112/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:2e8e7b30a1cf74270fdf6d4daec30cd3fcd401c80d8460b028e8ba8ee43769f5
|
| 3 |
+
size 694318110
|
checkpoint-2112/preprocessor_config.json
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"do_rescale": true,
|
| 4 |
+
"do_resize": true,
|
| 5 |
+
"image_mean": [
|
| 6 |
+
0.485,
|
| 7 |
+
0.456,
|
| 8 |
+
0.406
|
| 9 |
+
],
|
| 10 |
+
"image_processor_type": "ViTImageProcessor",
|
| 11 |
+
"image_std": [
|
| 12 |
+
0.229,
|
| 13 |
+
0.224,
|
| 14 |
+
0.225
|
| 15 |
+
],
|
| 16 |
+
"resample": 3,
|
| 17 |
+
"rescale_factor": 0.00392156862745098,
|
| 18 |
+
"size": {
|
| 19 |
+
"height": 224,
|
| 20 |
+
"width": 224
|
| 21 |
+
}
|
| 22 |
+
}
|
checkpoint-2112/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fe50a42dbb561b68d1a8f886a19c67ffb7e441f7611a209f5a7b056992934076
|
| 3 |
+
size 14645
|
checkpoint-2112/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:071554f49f318f3698e276ee34395c7bb452472022fa20c304bc717b37883bf5
|
| 3 |
+
size 1465
|
checkpoint-2112/trainer_state.json
ADDED
|
@@ -0,0 +1,363 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": 0.962536023054755,
|
| 3 |
+
"best_model_checkpoint": "./roadwork-swin-finetuned/checkpoint-704",
|
| 4 |
+
"epoch": 3.0,
|
| 5 |
+
"eval_steps": 500,
|
| 6 |
+
"global_step": 2112,
|
| 7 |
+
"is_hyper_param_search": false,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 0.07102272727272728,
|
| 13 |
+
"grad_norm": 17.786890029907227,
|
| 14 |
+
"learning_rate": 2.9488636363636363e-05,
|
| 15 |
+
"loss": 0.416,
|
| 16 |
+
"step": 50
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"epoch": 0.14204545454545456,
|
| 20 |
+
"grad_norm": 23.79692268371582,
|
| 21 |
+
"learning_rate": 2.895596590909091e-05,
|
| 22 |
+
"loss": 0.2916,
|
| 23 |
+
"step": 100
|
| 24 |
+
},
|
| 25 |
+
{
|
| 26 |
+
"epoch": 0.21306818181818182,
|
| 27 |
+
"grad_norm": 19.02972412109375,
|
| 28 |
+
"learning_rate": 2.8433948863636362e-05,
|
| 29 |
+
"loss": 0.2737,
|
| 30 |
+
"step": 150
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"epoch": 0.2840909090909091,
|
| 34 |
+
"grad_norm": 0.4028087556362152,
|
| 35 |
+
"learning_rate": 2.790127840909091e-05,
|
| 36 |
+
"loss": 0.375,
|
| 37 |
+
"step": 200
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"epoch": 0.35511363636363635,
|
| 41 |
+
"grad_norm": 11.175421714782715,
|
| 42 |
+
"learning_rate": 2.7368607954545453e-05,
|
| 43 |
+
"loss": 0.3105,
|
| 44 |
+
"step": 250
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"epoch": 0.42613636363636365,
|
| 48 |
+
"grad_norm": 14.542905807495117,
|
| 49 |
+
"learning_rate": 2.68359375e-05,
|
| 50 |
+
"loss": 0.2578,
|
| 51 |
+
"step": 300
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"epoch": 0.4971590909090909,
|
| 55 |
+
"grad_norm": 0.4432804584503174,
|
| 56 |
+
"learning_rate": 2.630326704545455e-05,
|
| 57 |
+
"loss": 0.3166,
|
| 58 |
+
"step": 350
|
| 59 |
+
},
|
| 60 |
+
{
|
| 61 |
+
"epoch": 0.5681818181818182,
|
| 62 |
+
"grad_norm": 0.9627830386161804,
|
| 63 |
+
"learning_rate": 2.5770596590909092e-05,
|
| 64 |
+
"loss": 0.3289,
|
| 65 |
+
"step": 400
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"epoch": 0.6392045454545454,
|
| 69 |
+
"grad_norm": 5.985296249389648,
|
| 70 |
+
"learning_rate": 2.523792613636364e-05,
|
| 71 |
+
"loss": 0.2113,
|
| 72 |
+
"step": 450
|
| 73 |
+
},
|
| 74 |
+
{
|
| 75 |
+
"epoch": 0.7102272727272727,
|
| 76 |
+
"grad_norm": 6.082040786743164,
|
| 77 |
+
"learning_rate": 2.470525568181818e-05,
|
| 78 |
+
"loss": 0.2488,
|
| 79 |
+
"step": 500
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"epoch": 0.78125,
|
| 83 |
+
"grad_norm": 0.5786997079849243,
|
| 84 |
+
"learning_rate": 2.4172585227272728e-05,
|
| 85 |
+
"loss": 0.2465,
|
| 86 |
+
"step": 550
|
| 87 |
+
},
|
| 88 |
+
{
|
| 89 |
+
"epoch": 0.8522727272727273,
|
| 90 |
+
"grad_norm": 18.639421463012695,
|
| 91 |
+
"learning_rate": 2.3639914772727272e-05,
|
| 92 |
+
"loss": 0.2751,
|
| 93 |
+
"step": 600
|
| 94 |
+
},
|
| 95 |
+
{
|
| 96 |
+
"epoch": 0.9232954545454546,
|
| 97 |
+
"grad_norm": 15.852656364440918,
|
| 98 |
+
"learning_rate": 2.310724431818182e-05,
|
| 99 |
+
"loss": 0.2341,
|
| 100 |
+
"step": 650
|
| 101 |
+
},
|
| 102 |
+
{
|
| 103 |
+
"epoch": 0.9943181818181818,
|
| 104 |
+
"grad_norm": 31.554357528686523,
|
| 105 |
+
"learning_rate": 2.2574573863636364e-05,
|
| 106 |
+
"loss": 0.2625,
|
| 107 |
+
"step": 700
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"epoch": 1.0,
|
| 111 |
+
"eval_accuracy": 0.9376996805111821,
|
| 112 |
+
"eval_f1": 0.962536023054755,
|
| 113 |
+
"eval_loss": 0.24441801011562347,
|
| 114 |
+
"eval_precision": 0.9597701149425287,
|
| 115 |
+
"eval_recall": 0.9653179190751445,
|
| 116 |
+
"eval_runtime": 5.9751,
|
| 117 |
+
"eval_samples_per_second": 104.769,
|
| 118 |
+
"eval_steps_per_second": 13.222,
|
| 119 |
+
"step": 704
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"epoch": 1.0653409090909092,
|
| 123 |
+
"grad_norm": 0.20507046580314636,
|
| 124 |
+
"learning_rate": 2.204190340909091e-05,
|
| 125 |
+
"loss": 0.2122,
|
| 126 |
+
"step": 750
|
| 127 |
+
},
