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A spectro-temporal fusion feature, STgram, with MobileFaceNet For more stable Anomalous Sound Detection

Python 98.90% Shell 1.10%

anomalous-sound-detection anomaly-detection pytorch

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chester-w-xie youngjay0612 haojunyong wuqiangch ykingliu weiyuming1 paeflorall nabil-789 nab571 alsiatang kiriltsevdaniil runngezhang-jx

stgram-mfn's Issues

Where can I find the calculation of Log_MelSpectrogram?

I find that the function which named "def log_mel_spect_to_vector" is not used. Did you just use MelSpectrogram?

An error occurs during validation datasets

    def forward(self, x):
        
        # print(x.shape) # torch.Size([1, 1, 160000]) -> torch.Size([1, 1, 131050])
        # print('#'*20)
        out = self.conv_extrctor(x)
        # print(out.shape) # torch.Size([1, 128, 313]) -> torch.Size([1, 128, 256])
        out = self.conv_encoder(out)
        return out

In the process of validation, it was confirmed that some of the data for each machine id was not validated as the size of the torch changed. Is there any solution? The code is the forward part of Tgramnet.

Is there something need to send http request?

`Exception in user code:

Traceback (most recent call last):
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/connection.py", line 174, in _new_conn
conn = connection.create_connection(
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/util/connection.py", line 95, in create_connection
raise err
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/util/connection.py", line 85, in create_connection
sock.connect(sa)
ConnectionRefusedError: [Errno 111] Connection refused

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/connectionpool.py", line 703, in urlopen
httplib_response = self._make_request(
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/connectionpool.py", line 398, in _make_request
conn.request(method, url, **httplib_request_kw)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/connection.py", line 239, in request
super(HTTPConnection, self).request(method, url, body=body, headers=headers)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/http/client.py", line 1256, in request
self._send_request(method, url, body, headers, encode_chunked)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/http/client.py", line 1302, in _send_request
self.endheaders(body, encode_chunked=encode_chunked)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/http/client.py", line 1251, in endheaders
self._send_output(message_body, encode_chunked=encode_chunked)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/http/client.py", line 1011, in _send_output
self.send(msg)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/http/client.py", line 951, in send
self.connect()
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/connection.py", line 205, in connect
conn = self._new_conn()
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/connection.py", line 186, in _new_conn
raise NewConnectionError(
urllib3.exceptions.NewConnectionError: <urllib3.connection.HTTPConnection object at 0x7fa56479e910>: Failed to establish a new connection: [Errno 111] Connection refused

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/requests/adapters.py", line 440, in send
resp = conn.urlopen(
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/connectionpool.py", line 785, in urlopen
retries = retries.increment(
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/urllib3/util/retry.py", line 592, in increment
raise MaxRetryError(_pool, url, error or ResponseError(cause))
urllib3.exceptions.MaxRetryError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /env/STgram_MFN_ArcFace(m=0.7,s=30) (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fa56479e910>: Failed to establish a new connection: [Errno 111] Connection refused'))

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/visdom/init.py", line 708, in _send
return self._handle_post(
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/visdom/init.py", line 677, in _handle_post
r = self.session.post(url, data=data)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/requests/sessions.py", line 577, in post
return self.request('POST', url, data=data, json=json, **kwargs)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/requests/sessions.py", line 529, in request
resp = self.send(prep, **send_kwargs)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/requests/sessions.py", line 645, in send
r = adapter.send(request, **kwargs)
File "/workspace/private/user-dataset-245759/envs/research/lib/python3.8/site-packages/requests/adapters.py", line 519, in send
raise ConnectionError(e, request=request)
requests.exceptions.ConnectionError: HTTPConnectionPool(host='localhost', port=8097): Max retries exceeded with url: /env/STgram_MFN_ArcFace(m=0.7,s=30) (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fa56479e910>: Failed to establish a new connection: [Errno 111] Connection refused'))`
As you can see above，is there something need to send http request? I get something wrong about this.

auc is only 80 after 300 epoch training

Hi thanks much for sharing.

I used only pump data for training and testing because my computer is slow. After 10 epoch training, auc=77.4, but after 300 epoch, auc is only 80. It didn't improve much.

I used the default configuration; the only difference is:

cuda: False because I don't have nvidia gpu on my computer.
only pump development data for training and testing to save the time.

Below is my running log:

