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unlockable
2024-05-15 20:05:18 +08:00
parent 4bc3f77879
commit 8b657be441
20 changed files with 2174 additions and 2074 deletions
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110
hw1/HW1-Report/codes/1.1.out.txt
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Epoch 01: loss = inf
Epoch 02: loss = inf
Epoch 03: loss = 6.678
Epoch 04: loss = 4.361
Epoch 05: loss = 3.110
Epoch 06: loss = 2.099
Epoch 07: loss = 1.698
Epoch 08: loss = 1.320
Epoch 09: loss = 0.970
Epoch 10: loss = 0.891
Epoch 10: validation accuracy = 66.0%
Epoch 11: loss = 0.817
Epoch 12: loss = 0.723
Epoch 13: loss = 0.512
Epoch 14: loss = 0.353
Epoch 15: loss = 0.202
Epoch 16: loss = 0.182
Epoch 17: loss = 0.184
Epoch 18: loss = 0.191
Epoch 19: loss = 0.175
Epoch 20: loss = 0.166
Epoch 20: validation accuracy = 68.0%
Epoch 21: loss = 0.146
Epoch 22: loss = 0.105
Epoch 23: loss = 0.109
Epoch 24: loss = 0.074
Epoch 25: loss = 0.097
Epoch 26: loss = 0.047
Epoch 27: loss = 0.038
Epoch 28: loss = 0.037
Epoch 29: loss = 0.024
Epoch 30: loss = 0.021
Epoch 30: validation accuracy = 68.8%
Epoch 31: loss = 0.019
Epoch 32: loss = 0.024
Epoch 33: loss = 0.023
Epoch 34: loss = 0.014
Epoch 35: loss = 0.013
Epoch 36: loss = 0.012
Epoch 37: loss = 0.011
Epoch 38: loss = 0.013
Epoch 39: loss = 0.013
Epoch 40: loss = 0.016
Epoch 40: validation accuracy = 70.5%
Epoch 41: loss = 0.015
Epoch 42: loss = 0.009
Epoch 43: loss = 0.011
Epoch 44: loss = 0.008
Epoch 45: loss = 0.008
Epoch 46: loss = 0.010
Epoch 47: loss = 0.009
Epoch 48: loss = 0.007
Epoch 49: loss = 0.007
Epoch 50: loss = 0.010
Epoch 50: validation accuracy = 70.5%
Epoch 01: loss = inf
Epoch 02: loss = inf
Epoch 03: loss = 6.678
Epoch 04: loss = 4.361
Epoch 05: loss = 3.110
Epoch 06: loss = 2.099
Epoch 07: loss = 1.698
Epoch 08: loss = 1.320
Epoch 09: loss = 0.970
Epoch 10: loss = 0.891
Epoch 10: validation accuracy = 66.0%
Epoch 11: loss = 0.817
Epoch 12: loss = 0.723
Epoch 13: loss = 0.512
Epoch 14: loss = 0.353
Epoch 15: loss = 0.202
Epoch 16: loss = 0.182
Epoch 17: loss = 0.184
Epoch 18: loss = 0.191
Epoch 19: loss = 0.175
Epoch 20: loss = 0.166
Epoch 20: validation accuracy = 68.0%
Epoch 21: loss = 0.146
Epoch 22: loss = 0.105
Epoch 23: loss = 0.109
Epoch 24: loss = 0.074
Epoch 25: loss = 0.097
Epoch 26: loss = 0.047
Epoch 27: loss = 0.038
Epoch 28: loss = 0.037
Epoch 29: loss = 0.024
Epoch 30: loss = 0.021
Epoch 30: validation accuracy = 68.8%
Epoch 31: loss = 0.019
Epoch 32: loss = 0.024
Epoch 33: loss = 0.023
Epoch 34: loss = 0.014
Epoch 35: loss = 0.013
Epoch 36: loss = 0.012
Epoch 37: loss = 0.011
Epoch 38: loss = 0.013
Epoch 39: loss = 0.013
Epoch 40: loss = 0.016
Epoch 40: validation accuracy = 70.5%
Epoch 41: loss = 0.015
Epoch 42: loss = 0.009
Epoch 43: loss = 0.011
Epoch 44: loss = 0.008
Epoch 45: loss = 0.008
Epoch 46: loss = 0.010
Epoch 47: loss = 0.009
Epoch 48: loss = 0.007
Epoch 49: loss = 0.007
Epoch 50: loss = 0.010
Epoch 50: validation accuracy = 70.5%
