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from transformers import pipeline | |
import gradio as gr | |
# Load the text generation pipeline | |
pipe = pipeline("text-generation", model="google/gemma-2-2b-jpn-it") | |
def generate_text(messages): | |
# Extracting the content from the messages | |
user_message = messages["content"] | |
# Using the pipeline to generate a response | |
result = pipe(user_message, max_length=50, num_return_sequences=1) | |
# Return the generated text | |
return result[0]["generated_text"] | |
# Set up Gradio interface | |
with gr.Blocks() as demo: | |
gr.Markdown("# Text Generation with Hugging Face's gemma-2-2b-jpn-it") | |
# Input for user's message | |
user_input = gr.Textbox(label="Your Message", placeholder="Type a message", value="Who are you?") | |
# Output for generated response | |
output_text = gr.Textbox(label="Generated Response") | |
# Button to trigger text generation | |
generate_button = gr.Button("Generate Response") | |
# Link button click with text generation function | |
generate_button.click(fn=generate_text, inputs={"content": user_input}, outputs=output_text) | |
# Launch the Gradio app | |
demo.launch() | |