-
Notifications
You must be signed in to change notification settings - Fork 0
/
output.txt
407 lines (407 loc) · 22.4 KB
/
output.txt
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
2024-04-18 03:49:35,178:INFO:------------------- using cuda device -------------------
2024-04-18 03:49:35,184:INFO:---------------- Going for 27 trains ----------------
2024-04-18 03:49:35,184:INFO:Training with: epochs=15, drop_rate=0.5, weight_decay=1e-07, lr=0.0001
2024-04-18 03:50:02,827:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:50:03,207:INFO:Normalized confusion matrix
2024-04-18 03:50:03,356:INFO:Confusion Matrix:
2024-04-18 03:50:03,356:INFO:[[38 17 12 16]
[12 58 12 3]
[18 17 34 5]
[18 6 7 81]]
2024-04-18 03:50:03,356:INFO:Accuracy: 0.596045197740113
2024-04-18 03:50:03,357:INFO:Precision (Macro): 0.5820506735789127
2024-04-18 03:50:03,357:INFO:Precision (Micro): 0.596045197740113
2024-04-18 03:50:03,358:INFO:Recall (Macro): 0.5807145029128551
2024-04-18 03:50:03,359:INFO:Recall (Micro): 0.596045197740113
2024-04-18 03:50:03,359:INFO:F1-score (Macro): 0.579834083831992
2024-04-18 03:50:03,359:INFO:F1-score (Micro): 0.596045197740113
2024-04-18 03:50:03,359:INFO:Training with: epochs=15, drop_rate=0.5, weight_decay=1e-07, lr=1e-05
2024-04-18 03:50:30,569:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:50:30,959:INFO:Normalized confusion matrix
2024-04-18 03:50:31,132:INFO:Confusion Matrix:
2024-04-18 03:50:31,132:INFO:[[23 14 20 26]
[ 8 52 16 9]
[ 7 15 40 12]
[ 6 6 11 89]]
2024-04-18 03:50:31,132:INFO:Accuracy: 0.576271186440678
2024-04-18 03:50:31,132:INFO:Precision (Macro): 0.5586525754502427
2024-04-18 03:50:31,132:INFO:Precision (Micro): 0.576271186440678
2024-04-18 03:50:31,132:INFO:Recall (Macro): 0.5560141343251727
2024-04-18 03:50:31,132:INFO:Recall (Micro): 0.576271186440678
2024-04-18 03:50:31,132:INFO:F1-score (Macro): 0.5453730581554764
2024-04-18 03:50:31,132:INFO:F1-score (Micro): 0.576271186440678
2024-04-18 03:50:31,132:INFO:Training with: epochs=15, drop_rate=0.5, weight_decay=1e-07, lr=1e-06
2024-04-18 03:50:58,909:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:50:59,303:INFO:Normalized confusion matrix
2024-04-18 03:50:59,434:INFO:Confusion Matrix:
2024-04-18 03:50:59,434:INFO:[[11 0 12 60]
[15 14 15 41]
[19 1 17 37]
[ 6 1 6 99]]
2024-04-18 03:50:59,434:INFO:Accuracy: 0.3983050847457627
2024-04-18 03:50:59,434:INFO:Precision (Macro): 0.4621019483742865
2024-04-18 03:50:59,434:INFO:Precision (Micro): 0.3983050847457627
2024-04-18 03:50:59,434:INFO:Recall (Macro): 0.3527235759982925
2024-04-18 03:50:59,434:INFO:Recall (Micro): 0.3983050847457627
2024-04-18 03:50:59,434:INFO:F1-score (Macro): 0.32073390479749864
2024-04-18 03:50:59,434:INFO:F1-score (Micro): 0.3983050847457627
2024-04-18 03:50:59,434:INFO:Training with: epochs=15, drop_rate=0.5, weight_decay=1e-08, lr=0.0001
2024-04-18 03:51:27,681:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:51:28,086:INFO:Normalized confusion matrix
2024-04-18 03:51:28,213:INFO:Confusion Matrix:
2024-04-18 03:51:28,213:INFO:[[37 14 14 18]
[12 58 12 3]
[13 16 42 3]
[ 7 6 12 87]]
2024-04-18 03:51:28,213:INFO:Accuracy: 0.632768361581921