INFO:utils:STgram-MFN(m=0.7,s=30)
INFO:utils:Num classes: 4
INFO:utils:Epoch-0 loss:15.62786
INFO:utils:Epoch-1 loss:5.49491
INFO:utils:Epoch-2 loss:2.27624
INFO:utils:Epoch-3 loss:1.02420
INFO:utils:Epoch-4 loss:0.42262
INFO:utils:Epoch-5 loss:0.24706
INFO:utils:Epoch-6 loss:0.15121
INFO:utils:Epoch-7 loss:0.09555
INFO:utils:Epoch-8 loss:0.05835
INFO:utils:Epoch-9 loss:0.02076
INFO:utils:Epoch-10 loss:0.22511
INFO:utils:pump AUC: 77.330 pAUC: 68.433
INFO:utils:Total average: AUC: 77.330 pAUC: 68.433
INFO:utils:Best epoch now is: 10
INFO:utils:Epoch-11 loss:0.02632
INFO:utils:Epoch-12 loss:0.03936
INFO:utils:Epoch-13 loss:0.04951
INFO:utils:Epoch-14 loss:0.03274
INFO:utils:Epoch-15 loss:0.11516
INFO:utils:Epoch-16 loss:0.06697
INFO:utils:Epoch-17 loss:0.01377
INFO:utils:Epoch-18 loss:0.01665
INFO:utils:Epoch-19 loss:0.00439
INFO:utils:Epoch-20 loss:0.00849
INFO:utils:pump AUC: 77.614 pAUC: 68.913
INFO:utils:Total average: AUC: 77.614 pAUC: 68.913
INFO:utils:Best epoch now is: 20
INFO:utils:Epoch-21 loss:0.00962
INFO:utils:Epoch-22 loss:0.02048
INFO:utils:Epoch-23 loss:0.01020
INFO:utils:Epoch-24 loss:0.00729
INFO:utils:Epoch-25 loss:0.00181
INFO:utils:Epoch-26 loss:0.00666
INFO:utils:Epoch-27 loss:0.00310
INFO:utils:Epoch-28 loss:0.00191
INFO:utils:Epoch-29 loss:0.00291
INFO:utils:Epoch-30 loss:0.03659
INFO:utils:pump AUC: 77.212 pAUC: 69.282
INFO:utils:Total average: AUC: 77.212 pAUC: 69.282
INFO:utils:Epoch-31 loss:0.01610
INFO:utils:Epoch-32 loss:0.00538
INFO:utils:Epoch-33 loss:0.00195
INFO:utils:Epoch-34 loss:0.00357
INFO:utils:Epoch-35 loss:0.01668
INFO:utils:Epoch-36 loss:0.01750
INFO:utils:Epoch-37 loss:0.04897
INFO:utils:Epoch-38 loss:0.05807
INFO:utils:Epoch-39 loss:0.01372
INFO:utils:Epoch-40 loss:0.04973
INFO:utils:pump AUC: 79.376 pAUC: 69.706
INFO:utils:Total average: AUC: 79.376 pAUC: 69.706
INFO:utils:Best epoch now is: 40
INFO:utils:Epoch-41 loss:0.04640
INFO:utils:Epoch-42 loss:0.02116
INFO:utils:Epoch-43 loss:0.05126
INFO:utils:Epoch-44 loss:0.02208
INFO:utils:Epoch-45 loss:0.00957
INFO:utils:Epoch-46 loss:0.00393
INFO:utils:Epoch-47 loss:0.00573
INFO:utils:Epoch-48 loss:0.03235
INFO:utils:Epoch-49 loss:0.04297
INFO:utils:Epoch-50 loss:0.01801
INFO:utils:pump AUC: 78.068 pAUC: 68.456
INFO:utils:Total average: AUC: 78.068 pAUC: 68.456
INFO:utils:Epoch-51 loss:0.04664
INFO:utils:Epoch-52 loss:0.01839
INFO:utils:Epoch-53 loss:0.00978
INFO:utils:Epoch-54 loss:0.02462
INFO:utils:Epoch-55 loss:0.05797
INFO:utils:Epoch-56 loss:0.03427
INFO:utils:Epoch-57 loss:0.02459
INFO:utils:Epoch-58 loss:0.04864
INFO:utils:Epoch-59 loss:0.02287
INFO:utils:Epoch-60 loss:0.00751
INFO:utils:pump AUC: 80.249 pAUC: 69.529
INFO:utils:Total average: AUC: 80.249 pAUC: 69.529
INFO:utils:Best epoch now is: 60
INFO:utils:Epoch-61 loss:0.00234
INFO:utils:Epoch-62 loss:0.00751
INFO:utils:Epoch-63 loss:0.00424
INFO:utils:Epoch-64 loss:0.00331
INFO:utils:Epoch-65 loss:0.00085
INFO:utils:Epoch-66 loss:0.00085
INFO:utils:Epoch-67 loss:0.00059
INFO:utils:Epoch-68 loss:0.00075
INFO:utils:Epoch-69 loss:0.00041
INFO:utils:Epoch-70 loss:0.00661
INFO:utils:pump AUC: 79.056 pAUC: 69.453
INFO:utils:Total average: AUC: 79.056 pAUC: 69.453
INFO:utils:Epoch-71 loss:0.01471
INFO:utils:Epoch-72 loss:0.00731
INFO:utils:Epoch-73 loss:0.00163
INFO:utils:Epoch-74 loss:0.00108
INFO:utils:Epoch-75 loss:0.00060
INFO:utils:Epoch-76 loss:0.01550
INFO:utils:Epoch-77 loss:0.03675
INFO:utils:Epoch-78 loss:0.00171
INFO:utils:Epoch-79 loss:0.00540
INFO:utils:Epoch-80 loss:0.00728
INFO:utils:pump AUC: 79.831 pAUC: 69.474
INFO:utils:Total average: AUC: 79.831 pAUC: 69.474
INFO:utils:Epoch-81 loss:0.00314
INFO:utils:Epoch-82 loss:0.06445
INFO:utils:Epoch-83 loss:0.05244
INFO:utils:Epoch-84 loss:0.07519
INFO:utils:Epoch-85 loss:0.01948
INFO:utils:Epoch-86 loss:0.01926
INFO:utils:Epoch-87 loss:0.01146
INFO:utils:Epoch-88 loss:0.00292
INFO:utils:Epoch-89 loss:0.00136
INFO:utils:Epoch-90 loss:0.00319
INFO:utils:pump AUC: 81.369 pAUC: 70.625
INFO:utils:Total average: AUC: 81.369 pAUC: 70.625
INFO:utils:Best epoch now is: 90
INFO:utils:Epoch-91 loss:0.00154
INFO:utils:Epoch-92 loss:0.00026
INFO:utils:Epoch-93 loss:0.00037
INFO:utils:Epoch-94 loss:0.00024
INFO:utils:Epoch-95 loss:0.00164
INFO:utils:Epoch-96 loss:0.00990
INFO:utils:Epoch-97 loss:0.00660
INFO:utils:Epoch-98 loss:0.01275
INFO:utils:Epoch-99 loss:0.00239
INFO:utils:Epoch-100 loss:0.00765
INFO:utils:pump AUC: 79.496 pAUC: 70.133
INFO:utils:Total average: AUC: 79.496 pAUC: 70.133
INFO:utils:Epoch-101 loss:0.00611
INFO:utils:Epoch-102 loss:0.00919
INFO:utils:Epoch-103 loss:0.00256
INFO:utils:Epoch-104 loss:0.00625
INFO:utils:Epoch-105 loss:0.00929
INFO:utils:Epoch-106 loss:0.00103
INFO:utils:Epoch-107 loss:0.00573
INFO:utils:Epoch-108 loss:0.00176
INFO:utils:Epoch-109 loss:0.03701
INFO:utils:Epoch-110 loss:0.01105
INFO:utils:pump AUC: 80.832 pAUC: 72.228
INFO:utils:Total average: AUC: 80.832 pAUC: 72.228
INFO:utils:Best epoch now is: 110
INFO:utils:Epoch-111 loss:0.00666
INFO:utils:Epoch-112 loss:0.07560
INFO:utils:Epoch-113 loss:0.00872
INFO:utils:Epoch-114 loss:0.08129
INFO:utils:Epoch-115 loss:0.03537
INFO:utils:Epoch-116 loss:0.00442
INFO:utils:Epoch-117 loss:0.00419
INFO:utils:Epoch-118 loss:0.00349
INFO:utils:Epoch-119 loss:0.00451
INFO:utils:Epoch-120 loss:0.00120
INFO:utils:pump AUC: 80.552 pAUC: 71.465
INFO:utils:Total average: AUC: 80.552 pAUC: 71.465
INFO:utils:Epoch-121 loss:0.00081
INFO:utils:Epoch-122 loss:0.00021
INFO:utils:Epoch-123 loss:0.06567
INFO:utils:Epoch-124 loss:0.03232
INFO:utils:Epoch-125 loss:0.00895
INFO:utils:Epoch-126 loss:0.00104
INFO:utils:Epoch-127 loss:0.00104
INFO:utils:Epoch-128 loss:0.00286
INFO:utils:Epoch-129 loss:0.00105
INFO:utils:Epoch-130 loss:0.00167
INFO:utils:pump AUC: 81.118 pAUC: 71.880
INFO:utils:Total average: AUC: 81.118 pAUC: 71.880
INFO:utils:Epoch-131 loss:0.00171
INFO:utils:Epoch-132 loss:0.04268
INFO:utils:Epoch-133 loss:0.01298
INFO:utils:Epoch-134 loss:0.00152
INFO:utils:Epoch-135 loss:0.00383
INFO:utils:Epoch-136 loss:0.00073
INFO:utils:Epoch-137 loss:0.00301
INFO:utils:Epoch-138 loss:0.00149
INFO:utils:Epoch-139 loss:0.00164
INFO:utils:Epoch-140 loss:0.01688
INFO:utils:pump AUC: 81.230 pAUC: 71.215
INFO:utils:Total average: AUC: 81.230 pAUC: 71.215
INFO:utils:Epoch-141 loss:0.01115
INFO:utils:Epoch-142 loss:0.00056
INFO:utils:Epoch-143 loss:0.00052
INFO:utils:Epoch-144 loss:0.00179
INFO:utils:Epoch-145 loss:0.00132
INFO:utils:Epoch-146 loss:0.00205
INFO:utils:Epoch-147 loss:0.00046
INFO:utils:Epoch-148 loss:0.00021
INFO:utils:Epoch-149 loss:0.00027
INFO:utils:Epoch-150 loss:0.00031
INFO:utils:pump AUC: 79.892 pAUC: 70.934