|
| 128 |
+
{
|
| 129 |
+
"epoch": 1.1363636363636362,
|
| 130 |
+
"grad_norm": 7.888465404510498,
|
| 131 |
+
"learning_rate": 2.1509232954545455e-05,
|
| 132 |
+
"loss": 0.1566,
|
| 133 |
+
"step": 800
|
| 134 |
+
},
|
| 135 |
+
{
|
| 136 |
+
"epoch": 1.2073863636363638,
|
| 137 |
+
"grad_norm": 1.0586321353912354,
|
| 138 |
+
"learning_rate": 2.09765625e-05,
|
| 139 |
+
"loss": 0.1512,
|
| 140 |
+
"step": 850
|
| 141 |
+
},
|
| 142 |
+
{
|
| 143 |
+
"epoch": 1.2784090909090908,
|
| 144 |
+
"grad_norm": 8.838766098022461,
|
| 145 |
+
"learning_rate": 2.0443892045454547e-05,
|
| 146 |
+
"loss": 0.2021,
|
| 147 |
+
"step": 900
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"epoch": 1.3494318181818181,
|
| 151 |
+
"grad_norm": 0.0867004320025444,
|
| 152 |
+
"learning_rate": 1.991122159090909e-05,
|
| 153 |
+
"loss": 0.1948,
|
| 154 |
+
"step": 950
|
| 155 |
+
},
|
| 156 |
+
{
|
| 157 |
+
"epoch": 1.4204545454545454,
|
| 158 |
+
"grad_norm": NaN,
|
| 159 |
+
"learning_rate": 1.9399857954545453e-05,
|
| 160 |
+
"loss": 0.2295,
|
| 161 |
+
"step": 1000
|
| 162 |
+
},
|
| 163 |
+
{
|
| 164 |
+
"epoch": 1.4914772727272727,
|
| 165 |
+
"grad_norm": 0.10102058947086334,
|
| 166 |
+
"learning_rate": 1.88671875e-05,
|
| 167 |
+
"loss": 0.1703,
|
| 168 |
+
"step": 1050
|
| 169 |
+
},
|
| 170 |
+
{
|
| 171 |
+
"epoch": 1.5625,
|
| 172 |
+
"grad_norm": 0.09882424771785736,
|
| 173 |
+
"learning_rate": 1.8334517045454548e-05,
|
| 174 |
+
"loss": 0.24,
|
| 175 |
+
"step": 1100
|
| 176 |
+
},
|
| 177 |
+
{
|
| 178 |
+
"epoch": 1.6335227272727273,
|
| 179 |
+
"grad_norm": 2.676793336868286,
|
| 180 |
+
"learning_rate": 1.7801846590909092e-05,
|
| 181 |
+
"loss": 0.1699,
|
| 182 |
+
"step": 1150
|
| 183 |
+
},
|
| 184 |
+
{
|
| 185 |
+
"epoch": 1.7045454545454546,
|
| 186 |
+
"grad_norm": 1.2506362199783325,
|
| 187 |
+
"learning_rate": 1.726917613636364e-05,
|
| 188 |
+
"loss": 0.1621,
|
| 189 |
+
"step": 1200
|
| 190 |
+
},
|
| 191 |
+
{
|
| 192 |
+
"epoch": 1.7755681818181817,
|
| 193 |
+
"grad_norm": 0.06482065469026566,
|
| 194 |
+
"learning_rate": 1.673650568181818e-05,
|
| 195 |
+
"loss": 0.1651,
|
| 196 |
+
"step": 1250
|
| 197 |
+
},
|
| 198 |
+
{
|
| 199 |
+
"epoch": 1.8465909090909092,
|
| 200 |
+
"grad_norm": 0.20499753952026367,
|
| 201 |
+
"learning_rate": 1.6203835227272727e-05,
|
| 202 |
+
"loss": 0.2131,
|
| 203 |
+
"step": 1300
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"epoch": 1.9176136363636362,
|
| 207 |
+
"grad_norm": 41.24250030517578,
|
| 208 |
+
"learning_rate": 1.567116477272727e-05,
|
| 209 |
+
"loss": 0.223,
|
| 210 |
+
"step": 1350
|
| 211 |
+
},
|
| 212 |
+
{
|
| 213 |
+
"epoch": 1.9886363636363638,
|
| 214 |
+
"grad_norm": 131.9430694580078,
|
| 215 |
+
"learning_rate": 1.5138494318181819e-05,
|
| 216 |
+
"loss": 0.132,
|
| 217 |
+
"step": 1400
|
| 218 |
+
},
|
| 219 |
+
{
|
| 220 |
+
"epoch": 2.0,
|
| 221 |
+
"eval_accuracy": 0.9265175718849841,
|
| 222 |
+
"eval_f1": 0.9562737642585551,
|
| 223 |
+
"eval_loss": 0.3970772624015808,
|
| 224 |
+
"eval_precision": 0.9437148217636022,
|
| 225 |
+
"eval_recall": 0.9691714836223507,
|
| 226 |
+
"eval_runtime": 5.9491,
|
| 227 |
+
"eval_samples_per_second": 105.226,
|
| 228 |
+
"eval_steps_per_second": 13.279,
|
| 229 |
+
"step": 1408
|
| 230 |
+
},
|
| 231 |
+
{
|
| 232 |
+
"epoch": 2.059659090909091,
|
| 233 |
+
"grad_norm": 30.692094802856445,
|
| 234 |
+
"learning_rate": 1.4605823863636365e-05,
|
| 235 |
+
"loss": 0.1146,
|
| 236 |
+
"step": 1450
|
| 237 |
+
},
|
| 238 |
+
{
|
| 239 |
+
"epoch": 2.1306818181818183,
|
| 240 |
+
"grad_norm": 9.568278312683105,
|
| 241 |
+
"learning_rate": 1.407315340909091e-05,
|
| 242 |
+
"loss": 0.0766,
|
| 243 |
+
"step": 1500
|
| 244 |
+
},
|
| 245 |
+
{
|
| 246 |
+
"epoch": 2.2017045454545454,
|
| 247 |
+
"grad_norm": 0.030713092535734177,
|
| 248 |
+
"learning_rate": 1.3540482954545454e-05,
|
| 249 |
+
"loss": 0.1294,
|
| 250 |
+
"step": 1550
|
| 251 |
+
},
|
| 252 |
+
{
|
| 253 |
+
"epoch": 2.2727272727272725,
|
| 254 |
+
"grad_norm": 0.1593484729528427,
|
| 255 |
+
"learning_rate": 1.30078125e-05,
|
| 256 |
+
"loss": 0.1204,
|
| 257 |
+
"step": 1600
|
| 258 |
+
},
|
| 259 |
+
{
|
| 260 |
+
"epoch": 2.34375,
|
| 261 |
+
"grad_norm": 0.012557649984955788,
|
| 262 |
+
"learning_rate": 1.2475142045454546e-05,
|
| 263 |
+
"loss": 0.051,
|
| 264 |
+
"step": 1650
|
| 265 |
+
},
|
| 266 |
+
{
|
| 267 |
+
"epoch": 2.4147727272727275,
|
| 268 |
+
"grad_norm": 64.85875701904297,
|
| 269 |
+
"learning_rate": 1.1942471590909092e-05,
|
| 270 |
+
"loss": 0.178,
|
| 271 |
+
"step": 1700
|
| 272 |
+
},
|
| 273 |
+
{
|
| 274 |
+
"epoch": 2.4857954545454546,
|
| 275 |
+
"grad_norm": 0.0735430121421814,
|
| 276 |
+
"learning_rate": 1.1409801136363636e-05,
|
| 277 |
+
"loss": 0.1308,
|
| 278 |
+
"step": 1750
|
| 279 |
+
},
|
| 280 |
+
{
|
| 281 |
+
"epoch": 2.5568181818181817,
|
| 282 |
+
"grad_norm": 0.07014719396829605,
|
| 283 |
+
"learning_rate": 1.0877130681818182e-05,
|
| 284 |
+
"loss": 0.0831,
|
| 285 |
+
"step": 1800
|
| 286 |
+
},
|
| 287 |
+
{
|
| 288 |
+
"epoch": 2.627840909090909,
|
| 289 |
+
"grad_norm": 19.661163330078125,
|
