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请帮忙看一下,设置了5轮,跑到第二轮就自己停下来了,请问是什么原因? #6

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deutschoo opened this issue Dec 20, 2023 · 2 comments

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@deutschoo
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你好,大佬,模型训练过程中出现了下面的错误,请你帮我看一下。如附件中的截图所示,只有loss值,没有precision,recall和f1值。设置了5轮,跑到第二轮就自己停下来了,请问是什么原因?
图片1

另外,我抽取了一小部分数,20条数据作为训练集,40条数据作为测试集,进行训练。打算训练5轮,batch size为16,打算试试看代码能不能跑通。不知道这样的操作是不是导致模型跑不通了?
我的版本信息如下:
Python 3.6.13
Package Version


absl-py 1.4.0
astor 0.8.1
backcall 0.2.0
bert4keras 0.11.5
cached-property 1.5.2
certifi 2021.5.30
cycler 0.11.0
dataclasses 0.8
decorator 5.1.1
entrypoints 0.4
gast 0.5.4
google-pasta 0.2.0
grpcio 1.48.2
h5py 3.1.0
importlib-metadata 4.8.3
ipykernel 5.5.6
ipython 7.16.3
ipython-genutils 0.2.0
jedi 0.17.2
jupyter-client 7.1.2
jupyter-core 4.9.2
Keras 2.2.4
Keras-Applications 1.0.8
Keras-Preprocessing 1.1.2
kiwisolver 1.3.1
Markdown 3.3.7
matplotlib 3.3.4
nest-asyncio 1.5.8
numpy 1.19.5
pandas 1.1.5
parso 0.7.1
pexpect 4.9.0
pickleshare 0.7.5
Pillow 8.4.0
pip 21.2.2
prompt-toolkit 3.0.36
protobuf 3.19.6
ptyprocess 0.7.0
pydot 1.4.1
Pygments 2.14.0
pyparsing 3.1.1
python-dateutil 2.8.2
pytz 2023.3.post1
PyYAML 6.0.1
pyzmq 25.1.2
scipy 1.5.4
setuptools 58.0.4
six 1.16.0
tensorboard 1.14.0
tensorflow 1.14.0
tensorflow-estimator 1.14.0
termcolor 1.1.0
tornado 6.1
tqdm 4.61.2
traitlets 4.3.3
typing_extensions 4.1.1
wcwidth 0.2.12
Werkzeug 2.0.3
wheel 0.37.1
wrapt 1.16.0
zipp 3.6.0

@Bureaux-Tao
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加上一些trick后前几轮F1是0很正常,一般10轮以内会有数值,建议可以将早停去掉,保存最佳权重,然后手动结束训练。

@deutschoo
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加上一些trick后前几轮F1是0很正常,一般10轮以内会有数值,建议可以将早停去掉,保存最佳权重,然后手动结束训练。

谢谢您的回复,请问一下,运行到第二轮出现下面的情况是什么原因?如何解决
Epoch 2/20
3/3 [==============================] - 59s 20s/step - loss: 2255.7770 - global_pointer_1_loss: 26.6359 - global_pointer_2_loss: 1105.6377 - global_pointer_3_loss: 1123.5034
0it [00:00, ?it/s]

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