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Create app.py
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app.py
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import numpy as np
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import gradio as gr
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import os
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import pandas as pd
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from datasets import load_dataset
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from sklearn.metrics.pairwise import cosine_similarity
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import plotly.express as px
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Secret_token = os.getenv('token')
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dataset = load_dataset("FDSRashid/embed_matn")
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df = dataset["train"].to_pandas()
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taraf_max = np.max(df['taraf_ID'].unique())
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def plot_similarity_score(taraf_num):
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embed_taraf = df[df['taraf_ID']== taraf_num]['embed']to_list()
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cos_score = cosine_similarity(embed_taraf)
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fig = px.imshow(cos_score)
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fig.write_html("test1.html")
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return 'test1.html'
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with gr.Blocks() as demo:
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taraf_number = gr.Slider(1,taraf_max , value=10000, label="Taraf", info="Choose the Taraf to Input", step = 1)
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btn = gr.Button('Submit')
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btn.click(fn = plot_similarity_score, inputs = [taraf_number], outputs = [gr.HTML()])
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demo.launch()
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