Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
@@ -1,21 +1,34 @@
|
|
|
|
|
|
|
|
1 |
import gradio as gr
|
2 |
from transformers import pipeline
|
3 |
|
4 |
-
# Step 3: Define the summarization function
|
5 |
-
|
|
|
|
|
|
|
|
|
|
|
6 |
|
7 |
-
def summarize(text):
|
|
|
8 |
summary = summarizer(text, max_length=150, min_length=40, do_sample=False)
|
9 |
return summary[0]['summary_text']
|
10 |
|
11 |
# Step 4: Create the Gradio interface
|
12 |
iface = gr.Interface(
|
13 |
fn=summarize,
|
14 |
-
inputs=
|
|
|
|
|
|
|
15 |
outputs="textbox",
|
16 |
title="Text Summarizer",
|
17 |
-
description="Summarize text using
|
18 |
)
|
19 |
|
20 |
# Step 5: Launch the interface
|
21 |
-
iface.launch()
|
|
|
|
1 |
+
|
2 |
+
|
3 |
+
# Step 2: Import libraries
|
4 |
import gradio as gr
|
5 |
from transformers import pipeline
|
6 |
|
7 |
+
# Step 3: Define the summarization function for multiple models
|
8 |
+
summarizers = {
|
9 |
+
"BART (facebook/bart-large-cnn)": pipeline("summarization", model="facebook/bart-large-cnn"),
|
10 |
+
"T5 (t5-small)": pipeline("summarization", model="t5-small"),
|
11 |
+
"Pegasus (google/pegasus-xsum)": pipeline("summarization", model="google/pegasus-xsum"),
|
12 |
+
"DistilBART (sshleifer/distilbart-cnn-12-6)": pipeline("summarization", model="sshleifer/distilbart-cnn-12-6")
|
13 |
+
}
|
14 |
|
15 |
+
def summarize(text, model_name):
|
16 |
+
summarizer = summarizers[model_name]
|
17 |
summary = summarizer(text, max_length=150, min_length=40, do_sample=False)
|
18 |
return summary[0]['summary_text']
|
19 |
|
20 |
# Step 4: Create the Gradio interface
|
21 |
iface = gr.Interface(
|
22 |
fn=summarize,
|
23 |
+
inputs=[
|
24 |
+
gr.Textbox(lines=10, label="Input Text"),
|
25 |
+
gr.Dropdown(choices=list(summarizers.keys()), label="Choose Model")
|
26 |
+
],
|
27 |
outputs="textbox",
|
28 |
title="Text Summarizer",
|
29 |
+
description="Summarize text using various models from Hugging Face"
|
30 |
)
|
31 |
|
32 |
# Step 5: Launch the interface
|
33 |
+
iface.launch()
|
34 |
+
|