DemahAlmutairi's picture
Update app.py
aa6c44a verified
raw
history blame contribute delete
3.65 kB
import gradio as gr
from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
import torch
import spaces
import os
import gc
import torch
# Create the necessary directories
os.makedirs('.gradio/cached_examples/17', exist_ok=True)
def get_model_name(language):
"""Map language choice to the corresponding model."""
model_mapping = {
"English": "microsoft/Phi-3-mini-4k-instruct",
"Arabic": "ALLaM-AI/ALLaM-7B-Instruct-preview"
}
return model_mapping.get(language, "ALLaM-AI/ALLaM-7B-Instruct-preview") # Default to Arabic model
def load_model(model_name):
device = "cuda" if torch.cuda.is_available() else "cpu"
model = AutoModelForCausalLM.from_pretrained(
model_name,
device_map=device,
torch_dtype="auto",
trust_remote_code=True,
)
tokenizer = AutoTokenizer.from_pretrained(model_name)
generator = pipeline(
"text-generation",
model=model,
tokenizer=tokenizer,
return_full_text=False,
max_new_tokens=500,
do_sample=True, # Enable sampling for more creative outputs
top_k=50, # Control diversity
top_p=0.95 # Control diversity
)
del model
del tokenizer
return generator
@spaces.GPU
def generate_kids_story(character, setting, language):
model_name = get_model_name(language)
generator = load_model(model_name)
# Define prompt for the AI model
if language == "English":
prompt = (f"Write a short story for kids about a character named {character} who goes on an adventure in {setting}. "
"Make it fun, engaging, and suitable for children.")
else:
prompt = (f"اكتب قصة قصيرة للأطفال عن شخصية اسمها {character} التي تذهب في مغامرة في {setting}. "
"اجعلها ممتعة وجذابة ومناسبة للأطفال.")
messages = [{"role": "user", "content": prompt}]
output = generator(messages)
# Delete model and associated objects
del generator
# Run garbage collection
gc.collect ()
# Empty CUDA cache
torch.cuda.empty_cache()
return output[0]["generated_text"]
css_style = """
body {
background-image: url('https://cdna.artstation.com/p/assets/images/images/074/776/904/large/pietro-chiovaro-r1-castle-chp.jpg?1712916847');
background-size: cover;
background-position: center;
color: #fff; /* General text color */
font-family: 'Arial', sans-serif;
}"""
# Create Gradio interface
demo = gr.Interface(
fn=generate_kids_story,
inputs=[
gr.Textbox(placeholder="Enter a character name (e.g., Benny the Bunny)...", label="Character Name"),
gr.Textbox(placeholder="Enter a setting (e.g., a magical forest)...", label="Setting"),
gr.Dropdown(
choices=["English", "Arabic"],
label="Choose Language",
value="English" # Default to English
)
],
outputs=gr.Textbox(label="Kids' Story"),
title="📖 AI Kids' Story Generator - English & Arabic 📖",
description="Enter a character name and a setting, and AI will generate a fun short story for kids in English or Arabic.",
examples=[
["Benny the Bunny", "a magical forest", "English"],
["علي البطل", "غابة سحرية", "Arabic"],
["Lila the Ladybug", "a garden full of flowers", "English"],
["ليلى الجنية", "حديقة مليئة بالأزهار", "Arabic"]
],
css= css_style,
)
# Launch the Gradio app
demo.launch()