Spaces:
Sleeping
Sleeping
Anubad Mahapatra commited on
Commit ·
1da4611
1
Parent(s): 1bb8ceb
Deploying GPT-2 text generator for MIS 769
Browse files- app.py +33 -0
- requirements.txt +3 -0
app.py
ADDED
|
@@ -0,0 +1,33 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
import gradio as gr
|
| 3 |
+
from transformers import pipeline
|
| 4 |
+
|
| 5 |
+
# Load model
|
| 6 |
+
generator = pipeline("text-generation", model="gpt2")
|
| 7 |
+
|
| 8 |
+
def generate_text(prompt, temperature, max_length):
|
| 9 |
+
if not prompt:
|
| 10 |
+
return "Please enter a prompt."
|
| 11 |
+
|
| 12 |
+
result = generator(
|
| 13 |
+
prompt,
|
| 14 |
+
max_new_tokens=int(max_length),
|
| 15 |
+
temperature=temperature,
|
| 16 |
+
do_sample=True,
|
| 17 |
+
pad_token_id=50256
|
| 18 |
+
)
|
| 19 |
+
return result[0]['generated_text']
|
| 20 |
+
|
| 21 |
+
demo = gr.Interface(
|
| 22 |
+
fn=generate_text,
|
| 23 |
+
inputs=[
|
| 24 |
+
gr.Textbox(label="Prompt", placeholder="Enter your prompt..."),
|
| 25 |
+
gr.Slider(0.1, 1.5, value=0.7, label="Temperature"),
|
| 26 |
+
gr.Slider(20, 200, value=50, label="Max Tokens")
|
| 27 |
+
],
|
| 28 |
+
outputs=gr.Textbox(label="Generated Text"),
|
| 29 |
+
title="Text Generator",
|
| 30 |
+
description="Generate text with GPT-2"
|
| 31 |
+
)
|
| 32 |
+
|
| 33 |
+
demo.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
transformers
|
| 2 |
+
gradio
|
| 3 |
+
torch
|