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Update app.py
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app.py
CHANGED
@@ -1,6 +1,7 @@
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import gradio as gr
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import pandas as pd
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from transformers import pipeline
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# Load CSV data
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data = pd.read_csv('documents.csv')
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@@ -10,6 +11,7 @@ data = pd.read_csv('documents.csv')
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qa_model = pipeline("question-answering", model="distilbert-base-uncased-distilled-squad")
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# Function to retrieve the relevant document and generate a response
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def retrieve_and_generate(question):
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# Combine all abstracts into a single string (you can improve this by better retrieval methods)
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abstracts = " ".join(data['Abstract'].fillna("").tolist())
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import gradio as gr
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import pandas as pd
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from transformers import pipeline
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import spaces
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# Load CSV data
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data = pd.read_csv('documents.csv')
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qa_model = pipeline("question-answering", model="distilbert-base-uncased-distilled-squad")
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# Function to retrieve the relevant document and generate a response
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@spaces.GPU(duration=120)
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def retrieve_and_generate(question):
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# Combine all abstracts into a single string (you can improve this by better retrieval methods)
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abstracts = " ".join(data['Abstract'].fillna("").tolist())
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