NeuronZero
commited on
Commit
•
b51a4d9
1
Parent(s):
2273888
Upload folder using huggingface_hub
Browse files- README.md +22 -0
- checkpoint-10695/config.json +74 -0
- checkpoint-10695/model.safetensors +3 -0
- checkpoint-10695/optimizer.pt +3 -0
- checkpoint-10695/rng_state.pth +3 -0
- checkpoint-10695/scheduler.pt +3 -0
- checkpoint-10695/trainer_state.json +126 -0
- checkpoint-10695/training_args.bin +3 -0
- config.json +74 -0
- model.safetensors +3 -0
- preprocessor_config.json +36 -0
- training_args.bin +3 -0
- training_params.json +29 -0
README.md
ADDED
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
|
2 |
+
---
|
3 |
+
tags:
|
4 |
+
- autotrain
|
5 |
+
- image-classification
|
6 |
+
widget:
|
7 |
+
- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/tiger.jpg
|
8 |
+
example_title: Tiger
|
9 |
+
- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/teapot.jpg
|
10 |
+
example_title: Teapot
|
11 |
+
- src: https://huggingface.co/datasets/mishig/sample_images/resolve/main/palace.jpg
|
12 |
+
example_title: Palace
|
13 |
+
datasets:
|
14 |
+
- Pranavkpba2000/skin_cancer_dataset
|
15 |
+
---
|
16 |
+
|
17 |
+
# Model Trained Using AutoTrain
|
18 |
+
|
19 |
+
- Problem type: Image Classification
|
20 |
+
|
21 |
+
## Validation Metrics
|
22 |
+
No validation metrics available
|
checkpoint-10695/config.json
ADDED
@@ -0,0 +1,74 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "microsoft/swin-base-patch4-window7-224-in22k",
|
3 |
+
"_num_labels": 8,
|
4 |
+
"architectures": [
|
5 |
+
"SwinForImageClassification"
|
6 |
+
],
|
7 |
+
"attention_probs_dropout_prob": 0.0,
|
8 |
+
"depths": [
|
9 |
+
2,
|
10 |
+
2,
|
11 |
+
18,
|
12 |
+
2
|
13 |
+
],
|
14 |
+
"drop_path_rate": 0.1,
|
15 |
+
"embed_dim": 128,
|
16 |
+
"encoder_stride": 32,
|
17 |
+
"hidden_act": "gelu",
|
18 |
+
"hidden_dropout_prob": 0.0,
|
19 |
+
"hidden_size": 1024,
|
20 |
+
"id2label": {
|
21 |
+
"0": "AK",
|
22 |
+
"1": "BCC",
|
23 |
+
"2": "BKL",
|
24 |
+
"3": "DF",
|
25 |
+
"4": "MEL",
|
26 |
+
"5": "NV",
|
27 |
+
"6": "SCC",
|
28 |
+
"7": "VASC"
|
29 |
+
},
|
30 |
+
"image_size": 224,
|
31 |
+
"initializer_range": 0.02,
|
32 |
+
"label2id": {
|
33 |
+
"AK": 0,
|
34 |
+
"BCC": 1,
|
35 |
+
"BKL": 2,
|
36 |
+
"DF": 3,
|
37 |
+
"MEL": 4,
|
38 |
+
"NV": 5,
|
39 |
+
"SCC": 6,
|
40 |
+
"VASC": 7
|
41 |
+
},
|
42 |
+
"layer_norm_eps": 1e-05,
|
43 |
+
"mlp_ratio": 4.0,
|
44 |
+
"model_type": "swin",
|
45 |
+
"num_channels": 3,
|
46 |
+
"num_heads": [
|
47 |
+
4,
|
48 |
+
8,
|
49 |
+
16,
|
50 |
+
32
|
51 |
+
],
|
52 |
+
"num_layers": 4,
|
53 |
+
"out_features": [
|
54 |
+
"stage4"
|
55 |
+
],
|
56 |
+
"out_indices": [
|
57 |
+
4
|
58 |
+
],
|
59 |
+
"patch_size": 4,
|
60 |
+
"path_norm": true,
|
61 |
+
"problem_type": "single_label_classification",
|
62 |
+
"qkv_bias": true,
|
63 |
+
"stage_names": [
|
64 |
+
"stem",