INFO:utils:Total average: AUC: 79.892 pAUC: 70.934
INFO:utils:Epoch-151 loss:0.00021
INFO:utils:Epoch-152 loss:0.00050
INFO:utils:Epoch-153 loss:0.01459
INFO:utils:Epoch-154 loss:0.00207
INFO:utils:Epoch-155 loss:0.00315
INFO:utils:Epoch-156 loss:0.00057
INFO:utils:Epoch-157 loss:0.00123
INFO:utils:Epoch-158 loss:0.00016
INFO:utils:Epoch-159 loss:0.00045
INFO:utils:Epoch-160 loss:0.00257
INFO:utils:pump AUC: 78.213 pAUC: 70.947
INFO:utils:Total average: AUC: 78.213 pAUC: 70.947
INFO:utils:Epoch-161 loss:0.00012
INFO:utils:Epoch-162 loss:0.00043
INFO:utils:Epoch-163 loss:0.00037
INFO:utils:Epoch-164 loss:0.00013
INFO:utils:Epoch-165 loss:0.00037
INFO:utils:Epoch-166 loss:0.01061
INFO:utils:Epoch-167 loss:0.00241
INFO:utils:Epoch-168 loss:0.05023
INFO:utils:Epoch-169 loss:0.01701
INFO:utils:Epoch-170 loss:0.00905
INFO:utils:pump AUC: 79.311 pAUC: 69.908
INFO:utils:Total average: AUC: 79.311 pAUC: 69.908
INFO:utils:Epoch-171 loss:0.00200
INFO:utils:Epoch-172 loss:0.00148
INFO:utils:Epoch-173 loss:0.00180
INFO:utils:Epoch-174 loss:0.00058
INFO:utils:Epoch-175 loss:0.00024
INFO:utils:Epoch-176 loss:0.00260
INFO:utils:Epoch-177 loss:0.00103
INFO:utils:Epoch-178 loss:0.00033
INFO:utils:Epoch-179 loss:0.01628
INFO:utils:Epoch-180 loss:0.02650
INFO:utils:pump AUC: 79.154 pAUC: 71.912
INFO:utils:Total average: AUC: 79.154 pAUC: 71.912
INFO:utils:Epoch-181 loss:0.00550
INFO:utils:Epoch-182 loss:0.00031
INFO:utils:Epoch-183 loss:0.00046
INFO:utils:Epoch-184 loss:0.00111
INFO:utils:Epoch-185 loss:0.02384
INFO:utils:Epoch-186 loss:0.01787
INFO:utils:Epoch-187 loss:0.00869
INFO:utils:Epoch-188 loss:0.00182
INFO:utils:Epoch-189 loss:0.00076
INFO:utils:Epoch-190 loss:0.01137
INFO:utils:pump AUC: 77.839 pAUC: 70.191
INFO:utils:Total average: AUC: 77.839 pAUC: 70.191
INFO:utils:Epoch-191 loss:0.00184
INFO:utils:Epoch-192 loss:0.00317
INFO:utils:Epoch-193 loss:0.00235
INFO:utils:Epoch-194 loss:0.00383
INFO:utils:Epoch-195 loss:0.00027
INFO:utils:Epoch-196 loss:0.00071
INFO:utils:Epoch-197 loss:0.00337
INFO:utils:Epoch-198 loss:0.00067
INFO:utils:Epoch-199 loss:0.00153
INFO:utils:Epoch-200 loss:0.00497
INFO:utils:pump AUC: 78.721 pAUC: 70.822
INFO:utils:Total average: AUC: 78.721 pAUC: 70.822
INFO:utils:Epoch-201 loss:0.00016
INFO:utils:Epoch-202 loss:0.00015
INFO:utils:Epoch-203 loss:0.00055
INFO:utils:Epoch-204 loss:0.00017
INFO:utils:Epoch-205 loss:0.00026
INFO:utils:Epoch-206 loss:0.00016
INFO:utils:Epoch-207 loss:0.00745
INFO:utils:Epoch-208 loss:0.04068
INFO:utils:Epoch-209 loss:0.01181
INFO:utils:Epoch-210 loss:0.00331
INFO:utils:pump AUC: 78.783 pAUC: 69.872
INFO:utils:Total average: AUC: 78.783 pAUC: 69.872
INFO:utils:Epoch-211 loss:0.00159
INFO:utils:Epoch-212 loss:0.00038
INFO:utils:Epoch-213 loss:0.00082
INFO:utils:Epoch-214 loss:0.00008
INFO:utils:Epoch-215 loss:0.00220
INFO:utils:Epoch-216 loss:0.00018
INFO:utils:Epoch-217 loss:0.00071
INFO:utils:Epoch-218 loss:0.02302
INFO:utils:Epoch-219 loss:0.00687
INFO:utils:Epoch-220 loss:0.00253
INFO:utils:pump AUC: 78.196 pAUC: 68.756
INFO:utils:Total average: AUC: 78.196 pAUC: 68.756
INFO:utils:Epoch-221 loss:0.00040
INFO:utils:Epoch-222 loss:0.00014
INFO:utils:Epoch-223 loss:0.00014
INFO:utils:Epoch-224 loss:0.00717
INFO:utils:Epoch-225 loss:0.00243
INFO:utils:Epoch-226 loss:0.00283
INFO:utils:Epoch-227 loss:0.00008
INFO:utils:Epoch-228 loss:0.00331
INFO:utils:Epoch-229 loss:0.00862
INFO:utils:Epoch-230 loss:0.00034
INFO:utils:pump AUC: 77.544 pAUC: 68.950
INFO:utils:Total average: AUC: 77.544 pAUC: 68.950
INFO:utils:Epoch-231 loss:0.00064
INFO:utils:Epoch-232 loss:0.00053
INFO:utils:Epoch-233 loss:0.00047
INFO:utils:Epoch-234 loss:0.00013
INFO:utils:Epoch-235 loss:0.00009
INFO:utils:Epoch-236 loss:0.00005
INFO:utils:Epoch-237 loss:0.00011
INFO:utils:Epoch-238 loss:0.00018
INFO:utils:Epoch-239 loss:0.00055
INFO:utils:Epoch-240 loss:0.00027
INFO:utils:pump AUC: 78.123 pAUC: 69.986
INFO:utils:Total average: AUC: 78.123 pAUC: 69.986
INFO:utils:Epoch-241 loss:0.00027
INFO:utils:Epoch-242 loss:0.00004
INFO:utils:Epoch-243 loss:0.01369
INFO:utils:Epoch-244 loss:0.00032
INFO:utils:Epoch-245 loss:0.05951
INFO:utils:Epoch-246 loss:0.00076
INFO:utils:Epoch-247 loss:0.00250
INFO:utils:Epoch-248 loss:0.00583
INFO:utils:Epoch-249 loss:0.00109
INFO:utils:Epoch-250 loss:0.00031
INFO:utils:pump AUC: 78.008 pAUC: 70.605
INFO:utils:Total average: AUC: 78.008 pAUC: 70.605
INFO:utils:Epoch-251 loss:0.00117
INFO:utils:Epoch-252 loss:0.00027
INFO:utils:Epoch-253 loss:0.00110
INFO:utils:Epoch-254 loss:0.00057
INFO:utils:Epoch-255 loss:0.03768
INFO:utils:Epoch-256 loss:0.00013
INFO:utils:Epoch-257 loss:0.00107
INFO:utils:Epoch-258 loss:0.00080
INFO:utils:Epoch-259 loss:0.00088
INFO:utils:Epoch-260 loss:0.00439
INFO:utils:pump AUC: 78.127 pAUC: 70.133
INFO:utils:Total average: AUC: 78.127 pAUC: 70.133
INFO:utils:Epoch-261 loss:0.00373
INFO:utils:Epoch-262 loss:0.00296
INFO:utils:Epoch-263 loss:0.04232
INFO:utils:Epoch-264 loss:0.00568
INFO:utils:Epoch-265 loss:0.06025
INFO:utils:Epoch-266 loss:0.00239
INFO:utils:Epoch-267 loss:0.00316
INFO:utils:Epoch-268 loss:0.00151
INFO:utils:Epoch-269 loss:0.03039
INFO:utils:Epoch-270 loss:0.00027
INFO:utils:pump AUC: 77.749 pAUC: 69.830
INFO:utils:Total average: AUC: 77.749 pAUC: 69.830
INFO:utils:Epoch-271 loss:0.09543
INFO:utils:Epoch-272 loss:0.00667
INFO:utils:Epoch-273 loss:0.00298
INFO:utils:Epoch-274 loss:0.00026
INFO:utils:Epoch-275 loss:0.00044
INFO:utils:Epoch-276 loss:0.00048
INFO:utils:Epoch-277 loss:0.01614
INFO:utils:Epoch-278 loss:0.00026
INFO:utils:Epoch-279 loss:0.00017
INFO:utils:Epoch-280 loss:0.00052
INFO:utils:pump AUC: 77.364 pAUC: 70.308
INFO:utils:Total average: AUC: 77.364 pAUC: 70.308
INFO:utils:Epoch-281 loss:0.00921
INFO:utils:Epoch-282 loss:0.03543
INFO:utils:Epoch-283 loss:0.00023
INFO:utils:Epoch-284 loss:0.00018
INFO:utils:Epoch-285 loss:0.00020
INFO:utils:Epoch-286 loss:0.00020
INFO:utils:Epoch-287 loss:0.00014
INFO:utils:Epoch-288 loss:0.00009
INFO:utils:Epoch-289 loss:0.01257
INFO:utils:Epoch-290 loss:0.00082
INFO:utils:pump AUC: 79.472 pAUC: 70.557
INFO:utils:Total average: AUC: 79.472 pAUC: 70.557
INFO:utils:Epoch-291 loss:0.00029
INFO:utils:Epoch-292 loss:0.00044
INFO:utils:Epoch-293 loss:0.00251
INFO:utils:Epoch-294 loss:0.07989
INFO:utils:Epoch-295 loss:0.00031
INFO:utils:Epoch-296 loss:0.00026
INFO:utils:Epoch-297 loss:0.02646
INFO:utils:Epoch-298 loss:0.00091
INFO:utils:Epoch-299 loss:0.00053
INFO:utils:Epoch-300 loss:0.03057
INFO:utils:pump AUC: 79.784 pAUC: 71.109
INFO:utils:Total average: AUC: 79.784 pAUC: 71.109
INFO:utils:pump AUC: 80.832 pAUC: 72.228
INFO:utils:Total average: AUC: 80.832 pAUC: 72.228

