Upload folder using huggingface_hub

.github/workflows/update_space.yml

@@ -0,0 +1,28 @@
+name: Run Python script
+
+on:
+  push:
+    branches:
+      - main
+
+jobs:
+  build:
+    runs-on: ubuntu-latest
+
+    steps:
+    - name: Checkout
+      uses: actions/checkout@v2
+
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: '3.9'
+
+    - name: Install Gradio
+      run: python -m pip install gradio
+
+    - name: Log in to Hugging Face
+      run: python -c 'import huggingface_hub; huggingface_hub.login(token="${{ secrets.hf_token }}")'
+
+    - name: Deploy to Spaces
+      run: gradio deploy

LICENSE

@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023 Martin Thissen
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

@@ -1,12 +1,114 @@
 ---
-title: Testegradio
-emoji: 🏆
-colorFrom: green
-colorTo: indigo
+title: testegradio
+app_file: llama.py
 sdk: gradio
-sdk_version: 4.5.0
-app_file: app.py
-pinned: false
+sdk_version: 3.37.0
 ---
+# Llama2 on Your Local Computer
+Run the new Llama2 and Llama2-Chat models on your local computer.
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+## Getting Started
+
+### Installation
+
+1. Clone the repository:
+```
+git clone https://github.com/thisserand/llama2_local.git
+cd llama2_local
+```
+
+2. Install required dependencies:
+```
+pip install -r requirements.txt
+```
+
+### Prerequisites
+To be able to download the model weights and tokenizer from Huggingface, you firtst need to visit the [Meta AI website](https://ai.meta.com/resources/models-and-libraries/llama-downloads/) and accept their License (my request got approved within 30 minutes). Make sure that you state the email address that you are also using for your Huggingface account. Once your request got accepted, you need to go to one of the Llama2 Huggingface repositories (e.g., the Llama2-7B model) and request access for there again, as can be seen in the following image (access should be granted right away):
+![Huggingface Llama2 Access](./images/huggingface_llama2_access.png)
+
+Once you are all set with your access requests the last step is to login to your huggingface account in your current runtime. For this we will use the following command:
+```
+huggingface-cli login
+```
+You can find your Access Token here (https://huggingface.co/settings/tokens):
+![Huggingface Access Token](./images/huggingface_access_token.png)
+
+### Windows
+Make sure that you have gcc with version >=11 installed on your computer. Here are steps described by [Kevin Anthony Kaw
+](https://github.com/kevinkaw) for a successful setup of gcc:
+- CMake version cmake-3.27.0-windows-x86_64.msi installed to root directory ("C:")
+- minGW64 version 11.0.0 extracted to root directory ("C:")
+- set environment path variables for CMake and minGW64
+- install visual studio build tools. It's way at the bottom under "Tools for Visual Studio" drop down list.
+- In visual studio, check the "Desktop development with c++", click install.
+
+## Usage
+
+### Full Precision (Original)
+
+Llama2-7B:
+```
+python llama.py --model_name="meta-llama/Llama-2-7b-hf"
+```
+Llama2-7B-Chat:
+```
+python llama.py --model_name="meta-llama/Llama-2-7b-chat-hf"
+```
+Llama2-13B:
+```
+python llama.py --model_name="meta-llama/Llama-2-13b-hf"
+```
+Llama2-13B-Chat:
+```
+python llama.py --model_name="meta-llama/Llama-2-13b-chat-hf"
+```
+Llama2-70B:
+```
+python llama.py --model_name="meta-llama/Llama-2-70b-hf"
+```
+Llama2-70B-Chat:
+```
+python llama.py --model_name="meta-llama/Llama-2-70b-chat-hf"
+```
+### GPTQ Quantized
+Llama2-7B:
+```
+python llama.py --model_name="TheBloke/Llama-2-7B-GPTQ"
+```
+Llama2-7B-Chat:
+```
+python llama.py --model_name="TheBloke/Llama-2-7b-Chat-GPTQ"
+```
+Llama2-13B:
+```
+python llama.py --model_name="TheBloke/Llama-2-13B-GPTQ"
+```
+Llama2-13B-Chat:
+```
+python llama.py --model_name="TheBloke/Llama-2-13B-Chat-GPTQ"
+```
+Llama2-70B:
+```
+python llama.py --model_name="TheBloke/Llama-2-70B-GPTQ"
+```
+Llama2-70B-Chat:
+```
+python llama.py --model_name="TheBloke/Llama-2-70B-Chat-GPTQ"
+```
+### GGML Quantized
+Llama2-7B:
+```
+python llama.py --model_name="TheBloke/Llama-2-7B-GGML" --file_name="llama-2-7b.ggmlv3.q4_K_M.bin"
+```
+Llama2-7B-Chat:
+```
+python llama.py --model_name="TheBloke/Llama-2-7B-Chat-GGML" --file_name="llama-2-7b-chat.ggmlv3.q4_K_M.bin"
+```
+Llama2-13B:
+```
+python llama.py --model_name="TheBloke/Llama-2-13B-GGML" --file_name="llama-2-13b.ggmlv3.q4_K_M.bin"
+```
+Llama2-13B-Chat:
+```
+python llama.py --model_name="TheBloke/Llama-2-13B-Chat-GGML" --file_name="llama-2-13b-chat.ggmlv3.q4_K_M.bin"
+```