| 290 |
+
"learning_rate": 1.0344460227272727e-05,
|
| 291 |
+
"loss": 0.1815,
|
| 292 |
+
"step": 1850
|
| 293 |
+
},
|
| 294 |
+
{
|
| 295 |
+
"epoch": 2.6988636363636362,
|
| 296 |
+
"grad_norm": 6.710304260253906,
|
| 297 |
+
"learning_rate": 9.811789772727273e-06,
|
| 298 |
+
"loss": 0.0773,
|
| 299 |
+
"step": 1900
|
| 300 |
+
},
|
| 301 |
+
{
|
| 302 |
+
"epoch": 2.7698863636363638,
|
| 303 |
+
"grad_norm": 0.015027725137770176,
|
| 304 |
+
"learning_rate": 9.279119318181819e-06,
|
| 305 |
+
"loss": 0.0798,
|
| 306 |
+
"step": 1950
|
| 307 |
+
},
|
| 308 |
+
{
|
| 309 |
+
"epoch": 2.840909090909091,
|
| 310 |
+
"grad_norm": 0.021411675959825516,
|
| 311 |
+
"learning_rate": 8.746448863636365e-06,
|
| 312 |
+
"loss": 0.1381,
|
| 313 |
+
"step": 2000
|
| 314 |
+
},
|
| 315 |
+
{
|
| 316 |
+
"epoch": 2.9119318181818183,
|
| 317 |
+
"grad_norm": 36.07814025878906,
|
| 318 |
+
"learning_rate": 8.21377840909091e-06,
|
| 319 |
+
"loss": 0.0631,
|
| 320 |
+
"step": 2050
|
| 321 |
+
},
|
| 322 |
+
{
|
| 323 |
+
"epoch": 2.9829545454545454,
|
| 324 |
+
"grad_norm": 0.362332284450531,
|
| 325 |
+
"learning_rate": 7.681107954545454e-06,
|
| 326 |
+
"loss": 0.1094,
|
| 327 |
+
"step": 2100
|
| 328 |
+
},
|
| 329 |
+
{
|
| 330 |
+
"epoch": 3.0,
|
| 331 |
+
"eval_accuracy": 0.9361022364217252,
|
| 332 |
+
"eval_f1": 0.9614643545279383,
|
| 333 |
+
"eval_loss": 0.34437721967697144,
|
| 334 |
+
"eval_precision": 0.9614643545279383,
|
| 335 |
+
"eval_recall": 0.9614643545279383,
|
| 336 |
+
"eval_runtime": 6.402,
|
| 337 |
+
"eval_samples_per_second": 97.781,
|
| 338 |
+
"eval_steps_per_second": 12.34,
|
| 339 |
+
"step": 2112
|
| 340 |
+
}
|
| 341 |
+
],
|
| 342 |
+
"logging_steps": 50,
|
| 343 |
+
"max_steps": 2816,
|
| 344 |
+
"num_input_tokens_seen": 0,
|
| 345 |
+
"num_train_epochs": 4,
|
| 346 |
+
"save_steps": 500,
|
| 347 |
+
"stateful_callbacks": {
|
| 348 |
+
"TrainerControl": {
|
| 349 |
+
"args": {
|
| 350 |
+
"should_epoch_stop": false,
|
| 351 |
+
"should_evaluate": false,
|
| 352 |
+
"should_log": false,
|
| 353 |
+
"should_save": true,
|
| 354 |
+
"should_training_stop": false
|
| 355 |
+
},
|
| 356 |
+
"attributes": {}
|
| 357 |
+
}
|
| 358 |
+
},
|
| 359 |
+
"total_flos": 1.32208125122304e+18,
|
| 360 |
+
"train_batch_size": 8,
|
| 361 |
+
"trial_name": null,
|
| 362 |
+
"trial_params": null
|
| 363 |
+
}
|
checkpoint-2112/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9b8a1790f345edd63357c8f19e5c74c8b986b655ff940839229924718dde9f97
|
| 3 |
+
size 5585
|
checkpoint-2816/config.json
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "microsoft/swin-base-patch4-window7-224",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"SwinForImageClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"depths": [
|
| 8 |
+
2,
|
| 9 |
+
2,
|
| 10 |
+
18,
|
| 11 |
+
2
|
| 12 |
+
],
|
| 13 |
+
"drop_path_rate": 0.1,
|
| 14 |
+
"embed_dim": 128,
|
| 15 |
+
"encoder_stride": 32,
|
| 16 |
+
"hidden_act": "gelu",
|
| 17 |
+
"hidden_dropout_prob": 0.0,
|
| 18 |
+
"hidden_size": 1024,
|
| 19 |
+
"id2label": {
|
| 20 |
+
"0": "no_roadwork",
|
| 21 |
+
"1": "roadwork"
|
| 22 |
+
},
|
| 23 |
+
"image_size": 224,
|
| 24 |
+
"initializer_range": 0.02,
|
| 25 |
+
"label2id": {
|
| 26 |
+
"no_roadwork": 0,
|
| 27 |
+
"roadwork": 1
|
| 28 |
+
},
|
| 29 |
+
"layer_norm_eps": 1e-05,
|
| 30 |
+
"mlp_ratio": 4.0,
|
| 31 |
+
"model_type": "swin",
|
| 32 |
+
"num_channels": 3,
|
| 33 |
+
"num_heads": [
|
| 34 |
+
4,
|
| 35 |
+
8,
|
| 36 |
+
16,
|
| 37 |
+
32
|
| 38 |
+
],
|
| 39 |
+
"num_layers": 4,
|
| 40 |
+
"out_features": [
|
| 41 |
+
"stage4"
|
| 42 |
+
],
|
| 43 |
+
"out_indices": [
|
| 44 |
+
4
|
| 45 |
+
],
|
| 46 |
+
"patch_size": 4,
|
| 47 |
+
"path_norm": true,
|
| 48 |
+
"problem_type": "single_label_classification",
|
| 49 |
+
"qkv_bias": true,
|
| 50 |
+
"stage_names": [
|
| 51 |
+
"stem",
|
| 52 |
+
"stage1",
|
| 53 |
+
"stage2",
|
| 54 |
+
"stage3",
|
| 55 |
+
"stage4"
|
| 56 |
+
],
|
| 57 |
+
"torch_dtype": "float32",
|
| 58 |
+
"transformers_version": "4.44.0",
|
| 59 |
+
"use_absolute_embeddings": false,
|
| 60 |
+
"window_size": 7
|
| 61 |
+
}
|
checkpoint-2816/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f1c1f8236fa3dd25a190e2c9ff6866bafc246ecd473d18a80a2e82eb3b2b1529
|
| 3 |
+
size 347498816
|
checkpoint-2816/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9e1a5985599a4980065eff6ee3938a1a538ea2aedccc204ed1008cb2472095b9
|
| 3 |
+
size 694318110
|
checkpoint-2816/preprocessor_config.json
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"do_rescale": true,
|
| 4 |
+
"do_resize": true,
|
| 5 |
+
"image_mean": [
|
| 6 |
+
0.485,
|
| 7 |
+
0.456,
|
| 8 |
+
0.406
|
| 9 |
+
],
|
| 10 |
+
"image_processor_type": "ViTImageProcessor",
|
| 11 |
+
"image_std": [
|
| 12 |
+
0.229,
|
| 13 |
+
0.224,
|
| 14 |
+
0.225
|
| 15 |
+
],
|
| 16 |
+
"resample": 3,
|
| 17 |
+
"rescale_factor": 0.00392156862745098,
|
| 18 |
+
"size": {
|
| 19 |
+
"height": 224,
|
| 20 |
+
"width": 224
|
| 21 |
+
}
|
| 22 |
+
}
|
checkpoint-2816/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:1188097b6f783c5e9e955514497b028cdab565e73cded793e926fdfa4d60d4e5