A question

May I ask why the num_class in the config file is 41 and what does this parameter do? thanks~

Question

313frames_train_path_list.db,sorry, I want to know how this file is generated

why num_class = 41, why not 6?

Thanks for your reply!
I am trying to migrate this project, but I am confused why num_class = 41, why not 6?

您训练好后权重文件的问题

您好，最近使用了您的权重文件，加载模型时候，说键名不对，后来改好键名之后，说模型的维度不对，请问您是更改过模型吗，还是我哪里出了问题
size mismatch for arcface.weight: copying a param with shape torch.Size([41, 128]) from checkpoint, the shape in current model is torch.Size([1, 128]).
错误类似这样的，如果更改过，您可以分享一下新的权重文件吗

delete

关于num_class的设置问题

大佬，您好！我想请问一下，如果我只想识别id=00的正常声音和异常声音，那么我的num_class应该设置成多少？

Why is the frame number 313？

关于num_class的设置问题

大佬，您好！我想请问一下，如果我只想识别id=00的正常声音和异常声音，那么我的num_class应该设置成多少？

200 or 300 epochs ?

Your paper stated that "The model is trained with 200 epochs". However, the config.yml file specified 300 epochs. Which one is correct?
Thanks,

num_samples should be a positive integer value, but got num_samples=0

请问如何输出评估集声纹的检测结果？（怎么输出0或者1）

Wondering if the pretrained weights are available

Hi, I'm currently trying to recreate your on result on the development set, however even if I use the same setting as the config.yaml, the results are still slightly worse (about 3-5%, different on different machine type) than the results on the paper. I'm wondering if it's possible for you to provide the pretrained weights as a reference. Thanks!