bhe.ipynb

@@ -0,0 +1,125 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This part only runs periodically for updating infos"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "!pip install schedule"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import schedule\n",
+    "import time\n",
+    "\n",
+    "def my_periodic_function():\n",
+    "    print(\"This function runs periodically!\")\n",
+    "\n",
+    "# Schedule the function to run every 1 minute\n",
+    "schedule.every(1).minutes.do(my_periodic_function)\n",
+    "\n",
+    "# Run the scheduler\n",
+    "while True:\n",
+    "    schedule.run_pending()\n",
+    "    time.sleep(1)  # Optional: Sleep to avoid high CPU usage\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pedro/.local/lib/python3.10/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'vodafone.pt'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
+      "  warnings.warn(\n",
+      "/home/pedro/.local/lib/python3.10/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'www.vodafone.pt'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
+      "  warnings.warn(\n",
+      "Fetching pages:  38%|###8      | 2015/5279 [08:18<10:50,  5.01it/s] Error fetching https://www.vodafone.pt/ajuda/artigos/despiste-de-problemas-fixo/Internet/nao-sei-a-minha-password-ou-o-nome-da-rede-wi-fi.html with attempt 1/3: Server disconnected. Retrying...\n",
+      "Fetching pages:  49%|####8     | 2579/5279 [09:58<13:25,  3.35it/s]Error fetching https://www.vodafone.pt/press-releases/2015/10/fox-play-chega-hoje-a-tv-box-da-vodafone.html with attempt 1/3: Server disconnected. Retrying...\n",
+      "Fetching pages:  55%|#####5    | 2929/5279 [10:57<09:42,  4.03it/s]Error fetching https://www.vodafone.pt/press-releases/2009/5/geota-fundacao-vodafone-e-c-m-loures-apelam-a-criacao-de-corredores-verdes.html with attempt 1/3: Server disconnected. Retrying...\n",
+      "Fetching pages: 100%|##########| 5279/5279 [18:02<00:00,  4.88it/s]\n"
+     ]
+    },
+    {
+     "ename": "",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31mThe Kernel crashed while executing code in the the current cell or a previous cell. Please review the code in the cell(s) to identify a possible cause of the failure. Click <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. View Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
+     ]
+    }
+   ],
+   "source": [
+    "import nest_asyncio\n",
+    "\n",
+    "nest_asyncio.apply()\n",
+    "\n",
+    "from langchain.document_loaders import SitemapLoader\n",
+    "\n",
+    "from bs4 import BeautifulSoup\n",
+    "\n",
+    "import re\n",
+    "\n",
+    "# Wrap the function in a list\n",
+    "filter_urls = ['^(?!https:\\/\\/www\\.vodafone\\.ptpesquisa$)(https?|ftp):\\/\\/[^\\s/$.?#].[^\\s]*$'] #remove https://www.vodafone.ptpesquisas\n",
+    "\n",
+    "sitemap_loader = SitemapLoader(\n",
+    "    web_path=\"https://vodafone.pt/sitemap.xml\",\n",
+    "    filter_urls=filter_urls,\n",
+    ")\n",
+    "\n",
+    "sitemap_loader.requests_per_second = 10\n",
+    "# Optional: avoid `[SSL: CERTIFICATE_VERIFY_FAILED]` issue\n",
+    "sitemap_loader.requests_kwargs = {\"verify\": False}\n",
+    "\n",
+    "docs = sitemap_loader.load()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "docs"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

llama.py

@@ -0,0 +1,114 @@
+import os
+import gradio as gr
+import fire
+from enum import Enum
+from threading import Thread
+from transformers import AutoModelForCausalLM, AutoTokenizer
+from auto_gptq import AutoGPTQForCausalLM
+from llama_cpp import Llama
+from huggingface_hub import hf_hub_download
+from transformers import TextIteratorStreamer
+from llama_chat_format import format_to_llama_chat_style
+
+
+# class syntax
+class Model_Type(Enum):
+    gptq = 1
+    ggml = 2
+    full_precision = 3
+
+
+def get_model_type(model_name):
+  if "gptq" in model_name.lower():
+    return Model_Type.gptq
+  elif "ggml" in model_name.lower():
+    return Model_Type.ggml
+  else:
+    return Model_Type.full_precision
+
+
+def create_folder_if_not_exists(folder_path):
+    if not os.path.exists(folder_path):
+        os.makedirs(folder_path)
+
+
+def initialize_gpu_model_and_tokenizer(model_name, model_type):
+    if model_type == Model_Type.gptq:
+      model = AutoGPTQForCausalLM.from_quantized(model_name, device_map="auto", use_safetensors=True, use_triton=False)
+      tokenizer = AutoTokenizer.from_pretrained(model_name)
+    else:
+      model = AutoModelForCausalLM.from_pretrained(model_name, device_map="auto", token=True)
+      tokenizer = AutoTokenizer.from_pretrained(model_name, token=True)
+    return model, tokenizer
+
+
+def init_auto_model_and_tokenizer(model_name, model_type, file_name=None):
+  model_type = get_model_type(model_name)
+
+  if Model_Type.ggml == model_type:
+    models_folder = "./models"
+    create_folder_if_not_exists(models_folder)
+    file_path = hf_hub_download(repo_id=model_name, filename=file_name, local_dir=models_folder)
+    model = Llama(file_path, n_ctx=4096)
+    tokenizer = None
+  else:
+    model, tokenizer = initialize_gpu_model_and_tokenizer(model_name, model_type=model_type)
+  return model, tokenizer
+
+
+def run_ui(model, tokenizer, is_chat_model, model_type):
+  with gr.Blocks() as demo:
+      chatbot = gr.Chatbot()
+      msg = gr.Textbox()
+      clear = gr.Button("Clear")
+
+      def user(user_message, history):
+          return "", history + [[user_message, None]]
+
+      def bot(history):
+          if is_chat_model:
+              instruction = format_to_llama_chat_style(history)
+          else:
+              instruction =  history[-1][0]
+
+          history[-1][1] = ""
+          kwargs = dict(temperature=0.6, top_p=0.9)
+          if model_type == Model_Type.ggml:
+              kwargs["max_tokens"] = 512
+              for chunk in model(prompt=instruction, stream=True, **kwargs):
+                  token = chunk["choices"][0]["text"]
+                  history[-1][1] += token
+                  yield history
+
+          else:
+              streamer = TextIteratorStreamer(tokenizer, skip_prompt=True, Timeout=5)
+              inputs = tokenizer(instruction, return_tensors="pt").to(model.device)
+              kwargs["max_new_tokens"] = 512
+              kwargs["input_ids"] = inputs["input_ids"]
+              kwargs["streamer"] = streamer
+              thread = Thread(target=model.generate, kwargs=kwargs)
+              thread.start()
+
+              for token in streamer:
+                  history[-1][1] += token
+                  yield history
+
+      msg.submit(user, [msg, chatbot], [msg, chatbot], queue=False).then(bot, chatbot, chatbot)
+      clear.click(lambda: None, None, chatbot, queue=False)
+  demo.queue()
+  demo.launch(share=True, debug=True)
+
+def main(model_name=None, file_name=None):
+    assert model_name is not None, "model_name argument is missing."
+
+    is_chat_model = 'chat' in model_name.lower()
+    model_type = get_model_type(model_name)
+
+    if model_type == Model_Type.ggml:
+      assert file_name is not None, "When model_name is provided for a GGML quantized model, file_name argument must also be provided."
+
+    model, tokenizer = init_auto_model_and_tokenizer(model_name, model_type, file_name)
+    run_ui(model, tokenizer, is_chat_model, model_type)
+
+if __name__ == '__main__':
+  fire.Fire(main)