|
65 |
+
"stage1",
|
66 |
+
"stage2",
|
67 |
+
"stage3",
|
68 |
+
"stage4"
|
69 |
+
],
|
70 |
+
"torch_dtype": "float32",
|
71 |
+
"transformers_version": "4.39.0",
|
72 |
+
"use_absolute_embeddings": false,
|
73 |
+
"window_size": 7
|
74 |
+
}
|
checkpoint-10695/model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:eada057239c274dcf90bacfeb17d0c3298dfa3d6f214a26f3a3ca8d2d592f9e5
|
3 |
+
size 347523416
|
checkpoint-10695/optimizer.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:8d219e5f8d2177c2040ca23df7cc4be5367b9121fc64c4f0b703cccd12d411d1
|
3 |
+
size 694354893
|
checkpoint-10695/rng_state.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:70107898eae2a6993041ade1609353284d5b32b1e1ae13669f70bd5f0bd50d97
|
3 |
+
size 13990
|
checkpoint-10695/scheduler.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0fefa400e1d882c71bf8b7e1b675d50d75cd10280a9e931c09584820051f23b1
|
3 |
+
size 1064
|
checkpoint-10695/trainer_state.json
ADDED
@@ -0,0 +1,126 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"best_metric": null,
|
3 |
+
"best_model_checkpoint": null,
|
4 |
+
"epoch": 3.0,
|
5 |
+
"eval_steps": 500,
|
6 |
+
"global_step": 10695,
|
7 |
+
"is_hyper_param_search": false,
|
8 |
+
"is_local_process_zero": true,
|
9 |
+
"is_world_process_zero": true,
|
10 |
+
"log_history": [
|
11 |
+
{
|
12 |
+
"epoch": 0.2,
|
13 |
+
"grad_norm": 34.351593017578125,
|
14 |
+
"learning_rate": 3.327102803738318e-05,
|
15 |
+
"loss": 1.2122,
|
16 |
+
"step": 712
|
17 |
+
},
|
18 |
+
{
|
19 |
+
"epoch": 0.4,
|
20 |
+
"grad_norm": 10.322906494140625,
|
21 |
+
"learning_rate": 4.816103896103896e-05,
|
22 |
+
"loss": 0.8692,
|
23 |
+
"step": 1424
|
24 |
+
},
|
25 |
+
{
|
26 |
+
"epoch": 0.6,
|
27 |
+
"grad_norm": 23.850841522216797,
|
28 |
+
"learning_rate": 4.446233766233767e-05,
|
29 |
+
"loss": 0.747,
|
30 |
+
"step": 2136
|
31 |
+
},
|
32 |
+
{
|
33 |
+
"epoch": 0.8,
|
34 |
+
"grad_norm": 26.398853302001953,
|
35 |
+
"learning_rate": 4.076363636363636e-05,
|
36 |
+
"loss": 0.6957,
|
37 |
+
"step": 2848
|
38 |
+
},
|
39 |
+
{
|
40 |
+
"epoch": 1.0,
|
41 |
+
"grad_norm": 39.551414489746094,
|
42 |
+
"learning_rate": 3.706493506493507e-05,
|
43 |
+
"loss": 0.6323,
|
44 |
+
"step": 3560
|
45 |
+
},
|
46 |
+
{
|
47 |
+
"epoch": 1.2,
|
48 |
+
"grad_norm": 20.38348388671875,
|
49 |
+
"learning_rate": 3.3366233766233766e-05,
|
50 |
+
"loss": 0.5724,
|
51 |
+
"step": 4272
|
52 |
+
},
|
53 |
+
{
|
54 |
+
"epoch": 1.4,
|
55 |
+
"grad_norm": 18.263744354248047,
|
56 |
+
"learning_rate": 2.9667532467532467e-05,
|
57 |
+
"loss": 0.5256,
|
58 |
+
"step": 4984
|
59 |
+
},
|
60 |
+
{
|
61 |
+
"epoch": 1.6,
|
62 |
+
"grad_norm": 7.960543632507324,
|
63 |
+
"learning_rate": 2.596883116883117e-05,
|
64 |
+
"loss": 0.522,
|
65 |
+
"step": 5696
|
66 |
+
},
|
67 |
+
{
|
68 |
+
"epoch": 1.8,
|
69 |
+
"grad_norm": 5.682173252105713,
