minhnguyent546 commited on
Commit
04a1a96
·
verified ·
1 Parent(s): 7c669d6

add s222_coatnet_2_drop_5

Browse files
seed-222/3aomqb71-s222_coatnet_2_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_2_rw_224.sw_in12k_ft_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_2_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: 3aomqb71
37
+ name: s222_coatnet_2_drop_5
38
+ notes: null
39
+ project: soups
40
+ tags: !!python/tuple []
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_21_accuracy_0.7154.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:94d28967d31e21d1d6ebe783c1c138ee3fe093e2fd94b514a317d5fc05962a46
3
+ size 291730137
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_27_accuracy_0.7154.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:87280fbbfb9e62ba4accbb6717d58e9f8d4bf931c0065249575a66af89078123
3
+ size 291730137
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_31_accuracy_0.7170.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e5c3041ed9af1dfe0100af730551a0cbe271e2c58f21181bf854e6417c88cfee
3
+ size 291730137
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_31_f1_0.6961.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3460371ce10e5ae178a087abb728eb96b3a581c0f8f6af42d855398cf45169a8
3
+ size 291727701
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_32_accuracy_0.7170.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3a8d69aeb26d24488539445e03d145073a7d9e9dd3172ced7f2c14f8c2bdad4b
3
+ size 291730137
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_32_f1_0.6972.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d2da5d005af61f1a78d508dfc12ae02e6e79fabdb6812e94f783854698f207bf
3
+ size 291727701
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_33_f1_0.6954.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b37da29d3527a1c43ed65a5cb3bda4a6298b74c2d9ef8a23dec5cb688953e5ba
3
+ size 291727701
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_34_accuracy_0.7154.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f2d520cd78b2831f8af158b87457faf71c3da4cef881982cb3813274a49e3d06
3
+ size 291730137
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_34_f1_0.6949.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f4cdd197d2aaf134a73414929606655f91b4dbcb9edfc87af74148b5032718cf
3
+ size 291727701
seed-222/3aomqb71-s222_coatnet_2_drop_5/model_epoch_35_f1_0.6931.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0113389a076a5923ce7be09b125020d678aa44c489ca5a978255bda826599bd2
3
+ size 291727701
seed-222/3aomqb71-s222_coatnet_2_drop_5/test_results.json ADDED
@@ -0,0 +1,269 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_21_accuracy_0.7154.pth": {
3
+ "loss": "1.3122",
4
+ "accuracy": "0.6502",
5
+ "precision": "0.6186",
6
+ "recall": "0.6095",
7
+ "f1": "0.6109",
8
+ "per_class_accuracy": {
9
+ "1-ok": "0.7959",
10
+ "10-ok": "0.4571",
11
+ "11-ok": "0.8571",
12
+ "12-ok": "0.8548",
13
+ "13-ok": "0.5714",
14
+ "14-ok": "0.9091",
15
+ "15-ok": "0.6600",
16
+ "16-ok": "0.5556",
17
+ "17-ok": "1.0000",
18
+ "2-ok": "0.3889",
19
+ "3-ok": "0.9355",
20
+ "4-ok": "0.1351",
21
+ "5-ok": "0.5429",