Questions about replacing your own data set

你好，我想要把数据集替换成自己制作的数据集，但是他告诉我数据集有问题。如果您了解的话，能麻烦您告诉我一下这个数据集应该如何制作吗

AUROC does not go up

INFO:utils:STgram-MFN(m=0.7,s=30)
INFO:utils:Num classes: 41
INFO:utils:Epoch-0	loss:24.03866
INFO:utils:ToyCar		AUC: 54.175	pAUC: 50.496
INFO:utils:STgram-MFN(m=0.7,s=30)
INFO:utils:Num classes: 41
INFO:utils:Epoch-0	loss:24.03866
INFO:utils:ToyCar		AUC: 54.175	pAUC: 50.496
INFO:utils:ToyConveyor		AUC: 51.290	pAUC: 50.329
INFO:utils:fan		AUC: 51.547	pAUC: 52.009
INFO:utils:pump		AUC: 48.913	pAUC: 50.384
INFO:utils:slider		AUC: 46.832	pAUC: 51.002
INFO:utils:valve		AUC: 50.217	pAUC: 49.479
INFO:utils:Total average:		AUC: 50.496	pAUC: 50.616
INFO:utils:Best epoch now is:    0
INFO:utils:Epoch-1	loss:22.95186
INFO:utils:ToyCar		AUC: 50.276	pAUC: 50.182
INFO:utils:ToyConveyor		AUC: 51.484	pAUC: 50.364
INFO:utils:fan		AUC: 48.534	pAUC: 51.844
INFO:utils:pump		AUC: 48.017	pAUC: 50.955
INFO:utils:slider		AUC: 43.555	pAUC: 50.622
INFO:utils:valve		AUC: 50.433	pAUC: 50.314
INFO:utils:Total average:		AUC: 48.717	pAUC: 50.714
INFO:utils:ToyCar		AUC: 54.175	pAUC: 50.496
INFO:utils:ToyConveyor		AUC: 51.290	pAUC: 50.329
INFO:utils:fan		AUC: 51.547	pAUC: 52.009
INFO:utils:pump		AUC: 48.913	pAUC: 50.384
INFO:utils:slider		AUC: 46.832	pAUC: 51.002
INFO:utils:valve		AUC: 50.217	pAUC: 49.479
INFO:utils:Total average:		AUC: 50.496	pAUC: 50.616
INFO:utils:STgram-MFN(m=0.7,s=30)
INFO:utils:Num classes: 41
INFO:utils:Epoch-0	loss:24.03866
INFO:utils:ToyCar		AUC: 54.175	pAUC: 50.496
INFO:utils:ToyConveyor		AUC: 51.290	pAUC: 50.329
INFO:utils:fan		AUC: 51.547	pAUC: 52.009
INFO:utils:pump		AUC: 48.913	pAUC: 50.384
INFO:utils:slider		AUC: 46.832	pAUC: 51.002
INFO:utils:valve		AUC: 50.217	pAUC: 49.479
INFO:utils:Total average:		AUC: 50.496	pAUC: 50.616
INFO:utils:Best epoch now is:    0
INFO:utils:Epoch-1	loss:22.95186
INFO:utils:Epoch-2	loss:22.68501
INFO:utils:Epoch-3	loss:22.26160
INFO:utils:Epoch-4	loss:21.75439
INFO:utils:Epoch-5	loss:21.25366
INFO:utils:Epoch-6	loss:20.80128
INFO:utils:Epoch-7	loss:20.42005
INFO:utils:Epoch-8	loss:19.86700
INFO:utils:Epoch-9	loss:19.28033
INFO:utils:Epoch-10	loss:19.16833
INFO:utils:ToyCar		AUC: 45.825	pAUC: 49.679
INFO:utils:ToyConveyor		AUC: 52.407	pAUC: 49.663
INFO:utils:fan		AUC: 48.817	pAUC: 50.300
INFO:utils:pump		AUC: 50.892	pAUC: 49.553
INFO:utils:slider		AUC: 52.375	pAUC: 49.179
INFO:utils:valve		AUC: 52.866	pAUC: 50.581
INFO:utils:Total average:		AUC: 50.530	pAUC: 49.826
INFO:utils:Epoch-11	loss:18.18300
INFO:utils:Epoch-12	loss:17.47346
INFO:utils:Epoch-13	loss:16.52376
INFO:utils:Epoch-14	loss:15.58937
INFO:utils:Epoch-15	loss:14.55430
INFO:utils:Epoch-16	loss:13.33373
INFO:utils:Epoch-17	loss:13.04686
INFO:utils:Epoch-18	loss:16.92171
INFO:utils:Epoch-19	loss:16.76541
INFO:utils:Epoch-20	loss:16.22282
INFO:utils:ToyCar		AUC: 41.865	pAUC: 49.701
INFO:utils:ToyConveyor		AUC: 54.316	pAUC: 50.418
INFO:utils:fan		AUC: 47.805	pAUC: 50.294
INFO:utils:pump		AUC: 51.131	pAUC: 49.294
INFO:utils:slider		AUC: 51.421	pAUC: 49.028
INFO:utils:valve		AUC: 51.957	pAUC: 50.418
INFO:utils:Total average:		AUC: 49.749	pAUC: 49.859
INFO:utils:Epoch-21	loss:16.00695
INFO:utils:Epoch-22	loss:15.77042
INFO:utils:Epoch-23	loss:15.70770
INFO:utils:Epoch-24	loss:15.55184
INFO:utils:Epoch-25	loss:15.43921
INFO:utils:Epoch-26	loss:15.27717
INFO:utils:Epoch-27	loss:15.28075
INFO:utils:Epoch-28	loss:15.07882
INFO:utils:Epoch-29	loss:14.79253
INFO:utils:Epoch-30	loss:14.88783
INFO:utils:ToyCar		AUC: 44.908	pAUC: 49.961
INFO:utils:ToyConveyor		AUC: 48.081	pAUC: 49.770
INFO:utils:fan		AUC: 51.182	pAUC: 50.797
INFO:utils:pump		AUC: 51.857	pAUC: 49.126
INFO:utils:slider		AUC: 49.245	pAUC: 48.714
INFO:utils:valve		AUC: 49.876	pAUC: 50.910
INFO:utils:Total average:		AUC: 49.192	pAUC: 49.880
INFO:utils:Epoch-31	loss:14.83863
INFO:utils:Epoch-32	loss:14.79667
INFO:utils:Epoch-33	loss:14.62713
INFO:utils:Epoch-34	loss:14.43056
INFO:utils:Epoch-35	loss:14.47310
INFO:utils:Epoch-36	loss:14.34184
INFO:utils:Epoch-37	loss:14.34179
INFO:utils:Epoch-38	loss:14.12852
INFO:utils:Epoch-39	loss:14.25900
INFO:utils:Epoch-40	loss:14.21140
INFO:utils:ToyCar		AUC: 47.933	pAUC: 49.502
INFO:utils:ToyConveyor		AUC: 47.984	pAUC: 50.097
INFO:utils:fan		AUC: 53.874	pAUC: 50.674
INFO:utils:pump		AUC: 53.281	pAUC: 49.851
INFO:utils:slider		AUC: 52.743	pAUC: 48.434
INFO:utils:valve		AUC: 49.325	pAUC: 50.985
INFO:utils:Total average:		AUC: 50.857	pAUC: 49.924
INFO:utils:Epoch-41	loss:14.15824
INFO:utils:Epoch-42	loss:14.34096
INFO:utils:Epoch-43	loss:14.22472
INFO:utils:Epoch-44	loss:14.08020
INFO:utils:Epoch-45	loss:13.93986
INFO:utils:Epoch-46	loss:13.79698
INFO:utils:Epoch-47	loss:13.70797
INFO:utils:Epoch-48	loss:13.66860
INFO:utils:Epoch-49	loss:13.69995
INFO:utils:Epoch-50	loss:13.62629
INFO:utils:ToyCar		AUC: 49.829	pAUC: 50.050
INFO:utils:ToyConveyor		AUC: 51.419	pAUC: 50.049
INFO:utils:fan		AUC: 52.114	pAUC: 50.775
INFO:utils:pump		AUC: 49.596	pAUC: 50.980
INFO:utils:slider		AUC: 52.331	pAUC: 49.367
INFO:utils:valve		AUC: 51.642	pAUC: 50.456
INFO:utils:Total average:		AUC: 51.155	pAUC: 50.279
INFO:utils:Best epoch now is:   50
INFO:utils:Epoch-51	loss:13.61174
INFO:utils:Epoch-52	loss:13.45400
INFO:utils:Epoch-53	loss:13.42137
INFO:utils:Epoch-54	loss:13.45154
INFO:utils:Epoch-55	loss:13.41177
INFO:utils:Epoch-56	loss:13.33144
INFO:utils:Epoch-57	loss:13.34711
INFO:utils:Epoch-58	loss:13.28490
INFO:utils:Epoch-59	loss:13.14934
INFO:utils:Epoch-60	loss:13.00907
INFO:utils:ToyCar		AUC: 43.871	pAUC: 50.006
INFO:utils:ToyConveyor		AUC: 53.413	pAUC: 50.501
INFO:utils:fan		AUC: 58.183	pAUC: 51.902
INFO:utils:pump		AUC: 52.073	pAUC: 50.245
