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3fb614b
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Parent(s):
3730e3a
Create app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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theme = gr.themes.Monochrome(
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primary_hue="indigo",
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secondary_hue="blue",
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neutral_hue="slate",
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radius_size=gr.themes.sizes.radius_sm,
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font=[gr.themes.GoogleFont("Open Sans"), "ui-sans-serif", "system-ui", "sans-serif"],
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)
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instruct_pipeline = pipeline(model="databricks/dolly-v2-12b", torch_dtype=torch.bfloat16, trust_remote_code=True, device_map="auto")
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def generate(instruction):
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return instruct_pipeline(instruction)
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examples = [
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"Instead of making a peanut butter and jelly sandwich, what else could I combine peanut butter with in a sandwich? Give five ideas",
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"How do I make a campfire?",
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"Write me a tweet about the launch of Dolly 2.0, a new LLM"
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]
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def process_example(args):
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for x in generate(args):
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pass
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return x
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css = ".generating {visibility: hidden}" + share_btn_css
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with gr.Blocks(theme=theme, analytics_enabled=False, css=css) as demo:
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with gr.Column():
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gr.Markdown(
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""" ## Dolly 2.0
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Dolly 2.0 is a 12B parameter language model based on the EleutherAI pythia model family and fine-tuned exclusively on a new, high-quality human generated instruction following dataset, crowdsourced among Databricks employees
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Type in the box below and click the button to generate answers to your most pressing questions!
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"""
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)
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with gr.Row():
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with gr.Column(scale=3):
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instruction = gr.Textbox(placeholder="Enter your question here", label="Question", elem_id="q-input")
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with gr.Box():
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gr.Markdown("**Answer**")
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output = gr.Markdown(elem_id="q-output")
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submit = gr.Button("Generate", variant="primary")
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gr.Examples(
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examples=examples,
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inputs=[instruction],
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cache_examples=False,
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fn=process_example,
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outputs=[output],
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)
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submit.click(generate, inputs=[instruction], outputs=[output])
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instruction.submit(generate, inputs=[instruction], outputs=[output])
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demo.queue(concurrency_count=16).launch(debug=True)
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