22
+ "6-ok": "0.5682",
23
+ "7-ok": "0.5750",
24
+ "8-ok": "0.1905",
25
+ "9-ok": "0.3636"
26
+ }
27
+ },
28
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_27_accuracy_0.7154.pth": {
29
+ "loss": "1.2770",
30
+ "accuracy": "0.6770",
31
+ "precision": "0.6565",
32
+ "recall": "0.6366",
33
+ "f1": "0.6408",
34
+ "per_class_accuracy": {
35
+ "1-ok": "0.8571",
36
+ "10-ok": "0.4000",
37
+ "11-ok": "0.8214",
38
+ "12-ok": "0.8710",
39
+ "13-ok": "0.5476",
40
+ "14-ok": "0.9318",
41
+ "15-ok": "0.6400",
42
+ "16-ok": "0.5833",
43
+ "17-ok": "0.9804",
44
+ "2-ok": "0.3333",
45
+ "3-ok": "0.9032",
46
+ "4-ok": "0.1081",
47
+ "5-ok": "0.6571",
48
+ "6-ok": "0.6818",
49
+ "7-ok": "0.7000",
50
+ "8-ok": "0.3333",
51
+ "9-ok": "0.4727"
52
+ }
53
+ },
54
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_31_accuracy_0.7170.pth": {
55
+ "loss": "1.3485",
56
+ "accuracy": "0.6685",
57
+ "precision": "0.6428",
58
+ "recall": "0.6300",
59
+ "f1": "0.6326",
60
+ "per_class_accuracy": {
61
+ "1-ok": "0.8571",
62
+ "10-ok": "0.4857",
63
+ "11-ok": "0.7857",
64
+ "12-ok": "0.8226",
65
+ "13-ok": "0.6429",
66
+ "14-ok": "0.9318",
67
+ "15-ok": "0.6200",
68
+ "16-ok": "0.5556",
69
+ "17-ok": "0.9804",
70
+ "2-ok": "0.3333",
71
+ "3-ok": "0.9194",
72
+ "4-ok": "0.1351",
73
+ "5-ok": "0.6000",
74
+ "6-ok": "0.6818",
75
+ "7-ok": "0.6250",
76
+ "8-ok": "0.3333",
77
+ "9-ok": "0.4000"
78
+ }
79
+ },
80
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_31_f1_0.6961.pth": {
81
+ "loss": "1.3485",
82
+ "accuracy": "0.6685",
83
+ "precision": "0.6428",
84
+ "recall": "0.6300",
85
+ "f1": "0.6326",
86
+ "per_class_accuracy": {
87
+ "1-ok": "0.8571",
88
+ "10-ok": "0.4857",
89
+ "11-ok": "0.7857",
90
+ "12-ok": "0.8226",
91
+ "13-ok": "0.6429",
92
+ "14-ok": "0.9318",
93
+ "15-ok": "0.6200",
94
+ "16-ok": "0.5556",
95
+ "17-ok": "0.9804",
96
+ "2-ok": "0.3333",
97
+ "3-ok": "0.9194",
98
+ "4-ok": "0.1351",
99
+ "5-ok": "0.6000",
100
+ "6-ok": "0.6818",
101
+ "7-ok": "0.6250",
102
+ "8-ok": "0.3333",
103
+ "9-ok": "0.4000"
104
+ }
105
+ },
106
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_32_accuracy_0.7170.pth": {
107
+ "loss": "1.3353",
108
+ "accuracy": "0.6798",
109
+ "precision": "0.6504",
110
+ "recall": "0.6436",
111
+ "f1": "0.6449",
112
+ "per_class_accuracy": {
113
+ "1-ok": "0.8367",
114
+ "10-ok": "0.4286",
115
+ "11-ok": "0.7857",
116
+ "12-ok": "0.8548",
117
+ "13-ok": "0.6429",
118
+ "14-ok": "0.9318",
119
+ "15-ok": "0.6200",
120
+ "16-ok": "0.6111",
121
+ "17-ok": "0.9804",
122
+ "2-ok": "0.3889",
123
+ "3-ok": "0.9516",
124
+ "4-ok": "0.1351",
125
+ "5-ok": "0.6286",
126
+ "6-ok": "0.6364",
127
+ "7-ok": "0.6250",
128
+ "8-ok": "0.4286",
129
+ "9-ok": "0.4545"
130
+ }
131
+ },
132
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_32_f1_0.6972.pth": {
133
+ "loss": "1.3353",
134
+ "accuracy": "0.6798",
135
+ "precision": "0.6504",
136
+ "recall": "0.6436",
137
+ "f1": "0.6449",
138
+ "per_class_accuracy": {
139
+ "1-ok": "0.8367",
140
+ "10-ok": "0.4286",
141
+ "11-ok": "0.7857",
142
+ "12-ok": "0.8548",
143
+ "13-ok": "0.6429",
144
+ "14-ok": "0.9318",
145