2024-04-18 03:51:28,213:INFO:Precision (Macro): 0.6155092361093749
2024-04-18 03:51:28,213:INFO:Precision (Micro): 0.632768361581921
2024-04-18 03:51:28,213:INFO:Recall (Macro): 0.6181223388899683
2024-04-18 03:51:28,213:INFO:Recall (Micro): 0.632768361581921
2024-04-18 03:51:28,213:INFO:F1-score (Macro): 0.6151526004377744
2024-04-18 03:51:28,213:INFO:F1-score (Micro): 0.632768361581921
2024-04-18 03:51:28,214:INFO:Training with: epochs=15, drop_rate=0.5, weight_decay=1e-08, lr=1e-05
2024-04-18 03:52:04,204:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:52:04,771:INFO:Normalized confusion matrix
2024-04-18 03:52:04,954:INFO:Confusion Matrix:
2024-04-18 03:52:04,954:INFO:[[24 12 14 33]
[ 9 49 11 16]
[10 19 27 18]
[ 7 7 9 89]]
2024-04-18 03:52:04,954:INFO:Accuracy: 0.5338983050847458
2024-04-18 03:52:04,955:INFO:Precision (Macro): 0.5140885405342726
2024-04-18 03:52:04,955:INFO:Precision (Micro): 0.5338983050847458
2024-04-18 03:52:04,955:INFO:Recall (Macro): 0.50628373418726
2024-04-18 03:52:04,955:INFO:Recall (Micro): 0.5338983050847458
2024-04-18 03:52:04,955:INFO:F1-score (Macro): 0.4987122004942937
2024-04-18 03:52:04,955:INFO:F1-score (Micro): 0.5338983050847458
2024-04-18 03:52:04,955:INFO:Training with: epochs=15, drop_rate=0.5, weight_decay=1e-08, lr=1e-06
2024-04-18 03:52:44,886:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:52:45,453:INFO:Normalized confusion matrix
2024-04-18 03:52:45,637:INFO:Confusion Matrix:
2024-04-18 03:52:45,637:INFO:[[11 0 15 57]
[11 15 21 38]
[15 5 19 35]
[ 7 2 8 95]]
2024-04-18 03:52:45,637:INFO:Accuracy: 0.3954802259887006
2024-04-18 03:52:45,637:INFO:Precision (Macro): 0.4139069264069264
2024-04-18 03:52:45,637:INFO:Precision (Micro): 0.3954802259887006
2024-04-18 03:52:45,638:INFO:Recall (Macro): 0.35349293779706603
2024-04-18 03:52:45,638:INFO:Recall (Micro): 0.3954802259887006
2024-04-18 03:52:45,638:INFO:F1-score (Macro): 0.32369316514767155
2024-04-18 03:52:45,638:INFO:F1-score (Micro): 0.3954802259887006
2024-04-18 03:52:45,638:INFO:Training with: epochs=15, drop_rate=0.5, weight_decay=1e-09, lr=0.0001
2024-04-18 03:53:24,968:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:53:25,535:INFO:Normalized confusion matrix
2024-04-18 03:53:25,720:INFO:Confusion Matrix:
2024-04-18 03:53:25,721:INFO:[[46 15 8 14]
[11 60 11 3]
[15 17 40 2]
[10 7 7 88]]
2024-04-18 03:53:25,721:INFO:Accuracy: 0.6610169491525424
2024-04-18 03:53:25,721:INFO:Precision (Macro): 0.6488816821048414
2024-04-18 03:53:25,721:INFO:Precision (Micro): 0.6610169491525424
2024-04-18 03:53:25,721:INFO:Recall (Macro): 0.6465885116664706
2024-04-18 03:53:25,721:INFO:Recall (Micro): 0.6610169491525424
2024-04-18 03:53:25,721:INFO:F1-score (Macro): 0.6462078025210842
2024-04-18 03:53:25,721:INFO:F1-score (Micro): 0.6610169491525424
2024-04-18 03:53:25,721:INFO:Training with: epochs=15, drop_rate=0.5, weight_decay=1e-09, lr=1e-05
2024-04-18 03:54:06,411:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:54:07,020:INFO:Normalized confusion matrix
2024-04-18 03:54:07,238:INFO:Confusion Matrix:
2024-04-18 03:54:07,238:INFO:[[28 10 23 22]
[10 44 20 11]
