minhnguyent546 commited on
Commit
19c3ddb
·
verified ·
1 Parent(s): 1c4552c

add s222_coatnet_0_drop_5

Browse files
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/metadata.yml ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ args:
2
+ best_checkpoint_metrics:
3
+ - accuracy
4
+ - f1
5
+ checkpoints_dir: ./checkpoints
6
+ dataset_dir: data/seed-222/ICH-17-processed-3-seed-222-drop-5
7
+ eval_batch_size: 64
8
+ from_checkpoint: null
9
+ gradient_accum_steps: 2
10
+ label_smoothing: 0.1
11
+ lr: 0.0001
12
+ max_grad_norm: 1.0
13
+ min_lr: 0.0
14
+ mixed_precision: fp16
15
+ model: timm/coatnet_0_rw_224.sw_in1k
16
+ model_ema_decay: 0.9999
17
+ model_ema_warmup: false
18
+ num_epochs: 50
19
+ num_workers: 16
20
+ run_test_only: false
21
+ save_best_k: 5
22
+ scheduler_T_0: 10
23
+ scheduler_T_mult: 3
24
+ seed: 222
25
+ train_batch_size: 64
26
+ use_ema: false
27
+ use_mixup_cutmix: true
28
+ wandb_logging: true
29
+ wandb_name: s222_coatnet_0_drop_5
30
+ wandb_notes: null
31
+ wandb_project: soups
32
+ wandb_resume_id: null
33
+ wandb_tags: null
34
+ weight_decay: 0.001
35
+ wandb:
36
+ id: tm0hvi9c
37
+ name: s222_coatnet_0_drop_5
38
+ notes: null
39
+ project: soups
40
+ tags: !!python/tuple []
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_21_accuracy_0.6918.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:14c391eff7bbe3f848c109ad6cf451d18898520118bc3f38d4a2c5f220bf2f0f
3
+ size 106866595
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_21_f1_0.6686.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:28e9d956c49e07bc008c79bf28f7a82523e74113a9785a18d18186ee3c3dc63f
3
+ size 106865107
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_23_accuracy_0.6950.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5ffdd8ea9f6b8ed316b7f9692145bcea66df87a36d9e8d3bce9286ee90794181
3
+ size 106866595
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_23_f1_0.6696.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5b906acf9aed35dad0e529cb93be67d7e396f936a96441b45dc9a1b0f04e78a6
3
+ size 106865107
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_27_accuracy_0.6997.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b5350fff92b0744f050c189062e0bbb3e686eb9a32a4dbbc1d46c78c346e548d
3
+ size 106866595
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_27_f1_0.6699.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:86bebce1f4d773c831f7412acdda99fd2ebff339f480acf22eba11a7dc862147
3
+ size 106865107
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_42_accuracy_0.6918.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:decd61aee020b127facffec1acb100cc9729166eaddc7b750b30102892d7e753
3
+ size 106866595
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_42_f1_0.6700.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:371d75e573fafc96e387e4e044a79e9de29f9bf51156b6f5dd62b7b2282f5cd9
3
+ size 106865107
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_43_accuracy_0.7028.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fdb75bb4c36668049329706ed12b6a4f3832451b3236e0ccf0ee41cb2b33c3b8
3
+ size 106866595
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/model_epoch_43_f1_0.6837.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:66d6ba58eb6d76c6fe0ed740c2704ad46ca40b8218fe987e7e38561d97e6cfbf
3
+ size 106865107
seed-222/tm0hvi9c-s222_coatnet_0_drop_5/test_results.json ADDED
