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Create app.py
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app.py
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import gradio as gr
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import os
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import openai
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openai.api_key = "API"
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demo = gr.Blocks()
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#'spaces/Gradio-Blocks/Codex_OpenAI' did not work due to paramerts error
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#'huggingface/facebook/incoder-6B' inference error
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name_list = ['huggingface/lvwerra/codeparrot','huggingface/facebook/incoder-1B', 'huggingface/Salesforce/codegen-2B-mono']
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open_ai_name = ['openai/code-davinci-002', 'openai/code-cushman-001']
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def generate_code_os(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 generate_code_cs_1(text):
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response = openai.Completion.create(
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engine="code-davinci-002",
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prompt="",
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temperature=0,
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max_tokens=256,
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top_p=1,
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frequency_penalty=0,
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presence_penalty=0
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).choices[0].text
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response_2 = generate_code_cs_2(text)
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return [response, response_2]
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def generate_code_cs_2(text):
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response_2 = openai.Completion.create(
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engine="code-cushman-001",
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prompt="",
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temperature=0,
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max_tokens=256,
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top_p=1,
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frequency_penalty=0,
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presence_penalty=0
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).choices[0].text
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return response_2
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with gr.Blocks() as demo:
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gr.Markdown("# Compare OpenAI and HuggingFace Code Generators")
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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 code here", lines=4)
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with gr.Row():
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btn = gr.Button("Open-Source models Generate code brrr ...")
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btn2 = gr.Button("OpenAI models Generate code brrr ...")
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with gr.Column():
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gr.Markdown("Let’s Compare code generators ")
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btn2.click(generate_code_cs_1, inputs = input_text, outputs = [gr.Textbox(label=open_ai_name[_], lines=4) for _ in range(len(open_ai_name))])
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with gr.Column():
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btn.click(generate_code_os, inputs = input_text, outputs = [gr.Textbox(label=name_list[_], lines=4) for _ in range(len(name_list))])
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demo.launch(debug=True)
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