delete
Browse files
gr_api.py
DELETED
@@ -1,35 +0,0 @@
|
|
1 |
-
import gradio as gr
|
2 |
-
from transformers import AutoTokenizer, AutoModelForSequenceClassification
|
3 |
-
import torch.nn as nn
|
4 |
-
|
5 |
-
name = ["negative","neutral","positive"]
|
6 |
-
|
7 |
-
|
8 |
-
def main_note(sentence,aspect):
|
9 |
-
tokenizer = AutoTokenizer.from_pretrained("yangheng/deberta-v3-base-absa-v1.1")
|
10 |
-
model = AutoModelForSequenceClassification.from_pretrained("yangheng/deberta-v3-base-absa-v1.1")
|
11 |
-
# model = AutoModelForSequenceClassification.from_pretrained("yangheng/deberta-v3-large-absa-v1.1")
|
12 |
-
input_str = "[CLS]" + sentence + "[SEP]" + aspect + "[SEP]"
|
13 |
-
# input_str = "[CLS] when tables opened up, the manager sat another party before us. [SEP] manager [SEP]"
|
14 |
-
inputs = tokenizer(input_str, return_tensors="pt")
|
15 |
-
outputs = model(**inputs)
|
16 |
-
softmax = nn.Softmax(dim=1)
|
17 |
-
outputs = softmax(outputs.logits)
|
18 |
-
result = [round(i,4) for i in outputs.tolist()[0]]
|
19 |
-
# print(result)
|
20 |
-
return dict(zip(name,result))
|
21 |
-
|
22 |
-
# main_note("","")
|
23 |
-
|
24 |
-
iface = gr.Interface(
|
25 |
-
fn = main_note,
|
26 |
-
inputs=["text","text"],
|
27 |
-
outputs = gr.outputs.Label(),
|
28 |
-
examples=[["1.) Instead of being at the back of the oven, the cord is attached at the front right side.","cord"],
|
29 |
-
["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"],
|
30 |
-
["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"],
|
31 |
-
["They seem much more durable and less prone to staining, retaining their white properties for a much longer period of time.","durability"],
|
32 |
-
["It took some time to clean and maintain, but totally worth it!","clean"],
|
33 |
-
["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"]])
|
34 |
-
|
35 |
-
iface.launch(share=True)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|