|
70 |
+
"learning_rate": 2.227012987012987e-05,
|
71 |
+
"loss": 0.4766,
|
72 |
+
"step": 6408
|
73 |
+
},
|
74 |
+
{
|
75 |
+
"epoch": 2.0,
|
76 |
+
"grad_norm": 7.151096820831299,
|
77 |
+
"learning_rate": 1.8571428571428572e-05,
|
78 |
+
"loss": 0.466,
|
79 |
+
"step": 7120
|
80 |
+
},
|
81 |
+
{
|
82 |
+
"epoch": 2.2,
|
83 |
+
"grad_norm": 48.665584564208984,
|
84 |
+
"learning_rate": 1.4872727272727275e-05,
|
85 |
+
"loss": 0.3953,
|
86 |
+
"step": 7832
|
87 |
+
},
|
88 |
+
{
|
89 |
+
"epoch": 2.4,
|
90 |
+
"grad_norm": 3.8058860301971436,
|
91 |
+
"learning_rate": 1.1174025974025975e-05,
|
92 |
+
"loss": 0.3673,
|
93 |
+
"step": 8544
|
94 |
+
},
|
95 |
+
{
|
96 |
+
"epoch": 2.6,
|
97 |
+
"grad_norm": 17.926410675048828,
|
98 |
+
"learning_rate": 7.475324675324675e-06,
|
99 |
+
"loss": 0.3625,
|
100 |
+
"step": 9256
|
101 |
+
},
|
102 |
+
{
|
103 |
+
"epoch": 2.8,
|
104 |
+
"grad_norm": 25.310287475585938,
|
105 |
+
"learning_rate": 3.776623376623377e-06,
|
106 |
+
"loss": 0.348,
|
107 |
+
"step": 9968
|
108 |
+
},
|
109 |
+
{
|
110 |
+
"epoch": 3.0,
|
111 |
+
"grad_norm": 18.61994743347168,
|
112 |
+
"learning_rate": 7.792207792207792e-08,
|
113 |
+
"loss": 0.3617,
|
114 |
+
"step": 10680
|
115 |
+
}
|
116 |
+
],
|
117 |
+
"logging_steps": 712,
|
118 |
+
"max_steps": 10695,
|
119 |
+
"num_input_tokens_seen": 0,
|
120 |
+
"num_train_epochs": 3,
|
121 |
+
"save_steps": 500,
|
122 |
+
"total_flos": 6.702780767795675e+18,
|
123 |
+
"train_batch_size": 8,
|
124 |
+
"trial_name": null,
|
125 |
+
"trial_params": null
|
126 |
+
}
|
checkpoint-10695/training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:be0595590217ba4954ff2a7831242d6ff503684dd682e1468e0a306bd8d28d07
|
3 |
+
size 4984
|
config.json
ADDED
@@ -0,0 +1,74 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "microsoft/swin-base-patch4-window7-224-in22k",
|
3 |
+
"_num_labels": 8,
|
4 |
+
"architectures": [
|
5 |
+
"SwinForImageClassification"
|
6 |
+
],
|
7 |
+
"attention_probs_dropout_prob": 0.0,
|
8 |
+
"depths": [
|
9 |
+
2,
|
10 |
+
2,
|
11 |
+
18,
|
12 |
+
2
|
13 |
+
],
|
14 |
+
"drop_path_rate": 0.1,
|
15 |
+
"embed_dim": 128,
|
16 |
+
"encoder_stride": 32,
|
17 |
+
"hidden_act": "gelu",
|
18 |
+
"hidden_dropout_prob": 0.0,
|
19 |
+
"hidden_size": 1024,
|
20 |
+
"id2label": {
|
21 |
+
"0": "AK",
|
22 |
+
"1": "BCC",
|
23 |
+
"2": "BKL",
|
24 |
+
"3": "DF",
|
25 |
+
"4": "MEL",
|
26 |
+
"5": "NV",
|
27 |
+
"6": "SCC",
|
28 |
+
"7": "VASC"
|
29 |
+
},
|
30 |
+
"image_size": 224,
|
31 |
+
"initializer_range": 0.02,
|
32 |
+
"label2id": {
|
33 |
+
"AK": 0,
|
34 |
+
"BCC": 1,
|
35 |
+
"BKL": 2,
|
36 |
+
"DF": 3,
|
37 |
+
"MEL": 4,
|
38 |
+
"NV": 5,
|
39 |
+
"SCC": 6,
|
40 |
+
"VASC": 7
|
41 |
+
},
|
42 |
+
"layer_norm_eps": 1e-05,
|
43 |
+
"mlp_ratio": 4.0,
|
44 |
+
"model_type": "swin",
|
45 |
+
