codeteach commited on
Commit
c4e8aa2
·
verified ·
1 Parent(s): 1dca1fd

Create app.py

Browse files
Files changed (1) hide show
  1. app.py +48 -0
app.py ADDED
@@ -0,0 +1,48 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from transformers import pipeline
3
+
4
+ # Load a summarization model from Hugging Face
5
+ summarizer = pipeline("summarization")
6
+
7
+ def evaluate_text_against_rubric(rubric, text):
8
+ # Split rubric into criteria
9
+ criteria = rubric.split('\n')
10
+
11
+ # Use summarizer for each criterion as a dummy placeholder
12
+ evaluations = {}
13
+ for i, criterion in enumerate(criteria):
14
+ if criterion.strip():
15
+ summary = summarizer(text, max_length=50, min_length=25, do_sample=False)[0]['summary_text']
16
+ evaluations[f'Criteria {i+1}'] = {
17
+ "Criterion": criterion,
18
+ "Score": 3, # Dummy score for now
19
+ "Comment": f"Evaluation based on criterion: {criterion}",
20
+ "Example": summary
21
+ }
22
+ return evaluations
23
+
24
+ def evaluate(rubric, text):
25
+ evaluation = evaluate_text_against_rubric(rubric, text)
26
+ evaluation_text = ""
27
+ for criterion, details in evaluation.items():
28
+ evaluation_text += f"{criterion}:\n"
29
+ evaluation_text += f" Criterion: {details['Criterion']}\n"
30
+ evaluation_text += f" Score: {details['Score']}\n"
31
+ evaluation_text += f" Comment: {details['Comment']}\n"
32
+ evaluation_text += f" Example: {details['Example']}\n\n"
33
+ return evaluation_text
34
+
35
+ # Create Gradio interface
36
+ interface = gr.Interface(
37
+ fn=evaluate,
38
+ inputs=[
39
+ gr.Textbox(lines=10, placeholder="Enter your rubric here..."),
40
+ gr.Textbox(lines=10, placeholder="Paste the text to be evaluated here...")
41
+ ],
42
+ outputs="text",
43
+ title="Text Evaluator",
44
+ description="Upload or enter a rubric and paste text for evaluation. The system will grade the text against the rubric and provide feedback."
45
+ )
46
+
47
+ # Launch the interface
48
+ interface.launch()