|
| 3 |
+
size 14645
|
checkpoint-2816/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cd9994f9a6c88eaa858f9956a5b074d4ffa78d4081a4db3295f9766387ecc4d1
|
| 3 |
+
size 1465
|
checkpoint-2816/trainer_state.json
ADDED
|
@@ -0,0 +1,473 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": 0.962536023054755,
|
| 3 |
+
"best_model_checkpoint": "./roadwork-swin-finetuned/checkpoint-704",
|
| 4 |
+
"epoch": 4.0,
|
| 5 |
+
"eval_steps": 500,
|
| 6 |
+
"global_step": 2816,
|
| 7 |
+
"is_hyper_param_search": false,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 0.07102272727272728,
|
| 13 |
+
"grad_norm": 17.786890029907227,
|
| 14 |
+
"learning_rate": 2.9488636363636363e-05,
|
| 15 |
+
"loss": 0.416,
|
| 16 |
+
"step": 50
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"epoch": 0.14204545454545456,
|
| 20 |
+
"grad_norm": 23.79692268371582,
|
| 21 |
+
"learning_rate": 2.895596590909091e-05,
|
| 22 |
+
"loss": 0.2916,
|
| 23 |
+
"step": 100
|
| 24 |
+
},
|
| 25 |
+
{
|
| 26 |
+
"epoch": 0.21306818181818182,
|
| 27 |
+
"grad_norm": 19.02972412109375,
|
| 28 |
+
"learning_rate": 2.8433948863636362e-05,
|
| 29 |
+
"loss": 0.2737,
|
| 30 |
+
"step": 150
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"epoch": 0.2840909090909091,
|
| 34 |
+
"grad_norm": 0.4028087556362152,
|
| 35 |
+
"learning_rate": 2.790127840909091e-05,
|
| 36 |
+
"loss": 0.375,
|
| 37 |
+
"step": 200
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"epoch": 0.35511363636363635,
|
| 41 |
+
"grad_norm": 11.175421714782715,
|
| 42 |
+
"learning_rate": 2.7368607954545453e-05,
|
| 43 |
+
"loss": 0.3105,
|
| 44 |
+
"step": 250
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"epoch": 0.42613636363636365,
|
| 48 |
+
"grad_norm": 14.542905807495117,
|
| 49 |
+
"learning_rate": 2.68359375e-05,
|
| 50 |
+
"loss": 0.2578,
|
| 51 |
+
"step": 300
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"epoch": 0.4971590909090909,
|
| 55 |
+
"grad_norm": 0.4432804584503174,
|
| 56 |
+
"learning_rate": 2.630326704545455e-05,
|
| 57 |
+
"loss": 0.3166,
|
| 58 |
+
"step": 350
|
| 59 |
+
},
|
| 60 |
+
{
|
| 61 |
+
"epoch": 0.5681818181818182,
|
| 62 |
+
"grad_norm": 0.9627830386161804,
|
| 63 |
+
"learning_rate": 2.5770596590909092e-05,
|
| 64 |
+
"loss": 0.3289,
|
| 65 |
+
"step": 400
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"epoch": 0.6392045454545454,
|
| 69 |
+
"grad_norm": 5.985296249389648,
|
| 70 |
+
"learning_rate": 2.523792613636364e-05,
|
| 71 |
+
"loss": 0.2113,
|
| 72 |
+
"step": 450
|
| 73 |
+
},
|
| 74 |
+
{
|
| 75 |
+
"epoch": 0.7102272727272727,
|
| 76 |
+
"grad_norm": 6.082040786743164,
|
| 77 |
+
"learning_rate": 2.470525568181818e-05,
|
| 78 |
+
"loss": 0.2488,
|
| 79 |
+
"step": 500
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"epoch": 0.78125,
|
| 83 |
+
"grad_norm": 0.5786997079849243,
|
| 84 |
+
"learning_rate": 2.4172585227272728e-05,
|
| 85 |
+
"loss": 0.2465,
|
| 86 |
+
"step": 550
|
| 87 |
+
},
|
| 88 |
+
{
|
| 89 |
+
"epoch": 0.8522727272727273,
|
| 90 |
+
"grad_norm": 18.639421463012695,
|
| 91 |
+
"learning_rate": 2.3639914772727272e-05,
|
| 92 |
+
"loss": 0.2751,
|
| 93 |
+
"step": 600
|
| 94 |
+
},
|
| 95 |
+
{
|
| 96 |
+
"epoch": 0.9232954545454546,
|
| 97 |
+
"grad_norm": 15.852656364440918,
|
| 98 |
+
"learning_rate": 2.310724431818182e-05,
|
| 99 |
+
"loss": 0.2341,
|
| 100 |
+
"step": 650
|
| 101 |
+
},
|
| 102 |
+
{
|
| 103 |
+
"epoch": 0.9943181818181818,
|
| 104 |
+
"grad_norm": 31.554357528686523,
|
| 105 |
+
"learning_rate": 2.2574573863636364e-05,
|
| 106 |
+
"loss": 0.2625,
|
| 107 |
+
"step": 700
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"epoch": 1.0,
|
| 111 |
+
"eval_accuracy": 0.9376996805111821,
|
| 112 |
+
"eval_f1": 0.962536023054755,
|
| 113 |
+
"eval_loss": 0.24441801011562347,
|
| 114 |
+
"eval_precision": 0.9597701149425287,
|
| 115 |
+
"eval_recall": 0.9653179190751445,
|
| 116 |
+
"eval_runtime": 5.9751,
|
| 117 |
+
"eval_samples_per_second": 104.769,
|
| 118 |
+
"eval_steps_per_second": 13.222,
|
| 119 |
+
"step": 704
|
| 120 |
+
},
|
| 121 |
+
{
|
| 122 |
+
"epoch": 1.0653409090909092,
|
| 123 |
+
"grad_norm": 0.20507046580314636,
|
| 124 |
+
"learning_rate": 2.204190340909091e-05,
|
| 125 |
+
"loss": 0.2122,
|
| 126 |
+
"step": 750
|
| 127 |
+
},
|
| 128 |
+
{
|
| 129 |
+
"epoch": 1.1363636363636362,
|
| 130 |
+
"grad_norm": 7.888465404510498,
|
| 131 |
+
"learning_rate": 2.1509232954545455e-05,
|
| 132 |
+
"loss": 0.1566,
|
| 133 |
+
"step": 800
|
| 134 |
+
},
|
| 135 |
+
{
|
| 136 |
+
"epoch": 1.2073863636363638,
|
| 137 |
+
"grad_norm": 1.0586321353912354,
|
| 138 |
+
"learning_rate": 2.09765625e-05,
|
| 139 |
+
"loss": 0.1512,
|
| 140 |
+
"step": 850
|
| 141 |
+
},
|
| 142 |
+
{
|
| 143 |
+
"epoch": 1.2784090909090908,
|
| 144 |
+
"grad_norm": 8.838766098022461,
|
| 145 |
+
"learning_rate": 2.0443892045454547e-05,
|
| 146 |
+
"loss": 0.2021,
|
| 147 |
+
"step": 900
|
| 148 |
+
},
|
| 149 |
+
{
|
| 150 |
+
"epoch": 1.3494318181818181,
|
| 151 |
+
"grad_norm": 0.0867004320025444,
|
| 152 |
+
"learning_rate": 1.991122159090909e-05,
|
| 153 |
+
"loss": 0.1948,
|
| 154 |
+
"step": 950
