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johnnygreco
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β’
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Parent(s):
f0774cf
app added
Browse files- README.md +2 -2
- app.py +56 -0
- data/hpqa_faiss_index_500/index.faiss +3 -0
- data/hpqa_faiss_index_500/index.pkl +3 -0
- requirements.txt +1 -0
README.md
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---
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title: The
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emoji:
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colorFrom: purple
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colorTo: purple
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sdk: gradio
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---
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title: π§ββοΈ The GPT Who Lived π€
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emoji: πͺ
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colorFrom: purple
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colorTo: purple
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sdk: gradio
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app.py
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import os
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from pathlib import Path
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import gradio as gr
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import hpqa
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from langchain import VectorDBQA
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from langchain.llms import OpenAI
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os.environ["OPENAI_API_KEY"] = ""
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index_path = Path("data/hpqa_faiss_index_500")
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examples = [
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"How would you sneak into Hogwarts without being detected?",
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"Why did Snape kill Dumbledore?",
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"Who is the most badass wizard in the world?",
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"Who would win a fight between Dumbledore and a grizzly bear?",
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"How many siblings does Hermione have?",
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"Why are the Dursleys so mean to Harry?",
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]
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def api(question, temperature, api_key=None):
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if api_key is None or len(api_key) == 0:
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return "You must provide an OpenAI API key to use this demo π"
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if len(question) == 0:
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return ""
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document_store = hpqa.load_document_store(index_path, openai_api_key=api_key)
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chain = VectorDBQA.from_chain_type(
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llm=OpenAI(temperature=temperature, openai_api_key=api_key),
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chain_type="stuff",
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vectorstore=document_store,
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return_source_documents=True,
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)
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response = chain(question)
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return response["result"].strip()
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demo = gr.Blocks()
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with demo:
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gr.Markdown("# πͺ Harry Potter Question-Answering with GPT π€")
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with gr.Row():
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with gr.Column():
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question = gr.Textbox(lines=4, label="Question")
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temperature = gr.Slider(0.0, 2.0, 0.7, step=0.1, label="πΊ Butterbeer Consumed")
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with gr.Row():
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clear = gr.Button("Clear")
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btn = gr.Button("Submit", variant="primary")
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with gr.Column():
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answer = gr.Textbox(lines=4, label="Answer")
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openai_api_key = gr.Textbox(type="password", label="OpenAI API key")
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btn.click(api, [question, temperature, openai_api_key], answer)
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clear.click(lambda _: "", question, question)
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gr.Examples(examples, question)
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demo.launch()
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data/hpqa_faiss_index_500/index.faiss
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version https://git-lfs.github.com/spec/v1
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oid sha256:fc48f66967f6bf7474dc98242ff4ac8660d88d397140f47912c54b2df2a4862d
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size 20195373
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data/hpqa_faiss_index_500/index.pkl
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version https://git-lfs.github.com/spec/v1
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oid sha256:dc6dcdacdf6a35b8a71e6b779cde261339c073830048e784935fe4b88b6b0ca8
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size 7093398
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requirements.txt
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git+https://github.com/johnnygreco/hpqa.git
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