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View Code? Open in Web Editor NEWA spectro-temporal fusion feature, STgram, with MobileFaceNet For more stable Anomalous Sound Detection
A spectro-temporal fusion feature, STgram, with MobileFaceNet For more stable Anomalous Sound Detection
I find that the function which named "def log_mel_spect_to_vector" is not used. Did you just use MelSpectrogram?
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.
`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.
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:
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
May I ask why the num_class in the config file is 41 and what does this parameter do? thanks~
313frames_train_path_list.db,sorry, I want to know how this file is generated
Thanks for your reply!
I am trying to migrate this project, but I am confused why num_class = 41, why not 6?
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
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?
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?
Your paper stated that "The model is trained with 200 epochs". However, the config.yml file specified 300 epochs. Which one is correct?
Thanks,
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!
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
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!
Hi, Im wondering how you came up with the parameter of margin 0.7 and scale 30 in the ArcFace loss.
Is there a rule to follow or just by testing different numbers?
Only the development dataset of DCASE 2020 Task 2 is used,include fan、pump、slider、Toycar、toyconveyor、value data,what should the class_num be set to?
Thanks for answering~
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