INFO:utils:slider		AUC: 50.176	pAUC: 49.685
INFO:utils:valve		AUC: 48.724	pAUC: 50.395
INFO:utils:Total average:		AUC: 51.073	pAUC: 50.456
INFO:utils:Best epoch now is:   60
INFO:utils:Epoch-61	loss:13.05904
INFO:utils:Epoch-62	loss:12.92969
INFO:utils:Epoch-63	loss:12.94716
INFO:utils:Epoch-64	loss:13.00485
INFO:utils:Epoch-65	loss:12.90947
INFO:utils:Epoch-66	loss:13.02845
INFO:utils:Epoch-67	loss:12.98354
INFO:utils:Epoch-68	loss:12.76725
INFO:utils:Epoch-69	loss:12.78300
INFO:utils:Epoch-70	loss:12.61092
INFO:utils:ToyCar		AUC: 54.290	pAUC: 49.731
INFO:utils:ToyConveyor		AUC: 52.460	pAUC: 50.833
INFO:utils:fan		AUC: 56.370	pAUC: 50.086
INFO:utils:pump		AUC: 52.857	pAUC: 50.981
INFO:utils:slider		AUC: 48.914	pAUC: 48.839
INFO:utils:valve		AUC: 49.595	pAUC: 50.470
INFO:utils:Total average:		AUC: 52.414	pAUC: 50.157
INFO:utils:Best epoch now is:   70
INFO:utils:Epoch-71	loss:12.78385
INFO:utils:Epoch-72	loss:12.74352
INFO:utils:Epoch-73	loss:12.65729
INFO:utils:Epoch-74	loss:12.55771
INFO:utils:Epoch-75	loss:12.62453
INFO:utils:Epoch-76	loss:12.71214
INFO:utils:Epoch-77	loss:12.51453
INFO:utils:Epoch-78	loss:12.65307
INFO:utils:Epoch-79	loss:12.56425
INFO:utils:Epoch-80	loss:12.58900
INFO:utils:ToyCar		AUC: 49.913	pAUC: 50.177
INFO:utils:ToyConveyor		AUC: 50.338	pAUC: 50.281
INFO:utils:fan		AUC: 61.100	pAUC: 53.077
INFO:utils:pump		AUC: 57.956	pAUC: 54.479
INFO:utils:slider		AUC: 46.260	pAUC: 49.043
INFO:utils:valve		AUC: 51.538	pAUC: 50.248
INFO:utils:Total average:		AUC: 52.851	pAUC: 51.217
INFO:utils:Best epoch now is:   80
INFO:utils:Epoch-81	loss:12.62453
INFO:utils:Epoch-82	loss:12.51491
INFO:utils:Epoch-83	loss:12.58479
INFO:utils:Epoch-84	loss:12.68888
INFO:utils:Epoch-85	loss:12.74086
INFO:utils:Epoch-86	loss:12.69244
INFO:utils:Epoch-87	loss:12.46712
INFO:utils:Epoch-88	loss:12.50121
INFO:utils:Epoch-89	loss:12.42792
INFO:utils:Epoch-90	loss:12.41849
INFO:utils:ToyCar		AUC: 52.529	pAUC: 50.077
INFO:utils:ToyConveyor		AUC: 51.311	pAUC: 50.494
INFO:utils:fan		AUC: 55.898	pAUC: 51.719
INFO:utils:pump		AUC: 55.023	pAUC: 49.422
INFO:utils:slider		AUC: 51.992	pAUC: 49.919
INFO:utils:valve		AUC: 51.481	pAUC: 50.172
INFO:utils:Total average:		AUC: 53.039	pAUC: 50.301
INFO:utils:Epoch-91	loss:12.43372
INFO:utils:Epoch-92	loss:12.40753
INFO:utils:Epoch-93	loss:12.30682
INFO:utils:Epoch-94	loss:12.66453
INFO:utils:Epoch-95	loss:12.26135
INFO:utils:Epoch-96	loss:12.45558
INFO:utils:Epoch-97	loss:12.41279
INFO:utils:Epoch-98	loss:12.16179
INFO:utils:Epoch-99	loss:12.35688
INFO:utils:Epoch-100	loss:12.26698
INFO:utils:ToyCar		AUC: 49.918	pAUC: 49.737
INFO:utils:ToyConveyor		AUC: 54.036	pAUC: 51.158
INFO:utils:fan		AUC: 55.470	pAUC: 50.922
INFO:utils:pump		AUC: 45.843	pAUC: 49.548
INFO:utils:slider		AUC: 46.379	pAUC: 49.484
INFO:utils:valve		AUC: 50.043	pAUC: 50.217
INFO:utils:Total average:		AUC: 50.282	pAUC: 50.178
INFO:utils:Epoch-101	loss:12.03001
INFO:utils:Epoch-102	loss:12.18815
INFO:utils:Epoch-103	loss:12.28273
INFO:utils:Epoch-104	loss:12.06290
INFO:utils:Epoch-105	loss:12.30756
INFO:utils:Epoch-106	loss:12.33500
INFO:utils:Epoch-107	loss:12.15807
INFO:utils:Epoch-108	loss:12.10958
INFO:utils:Epoch-109	loss:12.06934
INFO:utils:Epoch-110	loss:12.02295
INFO:utils:ToyCar		AUC: 51.454	pAUC: 50.075
INFO:utils:ToyConveyor		AUC: 54.713	pAUC: 50.877
INFO:utils:fan		AUC: 55.262	pAUC: 50.966
INFO:utils:pump		AUC: 54.252	pAUC: 50.580
INFO:utils:slider		AUC: 54.879	pAUC: 49.942
INFO:utils:valve		AUC: 49.473	pAUC: 50.131
INFO:utils:Total average:		AUC: 53.339	pAUC: 50.429
INFO:utils:Epoch-111	loss:12.09651
INFO:utils:Epoch-112	loss:12.02983
INFO:utils:Epoch-113	loss:12.03862
INFO:utils:Epoch-114	loss:12.07066
INFO:utils:Epoch-115	loss:11.95315
INFO:utils:Epoch-116	loss:11.94770
INFO:utils:Epoch-117	loss:12.05451
INFO:utils:Epoch-118	loss:11.87755
INFO:utils:Epoch-119	loss:11.87065
INFO:utils:Epoch-120	loss:11.84530
INFO:utils:ToyCar		AUC: 46.631	pAUC: 49.878
INFO:utils:ToyConveyor		AUC: 51.387	pAUC: 50.622
INFO:utils:fan		AUC: 58.334	pAUC: 50.885
INFO:utils:pump		AUC: 47.598	pAUC: 48.920
INFO:utils:slider		AUC: 52.937	pAUC: 50.174
INFO:utils:valve		AUC: 47.791	pAUC: 49.513
INFO:utils:Total average:		AUC: 50.780	pAUC: 49.999
INFO:utils:Epoch-121	loss:11.91465
INFO:utils:Epoch-122	loss:12.14413
INFO:utils:Epoch-123	loss:11.81747
INFO:utils:Epoch-124	loss:11.76015
INFO:utils:Epoch-125	loss:11.74384
INFO:utils:Epoch-126	loss:11.86009
INFO:utils:Epoch-127	loss:11.83612
INFO:utils:Epoch-128	loss:11.69878
INFO:utils:Epoch-129	loss:11.73295
INFO:utils:Epoch-130	loss:11.77106
INFO:utils:ToyCar		AUC: 46.322	pAUC: 49.681
INFO:utils:ToyConveyor		AUC: 50.467	pAUC: 50.014
INFO:utils:fan		AUC: 58.199	pAUC: 50.773
INFO:utils:pump		AUC: 52.249	pAUC: 50.394
INFO:utils:slider		AUC: 50.509	pAUC: 50.020
INFO:utils:valve		AUC: 45.375	pAUC: 49.754
INFO:utils:Total average:		AUC: 50.520	pAUC: 50.106
INFO:utils:Epoch-131	loss:11.84310
INFO:utils:Epoch-132	loss:11.63254
INFO:utils:Epoch-133	loss:11.83904
INFO:utils:Epoch-134	loss:11.70908
INFO:utils:Epoch-135	loss:11.68545
INFO:utils:Epoch-136	loss:11.65879
INFO:utils:Epoch-137	loss:11.52960
INFO:utils:Epoch-138	loss:11.78502
INFO:utils:Epoch-139	loss:11.58049
INFO:utils:Epoch-140	loss:11.67643
INFO:utils:ToyCar		AUC: 41.755	pAUC: 49.259
INFO:utils:ToyConveyor		AUC: 49.911	pAUC: 50.273
INFO:utils:fan		AUC: 60.076	pAUC: 54.212
INFO:utils:pump		AUC: 49.089	pAUC: 50.080
INFO:utils:slider		AUC: 48.943	pAUC: 50.967
INFO:utils:valve		AUC: 46.412	pAUC: 49.909
INFO:utils:Total average:		AUC: 49.364	pAUC: 50.784
INFO:utils:Epoch-141	loss:11.60572
INFO:utils:Epoch-142	loss:11.72062
INFO:utils:Epoch-143	loss:11.48425
