Create app.py
Browse files
app.py
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import gradio as gr
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demo = gr.Blocks()
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#'huggingface/EleutherAI/gpt-neox-20b'
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name_list = ['huggingface/facebook/opt-13b', 'huggingface/bigscience/T0pp', 'huggingface/EleutherAI/gpt-j-6B', 'huggingface/gpt2-xl', 'huggingface/EleutherAI/gpt-neo-2.7B']
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examples = [#zero-shot
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["Q: A juggler can juggle 16 balls. Half of the balls are golf balls, and half of the golf balls are blue. How many blue golf balls are there?\nA: The answer (arabic numerals) is "],
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#zero-shot-CoT
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["Q: A juggler can juggle 16 balls. Half of the balls are golf balls, and half of the golf balls are blue. How many blue golf balls are there?\nA: Let’s think step by step."],
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#few-shot
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["Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now?\nA: The answer is 11.\nQ: A juggler can juggle 16 balls. Half of the balls are golf balls, and half of the golf balls are blue. How many blue golf balls are there?\nA:"],
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#few-shot-CoT
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["Q: Roger has 5 tennis balls. He buys 2 more cans of tennis balls. Each can has 3 tennis balls. How many tennis balls does he have now?\nA: Roger started with 5 balls. 2 cans of 3 tennis balls each is 6 tennis balls. 5 + 6 = 11. The answer is 11.\nQ:A juggler can juggle 16 balls. Half of the balls are golf balls, and half of the golf balls are blue. How many blue golf balls are there?\nA:"],
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]
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#examples from Figure 1 of the paper
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def calculator(num1, operation, num2):
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if operation == "add":
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return num1 + num2
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elif operation == "subtract":
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return num1 - num2
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elif operation == "multiply":
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return num1 * num2
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elif operation == "divide":
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return num1 / num2
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def complete_with_gpt(text):
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interfaces = [gr.Interface.load(name) for name in name_list]
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return [interface(text) for interface in interfaces]
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def set_example(example: list) -> dict:
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return gr.Textbox.update(value=example[0])
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with gr.Blocks() as demo:
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gr.Markdown(
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"""
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# Let’s think step by step Is all you need ?
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"""
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)
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with gr.Box():
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with gr.Row():
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with gr.Column():
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input_text = gr.Textbox(label = "Write your riddle here", placeholder="Type here the riddles to see if LM can solve the questions", lines=4)
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with gr.Row():
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btn = gr.Button("Laguage model think brrr")
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example_text = gr.Dataset(components=[input_text], samples=examples)
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example_text.click(fn=set_example,
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inputs = example_text,
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outputs= example_text.components)
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btn.click(complete_with_gpt, inputs = input_text, outputs = [gr.Textbox(label=name_list[_], lines=4) for _ in range(len(name_list))])
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with gr.Column():
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num1 = gr.Number(placeholder="Type here the first number", lines=1)
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num2 = gr.Number(placeholder="Type here the second number", lines=1)
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operation = gr.Dropdown(["add", "subtract", "multiply", "divide"], placeholder="Type here the operation", lines=1)
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with gr.Row():
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calculate = gr.Button("Calculate")
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with gr.Column():
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calculate.click(calculator, inputs = [num1, operation, num2], outputs = gr.Textbox(label="Result", lines=1))
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gr.Markdown(
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"""
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<p style='text-align: center'><a href='https://arxiv.org/abs/2205.11916' target='_blank'>Large Language Models are Zero-Shot Reasoners</a> | <a href='https://github.com/kojima-takeshi188/zero_shot_cot target='_blank'>Github Repo</a></p>
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"""
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)
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demo.launch()
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