Model saved in ./saved_models/default.pth

2
hw1/HW1-Report/codes/1.2.out.txt
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[Info] Load model from .\saved_models\default.pth
[Info] Load model from .\saved_models\default.pth
[Info] Test accuracy = 72.0%

2
hw1/HW1-Report/codes/2.2.out.txt
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[Info] Load model from .\saved_models\adam_optim.pth
[Info] Load model from .\saved_models\adam_optim.pth
[Info] Test accuracy = 85.0%

110
hw1/HW1-Report/codes/adam_optim_cuda.out.txt
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@@ -1,56 +1,56 @@
Epoch 01: loss = inf
Epoch 02: loss = inf
Epoch 03: loss = inf
Epoch 04: loss = inf
Epoch 05: loss = inf
Epoch 06: loss = inf
Epoch 07: loss = inf
Epoch 08: loss = inf
Epoch 09: loss = 3.250
Epoch 10: loss = 2.567
Epoch 10: validation accuracy = 59.0%
Epoch 11: loss = 1.963
Epoch 12: loss = 1.558
Epoch 13: loss = 1.320
Epoch 14: loss = 0.911
Epoch 15: loss = 0.808
Epoch 16: loss = 0.932
Epoch 17: loss = 0.861
Epoch 18: loss = 0.748
Epoch 19: loss = 0.783
Epoch 20: loss = 0.809
Epoch 20: validation accuracy = 65.5%
Epoch 21: loss = 0.678
Epoch 22: loss = 0.757
Epoch 23: loss = 0.747
Epoch 24: loss = 0.660
Epoch 25: loss = 0.536
Epoch 26: loss = 0.506
Epoch 27: loss = 0.577
Epoch 28: loss = 0.600
Epoch 29: loss = 0.681
Epoch 30: loss = 0.604
Epoch 30: validation accuracy = 68.0%
Epoch 31: loss = 0.552
Epoch 32: loss = 0.671
Epoch 33: loss = 0.604
Epoch 34: loss = 0.600
Epoch 35: loss = 0.818
Epoch 36: loss = 0.659
Epoch 37: loss = 0.375
Epoch 38: loss = 0.380
Epoch 39: loss = 0.418
Epoch 40: loss = 0.431
Epoch 40: validation accuracy = 73.5%
Epoch 41: loss = 0.551
Epoch 42: loss = 0.488
Epoch 43: loss = 0.350
Epoch 44: loss = 0.287
Epoch 45: loss = 0.294
Epoch 46: loss = 0.463
Epoch 47: loss = 0.438
Epoch 48: loss = 0.392
Epoch 49: loss = 0.325
Epoch 50: loss = 0.332
Epoch 50: validation accuracy = 80.8%
Epoch 01: loss = inf
Epoch 02: loss = inf
Epoch 03: loss = inf
Epoch 04: loss = inf
Epoch 05: loss = inf
Epoch 06: loss = inf
Epoch 07: loss = inf
Epoch 08: loss = inf
Epoch 09: loss = 3.250
Epoch 10: loss = 2.567
Epoch 10: validation accuracy = 59.0%
Epoch 11: loss = 1.963
Epoch 12: loss = 1.558
Epoch 13: loss = 1.320
Epoch 14: loss = 0.911
Epoch 15: loss = 0.808
Epoch 16: loss = 0.932
Epoch 17: loss = 0.861
Epoch 18: loss = 0.748
Epoch 19: loss = 0.783
Epoch 20: loss = 0.809
Epoch 20: validation accuracy = 65.5%
Epoch 21: loss = 0.678
Epoch 22: loss = 0.757
Epoch 23: loss = 0.747
Epoch 24: loss = 0.660
Epoch 25: loss = 0.536
Epoch 26: loss = 0.506
Epoch 27: loss = 0.577
Epoch 28: loss = 0.600
Epoch 29: loss = 0.681
Epoch 30: loss = 0.604
Epoch 30: validation accuracy = 68.0%
Epoch 31: loss = 0.552
Epoch 32: loss = 0.671
Epoch 33: loss = 0.604
Epoch 34: loss = 0.600
Epoch 35: loss = 0.818
Epoch 36: loss = 0.659
Epoch 37: loss = 0.375
Epoch 38: loss = 0.380
Epoch 39: loss = 0.418
Epoch 40: loss = 0.431
Epoch 40: validation accuracy = 73.5%
Epoch 41: loss = 0.551
Epoch 42: loss = 0.488