[13 10 38 13]
[14 3 10 85]]
2024-04-18 03:54:07,238:INFO:Accuracy: 0.5508474576271186
2024-04-18 03:54:07,239:INFO:Precision (Macro): 0.5384807570235393
2024-04-18 03:54:07,239:INFO:Precision (Micro): 0.5508474576271186
2024-04-18 03:54:07,239:INFO:Recall (Macro): 0.5318596353389939
2024-04-18 03:54:07,239:INFO:Recall (Micro): 0.5508474576271186
2024-04-18 03:54:07,239:INFO:F1-score (Macro): 0.5293800711929367
2024-04-18 03:54:07,239:INFO:F1-score (Micro): 0.5508474576271186
2024-04-18 03:54:07,239:INFO:Training with: epochs=15, drop_rate=0.5, weight_decay=1e-09, lr=1e-06
2024-04-18 03:54:47,691:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:54:48,248:INFO:Normalized confusion matrix
2024-04-18 03:54:48,448:INFO:Confusion Matrix:
2024-04-18 03:54:48,448:INFO:[[13 3 20 47]
[12 22 22 29]
[12 7 26 29]
[ 3 4 11 94]]
2024-04-18 03:54:48,448:INFO:Accuracy: 0.4378531073446328
2024-04-18 03:54:48,448:INFO:Precision (Macro): 0.43439671105174255
2024-04-18 03:54:48,448:INFO:Precision (Micro): 0.4378531073446328
2024-04-18 03:54:48,448:INFO:Recall (Macro): 0.40152177526823174
2024-04-18 03:54:48,449:INFO:Recall (Micro): 0.4378531073446328
2024-04-18 03:54:48,449:INFO:F1-score (Macro): 0.3798473415550738
2024-04-18 03:54:48,449:INFO:F1-score (Micro): 0.4378531073446328
2024-04-18 03:54:48,449:INFO:Training with: epochs=20, drop_rate=0.5, weight_decay=1e-07, lr=0.0001
2024-04-18 03:55:42,495:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:55:43,038:INFO:Normalized confusion matrix
2024-04-18 03:55:43,236:INFO:Confusion Matrix:
2024-04-18 03:55:43,236:INFO:[[35 15 18 15]
[ 9 60 14 2]
[14 15 44 1]
[ 7 8 12 85]]
2024-04-18 03:55:43,236:INFO:Accuracy: 0.632768361581921
2024-04-18 03:55:43,236:INFO:Precision (Macro): 0.6189872887168311
2024-04-18 03:55:43,237:INFO:Precision (Micro): 0.632768361581921
2024-04-18 03:55:43,237:INFO:Recall (Macro): 0.6202730664880736
2024-04-18 03:55:43,237:INFO:Recall (Micro): 0.632768361581921
2024-04-18 03:55:43,237:INFO:F1-score (Macro): 0.6156545572132051
2024-04-18 03:55:43,237:INFO:F1-score (Micro): 0.632768361581921
2024-04-18 03:55:43,237:INFO:Training with: epochs=20, drop_rate=0.5, weight_decay=1e-07, lr=1e-05
2024-04-18 03:56:37,188:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:56:37,738:INFO:Normalized confusion matrix
2024-04-18 03:56:37,941:INFO:Confusion Matrix:
2024-04-18 03:56:37,941:INFO:[[19 15 23 26]
[ 8 49 21 7]
[ 8 13 41 12]
[ 4 4 15 89]]
2024-04-18 03:56:37,941:INFO:Accuracy: 0.559322033898305
2024-04-18 03:56:37,941:INFO:Precision (Macro): 0.5415742158155094
2024-04-18 03:56:37,941:INFO:Precision (Micro): 0.559322033898305
2024-04-18 03:56:37,941:INFO:Recall (Macro): 0.5385207905207019
2024-04-18 03:56:37,941:INFO:Recall (Micro): 0.559322033898305
2024-04-18 03:56:37,941:INFO:F1-score (Macro): 0.5241696148019119
2024-04-18 03:56:37,941:INFO:F1-score (Micro): 0.559322033898305
2024-04-18 03:56:37,942:INFO:Training with: epochs=20, drop_rate=0.5, weight_decay=1e-07, lr=1e-06
2024-04-18 03:57:31,753:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:57:32,327:INFO:Normalized confusion matrix
2024-04-18 03:57:32,519:INFO:Confusion Matrix:
2024-04-18 03:57:32,520:INFO:[[17 4 10 52]
[18 20 14 33]
[15 9 16 34]
[ 8 4 4 96]]
2024-04-18 03:57:32,520:INFO:Accuracy: 0.4209039548022599
2024-04-18 03:57:32,520:INFO:Precision (Macro): 0.41094799508993574
2024-04-18 03:57:32,520:INFO:Precision (Micro): 0.4209039548022599
2024-04-18 03:57:32,520:INFO:Recall (Macro): 0.3783681170286415
2024-04-18 03:57:32,520:INFO:Recall (Micro): 0.4209039548022599
2024-04-18 03:57:32,520:INFO:F1-score (Macro): 0.3568365020531961
2024-04-18 03:57:32,520:INFO:F1-score (Micro): 0.4209039548022599
2024-04-18 03:57:32,520:INFO:Training with: epochs=20, drop_rate=0.5, weight_decay=1e-08, lr=0.0001
2024-04-18 03:58:25,876:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:58:26,435:INFO:Normalized confusion matrix
2024-04-18 03:58:26,627:INFO:Confusion Matrix:
2024-04-18 03:58:26,627:INFO:[[41 15 13 14]
[14 57 11 3]
[21 13 39 1]
[19 7 7 79]]
2024-04-18 03:58:26,627:INFO:Accuracy: 0.6101694915254238
2024-04-18 03:58:26,627:INFO:Precision (Macro): 0.605680002898326
2024-04-18 03:58:26,628:INFO:Precision (Micro): 0.6101694915254238
2024-04-18 03:58:26,628:INFO:Recall (Macro): 0.5992370771981863
2024-04-18 03:58:26,628:INFO:Recall (Micro): 0.6101694915254238
2024-04-18 03:58:26,628:INFO:F1-score (Macro): 0.6005973704560565
2024-04-18 03:58:26,628:INFO:F1-score (Micro): 0.6101694915254238
2024-04-18 03:58:26,628:INFO:Training with: epochs=20, drop_rate=0.5, weight_decay=1e-08, lr=1e-05
2024-04-18 03:59:20,925:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 03:59:21,487:INFO:Normalized confusion matrix
2024-04-18 03:59:21,781:INFO:Confusion Matrix:
2024-04-18 03:59:21,781:INFO:[[15 21 17 30]
[ 7 55 16 7]
[ 7 20 32 15]
[ 2 10 11 89]]
2024-04-18 03:59:21,781:INFO:Accuracy: 0.53954802259887
2024-04-18 03:59:21,781:INFO:Precision (Macro): 0.5137492994020125
2024-04-18 03:59:21,781:INFO:Precision (Micro): 0.53954802259887
2024-04-18 03:59:21,781:INFO:Recall (Macro): 0.5137142511677416
2024-04-18 03:59:21,781:INFO:Recall (Micro): 0.53954802259887
2024-04-18 03:59:21,781:INFO:F1-score (Macro): 0.4923245260057414
2024-04-18 03:59:21,781:INFO:F1-score (Micro): 0.53954802259887
2024-04-18 03:59:21,782:INFO:Training with: epochs=20, drop_rate=0.5, weight_decay=1e-08, lr=1e-06
2024-04-18 04:00:17,607:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:00:18,165:INFO:Normalized confusion matrix
2024-04-18 04:00:18,361:INFO:Confusion Matrix:
2024-04-18 04:00:18,361:INFO:[[11 4 14 54]
[15 26 12 32]
[12 9 22 31]
[ 5 3 8 96]]
2024-04-18 04:00:18,361:INFO:Accuracy: 0.4378531073446328
2024-04-18 04:00:18,361:INFO:Precision (Macro): 0.4296057351863117
2024-04-18 04:00:18,361:INFO:Precision (Micro): 0.4378531073446328
2024-04-18 04:00:18,361:INFO:Recall (Macro): 0.3982131569658146
2024-04-18 04:00:18,361:INFO:Recall (Micro): 0.4378531073446328
2024-04-18 04:00:18,361:INFO:F1-score (Macro): 0.3783206906828954
2024-04-18 04:00:18,361:INFO:F1-score (Micro): 0.4378531073446328
2024-04-18 04:00:18,361:INFO:Training with: epochs=20, drop_rate=0.5, weight_decay=1e-09, lr=0.0001
2024-04-18 04:01:13,834:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:01:14,487:INFO:Normalized confusion matrix