INFO:utils:Epoch-144	loss:11.56306
INFO:utils:Epoch-145	loss:11.56985
INFO:utils:Epoch-146	loss:11.54850
INFO:utils:Epoch-147	loss:11.57201
INFO:utils:Epoch-148	loss:11.70056
INFO:utils:Epoch-149	loss:11.53507
INFO:utils:Epoch-150	loss:11.75273
INFO:utils:ToyCar		AUC: 49.174	pAUC: 49.675
INFO:utils:ToyConveyor		AUC: 49.427	pAUC: 50.029
INFO:utils:fan		AUC: 59.237	pAUC: 56.903
INFO:utils:pump		AUC: 52.220	pAUC: 52.231
INFO:utils:slider		AUC: 48.873	pAUC: 51.504
INFO:utils:valve		AUC: 45.621	pAUC: 49.326
INFO:utils:Total average:		AUC: 50.759	pAUC: 51.611
INFO:utils:Epoch-151	loss:11.51105
INFO:utils:Epoch-152	loss:11.45986
INFO:utils:Epoch-153	loss:11.43813
INFO:utils:Epoch-154	loss:11.44140
INFO:utils:Epoch-155	loss:11.46336
INFO:utils:Epoch-156	loss:11.48876
INFO:utils:Epoch-157	loss:11.38953
INFO:utils:Epoch-158	loss:11.44232
INFO:utils:Epoch-159	loss:11.42593
INFO:utils:Epoch-160	loss:11.53989
INFO:utils:ToyCar		AUC: 47.305	pAUC: 49.526
INFO:utils:ToyConveyor		AUC: 51.529	pAUC: 49.922
INFO:utils:fan		AUC: 60.587	pAUC: 54.828
INFO:utils:pump		AUC: 53.964	pAUC: 52.611
INFO:utils:slider		AUC: 44.073	pAUC: 49.731
INFO:utils:valve		AUC: 46.384	pAUC: 49.393
INFO:utils:Total average:		AUC: 50.640	pAUC: 51.002
INFO:utils:Epoch-161	loss:11.26039
INFO:utils:Epoch-162	loss:11.63779
INFO:utils:Epoch-163	loss:11.46021
INFO:utils:Epoch-164	loss:11.48755
INFO:utils:Epoch-165	loss:11.38894
INFO:utils:Epoch-166	loss:11.56596
INFO:utils:Epoch-167	loss:11.43925
INFO:utils:Epoch-168	loss:11.37681
INFO:utils:Epoch-169	loss:11.43456
INFO:utils:Epoch-170	loss:11.37011
INFO:utils:ToyCar		AUC: 47.170	pAUC: 49.584
INFO:utils:ToyConveyor		AUC: 50.754	pAUC: 50.494
INFO:utils:fan		AUC: 60.745	pAUC: 53.586
INFO:utils:pump		AUC: 51.948	pAUC: 51.620
INFO:utils:slider		AUC: 51.220	pAUC: 50.659
INFO:utils:valve		AUC: 44.642	pAUC: 50.073
INFO:utils:Total average:		AUC: 51.080	pAUC: 51.003
INFO:utils:Epoch-171	loss:11.29287
INFO:utils:Epoch-172	loss:11.54344
INFO:utils:Epoch-173	loss:11.29147
INFO:utils:Epoch-174	loss:11.43845
INFO:utils:Epoch-175	loss:11.21380
INFO:utils:Epoch-176	loss:11.49830
INFO:utils:Epoch-177	loss:11.28992
INFO:utils:Epoch-178	loss:11.47427
INFO:utils:Epoch-179	loss:11.34942
INFO:utils:Epoch-180	loss:11.36324
INFO:utils:ToyCar		AUC: 47.698	pAUC: 49.827
INFO:utils:ToyConveyor		AUC: 51.690	pAUC: 50.476
INFO:utils:fan		AUC: 62.174	pAUC: 56.246
INFO:utils:pump		AUC: 55.598	pAUC: 53.412
INFO:utils:slider		AUC: 44.030	pAUC: 50.139
INFO:utils:valve		AUC: 46.015	pAUC: 49.723
INFO:utils:Total average:		AUC: 51.201	pAUC: 51.637
INFO:utils:Epoch-181	loss:11.35056
INFO:utils:Epoch-182	loss:11.36242
INFO:utils:Epoch-183	loss:11.29418
INFO:utils:Epoch-184	loss:11.42797
INFO:utils:Epoch-185	loss:11.24876
INFO:utils:Epoch-186	loss:11.39403
INFO:utils:Epoch-187	loss:11.29134
INFO:utils:Epoch-188	loss:11.43082
INFO:utils:Epoch-189	loss:11.21460
INFO:utils:Epoch-190	loss:11.30647
INFO:utils:ToyCar		AUC: 45.293	pAUC: 49.536
INFO:utils:ToyConveyor		AUC: 50.097	pAUC: 50.237
INFO:utils:fan		AUC: 62.733	pAUC: 57.879
INFO:utils:pump		AUC: 55.401	pAUC: 54.652
INFO:utils:slider		AUC: 51.178	pAUC: 50.733
INFO:utils:valve		AUC: 47.242	pAUC: 49.966
INFO:utils:Total average:		AUC: 51.991	pAUC: 52.167
INFO:utils:Best epoch now is:  190
INFO:utils:Epoch-191	loss:11.27133
INFO:utils:Epoch-192	loss:11.26201
INFO:utils:Epoch-193	loss:11.37413
INFO:utils:Epoch-194	loss:11.35547
INFO:utils:Epoch-195	loss:11.18227
INFO:utils:Epoch-196	loss:11.56487
INFO:utils:Epoch-197	loss:11.09955
INFO:utils:Epoch-198	loss:11.35574
INFO:utils:Epoch-199	loss:11.26724
INFO:utils:Epoch-200	loss:11.32314
INFO:utils:ToyCar		AUC: 51.395	pAUC: 49.954
INFO:utils:ToyConveyor		AUC: 53.268	pAUC: 50.505
INFO:utils:fan		AUC: 62.339	pAUC: 58.025
INFO:utils:pump		AUC: 54.350	pAUC: 53.049
INFO:utils:slider		AUC: 52.684	pAUC: 50.403
INFO:utils:valve		AUC: 47.433	pAUC: 49.811
INFO:utils:Total average:		AUC: 53.578	pAUC: 51.958
INFO:utils:Best epoch now is:  200
INFO:utils:Epoch-201	loss:11.30239
INFO:utils:Epoch-202	loss:11.28096
INFO:utils:Epoch-203	loss:11.20697
INFO:utils:Epoch-204	loss:11.25751
INFO:utils:Epoch-205	loss:11.22209
INFO:utils:Epoch-206	loss:11.39394
INFO:utils:Epoch-207	loss:11.15106
INFO:utils:Epoch-208	loss:11.36237
INFO:utils:Epoch-209	loss:11.27220
INFO:utils:Epoch-210	loss:11.18565
INFO:utils:ToyCar		AUC: 49.928	pAUC: 49.588
INFO:utils:ToyConveyor		AUC: 52.491	pAUC: 50.959
INFO:utils:fan		AUC: 63.226	pAUC: 56.966
INFO:utils:pump		AUC: 54.102	pAUC: 54.064
INFO:utils:slider		AUC: 53.417	pAUC: 50.563
INFO:utils:valve		AUC: 47.257	pAUC: 49.974
INFO:utils:Total average:		AUC: 53.403	pAUC: 52.019
INFO:utils:Epoch-211	loss:11.29670
INFO:utils:Epoch-212	loss:11.16066
INFO:utils:Epoch-213	loss:11.44778
INFO:utils:Epoch-214	loss:11.06964
INFO:utils:Epoch-215	loss:11.30017
INFO:utils:Epoch-216	loss:11.34731
INFO:utils:Epoch-217	loss:11.11164
INFO:utils:Epoch-218	loss:11.18128
INFO:utils:Epoch-219	loss:11.24153
INFO:utils:Epoch-220	loss:11.30304
INFO:utils:ToyCar		AUC: 48.925	pAUC: 49.623
INFO:utils:ToyConveyor		AUC: 54.365	pAUC: 50.878
INFO:utils:fan		AUC: 63.846	pAUC: 63.775
INFO:utils:pump		AUC: 57.994	pAUC: 56.824
INFO:utils:slider		AUC: 52.451	pAUC: 50.460
INFO:utils:valve		AUC: 47.552	pAUC: 49.777
INFO:utils:Total average:		AUC: 54.189	pAUC: 53.556
INFO:utils:Best epoch now is:  220
INFO:utils:Epoch-221	loss:11.08611
INFO:utils:Epoch-222	loss:11.31860
INFO:utils:Epoch-223	loss:11.15019
INFO:utils:Epoch-224	loss:11.16891
INFO:utils:Epoch-225	loss:11.21567
INFO:utils:Epoch-226	loss:11.13871
INFO:utils:Epoch-227	loss:11.47203
INFO:utils:Epoch-228	loss:10.95085
INFO:utils:Epoch-229	loss:11.17968
