vitorbborges commited on
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d71dba1
1 Parent(s): 2f1c2d1

Delete app.ipynb

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  1. app.ipynb +0 -225
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- {
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- "cells": [
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- {
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- "cell_type": "code",
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- "execution_count": 4,
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- "metadata": {
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- "ExecuteTime": {
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- "end_time": "2022-12-07T02:48:57.993204Z",
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- "start_time": "2022-12-07T02:48:57.959327Z"
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- }
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- },
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- "outputs": [
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- {
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- "name": "stdout",
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- "output_type": "stream",
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- "text": [
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- "Running on local URL: http://127.0.0.1:7860\n",
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- "\n",
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- "To create a public link, set `share=True` in `launch()`.\n"
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- ]
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- },
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- {
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- "data": {
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- "text/html": [
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- "<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
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- ],
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- "text/plain": [
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- "<IPython.core.display.HTML object>"
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- },
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- "metadata": {},
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- "output_type": "display_data"
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- },
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- {
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- "name": "stderr",
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- "output_type": "stream",
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- "text": [
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- "C:\\Users\\vitor\\AppData\\Local\\Temp\\ipykernel_5048\\977487457.py:41: FutureWarning: The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n"
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- ]
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- }
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- ],
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- "source": [
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- "import gradio as gr\n",
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- "import random\n",
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- "import pandas as pd\n",
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- "import numpy as np\n",
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- "\n",
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- "opo = pd.read_csv('oportunidades_results.csv', lineterminator='\\n')\n",
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- "opo = opo.iloc[np.where(opo['opo_brazil']=='Y')]\n",
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- "opo.index = range(len(opo))\n",
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- "simulation = pd.read_csv('simulation2.csv')\n",
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- "userID = max(simulation['userID']) + 1\n",
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- "\n",
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- "def build_display_text(opo_n):\n",
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- " \n",
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- " title = opo.loc[opo_n]['opo_titulo']\n",
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- " link = opo.loc[opo_n]['link']\n",
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- " summary = opo.loc[opo_n]['facebook-bart-large-cnn_results']\n",
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- "\n",
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- " display_text = f\"**{title}**\\n\\nURL:\\n{link}\\n\\nSUMMARY:\\n{summary}\"\n",
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- "\n",
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- " return display_text\n",
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- "\n",
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- "opo_n_one = random.randrange(len(opo))\n",
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- "opo_n_two = random.randrange(len(opo))\n",
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- "opo_n_three = random.randrange(len(opo))\n",
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- "opo_n_four = random.randrange(len(opo))\n",
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- "\n",
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- "evaluated = []\n",
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- "\n",
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- "def predict_next(option, nota):\n",
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- " global userID\n",
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- " global opo_n_one\n",
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- " global opo_n_two\n",
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- " global opo_n_three\n",
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- " global opo_n_four\n",
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- " global evaluated\n",
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- " global opo\n",
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- " global simulation\n",
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- "\n",
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- " selected = [opo_n_one, opo_n_two, opo_n_three, opo_n_four][int(option)-1]\n",
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- "\n",
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- " simulation = simulation.append({'userID': userID, 'itemID': selected, 'rating': nota}, ignore_index=True)\n",
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- " evaluated.append(selected)\n",
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- " \n",
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- " from surprise import Reader\n",
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- " reader = Reader(rating_scale=(1, 5))\n",
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- "\n",
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- " from surprise import Dataset\n",
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- " data = Dataset.load_from_df(simulation[['userID', 'itemID', 'rating']], reader)\n",
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- " trainset = data.build_full_trainset()\n",
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- "\n",
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- " from surprise import SVDpp\n",
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- " svdpp = SVDpp()\n",
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- " svdpp.fit(trainset)\n",
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- "\n",
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- " items = list()\n",
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- " est = list()\n",
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- "\n",
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- " for i in range(len(opo)):\n",
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- " if i not in evaluated:\n",
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- " items.append(i)\n",
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- " est.append(svdpp.predict(userID, i).est)\n",
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- "\n",
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- " opo_n_one = items[est.index(sorted(est)[-1])]\n",
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- " opo_n_two = items[est.index(sorted(est)[-2])]\n",
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- " opo_n_three = items[est.index(sorted(est)[-3])]\n",
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- " opo_n_four = items[est.index(sorted(est)[-4])]\n",
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- "\n",
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- " return build_display_text(opo_n_one), build_display_text(opo_n_two), build_display_text(opo_n_three), build_display_text(opo_n_four)\n",
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- "\n",
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- "\n",
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- "with gr.Blocks() as demo:\n",
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- " with gr.Row():\n",
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- " one_opo = gr.Textbox(build_display_text(opo_n_one), label='Oportunidade 1')\n",
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- " two_opo = gr.Textbox(build_display_text(opo_n_two), label='Oportunidade 2')\n",
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- "\n",
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- " with gr.Row():\n",
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- " three_opo = gr.Textbox(build_display_text(opo_n_three), label='Oportunidade 3')\n",
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- " four_opo = gr.Textbox(build_display_text(opo_n_four), label='Oportunidade 4')\n",
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- "\n",
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- " with gr.Row():\n",
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- " option = gr.Radio(['1', '2', '3', '4'], label='Opção', value = '1')\n",
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- "\n",
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- " with gr.Row():\n",
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- " nota = gr.Slider(1,5,step=1,label=\"Nota 1\")\n",
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- "\n",
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- " with gr.Row():\n",
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- " confirm = gr.Button(\"Confirmar\")\n",
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- "\n",
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- " confirm.click(fn=predict_next,\n",
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- " inputs=[option, nota],\n",
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- " outputs=[one_opo, two_opo, three_opo, four_opo])\n",
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- "\n",
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- "if __name__ == \"__main__\":\n",
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- " demo.launch() "
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- ]
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- }
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- "hash": "5fe3e6f0cdaab8afdc61c52912fda83f7c0a71baaea1897dd7498e2df01e69ec"
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