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What am I doing wrong while training a model #15

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zxcqirara opened this issue Sep 20, 2024 · 0 comments
Open

What am I doing wrong while training a model #15

zxcqirara opened this issue Sep 20, 2024 · 0 comments

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@zxcqirara
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zxcqirara commented Sep 20, 2024

I recorded some samples with calling my bot, then tried to train a model according to the guide but it instantly reached 100%, I have recorded 250 samples of calling it and 1000 noise/silence samples. There are command:

rustpotter-cli train -t small --train-dir ./train --test-dir ./test --test-epochs 10 --epochs 2500 -l 0.017 cinet-trained-small.rpw

And logs:

Start training cinet-trained-small.rpw!
Model type: small.
Labels: ["none", "cinet"].
Training with 1250 records.
Testing with 100 records.
Training on 1650ms of audio.
  10 train loss:  0.45068 test acc: 100.00%
  20 train loss:  0.37763 test acc: 100.00%
  30 train loss:  0.33143 test acc: 100.00%
  40 train loss:  0.29268 test acc: 100.00%
  50 train loss:  0.26013 test acc: 100.00%
  60 train loss:  0.23273 test acc: 100.00%
  70 train loss:  0.20961 test acc: 100.00%
  80 train loss:  0.19005 test acc: 100.00%
  90 train loss:  0.17345 test acc: 100.00%
 100 train loss:  0.15933 test acc: 100.00%
   ...
2450 train loss:  0.05909 test acc: 100.00%
2460 train loss:  0.05909 test acc: 100.00%
2470 train loss:  0.05909 test acc: 100.00%
2480 train loss:  0.05909 test acc: 100.00%
2490 train loss:  0.05909 test acc: 100.00%
2500 train loss:  0.05909 test acc: 100.00%
cinet-trained-small.rpw created!

P.S. Files in train folder were called like

[cinet]1.wav
[cinet]2.wav
...
[cinet]249.wav
[cinet]250.wav
1.wav
2.wav
...
999.wav
1000.wav

And in the test folder like:

test1.wav
test2.wav
...
test99.wav
test100.wav
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