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Update app.py
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app.py
CHANGED
@@ -1,45 +1,75 @@
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import gradio as gr
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import transformers
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import torch
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import os
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hf_key = os.getenv("HF_TOKEN")
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# Initialize the model
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model_id = "
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pipeline = transformers.pipeline(
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"text-generation",
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model=model_id,
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model_kwargs={"torch_dtype": torch.bfloat16},
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# Define the function to generate text
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def generate_text(input_text, max_new_tokens, temperature, top_k, top_p):
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output = pipeline(
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input_text,
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max_new_tokens=max_new_tokens,
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temperature=temperature,
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top_k=top_k,
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top_p=top_p,
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)
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# Create the Gradio interface
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# Launch the interface
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if __name__ == "__main__":
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import gradio as gr
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import transformers
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import torch
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import re
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# Initialize the model
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model_id = "Detsutut/Igea-350M-v0.0.1"
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pipeline = transformers.pipeline(
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"text-generation",
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model=model_id,
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model_kwargs={"torch_dtype": torch.bfloat16},
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device_map="auto",
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)
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# Define the function to generate text
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def generate_text(input_text, max_new_tokens, temperature, top_k, top_p, split_output):
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output = pipeline(
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input_text,
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max_new_tokens=max_new_tokens,
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temperature=temperature,
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top_p=top_p,
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)
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generated_text = output[0]['generated_text']
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if split_output:
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sentences = re.split('(?<!\w\.\w.)(?<![A-Z][a-z]\.)(?<=\.|\?)\s)', generated_text)
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if sentences:
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return sentences[0] + '.'
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return generated_text
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# JavaScript to dynamically enable/disable sliders based on the checkbox state
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js_code = """
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() => {
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const checkbox = document.querySelector('input[type="checkbox"]');
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const sliders = document.querySelectorAll('input[type="range"]');
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checkbox.addEventListener('change', () => {
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sliders.forEach(slider => {
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slider.disabled = checkbox.checked;
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});
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});
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if (checkbox.checked) {
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sliders.forEach(slider => {
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slider.disabled = true;
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});
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}
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}
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"""
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# Create the Gradio interface
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input_text = gr.Textbox(lines=2, placeholder="Enter your text here...", label="Input Text")
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max_new_tokens = gr.Slider(minimum=1, maximum=200, value=30, step=1, label="Max New Tokens")
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temperature = gr.Slider(minimum=0.1, maximum=2.0, value=1.0, step=0.1, label="Temperature")
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top_p = gr.Slider(minimum=0.0, maximum=1.0, value=0.95, step=0.01, label="Top-p")
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split_output = gr.Checkbox(label="Quick single-sentence output", value=True)
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with gr.Blocks() as iface:
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gr.Markdown("# Igea Text Generation Interface")
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gr.Markdown("Enter a prompt to generate text using the **Igea-350M** model and adjust the hyperparameters.")
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input_text.render()
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with gr.Accordion("Advanced Options", open=False):
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max_new_tokens.render()
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temperature.render()
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top_p.render()
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split_output.render()
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output = gr.Textbox(label="Generated Text")
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btn = gr.Button("Generate")
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btn.click(generate_text, [input_text, max_new_tokens, temperature, top_p, split_output], output)
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# Add custom JavaScript
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iface.load(js_code)
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# Launch the interface
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if __name__ == "__main__":
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