@@ -0,0 +1,269 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_21_accuracy_0.6918.pth": {
3
+ "loss": "1.2489",
4
+ "accuracy": "0.6544",
5
+ "precision": "0.6278",
6
+ "recall": "0.6120",
7
+ "f1": "0.6146",
8
+ "per_class_accuracy": {
9
+ "1-ok": "0.7755",
10
+ "10-ok": "0.4286",
11
+ "11-ok": "0.7857",
12
+ "12-ok": "0.8387",
13
+ "13-ok": "0.5000",
14
+ "14-ok": "0.9318",
15
+ "15-ok": "0.6200",
16
+ "16-ok": "0.7222",
17
+ "17-ok": "0.9804",
18
+ "2-ok": "0.3889",
19
+ "3-ok": "0.9516",
20
+ "4-ok": "0.1622",
21
+ "5-ok": "0.6000",
22
+ "6-ok": "0.6364",
23
+ "7-ok": "0.4000",
24
+ "8-ok": "0.1905",
25
+ "9-ok": "0.4909"
26
+ }
27
+ },
28
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_21_f1_0.6686.pth": {
29
+ "loss": "1.2489",
30
+ "accuracy": "0.6544",
31
+ "precision": "0.6278",
32
+ "recall": "0.6120",
33
+ "f1": "0.6146",
34
+ "per_class_accuracy": {
35
+ "1-ok": "0.7755",
36
+ "10-ok": "0.4286",
37
+ "11-ok": "0.7857",
38
+ "12-ok": "0.8387",
39
+ "13-ok": "0.5000",
40
+ "14-ok": "0.9318",
41
+ "15-ok": "0.6200",
42
+ "16-ok": "0.7222",
43
+ "17-ok": "0.9804",
44
+ "2-ok": "0.3889",
45
+ "3-ok": "0.9516",
46
+ "4-ok": "0.1622",
47
+ "5-ok": "0.6000",
48
+ "6-ok": "0.6364",
49
+ "7-ok": "0.4000",
50
+ "8-ok": "0.1905",
51
+ "9-ok": "0.4909"
52
+ }
53
+ },
54
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_23_accuracy_0.6950.pth": {
55
+ "loss": "1.2657",
56
+ "accuracy": "0.6544",
57
+ "precision": "0.6214",
58
+ "recall": "0.6088",
59
+ "f1": "0.6098",
60
+ "per_class_accuracy": {
61
+ "1-ok": "0.7755",
62
+ "10-ok": "0.3143",
63
+ "11-ok": "0.7500",
64
+ "12-ok": "0.8387",
65
+ "13-ok": "0.6190",
66
+ "14-ok": "0.9545",
67
+ "15-ok": "0.6200",
68
+ "16-ok": "0.5833",
69
+ "17-ok": "0.9804",
70
+ "2-ok": "0.3333",
71
+ "3-ok": "0.9355",
72
+ "4-ok": "0.1081",
73
+ "5-ok": "0.6286",
74
+ "6-ok": "0.7500",
75
+ "7-ok": "0.5500",
76
+ "8-ok": "0.1905",
77
+ "9-ok": "0.4182"
78
+ }
79
+ },
80
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_23_f1_0.6696.pth": {
81
+ "loss": "1.2657",
82
+ "accuracy": "0.6544",
83
+ "precision": "0.6214",
84
+ "recall": "0.6088",
85
+ "f1": "0.6098",
86
+ "per_class_accuracy": {
87
+ "1-ok": "0.7755",
88
+ "10-ok": "0.3143",
89
+ "11-ok": "0.7500",
90
+ "12-ok": "0.8387",
91
+ "13-ok": "0.6190",
92
+ "14-ok": "0.9545",
93
+ "15-ok": "0.6200",
94
+ "16-ok": "0.5833",
95
+ "17-ok": "0.9804",
96
+ "2-ok": "0.3333",
97
+ "3-ok": "0.9355",
98
+ "4-ok": "0.1081",
99
+ "5-ok": "0.6286",
100
+ "6-ok": "0.7500",
101
+ "7-ok": "0.5500",
102
+ "8-ok": "0.1905",
103
+ "9-ok": "0.4182"
104
+ }
105
+ },
106
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_27_accuracy_0.6997.pth": {
107
+ "loss": "1.2445",
108
+ "accuracy": "0.6615",
109
+ "precision": "0.6342",
110
+ "recall": "0.6157",
111
+ "f1": "0.6173",
112
+ "per_class_accuracy": {
113
+ "1-ok": "0.7551",
114
+ "10-ok": "0.3714",
115
+ "11-ok": "0.7500",
116
+ "12-ok": "0.8548",
117
+ "13-ok": "0.5476",
118
+ "14-ok": "0.9545",
119
+ "15-ok": "0.7000",
120
+ "16-ok": "0.6111",
121
+ "17-ok": "0.9608",
122
+ "2-ok": "0.3333",
123
+ "3-ok": "0.9516",
124
+ "4-ok": "0.1351",
125
+ "5-ok": "0.6286",
126
+ "6-ok": "0.6591",
127
+ "7-ok": "0.5250",
128
+ "8-ok": "0.2381",
129
+ "9-ok": "0.4909"
130
+ }
131
+ },
132
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_27_f1_0.6699.pth": {
133
+ "loss": "1.2445",
134
+ "accuracy": "0.6615",