|
| 155 |
+
},
|
| 156 |
+
{
|
| 157 |
+
"epoch": 1.4204545454545454,
|
| 158 |
+
"grad_norm": NaN,
|
| 159 |
+
"learning_rate": 1.9399857954545453e-05,
|
| 160 |
+
"loss": 0.2295,
|
| 161 |
+
"step": 1000
|
| 162 |
+
},
|
| 163 |
+
{
|
| 164 |
+
"epoch": 1.4914772727272727,
|
| 165 |
+
"grad_norm": 0.10102058947086334,
|
| 166 |
+
"learning_rate": 1.88671875e-05,
|
| 167 |
+
"loss": 0.1703,
|
| 168 |
+
"step": 1050
|
| 169 |
+
},
|
| 170 |
+
{
|
| 171 |
+
"epoch": 1.5625,
|
| 172 |
+
"grad_norm": 0.09882424771785736,
|
| 173 |
+
"learning_rate": 1.8334517045454548e-05,
|
| 174 |
+
"loss": 0.24,
|
| 175 |
+
"step": 1100
|
| 176 |
+
},
|
| 177 |
+
{
|
| 178 |
+
"epoch": 1.6335227272727273,
|
| 179 |
+
"grad_norm": 2.676793336868286,
|
| 180 |
+
"learning_rate": 1.7801846590909092e-05,
|
| 181 |
+
"loss": 0.1699,
|
| 182 |
+
"step": 1150
|
| 183 |
+
},
|
| 184 |
+
{
|
| 185 |
+
"epoch": 1.7045454545454546,
|
| 186 |
+
"grad_norm": 1.2506362199783325,
|
| 187 |
+
"learning_rate": 1.726917613636364e-05,
|
| 188 |
+
"loss": 0.1621,
|
| 189 |
+
"step": 1200
|
| 190 |
+
},
|
| 191 |
+
{
|
| 192 |
+
"epoch": 1.7755681818181817,
|
| 193 |
+
"grad_norm": 0.06482065469026566,
|
| 194 |
+
"learning_rate": 1.673650568181818e-05,
|
| 195 |
+
"loss": 0.1651,
|
| 196 |
+
"step": 1250
|
| 197 |
+
},
|
| 198 |
+
{
|
| 199 |
+
"epoch": 1.8465909090909092,
|
| 200 |
+
"grad_norm": 0.20499753952026367,
|
| 201 |
+
"learning_rate": 1.6203835227272727e-05,
|
| 202 |
+
"loss": 0.2131,
|
| 203 |
+
"step": 1300
|
| 204 |
+
},
|
| 205 |
+
{
|
| 206 |
+
"epoch": 1.9176136363636362,
|
| 207 |
+
"grad_norm": 41.24250030517578,
|
| 208 |
+
"learning_rate": 1.567116477272727e-05,
|
| 209 |
+
"loss": 0.223,
|
| 210 |
+
"step": 1350
|
| 211 |
+
},
|
| 212 |
+
{
|
| 213 |
+
"epoch": 1.9886363636363638,
|
| 214 |
+
"grad_norm": 131.9430694580078,
|
| 215 |
+
"learning_rate": 1.5138494318181819e-05,
|
| 216 |
+
"loss": 0.132,
|
| 217 |
+
"step": 1400
|
| 218 |
+
},
|
| 219 |
+
{
|
| 220 |
+
"epoch": 2.0,
|
| 221 |
+
"eval_accuracy": 0.9265175718849841,
|
| 222 |
+
"eval_f1": 0.9562737642585551,
|
| 223 |
+
"eval_loss": 0.3970772624015808,
|
| 224 |
+
"eval_precision": 0.9437148217636022,
|
| 225 |
+
"eval_recall": 0.9691714836223507,
|
| 226 |
+
"eval_runtime": 5.9491,
|
| 227 |
+
"eval_samples_per_second": 105.226,
|
| 228 |
+
"eval_steps_per_second": 13.279,
|
| 229 |
+
"step": 1408
|
| 230 |
+
},
|
| 231 |
+
{
|
| 232 |
+
"epoch": 2.059659090909091,
|
| 233 |
+
"grad_norm": 30.692094802856445,
|
| 234 |
+
"learning_rate": 1.4605823863636365e-05,
|
| 235 |
+
"loss": 0.1146,
|
| 236 |
+
"step": 1450
|
| 237 |
+
},
|
| 238 |
+
{
|
| 239 |
+
"epoch": 2.1306818181818183,
|
| 240 |
+
"grad_norm": 9.568278312683105,
|
| 241 |
+
"learning_rate": 1.407315340909091e-05,
|
| 242 |
+
"loss": 0.0766,
|
| 243 |
+
"step": 1500
|
| 244 |
+
},
|
| 245 |
+
{
|
| 246 |
+
"epoch": 2.2017045454545454,
|
| 247 |
+
"grad_norm": 0.030713092535734177,
|
| 248 |
+
"learning_rate": 1.3540482954545454e-05,
|
| 249 |
+
"loss": 0.1294,
|
| 250 |
+
"step": 1550
|
| 251 |
+
},
|
| 252 |
+
{
|
| 253 |
+
"epoch": 2.2727272727272725,
|
| 254 |
+
"grad_norm": 0.1593484729528427,
|
| 255 |
+
"learning_rate": 1.30078125e-05,
|
| 256 |
+
"loss": 0.1204,
|
| 257 |
+
"step": 1600
|
| 258 |
+
},
|
| 259 |
+
{
|
| 260 |
+
"epoch": 2.34375,
|
| 261 |
+
"grad_norm": 0.012557649984955788,
|
| 262 |
+
"learning_rate": 1.2475142045454546e-05,
|
| 263 |
+
"loss": 0.051,
|
| 264 |
+
"step": 1650
|
| 265 |
+
},
|
| 266 |
+
{
|
| 267 |
+
"epoch": 2.4147727272727275,
|
| 268 |
+
"grad_norm": 64.85875701904297,
|
| 269 |
+
"learning_rate": 1.1942471590909092e-05,
|
| 270 |
+
"loss": 0.178,
|
| 271 |
+
"step": 1700
|
| 272 |
+
},
|
| 273 |
+
{
|
| 274 |
+
"epoch": 2.4857954545454546,
|
| 275 |
+
"grad_norm": 0.0735430121421814,
|
| 276 |
+
"learning_rate": 1.1409801136363636e-05,
|
| 277 |
+
"loss": 0.1308,
|
| 278 |
+
"step": 1750
|
| 279 |
+
},
|
| 280 |
+
{
|
| 281 |
+
"epoch": 2.5568181818181817,
|
| 282 |
+
"grad_norm": 0.07014719396829605,
|
| 283 |
+
"learning_rate": 1.0877130681818182e-05,
|
| 284 |
+
"loss": 0.0831,
|
| 285 |
+
"step": 1800
|
| 286 |
+
},
|
| 287 |
+
{
|
| 288 |
+
"epoch": 2.627840909090909,
|
| 289 |
+
"grad_norm": 19.661163330078125,
|
| 290 |
+
"learning_rate": 1.0344460227272727e-05,
|
| 291 |
+
"loss": 0.1815,
|
| 292 |
+
"step": 1850
|
| 293 |
+
},
|
| 294 |
+
{
|
| 295 |
+
"epoch": 2.6988636363636362,
|
| 296 |
+
"grad_norm": 6.710304260253906,
|
| 297 |
+
"learning_rate": 9.811789772727273e-06,
|
| 298 |
+
"loss": 0.0773,
|
| 299 |
+
"step": 1900
|
| 300 |
+
},
|
| 301 |
+
{
|
| 302 |
+
"epoch": 2.7698863636363638,
|
| 303 |
+
"grad_norm": 0.015027725137770176,
|
| 304 |
+
"learning_rate": 9.279119318181819e-06,
|
| 305 |
+
"loss": 0.0798,
|
| 306 |
+
"step": 1950
|
| 307 |
+
},
|
| 308 |
+
{
|
| 309 |
+
"epoch": 2.840909090909091,
|
| 310 |
+
"grad_norm": 0.021411675959825516,
|
| 311 |
+
"learning_rate": 8.746448863636365e-06,
|
| 312 |
+
"loss": 0.1381,
|
| 313 |
+
"step": 2000
|
| 314 |
+
},
|
| 315 |
+
{
|
| 316 |
+
"epoch": 2.9119318181818183,
|
| 317 |
+
"grad_norm": 36.07814025878906,