2024-04-18 04:01:14,729:INFO:Confusion Matrix:
2024-04-18 04:01:14,729:INFO:[[42 15 12 14]
[14 56 12 3]
[15 11 45 3]
[ 8 7 11 86]]
2024-04-18 04:01:14,729:INFO:Accuracy: 0.6468926553672316
2024-04-18 04:01:14,729:INFO:Precision (Macro): 0.6336699518708254
2024-04-18 04:01:14,729:INFO:Precision (Micro): 0.6468926553672316
2024-04-18 04:01:14,729:INFO:Recall (Macro): 0.6352032191906395
2024-04-18 04:01:14,729:INFO:Recall (Micro): 0.6468926553672316
2024-04-18 04:01:14,729:INFO:F1-score (Macro): 0.6339007723854292
2024-04-18 04:01:14,729:INFO:F1-score (Micro): 0.6468926553672316
2024-04-18 04:01:14,730:INFO:Training with: epochs=20, drop_rate=0.5, weight_decay=1e-09, lr=1e-05
2024-04-18 04:02:10,702:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:02:11,250:INFO:Normalized confusion matrix
2024-04-18 04:02:11,450:INFO:Confusion Matrix:
2024-04-18 04:02:11,450:INFO:[[23 9 24 27]
[ 7 43 24 11]
[ 9 12 40 13]
[ 8 5 12 87]]
2024-04-18 04:02:11,450:INFO:Accuracy: 0.5451977401129944
2024-04-18 04:02:11,450:INFO:Precision (Macro): 0.5357462226333642
2024-04-18 04:02:11,450:INFO:Precision (Micro): 0.5451977401129944
2024-04-18 04:02:11,450:INFO:Recall (Macro): 0.5250792603755928
2024-04-18 04:02:11,450:INFO:Recall (Micro): 0.5451977401129944
2024-04-18 04:02:11,450:INFO:F1-score (Macro): 0.5170144568075603
2024-04-18 04:02:11,450:INFO:F1-score (Micro): 0.5451977401129944
2024-04-18 04:02:11,450:INFO:Training with: epochs=20, drop_rate=0.5, weight_decay=1e-09, lr=1e-06
2024-04-18 04:03:06,198:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:03:06,747:INFO:Normalized confusion matrix
2024-04-18 04:03:06,956:INFO:Confusion Matrix:
2024-04-18 04:03:06,956:INFO:[[ 8 3 13 59]
[11 21 14 39]
[12 6 19 37]
[ 5 3 6 98]]
2024-04-18 04:03:06,956:INFO:Accuracy: 0.4124293785310734
2024-04-18 04:03:06,956:INFO:Precision (Macro): 0.4111428330848932
2024-04-18 04:03:06,956:INFO:Precision (Micro): 0.4124293785310734
2024-04-18 04:03:06,956:INFO:Recall (Macro): 0.3688002806137108
2024-04-18 04:03:06,956:INFO:Recall (Micro): 0.4124293785310734
2024-04-18 04:03:06,956:INFO:F1-score (Macro): 0.3400223071296806
2024-04-18 04:03:06,956:INFO:F1-score (Micro): 0.4124293785310734
2024-04-18 04:03:06,956:INFO:Training with: epochs=25, drop_rate=0.5, weight_decay=1e-07, lr=0.0001
2024-04-18 04:04:16,344:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:04:16,937:INFO:Normalized confusion matrix
2024-04-18 04:04:17,127:INFO:Confusion Matrix:
2024-04-18 04:04:17,127:INFO:[[36 18 10 19]
[10 60 12 3]
[12 21 37 4]
[ 6 9 12 85]]
2024-04-18 04:04:17,128:INFO:Accuracy: 0.615819209039548
2024-04-18 04:04:17,128:INFO:Precision (Macro): 0.6012370204711754
2024-04-18 04:04:17,128:INFO:Precision (Micro): 0.615819209039548
2024-04-18 04:04:17,128:INFO:Recall (Macro): 0.599636466032196
2024-04-18 04:04:17,128:INFO:Recall (Micro): 0.615819209039548
2024-04-18 04:04:17,128:INFO:F1-score (Macro): 0.5960585606374161
2024-04-18 04:04:17,128:INFO:F1-score (Micro): 0.615819209039548
2024-04-18 04:04:17,128:INFO:Training with: epochs=25, drop_rate=0.5, weight_decay=1e-07, lr=1e-05