135
+ "precision": "0.6342",
136
+ "recall": "0.6157",
137
+ "f1": "0.6173",
138
+ "per_class_accuracy": {
139
+ "1-ok": "0.7551",
140
+ "10-ok": "0.3714",
141
+ "11-ok": "0.7500",
142
+ "12-ok": "0.8548",
143
+ "13-ok": "0.5476",
144
+ "14-ok": "0.9545",
145
+ "15-ok": "0.7000",
146
+ "16-ok": "0.6111",
147
+ "17-ok": "0.9608",
148
+ "2-ok": "0.3333",
149
+ "3-ok": "0.9516",
150
+ "4-ok": "0.1351",
151
+ "5-ok": "0.6286",
152
+ "6-ok": "0.6591",
153
+ "7-ok": "0.5250",
154
+ "8-ok": "0.2381",
155
+ "9-ok": "0.4909"
156
+ }
157
+ },
158
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_42_accuracy_0.6918.pth": {
159
+ "loss": "1.2475",
160
+ "accuracy": "0.6700",
161
+ "precision": "0.6476",
162
+ "recall": "0.6253",
163
+ "f1": "0.6275",
164
+ "per_class_accuracy": {
165
+ "1-ok": "0.7959",
166
+ "10-ok": "0.3429",
167
+ "11-ok": "0.8214",
168
+ "12-ok": "0.8387",
169
+ "13-ok": "0.5714",
170
+ "14-ok": "0.9773",
171
+ "15-ok": "0.7200",
172
+ "16-ok": "0.5833",
173
+ "17-ok": "0.9804",
174
+ "2-ok": "0.2778",
175
+ "3-ok": "0.9516",
176
+ "4-ok": "0.0811",
177
+ "5-ok": "0.6571",
178
+ "6-ok": "0.6591",
179
+ "7-ok": "0.6500",
180
+ "8-ok": "0.2857",
181
+ "9-ok": "0.4364"
182
+ }
183
+ },
184
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_42_f1_0.6700.pth": {
185
+ "loss": "1.2475",
186
+ "accuracy": "0.6700",
187
+ "precision": "0.6476",
188
+ "recall": "0.6253",
189
+ "f1": "0.6275",
190
+ "per_class_accuracy": {
191
+ "1-ok": "0.7959",
192
+ "10-ok": "0.3429",
193
+ "11-ok": "0.8214",
194
+ "12-ok": "0.8387",
195
+ "13-ok": "0.5714",
196
+ "14-ok": "0.9773",
197
+ "15-ok": "0.7200",
198
+ "16-ok": "0.5833",
199
+ "17-ok": "0.9804",
200
+ "2-ok": "0.2778",
201
+ "3-ok": "0.9516",
202
+ "4-ok": "0.0811",
203
+ "5-ok": "0.6571",
204
+ "6-ok": "0.6591",
205
+ "7-ok": "0.6500",
206
+ "8-ok": "0.2857",
207
+ "9-ok": "0.4364"
208
+ }
209
+ },
210
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_43_accuracy_0.7028.pth": {
211
+ "loss": "1.2523",
212
+ "accuracy": "0.6530",
213
+ "precision": "0.6349",
214
+ "recall": "0.6121",
215
+ "f1": "0.6167",
216
+ "per_class_accuracy": {
217
+ "1-ok": "0.7959",
218
+ "10-ok": "0.3714",
219
+ "11-ok": "0.8214",
220
+ "12-ok": "0.7581",
221
+ "13-ok": "0.5714",
222
+ "14-ok": "0.9091",
223
+ "15-ok": "0.7800",
224
+ "16-ok": "0.5833",
225
+ "17-ok": "0.9412",
226
+ "2-ok": "0.3333",
227
+ "3-ok": "0.9516",
228
+ "4-ok": "0.1892",
229
+ "5-ok": "0.5429",
230
+ "6-ok": "0.7045",
231
+ "7-ok": "0.5500",
232
+ "8-ok": "0.2381",
233
+ "9-ok": "0.3636"
234
+ }
235
+ },
236
+ "./checkpoints/2025-06-14_12-41-40/model_epoch_43_f1_0.6837.pth": {
237
+ "loss": "1.2523",
238
+ "accuracy": "0.6530",
239
+ "precision": "0.6349",
240
+ "recall": "0.6121",
241
+ "f1": "0.6167",
242
+ "per_class_accuracy": {
243
+ "1-ok": "0.7959",
244
+ "10-ok": "0.3714",
245
+ "11-ok": "0.8214",
246
+ "12-ok": "0.7581",
247
+ "13-ok": "0.5714",
248
+ "14-ok": "0.9091",
249
+ "15-ok": "0.7800",
250
+ "16-ok": "0.5833",
251
+ "17-ok": "0.9412",
252
+ "2-ok": "0.3333",
253
+ "3-ok": "0.9516",
254
+ "4-ok": "0.1892",
255
+ "5-ok": "0.5429",
256
+ "6-ok": "0.7045",
257
+ "7-ok": "0.5500",
258
+ "8-ok": "0.2381",
259
+ "9-ok": "0.3636"
260
+ }
261
+ },
262
+ "best_results": {
263
+ "loss": "1.2475",
264
+ "accuracy": "0.6700",
265
+ "precision": "0.6476",
266
+ "recall": "0.6253",
267
+ "f1": "0.6275"
268
+ }
269
+ }