llama_chat_format.py

@@ -0,0 +1,38 @@
+BOS, EOS = "<s>", "</s>"
+B_INST, E_INST = "[INST]", "[/INST]"
+B_SYS, E_SYS = "<<SYS>>\n", "\n<</SYS>>\n\n"
+DEFAULT_SYSTEM_PROMPT = """\
+You are a helpful, respectful and honest assistant. Always answer as helpfully as possible, while being safe. Your answers should not include any harmful, unethical, racist, sexist, toxic, dangerous, or illegal content. Please ensure that your responses are socially unbiased and positive in nature.
+
+If a question does not make any sense, or is not factually coherent, explain why instead of answering something not correct. If you don't know the answer to a question, please don't share false information."""
+
+def format_to_llama_chat_style(history) -> str:
+    # history has the following structure:
+    # - dialogs
+    # --- instruction
+    # --- response (None for the most recent dialog)
+    prompt = ""
+    for i, dialog in enumerate(history[:-1]):
+      instruction, response = dialog[0], dialog[1]
+      # prepend system instruction before first instruction
+      if i == 0:
+        instruction = f"{B_SYS}{DEFAULT_SYSTEM_PROMPT}{E_SYS}" + instruction
+      else:
+        # the tokenizer automatically adds a bos_token during encoding,
+        # for this reason the bos_token is not added for the first instruction
+        prompt += BOS
+      prompt += f"{B_INST} {instruction.strip()} {E_INST} {response.strip()} " + EOS
+
+    # new instruction from the user
+    new_instruction = history[-1][0].strip()
+
+    # the tokenizer automatically adds a bos_token during encoding,
+    # for this reason the bos_token is not added for the first instruction
+    if len(history) > 1:
+      prompt += BOS
+    else:
+      # prepend system instruction before first instruction
+      new_instruction = f"{B_SYS}{DEFAULT_SYSTEM_PROMPT}{E_SYS}" + new_instruction
+
+    prompt += f"{B_INST} {new_instruction} {E_INST}"
+    return prompt

models/llama-2-7b.ggmlv3.q4_K_M.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:16baf59cbb724f99def35f000d1e0fd9c71938649b1856dd81d3a7e3b3a752bd
+size 4080714368

models/llama-2-7b.ggmlv3.q8_0.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5bb0702855f0c8abc645ea68c4d41e05207964ff54dd38c2787c1c1206cae121
+size 7160799872

requirements.txt

@@ -0,0 +1,6 @@
+transformers==4.31.0
+auto-gptq==0.3.0
+langchain==0.0.237
+gradio==3.37.0
+llama-cpp-python==0.1.73
+fire==0.5.0

