Spaces:
Runtime error
Runtime error
Upload 3 files
Browse files- app.py +31 -0
- input.csv +0 -0
- requirements.txt +3 -0
app.py
ADDED
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import gradio as gr
|
2 |
+
|
3 |
+
from transformers import pipeline
|
4 |
+
import csv
|
5 |
+
|
6 |
+
model_id = "philschmid/bart-large-cnn-samsum"
|
7 |
+
|
8 |
+
summarizer = pipeline("summarization", model=model_id)
|
9 |
+
|
10 |
+
def summarize(text):
|
11 |
+
text = str(text)
|
12 |
+
if text == "showdata":
|
13 |
+
lines = "(lines)"
|
14 |
+
with open('input.csv',"r") as f:
|
15 |
+
lines = f.readlines()
|
16 |
+
return str(lines)
|
17 |
+
|
18 |
+
|
19 |
+
generated_summary_short = summarizer(text, max_length=40, min_length=10)[0]['summary_text']
|
20 |
+
generated_summary = summarizer(text, max_length=80, min_length=20)[0]['summary_text']
|
21 |
+
generated_summary_long = summarizer(text, max_length=200, min_length=40)[0]['summary_text']
|
22 |
+
|
23 |
+
fields = [str(text), str(generated_summary)]
|
24 |
+
with open('input.csv','a', newline='') as f:
|
25 |
+
writer = csv.writer(f)
|
26 |
+
writer.writerow(fields)
|
27 |
+
|
28 |
+
return "Summary: " + str(generated_summary) + "\n\n" + "shorter: " + str(generated_summary_short)+ "\n\n" + "Longer: " + str(generated_summary_long)
|
29 |
+
|
30 |
+
iface = gr.Interface(fn=summarize, inputs="text", outputs="text")
|
31 |
+
iface.launch()
|
input.csv
ADDED
File without changes
|
requirements.txt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
transformers
|
2 |
+
tensorflow
|
3 |
+
torch
|