2024-04-18 04:05:26,923:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:05:27,523:INFO:Normalized confusion matrix
2024-04-18 04:05:27,718:INFO:Confusion Matrix:
2024-04-18 04:05:27,718:INFO:[[34 14 15 20]
[12 52 14 7]
[18 13 36 7]
[21 3 8 80]]
2024-04-18 04:05:27,718:INFO:Accuracy: 0.5706214689265536
2024-04-18 04:05:27,718:INFO:Precision (Macro): 0.5572628530899584
2024-04-18 04:05:27,718:INFO:Precision (Micro): 0.5706214689265536
2024-04-18 04:05:27,718:INFO:Recall (Macro): 0.5555438652178554
2024-04-18 04:05:27,718:INFO:Recall (Micro): 0.5706214689265536
2024-04-18 04:05:27,718:INFO:F1-score (Macro): 0.5563192289792818
2024-04-18 04:05:27,718:INFO:F1-score (Micro): 0.5706214689265536
2024-04-18 04:05:27,719:INFO:Training with: epochs=25, drop_rate=0.5, weight_decay=1e-07, lr=1e-06
2024-04-18 04:06:36,926:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:06:37,505:INFO:Normalized confusion matrix
2024-04-18 04:06:37,713:INFO:Confusion Matrix:
2024-04-18 04:06:37,713:INFO:[[15 4 16 48]
[16 24 15 30]
[13 8 26 27]
[ 6 3 11 92]]
2024-04-18 04:06:37,713:INFO:Accuracy: 0.4435028248587571
2024-04-18 04:06:37,713:INFO:Precision (Macro): 0.4411856581758045
2024-04-18 04:06:37,713:INFO:Precision (Micro): 0.4435028248587571
2024-04-18 04:06:37,713:INFO:Recall (Macro): 0.4089639388806646
2024-04-18 04:06:37,713:INFO:Recall (Micro): 0.4435028248587571
2024-04-18 04:06:37,713:INFO:F1-score (Macro): 0.3935817806825016
2024-04-18 04:06:37,713:INFO:F1-score (Micro): 0.4435028248587571
2024-04-18 04:06:37,714:INFO:Training with: epochs=25, drop_rate=0.5, weight_decay=1e-08, lr=0.0001
2024-04-18 04:07:45,412:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:07:45,993:INFO:Normalized confusion matrix
2024-04-18 04:07:46,178:INFO:Confusion Matrix:
2024-04-18 04:07:46,178:INFO:[[46 14 7 16]
[10 59 13 3]
[20 17 35 2]
[11 8 8 85]]
2024-04-18 04:07:46,178:INFO:Accuracy: 0.635593220338983
2024-04-18 04:07:46,178:INFO:Precision (Macro): 0.6220546991297061
2024-04-18 04:07:46,178:INFO:Precision (Micro): 0.635593220338983
2024-04-18 04:07:46,178:INFO:Recall (Macro): 0.6200590147325619
2024-04-18 04:07:46,178:INFO:Recall (Micro): 0.635593220338983
2024-04-18 04:07:46,178:INFO:F1-score (Macro): 0.6191876581571478
2024-04-18 04:07:46,178:INFO:F1-score (Micro): 0.635593220338983
2024-04-18 04:07:46,179:INFO:Training with: epochs=25, drop_rate=0.5, weight_decay=1e-08, lr=1e-05
2024-04-18 04:08:58,522:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:08:59,110:INFO:Normalized confusion matrix
2024-04-18 04:08:59,294:INFO:Confusion Matrix:
2024-04-18 04:08:59,294:INFO:[[26 13 23 21]
[ 8 57 15 5]
[13 11 42 8]
[ 6 4 16 86]]
2024-04-18 04:08:59,294:INFO:Accuracy: 0.596045197740113
2024-04-18 04:08:59,294:INFO:Precision (Macro): 0.5788302349241583
2024-04-18 04:08:59,294:INFO:Precision (Micro): 0.596045197740113
2024-04-18 04:08:59,294:INFO:Recall (Macro): 0.5798164894417552
2024-04-18 04:08:59,295:INFO:Recall (Micro): 0.596045197740113
2024-04-18 04:08:59,295:INFO:F1-score (Macro): 0.5721095334685597
2024-04-18 04:08:59,295:INFO:F1-score (Micro): 0.596045197740113
2024-04-18 04:08:59,295:INFO:Training with: epochs=25, drop_rate=0.5, weight_decay=1e-08, lr=1e-06