Epoch 43: loss = 0.350
Epoch 44: loss = 0.287
Epoch 45: loss = 0.294
Epoch 46: loss = 0.463
Epoch 47: loss = 0.438
Epoch 48: loss = 0.392
Epoch 49: loss = 0.325
Epoch 50: loss = 0.332
Epoch 50: validation accuracy = 80.8%
Model saved in .\saved_models\adam_optim_cuda.pth

2
hw1/HW1-Report/codes/self_test.out.txt
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[Info] Load model from .\saved_models\adam_optim_lr1e-3_epoch100_momentum10.pth
[Info] Load model from .\saved_models\adam_optim_lr1e-3_epoch100_momentum10.pth
[Info] Test accuracy = 88.8%

220
hw1/HW1-Report/codes/self_train.out.txt
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@@ -1,111 +1,111 @@
Epoch 01: loss = inf
Epoch 02: loss = inf
Epoch 03: loss = inf
Epoch 04: loss = inf
Epoch 05: loss = inf
Epoch 06: loss = inf
Epoch 07: loss = inf
Epoch 08: loss = inf
Epoch 09: loss = inf
Epoch 10: loss = inf
Epoch 10: validation accuracy = 40.2%
Epoch 11: loss = inf
Epoch 12: loss = inf
Epoch 13: loss = inf
Epoch 14: loss = inf
Epoch 15: loss = inf
Epoch 16: loss = inf
Epoch 17: loss = 2.360
Epoch 18: loss = 2.086
Epoch 19: loss = 1.684
Epoch 20: loss = 1.453
Epoch 20: validation accuracy = 53.0%
Epoch 21: loss = 1.174
Epoch 22: loss = 1.046
Epoch 23: loss = 0.859
Epoch 24: loss = 0.740
Epoch 25: loss = 0.663
Epoch 26: loss = 0.495
Epoch 27: loss = 0.566
Epoch 28: loss = 0.521
Epoch 29: loss = 0.470
Epoch 30: loss = 0.363
Epoch 30: validation accuracy = 59.0%
Epoch 31: loss = 0.365
Epoch 32: loss = 0.305
Epoch 33: loss = 0.333
Epoch 34: loss = 0.293
Epoch 35: loss = 0.191
Epoch 36: loss = 0.295
Epoch 37: loss = 0.275
Epoch 38: loss = 0.461
Epoch 39: loss = 0.509
Epoch 40: loss = 0.298
Epoch 40: validation accuracy = 65.2%
Epoch 41: loss = 0.186
Epoch 42: loss = 0.395
Epoch 43: loss = 0.323
Epoch 44: loss = 0.309
Epoch 45: loss = 0.199
Epoch 46: loss = 0.285
Epoch 47: loss = 0.290
Epoch 48: loss = 0.302
Epoch 49: loss = 0.235
Epoch 50: loss = 0.190
Epoch 50: validation accuracy = 71.2%
Epoch 51: loss = 0.294
Epoch 52: loss = 0.311
Epoch 53: loss = 0.254
Epoch 54: loss = 0.289
Epoch 55: loss = 0.264
Epoch 56: loss = 0.213
Epoch 57: loss = 0.166
Epoch 58: loss = 0.218
Epoch 59: loss = 0.231
Epoch 60: loss = 0.283
Epoch 60: validation accuracy = 74.8%
Epoch 61: loss = 0.324
Epoch 62: loss = 0.245
Epoch 63: loss = 0.277
Epoch 64: loss = 0.286
Epoch 65: loss = 0.255
Epoch 66: loss = 0.263
Epoch 67: loss = 0.272
Epoch 68: loss = 0.272
Epoch 69: loss = 0.260
Epoch 70: loss = 0.271
Epoch 70: validation accuracy = 79.0%
Epoch 71: loss = 0.310
Epoch 72: loss = 0.301
Epoch 73: loss = 0.305
Epoch 74: loss = 0.311
Epoch 75: loss = 0.329
Epoch 76: loss = 0.295
Epoch 77: loss = 0.300
Epoch 78: loss = 0.316
Epoch 79: loss = 0.326
Epoch 80: loss = 0.352
Epoch 80: validation accuracy = 77.5%
Epoch 81: loss = 0.344
Epoch 82: loss = 0.326
Epoch 83: loss = 0.326
Epoch 84: loss = 0.335
Epoch 85: loss = 0.342
Epoch 86: loss = 0.361
Epoch 87: loss = 0.337
Epoch 88: loss = 0.339
Epoch 89: loss = 0.339
Epoch 90: loss = 0.341