sitevodafone.xml

@@ -0,0 +1,2248 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<urlset
+      xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"
+      xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+      xsi:schemaLocation="http://www.sitemaps.org/schemas/sitemap/0.9
+            http://www.sitemaps.org/schemas/sitemap/0.9/sitemap.xsd">
+<!-- created with Free Online Sitemap Generator www.xml-sitemaps.com -->
+
+
+<url>
+  <loc>https://www.vodafone.pt/</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>1.00</priority>
+</url>
+
+<url>
+  <loc>https://www.vodafone.pt/promocoes.html?i_id=quicklinks-novidadespromocoes-1</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/pacotes.html?i_id=quicklinks-tvnetvoz-2</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/pacotes/cobertura.html?i_id=quicklinks-cobertura-3</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/telemoveis/tarifarios/como-carregar.html?i_id=quicklinks-topup-4</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/loja/cartoes-sim/vodafone/cartao-sim-gratis.html?i_id=quicklinks-hp-flat-gratis-5</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/loja/telemoveis.html?i_id=quicklinks-hp-site-telemoveis-5&amp;segment=consumer</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/pacotes.html?i_id=hp-site-destaque-exclusiva-online-1</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/loja/telemoveis.html?i_id=hpsite-destaque-bf23-samsung-2&amp;segment=consumer&amp;name=Samsung</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/loja/smartwatch.html?i_id=hpsite-destaque-bf23-samsung-watch5-3&amp;segment=consumer&amp;highlight=Black%20Friday</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/internet-movel.html?i_id=hpsite-destaque-bf23-blm-5</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/loja/telemoveis.html?i_id=hpsite-destaque-iphone14-nov-5&amp;segment=consumer&amp;name=iphone%2014%20</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/happy.html?i_id=destaque-site-happy-6%20</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/ajuda/contactos.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.80</priority>
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+  <loc>https://www.vodafone.pt/loja/acessorios.html?i_id=catalogo-blm-cartoes-3&amp;segment=consumer&amp;brand=Samsung&amp;category=Wearables&amp;paymentType=CV</loc>
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+  <loc>https://www.vodafone.pt/loja/telemoveis.html?i_id=catalogo-acessorios-telemoveis-1&amp;segment=consumer&amp;brand=OPPO&amp;paymentType=CV</loc>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
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+  <loc>https://www.vodafone.pt/loja/smart-home.html?segment=consumer&amp;name=tv&amp;paymentType=CV</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/loja/smart-home.html?segment=consumer&amp;name=l%C3%A2&amp;paymentType=CV</loc>
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+  <loc>https://www.vodafone.pt/loja/smart-home.html?segment=consumer&amp;name=scale&amp;paymentType=CV</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/loja/smart-home.html?segment=consumer&amp;name=sen&amp;paymentType=CV</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/loja/acessorios.html?i_id=catalogo-blm-cartoes-3&amp;segment=consumer&amp;name=tomada&amp;category=Smart%20Home</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/loja/smart-home.html?segment=consumer&amp;name=uz&amp;paymentType=CV</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/loja/gaming.html?segment=consumer&amp;name=rato&amp;paymentType=CV</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/loja/gaming.html?segment=consumer&amp;name=cadeira&amp;paymentType=CV</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/loja/gaming.html?segment=consumer&amp;name=monitor&amp;paymentType=CV</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/quem-somos.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/conselho-executivo.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/a-nossa-historia.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/visao-missao-e-valores.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/responsabilidade-social/sociedade.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/responsabilidade-social/ambiente.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/responsabilidade-social/rede.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/fundacao/areas-de-foco/smartreab.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/relatorios/2019.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/a-vodafone-no-mundo.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/business/comunicacoes/voz/movel/biz.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/business/comunicacoes/voz/movel/infinity.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/en/press-releases.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/responsabilidade-social/posicionamento-e-principios.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/responsabilidade-social/desempenho-ambiental.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/responsabilidade-social/colaboradores.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/responsabilidade-social/clientes.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/responsabilidade-social/fornecedores.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/responsabilidade-social/comunidade.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/recrutamento/porque-a-vodafone.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/recrutamento/desenvolvimento-profissional-na-Vodafone.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/recrutamento/jovens-talentos.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/recrutamento/profissionais-com-experiencia.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/a-vodafone/recrutamento/como-trabalhamos.html</loc>
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+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/powerlab/speed-networking.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.64</priority>
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+  <loc>https://www.vodafone.pt/particulares.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
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+  <loc>https://www.vodafone.pt/business/v-hub/estudos/relatorio-future-ready-2020.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/estudos/iot-spotlight-2020.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/estudos/barometro-iot-2019.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/estudos/barometro-tendencias-2019.html?activeTab=estudos&amp;id=observatorio</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/estudos/barometro-tendencias-2019.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/estudos/ciberseguranca-2018.html?activeTab=estudos&amp;id=observatorio</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/estudos/ciberseguranca-2018.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/casos-sucesso/fiamma.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/casos-sucesso/sonafi.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/casos-sucesso/schreder.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/explorar/inovacao.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/explorar/tecnologia/construcao-na-era-digital.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/explorar/inovacao/caminho-para-futuros-empreendedores.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/v-hub/explorar/tecnologia/a-cloud-nao-e-apenas-um-armazem-e-um-centro-de-inteligencia-de-negocio.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+<url>
+  <loc>https://www.vodafone.pt/business/solucoes/smart-cities.html</loc>
+  <lastmod>2023-11-17T05:14:38+00:00</lastmod>
+  <priority>0.33</priority>
+</url>
+
+
+</urlset>