2024-04-18 04:10:07,645:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:10:08,203:INFO:Normalized confusion matrix
2024-04-18 04:10:08,398:INFO:Confusion Matrix:
2024-04-18 04:10:08,399:INFO:[[14 9 15 45]
[16 31 13 25]
[11 16 24 23]
[ 7 6 8 91]]
2024-04-18 04:10:08,399:INFO:Accuracy: 0.4519774011299435
2024-04-18 04:10:08,399:INFO:Precision (Macro): 0.42155797101449277
2024-04-18 04:10:08,399:INFO:Precision (Micro): 0.4519774011299435
2024-04-18 04:10:08,399:INFO:Recall (Macro): 0.41755122636811154
2024-04-18 04:10:08,399:INFO:Recall (Micro): 0.4519774011299435
2024-04-18 04:10:08,399:INFO:F1-score (Macro): 0.4021457463967515
2024-04-18 04:10:08,399:INFO:F1-score (Micro): 0.4519774011299435
2024-04-18 04:10:08,399:INFO:Training with: epochs=25, drop_rate=0.5, weight_decay=1e-09, lr=0.0001
2024-04-18 04:11:19,087:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:11:19,667:INFO:Normalized confusion matrix
2024-04-18 04:11:19,853:INFO:Confusion Matrix:
2024-04-18 04:11:19,853:INFO:[[43 15 8 17]
[11 59 12 3]
[13 17 40 4]
[ 9 7 8 88]]
2024-04-18 04:11:19,854:INFO:Accuracy: 0.6497175141242938
2024-04-18 04:11:19,854:INFO:Precision (Macro): 0.6354449674606685
2024-04-18 04:11:19,854:INFO:Precision (Micro): 0.6497175141242938
2024-04-18 04:11:19,854:INFO:Recall (Macro): 0.6346111906175691
2024-04-18 04:11:19,854:INFO:Recall (Micro): 0.6497175141242938
2024-04-18 04:11:19,854:INFO:F1-score (Macro): 0.6336959534296199
2024-04-18 04:11:19,854:INFO:F1-score (Micro): 0.6497175141242938
2024-04-18 04:11:19,854:INFO:Training with: epochs=25, drop_rate=0.5, weight_decay=1e-09, lr=1e-05
2024-04-18 04:12:28,917:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:12:29,498:INFO:Normalized confusion matrix
2024-04-18 04:12:29,787:INFO:Confusion Matrix:
2024-04-18 04:12:29,787:INFO:[[24 15 19 25]
[12 52 16 5]
[12 15 43 4]
[10 9 14 79]]
2024-04-18 04:12:29,787:INFO:Accuracy: 0.559322033898305
2024-04-18 04:12:29,787:INFO:Precision (Macro): 0.5379320058681152
2024-04-18 04:12:29,787:INFO:Precision (Micro): 0.559322033898305
2024-04-18 04:12:29,787:INFO:Recall (Macro): 0.5468398890816503
2024-04-18 04:12:29,787:INFO:Recall (Micro): 0.559322033898305
2024-04-18 04:12:29,787:INFO:F1-score (Macro): 0.5379072835507083
2024-04-18 04:12:29,787:INFO:F1-score (Micro): 0.559322033898305
2024-04-18 04:12:29,788:INFO:Training with: epochs=25, drop_rate=0.5, weight_decay=1e-09, lr=1e-06
2024-04-18 04:13:39,991:INFO:-------------------------- Evaluation test --------------------------
2024-04-18 04:13:40,555:INFO:Normalized confusion matrix
2024-04-18 04:13:40,765:INFO:Confusion Matrix:
2024-04-18 04:13:40,765:INFO:[[13 6 16 48]
[13 26 16 30]
[12 10 25 27]
[ 7 4 7 94]]
2024-04-18 04:13:40,765:INFO:Accuracy: 0.4463276836158192
2024-04-18 04:13:40,765:INFO:Precision (Macro): 0.4292732723096157
2024-04-18 04:13:40,765:INFO:Precision (Micro): 0.4463276836158192
2024-04-18 04:13:40,765:INFO:Recall (Macro): 0.40990810277220624
2024-04-18 04:13:40,765:INFO:Recall (Micro): 0.4463276836158192
2024-04-18 04:13:40,765:INFO:F1-score (Macro): 0.39172300329556203
2024-04-18 04:13:40,765:INFO:F1-score (Micro): 0.4463276836158192