|
| 318 |
+
"learning_rate": 8.21377840909091e-06,
|
| 319 |
+
"loss": 0.0631,
|
| 320 |
+
"step": 2050
|
| 321 |
+
},
|
| 322 |
+
{
|
| 323 |
+
"epoch": 2.9829545454545454,
|
| 324 |
+
"grad_norm": 0.362332284450531,
|
| 325 |
+
"learning_rate": 7.681107954545454e-06,
|
| 326 |
+
"loss": 0.1094,
|
| 327 |
+
"step": 2100
|
| 328 |
+
},
|
| 329 |
+
{
|
| 330 |
+
"epoch": 3.0,
|
| 331 |
+
"eval_accuracy": 0.9361022364217252,
|
| 332 |
+
"eval_f1": 0.9614643545279383,
|
| 333 |
+
"eval_loss": 0.34437721967697144,
|
| 334 |
+
"eval_precision": 0.9614643545279383,
|
| 335 |
+
"eval_recall": 0.9614643545279383,
|
| 336 |
+
"eval_runtime": 6.402,
|
| 337 |
+
"eval_samples_per_second": 97.781,
|
| 338 |
+
"eval_steps_per_second": 12.34,
|
| 339 |
+
"step": 2112
|
| 340 |
+
},
|
| 341 |
+
{
|
| 342 |
+
"epoch": 3.053977272727273,
|
| 343 |
+
"grad_norm": 1.0269795656204224,
|
| 344 |
+
"learning_rate": 7.1484375e-06,
|
| 345 |
+
"loss": 0.0431,
|
| 346 |
+
"step": 2150
|
| 347 |
+
},
|
| 348 |
+
{
|
| 349 |
+
"epoch": 3.125,
|
| 350 |
+
"grad_norm": 0.06955037266016006,
|
| 351 |
+
"learning_rate": 6.615767045454546e-06,
|
| 352 |
+
"loss": 0.044,
|
| 353 |
+
"step": 2200
|
| 354 |
+
},
|
| 355 |
+
{
|
| 356 |
+
"epoch": 3.196022727272727,
|
| 357 |
+
"grad_norm": 0.2144497185945511,
|
| 358 |
+
"learning_rate": 6.083096590909091e-06,
|
| 359 |
+
"loss": 0.078,
|
| 360 |
+
"step": 2250
|
| 361 |
+
},
|
| 362 |
+
{
|
| 363 |
+
"epoch": 3.2670454545454546,
|
| 364 |
+
"grad_norm": 0.8404433131217957,
|
| 365 |
+
"learning_rate": 5.5504261363636365e-06,
|
| 366 |
+
"loss": 0.0634,
|
| 367 |
+
"step": 2300
|
| 368 |
+
},
|
| 369 |
+
{
|
| 370 |
+
"epoch": 3.3380681818181817,
|
| 371 |
+
"grad_norm": 0.018121657893061638,
|
| 372 |
+
"learning_rate": 5.017755681818182e-06,
|
| 373 |
+
"loss": 0.0263,
|
| 374 |
+
"step": 2350
|
| 375 |
+
},
|
| 376 |
+
{
|
| 377 |
+
"epoch": 3.409090909090909,
|
| 378 |
+
"grad_norm": 0.9491384625434875,
|
| 379 |
+
"learning_rate": 4.485085227272727e-06,
|
| 380 |
+
"loss": 0.0913,
|
| 381 |
+
"step": 2400
|
| 382 |
+
},
|
| 383 |
+
{
|
| 384 |
+
"epoch": 3.4801136363636362,
|
| 385 |
+
"grad_norm": 0.11287333071231842,
|
| 386 |
+
"learning_rate": 3.952414772727273e-06,
|
| 387 |
+
"loss": 0.0747,
|
| 388 |
+
"step": 2450
|
| 389 |
+
},
|
| 390 |
+
{
|
| 391 |
+
"epoch": 3.5511363636363638,
|
| 392 |
+
"grad_norm": 10.997075080871582,
|
| 393 |
+
"learning_rate": 3.4197443181818183e-06,
|
| 394 |
+
"loss": 0.0654,
|
| 395 |
+
"step": 2500
|
| 396 |
+
},
|
| 397 |
+
{
|
| 398 |
+
"epoch": 3.622159090909091,
|
| 399 |
+
"grad_norm": 0.04853343218564987,
|
| 400 |
+
"learning_rate": 2.8870738636363636e-06,
|
| 401 |
+
"loss": 0.0664,
|
| 402 |
+
"step": 2550
|
| 403 |
+
},
|
| 404 |
+
{
|
| 405 |
+
"epoch": 3.6931818181818183,
|
| 406 |
+
"grad_norm": 29.09600067138672,
|
| 407 |
+
"learning_rate": 2.354403409090909e-06,
|
| 408 |
+
"loss": 0.0719,
|
| 409 |
+
"step": 2600
|
| 410 |
+
},
|
| 411 |
+
{
|
| 412 |
+
"epoch": 3.7642045454545454,
|
| 413 |
+
"grad_norm": 0.372402161359787,
|
| 414 |
+
"learning_rate": 1.8217329545454545e-06,
|
| 415 |
+
"loss": 0.0713,
|
| 416 |
+
"step": 2650
|
| 417 |
+
},
|
| 418 |
+
{
|
| 419 |
+
"epoch": 3.8352272727272725,
|
| 420 |
+
"grad_norm": 0.04578320309519768,
|
| 421 |
+
"learning_rate": 1.2890625e-06,
|
| 422 |
+
"loss": 0.0363,
|
| 423 |
+
"step": 2700
|
| 424 |
+
},
|
| 425 |
+
{
|
| 426 |
+
"epoch": 3.90625,
|
| 427 |
+
"grad_norm": 0.3740798234939575,
|
| 428 |
+
"learning_rate": 7.563920454545454e-07,
|
| 429 |
+
"loss": 0.0614,
|
| 430 |
+
"step": 2750
|
| 431 |
+
},
|
| 432 |
+
{
|
| 433 |
+
"epoch": 3.9772727272727275,
|
| 434 |
+
"grad_norm": 0.006558969616889954,
|
| 435 |
+
"learning_rate": 2.2372159090909091e-07,
|
| 436 |
+
"loss": 0.0539,
|
| 437 |
+
"step": 2800
|
| 438 |
+
},
|
| 439 |
+
{
|
| 440 |
+
"epoch": 4.0,
|
| 441 |
+
"eval_accuracy": 0.9329073482428115,
|
| 442 |
+
"eval_f1": 0.9593810444874274,
|
| 443 |
+
"eval_loss": 0.41001200675964355,
|
| 444 |
+
"eval_precision": 0.9631067961165048,
|
| 445 |
+
"eval_recall": 0.9556840077071291,
|
| 446 |
+
"eval_runtime": 5.9591,
|
| 447 |
+
"eval_samples_per_second": 105.049,
|
| 448 |
+
"eval_steps_per_second": 13.257,
|
| 449 |
+
"step": 2816
|
| 450 |
+
}
|
| 451 |
+
],
|
| 452 |
+
"logging_steps": 50,
|
| 453 |
+
"max_steps": 2816,
|
| 454 |
+
"num_input_tokens_seen": 0,
|
| 455 |
+
"num_train_epochs": 4,
|
| 456 |
+
"save_steps": 500,
|
| 457 |
+
"stateful_callbacks": {
|
| 458 |
+
"TrainerControl": {
|
| 459 |
+
"args": {
|
| 460 |
+
"should_epoch_stop": false,
|
| 461 |
+
"should_evaluate": false,
|
| 462 |
+
"should_log": false,
|
| 463 |
+
"should_save": true,
|
| 464 |
+
"should_training_stop": true
|
| 465 |
+
},
|
| 466 |
+
"attributes": {}
|
| 467 |
+
}
|
| 468 |
+
},
|
| 469 |
+
"total_flos": 1.76277500163072e+18,
|
| 470 |
+
"train_batch_size": 8,
|
| 471 |
+
"trial_name": null,
|
| 472 |
+
"trial_params": null
|
| 473 |
+
}
|
checkpoint-2816/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9b8a1790f345edd63357c8f19e5c74c8b986b655ff940839229924718dde9f97
|
| 3 |
+
size 5585
|
