ywuan commited on
Commit
b8e725f
·
1 Parent(s): 0a8431b
Files changed (1) hide show
  1. gr_api.py +0 -35
gr_api.py DELETED
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- import gradio as gr
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- from transformers import AutoTokenizer, AutoModelForSequenceClassification
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- import torch.nn as nn
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-
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- name = ["negative","neutral","positive"]
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-
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-
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- def main_note(sentence,aspect):
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- tokenizer = AutoTokenizer.from_pretrained("yangheng/deberta-v3-base-absa-v1.1")
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- model = AutoModelForSequenceClassification.from_pretrained("yangheng/deberta-v3-base-absa-v1.1")
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- # model = AutoModelForSequenceClassification.from_pretrained("yangheng/deberta-v3-large-absa-v1.1")
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- input_str = "[CLS]" + sentence + "[SEP]" + aspect + "[SEP]"
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- # input_str = "[CLS] when tables opened up, the manager sat another party before us. [SEP] manager [SEP]"
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- inputs = tokenizer(input_str, return_tensors="pt")
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- outputs = model(**inputs)
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- softmax = nn.Softmax(dim=1)
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- outputs = softmax(outputs.logits)
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- result = [round(i,4) for i in outputs.tolist()[0]]
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- # print(result)
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- return dict(zip(name,result))
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-
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- # main_note("","")
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-
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- iface = gr.Interface(
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- fn = main_note,
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- inputs=["text","text"],
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- outputs = gr.outputs.Label(),
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- examples=[["1.) Instead of being at the back of the oven, the cord is attached at the front right side.","cord"],
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- ["The pan I received was not in the same league as my old pan, new is cheap feeling and does not have a plate on the bottom.","pan"],
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- ["The pan I received was not in the same league as my old pan, new is cheap feeling and does not have a plate on the bottom.","bottom"],
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- ["They seem much more durable and less prone to staining, retaining their white properties for a much longer period of time.","durability"],
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- ["It took some time to clean and maintain, but totally worth it!","clean"],
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- ["this means that not only will the smallest burner heat up the pan, but it will also vertically heat up 1\" of the handle.","handle"]])
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-
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- iface.launch(share=True)