"num_channels": 3,
|
46 |
+
"num_heads": [
|
47 |
+
4,
|
48 |
+
8,
|
49 |
+
16,
|
50 |
+
32
|
51 |
+
],
|
52 |
+
"num_layers": 4,
|
53 |
+
"out_features": [
|
54 |
+
"stage4"
|
55 |
+
],
|
56 |
+
"out_indices": [
|
57 |
+
4
|
58 |
+
],
|
59 |
+
"patch_size": 4,
|
60 |
+
"path_norm": true,
|
61 |
+
"problem_type": "single_label_classification",
|
62 |
+
"qkv_bias": true,
|
63 |
+
"stage_names": [
|
64 |
+
"stem",
|
65 |
+
"stage1",
|
66 |
+
"stage2",
|
67 |
+
"stage3",
|
68 |
+
"stage4"
|
69 |
+
],
|
70 |
+
"torch_dtype": "float32",
|
71 |
+
"transformers_version": "4.39.0",
|
72 |
+
"use_absolute_embeddings": false,
|
73 |
+
"window_size": 7
|
74 |
+
}
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:eada057239c274dcf90bacfeb17d0c3298dfa3d6f214a26f3a3ca8d2d592f9e5
|
3 |
+
size 347523416
|
preprocessor_config.json
ADDED
@@ -0,0 +1,36 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_valid_processor_keys": [
|
3 |
+
"images",
|
4 |
+
"do_resize",
|
5 |
+
"size",
|
6 |
+
"resample",
|
7 |
+
"do_rescale",
|
8 |
+
"rescale_factor",
|
9 |
+
"do_normalize",
|
10 |
+
"image_mean",
|
11 |
+
"image_std",
|
12 |
+
"return_tensors",
|
13 |
+
"data_format",
|
14 |
+
"input_data_format"
|
15 |
+
],
|
16 |
+
"do_normalize": true,
|
17 |
+
"do_rescale": true,
|
18 |
+
"do_resize": true,
|
19 |
+
"image_mean": [
|
20 |
+
0.485,
|
21 |
+
0.456,
|
22 |
+
0.406
|
23 |
+
],
|
24 |
+
"image_processor_type": "ViTImageProcessor",
|
25 |
+
"image_std": [
|
26 |
+
0.229,
|
27 |
+
0.224,
|
28 |
+
0.225
|
29 |
+
],
|
30 |
+
"resample": 3,
|
31 |
+
"rescale_factor": 0.00392156862745098,
|
32 |
+
"size": {
|
33 |
+
"height": 224,
|
34 |
+
"width": 224
|
35 |
+
}
|
36 |
+
}
|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:be0595590217ba4954ff2a7831242d6ff503684dd682e1468e0a306bd8d28d07
|
3 |
+
size 4984
|
training_params.json
ADDED
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"data_path": "Pranavkpba2000/skin_cancer_dataset",
|
3 |
+
"model": "microsoft/swin-base-patch4-window7-224-in22k",
|
4 |
+
"username": "NeuronZero",
|
5 |
+
"lr": 5e-05,
|
6 |
+
"epochs": 3,
|
7 |
+
"batch_size": 8,
|
8 |
+
"warmup_ratio": 0.1,
|
9 |
+
"gradient_accumulation": 1,
|
10 |
+
"optimizer": "adamw_torch",
|
11 |
+
"scheduler": "linear",
|
12 |
+
"weight_decay": 0.0,
|
13 |
+
"max_grad_norm": 1.0,
|
14 |
+
"seed": 42,
|
15 |
+
"train_split": "train",
|
16 |
+
"valid_split": null,
|
17 |
+
"logging_steps": -1,
|
18 |
+
"project_name": "SkinCancerClassifier",
|
19 |
+
"auto_find_batch_size": false,
|
20 |
+
"mixed_precision": "fp8",
|
21 |
+
"save_total_limit": 1,
|
22 |
+
"save_strategy": "epoch",
|
23 |
+
"push_to_hub": true,
|
24 |
+
"repo_id": "NeuronZero/SkinCancerClassifier",
|
25 |
+
"evaluation_strategy": "epoch",
|
26 |
+
"image_column": "image",
|
27 |
+
"target_column": "label",
|
28 |
+
"log": "none"
|
29 |
+
}
|