checkpoint-704/config.json
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "microsoft/swin-base-patch4-window7-224",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"SwinForImageClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"depths": [
|
| 8 |
+
2,
|
| 9 |
+
2,
|
| 10 |
+
18,
|
| 11 |
+
2
|
| 12 |
+
],
|
| 13 |
+
"drop_path_rate": 0.1,
|
| 14 |
+
"embed_dim": 128,
|
| 15 |
+
"encoder_stride": 32,
|
| 16 |
+
"hidden_act": "gelu",
|
| 17 |
+
"hidden_dropout_prob": 0.0,
|
| 18 |
+
"hidden_size": 1024,
|
| 19 |
+
"id2label": {
|
| 20 |
+
"0": "no_roadwork",
|
| 21 |
+
"1": "roadwork"
|
| 22 |
+
},
|
| 23 |
+
"image_size": 224,
|
| 24 |
+
"initializer_range": 0.02,
|
| 25 |
+
"label2id": {
|
| 26 |
+
"no_roadwork": 0,
|
| 27 |
+
"roadwork": 1
|
| 28 |
+
},
|
| 29 |
+
"layer_norm_eps": 1e-05,
|
| 30 |
+
"mlp_ratio": 4.0,
|
| 31 |
+
"model_type": "swin",
|
| 32 |
+
"num_channels": 3,
|
| 33 |
+
"num_heads": [
|
| 34 |
+
4,
|
| 35 |
+
8,
|
| 36 |
+
16,
|
| 37 |
+
32
|
| 38 |
+
],
|
| 39 |
+
"num_layers": 4,
|
| 40 |
+
"out_features": [
|
| 41 |
+
"stage4"
|
| 42 |
+
],
|
| 43 |
+
"out_indices": [
|
| 44 |
+
4
|
| 45 |
+
],
|
| 46 |
+
"patch_size": 4,
|
| 47 |
+
"path_norm": true,
|
| 48 |
+
"problem_type": "single_label_classification",
|
| 49 |
+
"qkv_bias": true,
|
| 50 |
+
"stage_names": [
|
| 51 |
+
"stem",
|
| 52 |
+
"stage1",
|
| 53 |
+
"stage2",
|
| 54 |
+
"stage3",
|
| 55 |
+
"stage4"
|
| 56 |
+
],
|
| 57 |
+
"torch_dtype": "float32",
|
| 58 |
+
"transformers_version": "4.44.0",
|
| 59 |
+
"use_absolute_embeddings": false,
|
| 60 |
+
"window_size": 7
|
| 61 |
+
}
|
checkpoint-704/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9828104797de1f4c1f666739b9958ae18eaff11c1beb177178448a5347d77779
|
| 3 |
+
size 347498816
|
checkpoint-704/optimizer.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:918319ac968a008b7bcf60f497f8d88672149faff7e04764d386e5968b7ffde0
|
| 3 |
+
size 694318110
|
checkpoint-704/preprocessor_config.json
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"do_rescale": true,
|
| 4 |
+
"do_resize": true,
|
| 5 |
+
"image_mean": [
|
| 6 |
+
0.485,
|
| 7 |
+
0.456,
|
| 8 |
+
0.406
|
| 9 |
+
],
|
| 10 |
+
"image_processor_type": "ViTImageProcessor",
|
| 11 |
+
"image_std": [
|
| 12 |
+
0.229,
|
| 13 |
+
0.224,
|
| 14 |
+
0.225
|
| 15 |
+
],
|
| 16 |
+
"resample": 3,
|
| 17 |
+
"rescale_factor": 0.00392156862745098,
|
| 18 |
+
"size": {
|
| 19 |
+
"height": 224,
|
| 20 |
+
"width": 224
|
| 21 |
+
}
|
| 22 |
+
}
|
checkpoint-704/rng_state.pth
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:31a5c2953af7dc9597ae0ad014b1a6ee2144ca586bd9022714549fa291784069
|
| 3 |
+
size 14645
|
checkpoint-704/scheduler.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:75afa0284c54290ff4f03351b03710089d449773102b43b31fc425ad9bb32891
|
| 3 |
+
size 1465
|
checkpoint-704/trainer_state.json
ADDED
|
@@ -0,0 +1,143 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"best_metric": 0.962536023054755,
|
| 3 |
+
"best_model_checkpoint": "./roadwork-swin-finetuned/checkpoint-704",
|
| 4 |
+
"epoch": 1.0,
|
| 5 |
+
"eval_steps": 500,
|
| 6 |
+
"global_step": 704,
|
| 7 |
+
"is_hyper_param_search": false,
|
| 8 |
+
"is_local_process_zero": true,
|
| 9 |
+
"is_world_process_zero": true,
|
| 10 |
+
"log_history": [
|
| 11 |
+
{
|
| 12 |
+
"epoch": 0.07102272727272728,
|
| 13 |
+
"grad_norm": 17.786890029907227,
|
| 14 |
+
"learning_rate": 2.9488636363636363e-05,
|
| 15 |
+
"loss": 0.416,
|
| 16 |
+
"step": 50
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"epoch": 0.14204545454545456,
|
| 20 |
+
"grad_norm": 23.79692268371582,
|
| 21 |
+
"learning_rate": 2.895596590909091e-05,
|
| 22 |
+
"loss": 0.2916,
|
| 23 |
+
"step": 100
|
| 24 |
+
},
|
| 25 |
+
{
|
| 26 |
+
"epoch": 0.21306818181818182,
|
| 27 |
+
"grad_norm": 19.02972412109375,
|
| 28 |
+
"learning_rate": 2.8433948863636362e-05,
|
| 29 |
+
"loss": 0.2737,
|
| 30 |
+
"step": 150
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"epoch": 0.2840909090909091,
|
| 34 |
+
"grad_norm": 0.4028087556362152,
|
| 35 |
+
"learning_rate": 2.790127840909091e-05,
|
| 36 |
+
"loss": 0.375,
|
| 37 |
+
"step": 200
|
| 38 |
+
},
|
| 39 |
+
{
|
| 40 |
+
"epoch": 0.35511363636363635,
|
| 41 |
+
"grad_norm": 11.175421714782715,
|
| 42 |
+
"learning_rate": 2.7368607954545453e-05,
|
| 43 |
+
"loss": 0.3105,
|
| 44 |
+
"step": 250
|
| 45 |
+
},
|
| 46 |
+
{
|
| 47 |
+
"epoch": 0.42613636363636365,
|
| 48 |
+
"grad_norm": 14.542905807495117,
|
| 49 |
+
"learning_rate": 2.68359375e-05,
|
| 50 |
+
"loss": 0.2578,
|
| 51 |
+
"step": 300
|
| 52 |
+
},
|
| 53 |
+
{
|
| 54 |
+
"epoch": 0.4971590909090909,
|
| 55 |
+
"grad_norm": 0.4432804584503174,
|
| 56 |
+
"learning_rate": 2.630326704545455e-05,
|
| 57 |
+
"loss": 0.3166,
|
| 58 |
+
"step": 350
|
| 59 |
+
},
|
| 60 |
+
{
|
| 61 |
+
"epoch": 0.5681818181818182,
|
| 62 |
+
"grad_norm": 0.9627830386161804,
|
| 63 |
+
"learning_rate": 2.5770596590909092e-05,
|
| 64 |
+
"loss": 0.3289,
|
| 65 |
+
"step": 400
|
| 66 |
+
},
|
| 67 |
+
{
|
| 68 |
+
"epoch": 0.6392045454545454,
|
| 69 |
+
"grad_norm": 5.985296249389648,
|
| 70 |
+
"learning_rate": 2.523792613636364e-05,
