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import gradio as gr | |
import os | |
from transformers import pipeline | |
title = "📗Health and Mindful Story Gen❤️" | |
# Define the examples to show in the interface | |
examples = [ | |
["Mental Body Scan"], | |
["Stretch, Calm, Breath"], | |
["Relaxed Seat Breath"], | |
["Walk Feel"], | |
["Brain gamification"], | |
["Alleviating stress"], | |
["Helping breathing, satisfaction"], | |
["Relieve Stress, Build Support"], | |
["Relaxation Response"], | |
["Deep Breaths"], | |
["Delete Not Helpful Thoughts"], | |
["Strengthen Helpful"], | |
["Reprogram Pain Stress Reactions"], | |
["Sleep Better and Find Joy"], | |
["Yoga Sleep"], | |
["Being a Happier and Healthier Person"], | |
["Relieve Pain"], | |
["Learn to Use Mindfulness to Affect Well Being"], | |
["Build and Boost Mental Strength"], | |
["Spending Time Outdoors"], | |
["Daily Routine Tasks"], | |
["Eating and Drinking - Find Healthy Nutrition Habits"], | |
["Drinking - Find Reasons and Cut Back or Quit Entirely"], | |
["Feel better each day when you awake by"], | |
["Feel better physically by"], | |
["Practicing mindfulness each day"], | |
["Be happier by"], | |
["Meditation can improve health"], | |
["Spending time outdoors"], | |
["Stress is relieved by quieting your mind, getting exercise and time with nature"], | |
["Break the cycle of stress and anxiety"], | |
["Feel calm in stressful situations"], | |
["Deal with work pressure"], | |
["Learn to reduce feelings of overwhelmed"] | |
] | |
# Initialize the models using Hugging Face pipelines | |
generator1 = pipeline("text-generation", model="gpt2-large") | |
generator2 = pipeline("text-generation", model="EleutherAI/gpt-neo-2.7B") | |
generator3 = pipeline("text-generation", model="EleutherAI/gpt-j-6B") | |
with gr.Blocks() as demo: | |
gr.Markdown(f"# {title}") | |
input_textbox = gr.Textbox(lines=5, label="Enter a sentence to get another sentence.") | |
with gr.Row(): | |
gen1_output = gr.Textbox(label="GPT-2 Large Output") | |
gen2_output = gr.Textbox(label="GPT-Neo Output") | |
gen3_output = gr.Textbox(label="GPT-J Output") | |
def generate_outputs(input_text): | |
out1 = generator1(input_text, max_length=50)[0]['generated_text'] | |
out2 = generator2(input_text, max_length=50)[0]['generated_text'] | |
out3 = generator3(input_text, max_length=50)[0]['generated_text'] | |
return out1, out2, out3 | |
gr.Button("Generate").click( | |
fn=generate_outputs, | |
inputs=input_textbox, | |
outputs=[gen1_output, gen2_output, gen3_output] | |
) | |
gr.Examples(examples=examples, inputs=input_textbox) | |
demo.launch(share=False) | |