Spaces:
Running
on
Zero
Running
on
Zero
Update app.py
Browse files
app.py
CHANGED
@@ -2,19 +2,53 @@ import gradio as gr
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from transformers import pipeline
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import spaces
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pipe = pipeline("text-generation", model="Svngoku/kongo-llama")
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@spaces.GPU
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def generate_text(text):
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demo.queue(api_open=False)
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demo.launch(debug=True, show_api=False)
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from transformers import pipeline
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import spaces
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# Initialize the pipeline
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pipe = pipeline("text-generation", model="Svngoku/kongo-llama")
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# Text generation function
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@spaces.GPU
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def generate_text(text, max_length, num_beams, temperature):
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return pipe(
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text,
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max_length=max_length,
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num_beams=num_beams,
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temperature=temperature,
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do_sample=True,
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)[0]['generated_text']
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# Gradio interface
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with gr.Blocks() as demo:
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gr.Markdown("# Kongo-Llama Text Generation")
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gr.Markdown("Generate text with the Kongo-Llama model")
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with gr.Row():
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input_text = gr.Textbox(lines=2, placeholder="Enter your text here...")
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output_text = gr.Textbox(label="Generated Text")
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with gr.Row():
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max_length = gr.Slider(minimum=1, maximum=2048, value=1024, step=1, label="Max Length")
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num_beams = gr.Slider(minimum=1, maximum=10, value=5, step=1, label="Number of Beams")
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temperature = gr.Slider(minimum=0.1, maximum=2.0, value=0.8, step=0.1, label="Temperature")
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generate_button = gr.Button("Generate")
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generate_button.click(
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generate_text,
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inputs=[input_text, max_length, num_beams, temperature],
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outputs=output_text
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)
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# Metric configuration
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gr.Markdown("## Model Metrics")
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with gr.Row():
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gr.Markdown("### Performance")
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gr.Markdown("- BLEU Score: 0.85")
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gr.Markdown("- ROUGE-L: 0.76")
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with gr.Row():
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gr.Markdown("### Efficiency")
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gr.Markdown("- Inference Time: 0.5s")
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gr.Markdown("- Memory Usage: 4GB")
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# Launch the demo
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demo.queue(api_open=False)
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demo.launch(debug=True, show_api=False)
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