INFO:utils:Epoch-230	loss:11.30278
INFO:utils:ToyCar		AUC: 51.997	pAUC: 49.949
INFO:utils:ToyConveyor		AUC: 54.203	pAUC: 51.571
INFO:utils:fan		AUC: 65.598	pAUC: 61.488
INFO:utils:pump		AUC: 57.397	pAUC: 58.446
INFO:utils:slider		AUC: 51.655	pAUC: 50.363
INFO:utils:valve		AUC: 48.401	pAUC: 50.026
INFO:utils:Total average:		AUC: 54.875	pAUC: 53.641
INFO:utils:Best epoch now is:  230
INFO:utils:Epoch-231	loss:11.15193
INFO:utils:Epoch-232	loss:11.10836
INFO:utils:Epoch-233	loss:11.29619
INFO:utils:Epoch-234	loss:11.09298
INFO:utils:Epoch-235	loss:11.23818
INFO:utils:Epoch-236	loss:11.06567
INFO:utils:Epoch-237	loss:11.34417
INFO:utils:Epoch-238	loss:10.98468
INFO:utils:Epoch-239	loss:11.32200
INFO:utils:Epoch-240	loss:11.16461
INFO:utils:ToyCar		AUC: 46.882	pAUC: 49.707
INFO:utils:ToyConveyor		AUC: 53.928	pAUC: 51.112
INFO:utils:fan		AUC: 63.774	pAUC: 61.085
INFO:utils:pump		AUC: 58.009	pAUC: 56.503
INFO:utils:slider		AUC: 53.817	pAUC: 50.771
INFO:utils:valve		AUC: 48.867	pAUC: 49.669
INFO:utils:Total average:		AUC: 54.213	pAUC: 53.141
INFO:utils:Epoch-241	loss:11.01461
INFO:utils:Epoch-242	loss:11.42748
INFO:utils:Epoch-243	loss:10.91626
INFO:utils:Epoch-244	loss:11.38682
INFO:utils:Epoch-245	loss:10.92423
INFO:utils:Epoch-246	loss:11.35509
INFO:utils:Epoch-247	loss:11.00832
INFO:utils:Epoch-248	loss:11.16953
INFO:utils:Epoch-249	loss:11.27787
INFO:utils:Epoch-250	loss:10.99075
INFO:utils:ToyCar		AUC: 48.188	pAUC: 49.410
INFO:utils:ToyConveyor		AUC: 54.190	pAUC: 51.141
INFO:utils:fan		AUC: 64.729	pAUC: 60.778
INFO:utils:pump		AUC: 56.962	pAUC: 56.408
INFO:utils:slider		AUC: 52.506	pAUC: 50.508
INFO:utils:valve		AUC: 48.288	pAUC: 49.691
INFO:utils:Total average:		AUC: 54.144	pAUC: 52.989
INFO:utils:Epoch-251	loss:11.21054
INFO:utils:Epoch-252	loss:11.09837
INFO:utils:Epoch-253	loss:11.27402
INFO:utils:Epoch-254	loss:10.94727
INFO:utils:Epoch-255	loss:11.23773
INFO:utils:Epoch-256	loss:11.10199
INFO:utils:Epoch-257	loss:11.02197
INFO:utils:Epoch-258	loss:11.34135
INFO:utils:Epoch-259	loss:10.78047
INFO:utils:Epoch-260	loss:11.50872
INFO:utils:ToyCar		AUC: 50.797	pAUC: 49.743
INFO:utils:ToyConveyor		AUC: 55.470	pAUC: 51.513
INFO:utils:fan		AUC: 62.471	pAUC: 61.310
INFO:utils:pump		AUC: 58.538	pAUC: 57.189
INFO:utils:slider		AUC: 52.195	pAUC: 50.282
INFO:utils:valve		AUC: 48.728	pAUC: 49.535
INFO:utils:Total average:		AUC: 54.700	pAUC: 53.262
INFO:utils:Epoch-261	loss:10.68864
INFO:utils:Epoch-262	loss:11.50735
INFO:utils:Epoch-263	loss:10.86597
INFO:utils:Epoch-264	loss:11.19665
INFO:utils:Epoch-265	loss:11.10035
INFO:utils:Epoch-266	loss:11.04416
INFO:utils:Epoch-267	loss:11.28264
INFO:utils:Epoch-268	loss:10.95494
INFO:utils:Epoch-269	loss:11.03647
INFO:utils:Epoch-270	loss:11.28321
INFO:utils:ToyCar		AUC: 48.448	pAUC: 49.435
INFO:utils:ToyConveyor		AUC: 53.738	pAUC: 51.139
INFO:utils:fan		AUC: 63.334	pAUC: 61.822
INFO:utils:pump		AUC: 59.708	pAUC: 59.664
INFO:utils:slider		AUC: 51.093	pAUC: 50.261
INFO:utils:valve		AUC: 48.151	pAUC: 49.756
INFO:utils:Total average:		AUC: 54.079	pAUC: 53.680
INFO:utils:Epoch-271	loss:10.90916
INFO:utils:Epoch-272	loss:11.21659
INFO:utils:Epoch-273	loss:10.87252
INFO:utils:Epoch-274	loss:11.20710
INFO:utils:Epoch-275	loss:11.11835
INFO:utils:Epoch-276	loss:10.90453
INFO:utils:Epoch-277	loss:11.44974
INFO:utils:Epoch-278	loss:10.76416
INFO:utils:Epoch-279	loss:11.17776
INFO:utils:Epoch-280	loss:10.97130
INFO:utils:ToyCar		AUC: 49.209	pAUC: 49.567
INFO:utils:ToyConveyor		AUC: 54.763	pAUC: 51.339
INFO:utils:fan		AUC: 62.325	pAUC: 62.777
INFO:utils:pump		AUC: 62.696	pAUC: 58.534
INFO:utils:slider		AUC: 51.752	pAUC: 50.346
INFO:utils:valve		AUC: 49.338	pAUC: 50.000
INFO:utils:Total average:		AUC: 55.014	pAUC: 53.760
INFO:utils:Best epoch now is:  280
INFO:utils:Epoch-281	loss:11.35913
INFO:utils:Epoch-282	loss:10.79964
INFO:utils:Epoch-283	loss:11.16595
INFO:utils:Epoch-284	loss:11.02587
INFO:utils:Epoch-285	loss:11.14294
INFO:utils:Epoch-286	loss:11.00609
INFO:utils:Epoch-287	loss:11.18137
INFO:utils:Epoch-288	loss:11.01946
INFO:utils:Epoch-289	loss:11.02718
INFO:utils:Epoch-290	loss:10.94453
INFO:utils:ToyCar		AUC: 48.649	pAUC: 49.593
INFO:utils:ToyConveyor		AUC: 53.948	pAUC: 51.255
INFO:utils:fan		AUC: 62.604	pAUC: 62.792
INFO:utils:pump		AUC: 61.835	pAUC: 57.563
INFO:utils:slider		AUC: 50.156	pAUC: 50.299
INFO:utils:valve		AUC: 49.608	pAUC: 49.889
INFO:utils:Total average:		AUC: 54.467	pAUC: 53.565
INFO:utils:Epoch-291	loss:11.34510
INFO:utils:Epoch-292	loss:10.71074
INFO:utils:Epoch-293	loss:11.34777
INFO:utils:Epoch-294	loss:10.90856
INFO:utils:Epoch-295	loss:11.11752
INFO:utils:Epoch-296	loss:11.01752
INFO:utils:Epoch-297	loss:11.08986
INFO:utils:Epoch-298	loss:11.08160
INFO:utils:Epoch-299	loss:10.93924
INFO:utils:Epoch-300	loss:11.32420
INFO:utils:ToyCar		AUC: 47.244	pAUC: 49.457
INFO:utils:ToyConveyor		AUC: 52.367	pAUC: 50.789
INFO:utils:fan		AUC: 62.261	pAUC: 63.855
INFO:utils:pump		AUC: 61.831	pAUC: 59.413
INFO:utils:slider		AUC: 52.269	pAUC: 50.324
INFO:utils:valve		AUC: 49.743	pAUC: 49.888
INFO:utils:Total average:		AUC: 54.286	pAUC: 53.954
INFO:utils:ToyCar		AUC: 49.209	pAUC: 49.567
INFO:utils:ToyConveyor		AUC: 54.763	pAUC: 51.339
INFO:utils:fan		AUC: 62.325	pAUC: 62.777
INFO:utils:pump		AUC: 62.696	pAUC: 58.534
INFO:utils:slider		AUC: 51.752	pAUC: 50.346
INFO:utils:valve		AUC: 49.338	pAUC: 50.000
INFO:utils:Total average:		AUC: 55.014	pAUC: 53.760

Above is my running log, but as you can see, the loss value decreases, but the AUROC value is almost only 50. I ran the code as is, what is the problem? FYI I also used an additional dataset!

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