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Update app.py
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app.py
CHANGED
@@ -3,17 +3,16 @@ import logging
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import datasets
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import gradio as gr
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import sentence_transformers
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logging.disable(logging.CRITICAL)
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dataset = datasets.load_dataset("json", data_files=["./dataset.json"], split="train")
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dataset.load_faiss_index("embeddings", "index.faiss")
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def search(query, k
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query_embedding = model.encode(query)
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_, retrieved_examples = dataset.get_nearest_examples(
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"embeddings",
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@@ -39,36 +38,20 @@ def search(query, k=3):
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return results
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iface = gr.Interface(
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inputs=[
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gr.inputs.Textbox(
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),
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gr.inputs.Number(
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label="K",
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default=3,
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description="Number of results to return",
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),
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],
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outputs=[
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gr.outputs.
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),
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gr.outputs.Label(
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label="Result 2", type="auto", default=""
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),
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gr.outputs.Link(
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label="Result 3", type="auto", default=""
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),
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],
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title="Camembert and Faiss-powered Search Engine",
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description="Search through a dataset using Camembert and Faiss",
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theme="
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layout="vertical",
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allow_flagging=False,
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allow_screenshot=False,
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allow_share=True,
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allow_download=False
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)
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iface.launch()
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import datasets
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import gradio as gr
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logging.disable(logging.CRITICAL)
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model_name = "dangvantuan/sentence-camembert-large"
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model = gradio.load(model_name)
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dataset = datasets.load_dataset("json", data_files=["./data/dataset.json"], split="train")
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dataset.load_faiss_index("embeddings", "index.faiss")
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def search(query, k):
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query_embedding = model.encode(query)
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_, retrieved_examples = dataset.get_nearest_examples(
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"embeddings",
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return results
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iface = gr.Interface(
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search,
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inputs=[
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gr.inputs.Textbox(label="Query"),
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gr.inputs.Number(label="K", default=3, min_value=1, max_value=10),
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],
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outputs=[
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gr.outputs.Textbox(label="Result 1"),
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gr.outputs.Textbox(label="Result 2"),
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gr.outputs.Textbox(label="Result 3"),
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],
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title="Camembert and Faiss-powered Search Engine",
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description="Search through a dataset using Camembert and Faiss",
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theme="light",
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layout="vertical",
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)
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iface.launch()
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