|
| 71 |
+
"loss": 0.2113,
|
| 72 |
+
"step": 450
|
| 73 |
+
},
|
| 74 |
+
{
|
| 75 |
+
"epoch": 0.7102272727272727,
|
| 76 |
+
"grad_norm": 6.082040786743164,
|
| 77 |
+
"learning_rate": 2.470525568181818e-05,
|
| 78 |
+
"loss": 0.2488,
|
| 79 |
+
"step": 500
|
| 80 |
+
},
|
| 81 |
+
{
|
| 82 |
+
"epoch": 0.78125,
|
| 83 |
+
"grad_norm": 0.5786997079849243,
|
| 84 |
+
"learning_rate": 2.4172585227272728e-05,
|
| 85 |
+
"loss": 0.2465,
|
| 86 |
+
"step": 550
|
| 87 |
+
},
|
| 88 |
+
{
|
| 89 |
+
"epoch": 0.8522727272727273,
|
| 90 |
+
"grad_norm": 18.639421463012695,
|
| 91 |
+
"learning_rate": 2.3639914772727272e-05,
|
| 92 |
+
"loss": 0.2751,
|
| 93 |
+
"step": 600
|
| 94 |
+
},
|
| 95 |
+
{
|
| 96 |
+
"epoch": 0.9232954545454546,
|
| 97 |
+
"grad_norm": 15.852656364440918,
|
| 98 |
+
"learning_rate": 2.310724431818182e-05,
|
| 99 |
+
"loss": 0.2341,
|
| 100 |
+
"step": 650
|
| 101 |
+
},
|
| 102 |
+
{
|
| 103 |
+
"epoch": 0.9943181818181818,
|
| 104 |
+
"grad_norm": 31.554357528686523,
|
| 105 |
+
"learning_rate": 2.2574573863636364e-05,
|
| 106 |
+
"loss": 0.2625,
|
| 107 |
+
"step": 700
|
| 108 |
+
},
|
| 109 |
+
{
|
| 110 |
+
"epoch": 1.0,
|
| 111 |
+
"eval_accuracy": 0.9376996805111821,
|
| 112 |
+
"eval_f1": 0.962536023054755,
|
| 113 |
+
"eval_loss": 0.24441801011562347,
|
| 114 |
+
"eval_precision": 0.9597701149425287,
|
| 115 |
+
"eval_recall": 0.9653179190751445,
|
| 116 |
+
"eval_runtime": 5.9751,
|
| 117 |
+
"eval_samples_per_second": 104.769,
|
| 118 |
+
"eval_steps_per_second": 13.222,
|
| 119 |
+
"step": 704
|
| 120 |
+
}
|
| 121 |
+
],
|
| 122 |
+
"logging_steps": 50,
|
| 123 |
+
"max_steps": 2816,
|
| 124 |
+
"num_input_tokens_seen": 0,
|
| 125 |
+
"num_train_epochs": 4,
|
| 126 |
+
"save_steps": 500,
|
| 127 |
+
"stateful_callbacks": {
|
| 128 |
+
"TrainerControl": {
|
| 129 |
+
"args": {
|
| 130 |
+
"should_epoch_stop": false,
|
| 131 |
+
"should_evaluate": false,
|
| 132 |
+
"should_log": false,
|
| 133 |
+
"should_save": true,
|
| 134 |
+
"should_training_stop": false
|
| 135 |
+
},
|
| 136 |
+
"attributes": {}
|
| 137 |
+
}
|
| 138 |
+
},
|
| 139 |
+
"total_flos": 4.4069375040768e+17,
|
| 140 |
+
"train_batch_size": 8,
|
| 141 |
+
"trial_name": null,
|
| 142 |
+
"trial_params": null
|
| 143 |
+
}
|
checkpoint-704/training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9b8a1790f345edd63357c8f19e5c74c8b986b655ff940839229924718dde9f97
|
| 3 |
+
size 5585
|
config.json
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "microsoft/swin-base-patch4-window7-224",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"SwinForImageClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"depths": [
|
| 8 |
+
2,
|
| 9 |
+
2,
|
| 10 |
+
18,
|
| 11 |
+
2
|
| 12 |
+
],
|
| 13 |
+
"drop_path_rate": 0.1,
|
| 14 |
+
"embed_dim": 128,
|
| 15 |
+
"encoder_stride": 32,
|
| 16 |
+
"hidden_act": "gelu",
|
| 17 |
+
"hidden_dropout_prob": 0.0,
|
| 18 |
+
"hidden_size": 1024,
|
| 19 |
+
"id2label": {
|
| 20 |
+
"0": "no_roadwork",
|
| 21 |
+
"1": "roadwork"
|
| 22 |
+
},
|
| 23 |
+
"image_size": 224,
|
| 24 |
+
"initializer_range": 0.02,
|
| 25 |
+
"label2id": {
|
| 26 |
+
"no_roadwork": 0,
|
| 27 |
+
"roadwork": 1
|
| 28 |
+
},
|
| 29 |
+
"layer_norm_eps": 1e-05,
|
| 30 |
+
"mlp_ratio": 4.0,
|
| 31 |
+
"model_type": "swin",
|
| 32 |
+
"num_channels": 3,
|
| 33 |
+
"num_heads": [
|
| 34 |
+
4,
|
| 35 |
+
8,
|
| 36 |
+
16,
|
| 37 |
+
32
|
| 38 |
+
],
|
| 39 |
+
"num_layers": 4,
|
| 40 |
+
"out_features": [
|
| 41 |
+
"stage4"
|
| 42 |
+
],
|
| 43 |
+
"out_indices": [
|
| 44 |
+
4
|
| 45 |
+
],
|
| 46 |
+
"patch_size": 4,
|
| 47 |
+
"path_norm": true,
|
| 48 |
+
"problem_type": "single_label_classification",
|
| 49 |
+
"qkv_bias": true,
|
| 50 |
+
"stage_names": [
|
| 51 |
+
"stem",
|
| 52 |
+
"stage1",
|
| 53 |
+
"stage2",
|
| 54 |
+
"stage3",
|
| 55 |
+
"stage4"
|
| 56 |
+
],
|
| 57 |
+
"torch_dtype": "float32",
|
| 58 |
+
"transformers_version": "4.44.0",
|
| 59 |
+
"use_absolute_embeddings": false,
|
| 60 |
+
"window_size": 7
|
| 61 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9828104797de1f4c1f666739b9958ae18eaff11c1beb177178448a5347d77779
|
| 3 |
+
size 347498816
|
model_card.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model_name": "rossijakob/rossi-dray",
|
| 3 |
+
"description": "roadwork-detect model",
|
| 4 |
+
"version": "1.0.0",
|
| 5 |
+
"submitted_by": "5C61mvbduMdLp9qvWjyiLeizjNCKQgCtoKv6g8vuTgxjnd8W",
|
| 6 |
+
"submission_time": 1760220856
|
| 7 |
+
}
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"do_rescale": true,
|
| 4 |
+
"do_resize": true,
|
| 5 |
+
"image_mean": [
|
| 6 |
+
0.485,
|
| 7 |
+
0.456,
|
| 8 |
+
0.406
|
| 9 |
+
],
|
| 10 |
+
"image_processor_type": "ViTImageProcessor",
|
| 11 |
+
"image_std": [
|
| 12 |
+
0.229,
|
| 13 |
+
0.224,
|
| 14 |
+
0.225
|
| 15 |
+
],
|
| 16 |
+
"resample": 3,
|
| 17 |
+
"rescale_factor": 0.00392156862745098,
|
| 18 |
+
"size": {
|
| 19 |
+
"height": 224,
|
| 20 |
+
"width": 224
|
| 21 |
+
}
|
| 22 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9b8a1790f345edd63357c8f19e5c74c8b986b655ff940839229924718dde9f97
|
| 3 |
+
size 5585
|