testbhe.ipynb

@@ -0,0 +1,218 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/pedro/.local/lib/python3.10/site-packages/urllib3/connectionpool.py:1045: InsecureRequestWarning: Unverified HTTPS request is being made to host 'www.vodafone.pt'. Adding certificate verification is strongly advised. See: https://urllib3.readthedocs.io/en/1.26.x/advanced-usage.html#ssl-warnings\n",
+      "  warnings.warn(\n",
+      "Fetching pages:   9%|8         | 120/1361 [00:26<03:06,  6.64it/s]Error fetching https://www.vodafone.pt/ajuda/artigos/servicos-apps/seguranca-informatica/o-que-e-um-csirt.html with attempt 1/3: Server disconnected. Retrying...\n",
+      "Fetching pages: 100%|##########| 1361/1361 [03:41<00:00,  6.16it/s]\n"
+     ]
+    }
+   ],
+   "source": [
+    "import nest_asyncio\n",
+    "\n",
+    "nest_asyncio.apply()\n",
+    "\n",
+    "from langchain.document_loaders import SitemapLoader\n",
+    "\n",
+    "from bs4 import BeautifulSoup\n",
+    "\n",
+    "import re\n",
+    "\n",
+    "# Wrap the function in a list\n",
+    "filter_urls = ['^http(s)?://(www\\.)?vodafone.(pt)/(ajuda)/(artigos).*$'] #apenas https://www.vodafone.pt/ajuda/artigos/...\n",
+    "\n",
+    "\n",
+    "sitemap_loader = SitemapLoader(\n",
+    "    web_path=\"https://www.vodafone.pt/sitemap.xml\",\n",
+    "    filter_urls=filter_urls,\n",
+    ")\n",
+    "\n",
+    "sitemap_loader.requests_per_second = 10\n",
+    "# Optional: avoid `[SSL: CERTIFICATE_VERIFY_FAILED]` issue\n",
+    "sitemap_loader.requests_kwargs = {\"verify\": False}\n",
+    "\n",
+    "docs = sitemap_loader.load()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "NameError",
+     "evalue": "name 'docs' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[1;32m/home/pedro/llama2_local/testbhe.ipynb Cell 2\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> <a href='vscode-notebook-cell://wsl%2Bubuntu/home/pedro/llama2_local/testbhe.ipynb#W1sdnNjb2RlLXJlbW90ZQ%3D%3D?line=0'>1</a>\u001b[0m docs[\u001b[39m0\u001b[39m]\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'docs' is not defined"
+     ]
+    }
+   ],
+   "source": [
+    "docs[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nComo ativo ou desativo os alertas Vodafone?\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nPlease click here if you are not redirected within a few seconds.\\nSkip to content\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\xa0\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nCarrinho de compras\\n\\n{{counter ? counter : itemsNumber}}\\nitems\\n\\n\\n\\n\\n\\n\\nCarrinho\\n\\n\\n\\n\\n\\n\\nCarrinho de compras\\n\\nproduto\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{i18nLabels.basketNotEmpty}}\\n\\n\\n{{i18nLabels.reminderDescription}}\\n\\n{{i18nLabels.goToCart}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nPesquisar\\n\\n\\n\\n\\nPesquisa\\n\\n\\n\\n\\nMy Vodafone Menu\\n\\n\\n\\n\\nLogin\\n\\n{{i18nLabels.loginButton}}\\n{{i18nLabels.notOpenAgainButton}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nClose dialog\\n\\n\\n\\n\\n\\n\\n{{searchOverlayHeading}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nProcurar\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_close_dialog_span}}\\n\\n\\n\\n\\n{{login_page_title}}\\n\\n\\n\\n\\n{{login_navigation_title}}\\n\\n{{register_navigation_title}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{forgot_password_question}}\\n\\n\\n\\n{{login_name_reset_number}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{forgot_password_cancel}}\\n\\n\\n\\n\\n\\n\\n\\n\\n{{forgot_password_second_title}}\\n\\n{{forgot_password_second_text_sms}}\\n{{forgot_password_second_text_email}}\\n\\n{{forgot_password_next}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_label}}\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_form_name_label}}\\n\\n\\n\\n\\n{{login_form_password_label}}\\n\\n\\n\\n\\n\\n\\n{{login_form_remember_me}}\\n\\n\\n\\n\\n\\n\\n\\n{{login_form_recover_button}}\\n\\n\\n\\n\\n\\n\\n\\n{{login_form_back_to_login_button}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_form_activation_back_to_login_button}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_recover_password}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_form_create_user_name}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_form_create_user_email}}\\n\\n\\n{{login_form_create_email_login_text}}\\n\\n\\n{{login_form_create_user_email_confirmation}}\\n\\n\\n\\n\\n{{login_form_create_user_phone_number}}\\n\\n\\n\\n\\n\\n\\n{{login_form_create_user_password}}\\n\\n\\n\\n\\n\\n\\n{{login_form_create_user_confirm_password}}\\n\\n\\n\\n\\n{{login_form_create_user_confirm_label}}\\n\\n{{login_form_create_user_terms_conditions}}\\n\\n{{login_form_create_user_vigentes}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_form_activation_back_to_login_button}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_form_create_continue_button}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_close_dialog_span}}\\n\\n\\n\\n{{login_form_reset_title}}\\n\\n\\n\\n\\n\\n\\n{{login