+ "15-ok": "0.6200",
146
+ "16-ok": "0.6111",
147
+ "17-ok": "0.9804",
148
+ "2-ok": "0.3889",
149
+ "3-ok": "0.9516",
150
+ "4-ok": "0.1351",
151
+ "5-ok": "0.6286",
152
+ "6-ok": "0.6364",
153
+ "7-ok": "0.6250",
154
+ "8-ok": "0.4286",
155
+ "9-ok": "0.4545"
156
+ }
157
+ },
158
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_33_f1_0.6954.pth": {
159
+ "loss": "1.3477",
160
+ "accuracy": "0.6657",
161
+ "precision": "0.6356",
162
+ "recall": "0.6234",
163
+ "f1": "0.6237",
164
+ "per_class_accuracy": {
165
+ "1-ok": "0.8367",
166
+ "10-ok": "0.4571",
167
+ "11-ok": "0.6786",
168
+ "12-ok": "0.8226",
169
+ "13-ok": "0.6190",
170
+ "14-ok": "0.9318",
171
+ "15-ok": "0.6800",
172
+ "16-ok": "0.6111",
173
+ "17-ok": "0.9804",
174
+ "2-ok": "0.3333",
175
+ "3-ok": "0.9194",
176
+ "4-ok": "0.1351",
177
+ "5-ok": "0.6000",
178
+ "6-ok": "0.6136",
179
+ "7-ok": "0.6750",
180
+ "8-ok": "0.2857",
181
+ "9-ok": "0.4182"
182
+ }
183
+ },
184
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_34_accuracy_0.7154.pth": {
185
+ "loss": "1.3557",
186
+ "accuracy": "0.6756",
187
+ "precision": "0.6470",
188
+ "recall": "0.6366",
189
+ "f1": "0.6390",
190
+ "per_class_accuracy": {
191
+ "1-ok": "0.8367",
192
+ "10-ok": "0.4571",
193
+ "11-ok": "0.7143",
194
+ "12-ok": "0.8387",
195
+ "13-ok": "0.6190",
196
+ "14-ok": "0.9318",
197
+ "15-ok": "0.6400",
198
+ "16-ok": "0.5833",
199
+ "17-ok": "0.9804",
200
+ "2-ok": "0.3889",
201
+ "3-ok": "0.9516",
202
+ "4-ok": "0.1351",
203
+ "5-ok": "0.6286",
204
+ "6-ok": "0.6136",
205
+ "7-ok": "0.6500",
206
+ "8-ok": "0.3810",
207
+ "9-ok": "0.4727"
208
+ }
209
+ },
210
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_34_f1_0.6949.pth": {
211
+ "loss": "1.3557",
212
+ "accuracy": "0.6756",
213
+ "precision": "0.6470",
214
+ "recall": "0.6366",
215
+ "f1": "0.6390",
216
+ "per_class_accuracy": {
217
+ "1-ok": "0.8367",
218
+ "10-ok": "0.4571",
219
+ "11-ok": "0.7143",
220
+ "12-ok": "0.8387",
221
+ "13-ok": "0.6190",
222
+ "14-ok": "0.9318",
223
+ "15-ok": "0.6400",
224
+ "16-ok": "0.5833",
225
+ "17-ok": "0.9804",
226
+ "2-ok": "0.3889",
227
+ "3-ok": "0.9516",
228
+ "4-ok": "0.1351",
229
+ "5-ok": "0.6286",
230
+ "6-ok": "0.6136",
231
+ "7-ok": "0.6500",
232
+ "8-ok": "0.3810",
233
+ "9-ok": "0.4727"
234
+ }
235
+ },
236
+ "./checkpoints/2025-06-14_13-30-32/model_epoch_35_f1_0.6931.pth": {
237
+ "loss": "1.3670",
238
+ "accuracy": "0.6700",
239
+ "precision": "0.6445",
240
+ "recall": "0.6272",
241
+ "f1": "0.6311",
242
+ "per_class_accuracy": {
243
+ "1-ok": "0.8367",
244
+ "10-ok": "0.4000",
245
+ "11-ok": "0.6786",
246
+ "12-ok": "0.8548",
247
+ "13-ok": "0.6190",
248
+ "14-ok": "0.9318",
249
+ "15-ok": "0.6600",
250
+ "16-ok": "0.5833",
251
+ "17-ok": "0.9804",
252
+ "2-ok": "0.3333",
253
+ "3-ok": "0.9677",
254
+ "4-ok": "0.1351",
255
+ "5-ok": "0.6000",
256
+ "6-ok": "0.6136",
257
+ "7-ok": "0.6500",
258
+ "8-ok": "0.3810",
259
+ "9-ok": "0.4364"
260
+ }
261
+ },
262
+ "best_results": {
263
+ "loss": "1.3353",
264
+ "accuracy": "0.6798",
265
+ "precision": "0.6504",
266
+ "recall": "0.6436",
267
+ "f1": "0.6449"
268
+ }
269
+ }