Epoch 90: validation accuracy = 82.8%
Epoch 91: loss = 0.350
Epoch 92: loss = 0.359
Epoch 93: loss = 0.352
Epoch 94: loss = 0.363
Epoch 95: loss = 0.347
Epoch 96: loss = 0.341
Epoch 97: loss = 0.336
Epoch 98: loss = 0.348
Epoch 99: loss = 0.365
Epoch 100: loss = 0.350
Epoch 100: validation accuracy = 85.2%
Epoch 01: loss = inf
Epoch 02: loss = inf
Epoch 03: loss = inf
Epoch 04: loss = inf
Epoch 05: loss = inf
Epoch 06: loss = inf
Epoch 07: loss = inf
Epoch 08: loss = inf
Epoch 09: loss = inf
Epoch 10: loss = inf
Epoch 10: validation accuracy = 40.2%
Epoch 11: loss = inf
Epoch 12: loss = inf
Epoch 13: loss = inf
Epoch 14: loss = inf
Epoch 15: loss = inf
Epoch 16: loss = inf
Epoch 17: loss = 2.360
Epoch 18: loss = 2.086
Epoch 19: loss = 1.684
Epoch 20: loss = 1.453
Epoch 20: validation accuracy = 53.0%
Epoch 21: loss = 1.174
Epoch 22: loss = 1.046
Epoch 23: loss = 0.859
Epoch 24: loss = 0.740
Epoch 25: loss = 0.663
Epoch 26: loss = 0.495
Epoch 27: loss = 0.566
Epoch 28: loss = 0.521
Epoch 29: loss = 0.470
Epoch 30: loss = 0.363
Epoch 30: validation accuracy = 59.0%
Epoch 31: loss = 0.365
Epoch 32: loss = 0.305
Epoch 33: loss = 0.333
Epoch 34: loss = 0.293
Epoch 35: loss = 0.191
Epoch 36: loss = 0.295
Epoch 37: loss = 0.275
Epoch 38: loss = 0.461
Epoch 39: loss = 0.509
Epoch 40: loss = 0.298
Epoch 40: validation accuracy = 65.2%
Epoch 41: loss = 0.186
Epoch 42: loss = 0.395
Epoch 43: loss = 0.323
Epoch 44: loss = 0.309
Epoch 45: loss = 0.199
Epoch 46: loss = 0.285
Epoch 47: loss = 0.290
Epoch 48: loss = 0.302
Epoch 49: loss = 0.235
Epoch 50: loss = 0.190
Epoch 50: validation accuracy = 71.2%
Epoch 51: loss = 0.294
Epoch 52: loss = 0.311
Epoch 53: loss = 0.254
Epoch 54: loss = 0.289
Epoch 55: loss = 0.264
Epoch 56: loss = 0.213
Epoch 57: loss = 0.166
Epoch 58: loss = 0.218
Epoch 59: loss = 0.231
Epoch 60: loss = 0.283
Epoch 60: validation accuracy = 74.8%
Epoch 61: loss = 0.324
Epoch 62: loss = 0.245
Epoch 63: loss = 0.277
Epoch 64: loss = 0.286
Epoch 65: loss = 0.255
Epoch 66: loss = 0.263
Epoch 67: loss = 0.272
Epoch 68: loss = 0.272
Epoch 69: loss = 0.260
Epoch 70: loss = 0.271
Epoch 70: validation accuracy = 79.0%
Epoch 71: loss = 0.310
Epoch 72: loss = 0.301
Epoch 73: loss = 0.305
Epoch 74: loss = 0.311
Epoch 75: loss = 0.329
Epoch 76: loss = 0.295
Epoch 77: loss = 0.300
Epoch 78: loss = 0.316
Epoch 79: loss = 0.326
Epoch 80: loss = 0.352
Epoch 80: validation accuracy = 77.5%
Epoch 81: loss = 0.344
Epoch 82: loss = 0.326
Epoch 83: loss = 0.326
Epoch 84: loss = 0.335
Epoch 85: loss = 0.342
Epoch 86: loss = 0.361
Epoch 87: loss = 0.337
Epoch 88: loss = 0.339
Epoch 89: loss = 0.339
Epoch 90: loss = 0.341
Epoch 90: validation accuracy = 82.8%
Epoch 91: loss = 0.350
Epoch 92: loss = 0.359
Epoch 93: loss = 0.352
Epoch 94: loss = 0.363
Epoch 95: loss = 0.347
Epoch 96: loss = 0.341
Epoch 97: loss = 0.336
Epoch 98: loss = 0.348
Epoch 99: loss = 0.365
Epoch 100: loss = 0.350
Epoch 100: validation accuracy = 85.2%
Model saved in .\saved_models\adam_optim_lr1e-3_epoch100_momentum10.pth