_form_reset_first_field}}\\n\\n\\n\\n\\n\\n{{login_form_reset_second_field}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{login_form_reset_error_validate_field_invalid_key_recover_button}}\\n\\n\\n\\n{{login_form_reset_error_validate_field_invalid_key_to_login_button}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{i18n.closeDialog}}\\n\\n\\n\\n\\n\\n{{i18n.youHaveTwoCarts}}\\n\\n\\n{{i18n.chooseOne}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{item.quantity}}{{CONSTANTS.TIMES}}\\n\\n\\n\\n\\n{{product.name}}\\n\\n\\n{{i18n.color}} {{CONSTANTS.SPACE}} {{product.color}}\\n{{i18n.storage}} {{CONSTANTS.SPACE}} {{product.storage}}\\n\\n\\n{{i18n.included}}\\n\\n\\n\\n{{formatPrice(getItemEURValue(item))}}\\n{{CONSTANTS.SPACE}} {{CONSTANTS.PLUS}} {{CONSTANTS.SPACE}} {{getItemPOINTSValue(item)}} {{CONSTANTS.SPACE}}\\n{{CONSTANTS.SPACE}}{{i18n.points}}\\n\\n\\n{{checkIfFreePrice(getItemEURValue(item),item.eshopProductDTO.variants[0].packProducts[0].productType)}}\\n\\n\\n\\n\\n\\n{{item.quantity}}{{CONSTANTS.TIMES}}\\n\\n\\n\\n\\n{{i18n.color}} {{CONSTANTS.SPACE}} {{item.eshopProductDTO.variants[0].color}}\\n\\n\\n{{i18n.storage}} {{CONSTANTS.SPACE}} {{item.eshopProductDTO.variants[0].storage}}\\n\\n\\n\\n{{formatPrice(getItemEURValue(item))}}\\n{{CONSTANTS.SPACE}} {{CONSTANTS.PLUS}} {{CONSTANTS.SPACE}} {{getItemPOINTSValue(item)}} {{CONSTANTS.SPACE}}\\n{{CONSTANTS.SPACE}}{{i18n.points}}\\n\\n\\n{{checkIfFreePrice(getItemEURValue(item),item.eshopProductDTO.productType)}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{i18n.afterSelectionDesc}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nComo ativo ou desativo os alertas Vodafone?\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nOs alertas podem ser ativados ou desativados via Portal Móvel Vodafone, Portal WAP Vodafone ou SMS.\\nConsulte a informação dos alertas específicos na área Apps e Serviços do site.\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nFollow us\\nSocial\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nContacte-nos\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nTOBi WhatsApp\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nTOBi Chat\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nFale connosco\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nSite map\\n\\n\\n\\n\\n\\nProdutos e Serviços\\n\\n\\n\\n\\nPacotes fibra\\n\\n\\n\\n\\nTarifários móveis\\n\\n\\n\\n\\nTarifa Social de Internet\\n\\n\\n\\n\\nSmartphones\\n\\n\\n\\n\\nInternet Móvel\\n\\n\\n\\n\\nVodafone Travellers\\n\\n\\n\\n\\nVodafone TV PLAY\\n\\n\\n\\n\\n\\n\\n\\n\\nDestaques\\n\\n\\n\\n\\nBlack Friday 2023\\n\\n\\n\\n\\nVodafone Fiber to the Room\\n\\n\\n\\n\\nNovidades e Promoções\\n\\n\\n\\n\\nTv em todos os ecrãs\\n\\n\\n\\n\\nPortabilidade\\n\\n\\n\\n\\nSegunda Casa\\n\\n\\n\\n\\nVodafone Solutions\\n\\n\\n\\n\\nClube Viva\\n\\n\\n\\n\\n\\n\\n\\n\\nSobre a Vodafone\\n\\n\\n\\n\\nA Vodafone\\n\\n\\n\\n\\nRede 5G\\n\\n\\n\\n\\nPress Releases\\n\\n\\n\\n\\nResponsabilidade Social\\n\\n\\n\\n\\nProjetos Financiados\\n\\n\\n\\n\\nFundação Vodafone\\n\\n\\n\\n\\nTrabalhar na Vodafone\\n\\n\\n\\n\\nVodafone Power Lab\\n\\n\\n\\n\\nDescontinuação 3G\\n\\n\\n\\n\\n\\n\\n\\n\\nSuporte\\n\\n\\n\\n\\nAjuda\\n\\n\\n\\n\\nVer Fatura\\n\\n\\n\\n\\nLojas\\n\\n\\n\\n\\nContactos\\n\\n\\n\\n\\nDownload Centre\\n\\n\\n\\n\\nComunidade Vodafone\\n\\n\\n\\n\\nEstado da encomenda\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nProdutos e Serviços\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nPacotes fibra\\n\\n\\n\\n\\nTarifários móveis\\n\\n\\n\\n\\nTarifa Social de Internet\\n\\n\\n\\n\\nSmartphones\\n\\n\\n\\n\\nInternet Móvel\\n\\n\\n\\n\\nVodafone Travellers\\n\\n\\n\\n\\nVodafone TV PLAY\\n\\n\\n\\n\\n\\n\\n\\n\\nDestaques\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nBlack Friday 2023\\n\\n\\n\\n\\nVodafone Fiber to the Room\\n\\n\\n\\n\\nNovidades e Promoções\\n\\n\\n\\n\\nTv em todos os ecrãs\\n\\n\\n\\n\\nPortabilidade\\n\\n\\n\\n\\nSegunda Casa\\n\\n\\n\\n\\nVodafone Solutions\\n\\n\\n\\n\\nClube Viva\\n\\n\\n\\n\\n\\n\\n\\n\\nSuporte\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nAjuda\\n\\n\\n\\n\\nVer Fatura\\n\\n\\n\\n\\nLojas\\n\\n\\n\\n\\nContactos\\n\\n\\n\\n\\nDownload Centre\\n\\n\\n\\n\\nComunidade Vodafone\\n\\n\\n\\n\\nEstado da encomenda\\n\\n\\n\\n\\n\\n\\n\\n\\nSobre a Vodafone\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nA Vodafone\\n\\n\\n\\n\\nRede 5G\\n\\n\\n\\n\\nPress Releases\\n\\n\\n\\n\\nResponsabilidade Social\\n\\n\\n\\n\\nProjetos Financiados\\n\\n\\n\\n\\nFundação Vodafone\\n\\n\\n\\n\\nTrabalhar na Vodafone\\n\\n\\n\\n\\nVodafone Power Lab\\n\\n\\n\\n\\nDescontinuação 3G\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nPrivacidade\\n\\n\\n\\n\\n\\n\\nPolítica Anticorrupção\\n\\n\\n\\n\\n\\n\\nConfiguração de Cookies\\n\\n\\n\\n\\n\\n\\nFeedback\\n\\n\\n\\n\\n\\n\\nOfertas Wholesale\\n\\n\\n\\n\\n\\n\\nEnglish\\n\\n\\n\\n\\n© {{year}} {{footerText}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n{{title}}\\n\\n\\n\\n\\n{{title}}\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n'"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "bhe = pd.DataFrame(docs[0])\n",
