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Update app.py
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app.py
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import gradio as gr
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import pip
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import os
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pip.main(['install', 'transformers'])
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pip.main(['install', 'torch'])
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pip.main(['install', 'pymongo'])
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import
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from transformers import pipeline
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import pip
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import os
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pip.main(['install', 'transformers'])
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pip.main(['install', 'torch'])
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pip.main(['install', 'pymongo'])
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import gradio as gr
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from transformers import pipeline
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import pymongo
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mongo_client = pymongo.MongoClient(os.environ['DB_URI'])
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db = mongo_client["gradio_db"]
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btn_disable=gr.Button.update(interactive=False)
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btn_enable=gr.Button.update(interactive=True)
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generator = pipeline("text-generation", model="dgnk007/eagle2")
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def store_in_mongodb(collection_name, data):
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collection = db[collection_name]
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return collection.insert_one(data)
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def generate_text(message,sequences):
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prompt_template=f"Below is an instruction that describes a task. Write a response that appropriately completes the request.\n\n### Instruction:\n {message}\n\n### Response:\n\n"
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generated_text = generator(prompt_template, max_length=1024,return_full_text=False,eos_token_id=21017,pad_token_id=50256, num_return_sequences=sequences)
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return generated_text
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def general_function(input_text):
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output_text = generate_text(input_text,1)[0]['generated_text']
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store_in_mongodb("general_collection", {"input": input_text, "output": output_text})
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return output_text
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def arena_function(input_text):
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output_text = generate_text(input_text,2)
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data_to_store = {
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"input": input_text,
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"r1": output_text[0]['generated_text'],
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"r2": output_text[1]['generated_text'],
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}
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id=store_in_mongodb("arena_collection", data_to_store)
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return output_text[0]['generated_text'], output_text[1]['generated_text'], id.inserted_id,btn_enable,btn_enable,btn_enable,btn_enable
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general_interface = gr.Interface(fn=general_function, inputs=gr.Textbox(label="Enter your text here:", min_width=600), outputs="text")
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def reward_click(id,reward):
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db["arena_collection"].update_one(
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{"_id": id},
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{"$set": {"reward": reward}}
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)
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return btn_disable,btn_disable,btn_disable,btn_disable
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with gr.Blocks() as arena_interface:
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obid=gr.State([])
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with gr.Row():
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with gr.Column():
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input_box = gr.Textbox(label="Enter your text here:", min_width=600)
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prompt = gr.Button("Submit", variant="primary")
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with gr.Row():
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gr.Examples(['what is google?','what is youtube?'], input_box,)
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with gr.Row():
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output_block = [
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gr.Textbox(label="Response 1", interactive=False),
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gr.Textbox(label="Response 2", interactive=False),
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obid
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]
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with gr.Row():
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tie=gr.Button(value="Tie",size='sm',interactive=False)
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r1=gr.Button(value="Response 1 Wins",variant='primary',interactive=False)
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r2=gr.Button(value="Response 2 Wins",variant='primary',interactive=False)
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bad=gr.Button(value="Both are Bad",variant='secondary',interactive=False)
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buttonGroup=[tie,r1,r2,bad]
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prompt.click(fn=arena_function, inputs=input_box, outputs=output_block+buttonGroup)
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tie.click(fn=reward_click,inputs=[obid,gr.State('tie')],outputs=buttonGroup)
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r1.click(fn=reward_click,inputs=[obid,gr.State('r1')],outputs=buttonGroup)
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r2.click(fn=reward_click,inputs=[obid,gr.State('r2')],outputs=buttonGroup)
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bad.click(fn=reward_click,inputs=[obid,gr.State('bad')],outputs=buttonGroup)
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demo = gr.TabbedInterface([general_interface, arena_interface], ["General", "Arena"])
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demo.launch()
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