Spaces:
Runtime error
Runtime error
add more examples
#2
by
noahnsimbe
- opened
- .gitignore +1 -0
- app.py +25 -4
- requirements.txt +6 -1
.gitignore
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
venv/
|
app.py
CHANGED
@@ -1,7 +1,28 @@
|
|
1 |
import gradio as gr
|
|
|
2 |
|
3 |
-
|
4 |
-
return f" Uploaded file: {file.name}"
|
5 |
|
6 |
-
|
7 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
import gradio as gr
|
2 |
+
from transformers import pipeline
|
3 |
|
4 |
+
summarizer = pipeline("summarization")
|
|
|
5 |
|
6 |
+
|
7 |
+
def summarize(doc: str) -> str:
|
8 |
+
results = summarizer(doc, max_length=150, min_length=30, do_sample=False)
|
9 |
+
summary_text = results[0]["summary_text"]
|
10 |
+
return summary_text
|
11 |
+
|
12 |
+
|
13 |
+
app = gr.Interface(
|
14 |
+
summarize,
|
15 |
+
[gr.Textbox(label="Text to summarize")],
|
16 |
+
gr.Textbox(label="Summary"),
|
17 |
+
examples=[
|
18 |
+
[
|
19 |
+
"Researchers have discovered a new species of dinosaur in Argentina. The dinosaur, named Bajadasaurus pronuspinax, lived approximately 140 million years ago during the Cretaceous period. It was a herbivore with a long neck and spiky back, similar to the more well-known Stegosaurus. The discovery sheds light on the diversity of dinosaurs in South America during the Cretaceous period."
|
20 |
+
],
|
21 |
+
[
|
22 |
+
"Recent advances in deep learning have led to significant improvements in natural language processing tasks. In this paper, we propose a novel architecture for text summarization using transformer-based models. Our approach leverages self-attention mechanisms to capture long-range dependencies and generate coherent summaries. Experimental results on benchmark datasets demonstrate the effectiveness of our method compared to existing approaches."
|
23 |
+
],
|
24 |
+
],
|
25 |
+
)
|
26 |
+
|
27 |
+
if __name__ == "__main__":
|
28 |
+
app.launch()
|
requirements.txt
CHANGED
@@ -1 +1,6 @@
|
|
1 |
-
gradio_pdf
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
gradio_pdf
|
2 |
+
transformers
|
3 |
+
torch
|
4 |
+
torchvision
|
5 |
+
torchaudio
|
6 |
+
datasets
|