+    "bhe[1][0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import requests\n",
+    "from bs4 import BeautifulSoup\n",
+    "\n",
+    "import re\n",
+    "\n",
+    "from sklearn.feature_extraction.text import CountVectorizer\n",
+    "from sklearn.feature_extraction.text import TfidfTransformer\n",
+    "from sklearn.naive_bayes import MultinomialNB\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def extrair_informacoes(url):\n",
+    "    response = requests.get(url)\n",
+    "    soup = BeautifulSoup(response.content, 'html.parser')\n",
+    "    texto = soup.get_text()\n",
+    "    return texto\n",
+    "\n",
+    "def preprocessar_texto(lista_textos):\n",
+    "    # Result list to store preprocessed texts\n",
+    "    resultados = []\n",
+    "\n",
+    "    for texto in lista_textos:\n",
+    "        # Remover HTML\n",
+    "        texto = re.sub('<.*?>', '', texto)\n",
+    "        # Converter para minúsculas\n",
+    "        texto = texto.lower()\n",
+    "        # Remover pontuação\n",
+    "        texto = re.sub('[^a-zA-Z0-9 \\n\\.]', '', texto)\n",
+    "        # Append the preprocessed text to the result list\n",
+    "        resultados.append(texto)\n",
+    "\n",
+    "    return resultados\n",
+    "\n",
+    "def treinar_modelo(texto):\n",
+    "\n",
+    "    count_vect = CountVectorizer()\n",
+    "    X_train_counts = count_vect.fit_transform(texto)\n",
+    "\n",
+    "    tfidf_transformer = TfidfTransformer()\n",
+    "    X_train_tfidf = tfidf_transformer.fit_transform(X_train_counts)\n",
+    "\n",
+    "    clf = MultinomialNB().fit(X_train_tfidf, texto)\n",
+    "    return clf\n",
+    "\n",
+    "# 5. Implementação do Chatbot\n",
+    "def chatbot(pergunta, modelo):\n",
+    "    # Pré-processar a pergunta\n",
+    "    pergunta = preprocessar_texto(pergunta)\n",
+    "    # Usar o modelo para gerar uma resposta\n",
+    "    resposta = modelo.predict([pergunta])\n",
+    "    return resposta"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "um = list()\n",
+    "dois = list()\n",
+    "ext1 = extrair_informacoes('https://www.vodafone.pt/campanhas/tv-net-voz.html?c_id=Vodafone_VF-Exact-FTTH_Fixo_Google_AO_AO_Performance_Geral_na_na&c_name=bf23fixo&c_source=Google&c_medium=cpc&c_type=textads&c_phase=PF&c_goal=LE&c_product=FIXO&c_subproduct=Geral&c_vtype=na&c_term=na&gad_source=1&gclid=CjwKCAiAx_GqBhBQEiwAlDNAZmD1xHxEoAXzEfF9DiLYsXvRROkMihHD6d-uMozTUFhn5z44GS0g1BoCqm4QAvD_BwE')\n",
+    "ext2 = extrair_informacoes('https://www.vodafone.pt')\n",
+    "um.insert(0,ext1)\n",
+    "um.insert(1,ext1)\n",
+    "dois = preprocessar_texto(um)\n",
+    "\n",
+    "tres = treinar_modelo(dois)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "ValueError",
+     "evalue": "dtype='numeric' is not compatible with arrays of bytes/strings.Convert your data to numeric values explicitly instead.",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
+      "\u001b[1;32m/home/pedro/llama2_local/testbhe.ipynb Cell 7\u001b[0m line \u001b[0;36m1\n\u001b[0;32m----> <a href='vscode-notebook-cell://wsl%2Bubuntu/home/pedro/llama2_local/testbhe.ipynb#X16sdnNjb2RlLXJlbW90ZQ%3D%3D?line=0'>1</a>\u001b[0m chatbot(\u001b[39m'\u001b[39;49m\u001b[39mA vodafone é fixe?\u001b[39;49m\u001b[39m'\u001b[39;49m, tres)\n",
+      "\u001b[1;32m/home/pedro/llama2_local/testbhe.ipynb Cell 7\u001b[0m line \u001b[0;36m3\n\u001b[1;32m     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/pedro/llama2_local/testbhe.ipynb#X16sdnNjb2RlLXJlbW90ZQ%3D%3D?line=36'>37</a>\u001b[0m pergunta \u001b[39m=\u001b[39m preprocessar_texto(pergunta)\n\u001b[1;32m     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/pedro/llama2_local/testbhe.ipynb#X16sdnNjb2RlLXJlbW90ZQ%3D%3D?line=37'>38</a>\u001b[0m \u001b[39m# Usar o modelo para gerar uma resposta\u001b[39;00m\n\u001b[0;32m---> <a href='vscode-notebook-cell://wsl%2Bubuntu/home/pedro/llama2_local/testbhe.ipynb#X16sdnNjb2RlLXJlbW90ZQ%3D%3D?line=38'>39</a>\u001b[0m resposta \u001b[39m=\u001b[39m modelo\u001b[39m.\u001b[39;49mpredict([pergunta])\n\u001b[1;32m     <a href='vscode-notebook-cell://wsl%2Bubuntu/home/pedro/llama2_local/testbhe.ipynb#X16sdnNjb2RlLXJlbW90ZQ%3D%3D?line=39'>40</a>\u001b[0m \u001b[39mreturn\u001b[39;00m resposta\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/naive_bayes.py:101\u001b[0m, in \u001b[0;36m_BaseNB.predict\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m     87\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m     88\u001b[0m \u001b[39mPerform classification on an array of test vectors X.\u001b[39;00m\n\u001b[1;32m     89\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     98\u001b[0m \u001b[39m    Predicted target values for X.\u001b[39;00m\n\u001b[1;32m     99\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m    100\u001b[0m check_is_fitted(\u001b[39mself\u001b[39m)\n\u001b[0;32m--> 101\u001b[0m X \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_check_X(X)\n\u001b[1;32m    102\u001b[0m jll \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_joint_log_likelihood(X)\n\u001b[1;32m    103\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mclasses_[np\u001b[39m.