Update app.py
Browse files
app.py
CHANGED
@@ -7,32 +7,34 @@ st.markdown("### Articles classificator.")
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# st.markdown("<img width=200px src='https://rozetked.me/images/uploads/dwoilp3BVjlE.jpg'>", unsafe_allow_html=True)
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@st.cache
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def
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model_name = 'bert-base-uncased'
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)
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def process(title, summary):
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text = title + summary
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# st.markdown("<img width=200px src='https://rozetked.me/images/uploads/dwoilp3BVjlE.jpg'>", unsafe_allow_html=True)
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@st.cache
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def get_bert_and_tokenizer():
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model_name = 'bert-base-uncased'
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return AutoModel.from_pretrained(model_name), AutoTokenizer.from_pretrained(model_name)
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bert, tokenizer = get_bert_and_tokenizer()
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class devops_model(nn.Module):
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def __init__(self):
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super(devops_model, self).__init__()
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self.bert = bert
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self.fc = nn.Sequential(
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nn.Linear(768, 768),
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nn.ReLU(),
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nn.Dropout(0.3),
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nn.BatchNorm1d(768),
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nn.Linear(768, 5),
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nn.LogSoftmax(dim=-1)
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)
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def forward(self, train_batch):
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emb = self.bert(**train_batch)['pooler_output']
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return self.fc(emb)
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@st.cache
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def LoadModel():
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return torch.load('model.pt')
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model = LoadModel()
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def process(title, summary):
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text = title + summary
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