\u001b[39margmax(jll, axis\u001b[39m=\u001b[39m\u001b[39m1\u001b[39m)]\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/naive_bayes.py:574\u001b[0m, in \u001b[0;36m_BaseDiscreteNB._check_X\u001b[0;34m(self, X)\u001b[0m\n\u001b[1;32m    572\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_check_X\u001b[39m(\u001b[39mself\u001b[39m, X):\n\u001b[1;32m    573\u001b[0m \u001b[39m    \u001b[39m\u001b[39m\"\"\"Validate X, used only in predict* methods.\"\"\"\u001b[39;00m\n\u001b[0;32m--> 574\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_validate_data(X, accept_sparse\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mcsr\u001b[39;49m\u001b[39m\"\u001b[39;49m, reset\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/base.py:605\u001b[0m, in \u001b[0;36mBaseEstimator._validate_data\u001b[0;34m(self, X, y, reset, validate_separately, cast_to_ndarray, **check_params)\u001b[0m\n\u001b[1;32m    603\u001b[0m         out \u001b[39m=\u001b[39m X, y\n\u001b[1;32m    604\u001b[0m \u001b[39melif\u001b[39;00m \u001b[39mnot\u001b[39;00m no_val_X \u001b[39mand\u001b[39;00m no_val_y:\n\u001b[0;32m--> 605\u001b[0m     out \u001b[39m=\u001b[39m check_array(X, input_name\u001b[39m=\u001b[39;49m\u001b[39m\"\u001b[39;49m\u001b[39mX\u001b[39;49m\u001b[39m\"\u001b[39;49m, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mcheck_params)\n\u001b[1;32m    606\u001b[0m \u001b[39melif\u001b[39;00m no_val_X \u001b[39mand\u001b[39;00m \u001b[39mnot\u001b[39;00m no_val_y:\n\u001b[1;32m    607\u001b[0m     out \u001b[39m=\u001b[39m _check_y(y, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mcheck_params)\n",
+      "File \u001b[0;32m~/.local/lib/python3.10/site-packages/sklearn/utils/validation.py:946\u001b[0m, in \u001b[0;36mcheck_array\u001b[0;34m(array, accept_sparse, accept_large_sparse, dtype, order, copy, force_all_finite, ensure_2d, allow_nd, ensure_min_samples, ensure_min_features, estimator, input_name)\u001b[0m\n\u001b[1;32m    938\u001b[0m         \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m    939\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mExpected 2D array, got 1D array instead:\u001b[39m\u001b[39m\\n\u001b[39;00m\u001b[39marray=\u001b[39m\u001b[39m{}\u001b[39;00m\u001b[39m.\u001b[39m\u001b[39m\\n\u001b[39;00m\u001b[39m\"\u001b[39m\n\u001b[1;32m    940\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mReshape your data either using array.reshape(-1, 1) if \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    941\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39myour data has a single feature or array.reshape(1, -1) \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    942\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mif it contains a single sample.\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m.\u001b[39mformat(array)\n\u001b[1;32m    943\u001b[0m         )\n\u001b[1;32m    945\u001b[0m \u001b[39mif\u001b[39;00m dtype_numeric \u001b[39mand\u001b[39;00m \u001b[39mhasattr\u001b[39m(array\u001b[39m.\u001b[39mdtype, \u001b[39m\"\u001b[39m\u001b[39mkind\u001b[39m\u001b[39m\"\u001b[39m) \u001b[39mand\u001b[39;00m array\u001b[39m.\u001b[39mdtype\u001b[39m.\u001b[39mkind \u001b[39min\u001b[39;00m \u001b[39m\"\u001b[39m\u001b[39mUSV\u001b[39m\u001b[39m\"\u001b[39m:\n\u001b[0;32m--> 946\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m    947\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mdtype=\u001b[39m\u001b[39m'\u001b[39m\u001b[39mnumeric\u001b[39m\u001b[39m'\u001b[39m\u001b[39m is not compatible with arrays of bytes/strings.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    948\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mConvert your data to numeric values explicitly instead.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    949\u001b[0m     )\n\u001b[1;32m    950\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m allow_nd \u001b[39mand\u001b[39;00m array\u001b[39m.\u001b[39mndim \u001b[39m>\u001b[39m\u001b[39m=\u001b[39m \u001b[39m3\u001b[39m:\n\u001b[1;32m    951\u001b[0m     \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\n\u001b[1;32m    952\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mFound array with dim \u001b[39m\u001b[39m%d\u001b[39;00m\u001b[39m. \u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m expected <= 2.\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m    953\u001b[0m         \u001b[39m%\u001b[39m (array\u001b[39m.\u001b[39mndim, estimator_name)\n\u001b[1;32m    954\u001b[0m     )\n",
+      "\u001b[0;31mValueError\u001b[0m: dtype='numeric' is not compatible with arrays of bytes/strings.Convert your data to numeric values explicitly instead."
+     ]
+    }
+   ],
+   "source": [
+    "chatbot('A vodafone é fixe?', tres)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
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+ "nbformat": 4,
+ "nbformat_minor": 2
+}