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add app

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  1. .gitattributes +3 -0
  2. ETL/embeddings_base.ipynb +125 -0
  3. ETL/faiss_document_store.db +3 -0
  4. Fontes/QA_Base/final_QA.txt +3 -0
  5. Fontes/QA_Base/test.parquet +3 -0
  6. Fontes/QA_Base/train.parquet +3 -0
  7. Fontes/QA_Base/validation.parquet +3 -0
  8. Fontes/Wiki_Pages/Amazônia Azul Tecnologias de Defesa.txt +3 -0
  9. Fontes/Wiki_Pages/Ambiente pelágico.txt +3 -0
  10. Fontes/Wiki_Pages/Anelídeo.txt +3 -0
  11. Fontes/Wiki_Pages/Atividade Petrolífera.txt +3 -0
  12. Fontes/Wiki_Pages/Biologia marinha.txt +3 -0
  13. Fontes/Wiki_Pages/Cnidaria.txt +3 -0
  14. Fontes/Wiki_Pages/Colonização do Brasil.txt +3 -0
  15. Fontes/Wiki_Pages/Conservação das espécies conhecidas.txt +3 -0
  16. Fontes/Wiki_Pages/Constituição Federal.txt +3 -0
  17. Fontes/Wiki_Pages/Definição dos Espaços Marinhos.txt +3 -0
  18. Fontes/Wiki_Pages/Desastres ambientais no ambiente costeiro e marinho.txt +3 -0
  19. Fontes/Wiki_Pages/Ecossistema marinho.txt +3 -0
  20. Fontes/Wiki_Pages/Ecossistemas costeiros.txt +3 -0
  21. Fontes/Wiki_Pages/Erosão e Sedimentação Costeiras.txt +3 -0
  22. Fontes/Wiki_Pages/Esportes Marítimos.txt +3 -0
  23. Fontes/Wiki_Pages/Evolução territorial do Brasil.txt +3 -0
  24. Fontes/Wiki_Pages/Forças Armadas do Brasil.txt +3 -0
  25. Fontes/Wiki_Pages/Geração de Energia.txt +3 -0
  26. Fontes/Wiki_Pages/Legislação pesqueira e maricultura.txt +3 -0
  27. Fontes/Wiki_Pages/Litoral do Brasil.txt +3 -0
  28. Fontes/Wiki_Pages/Mar Profundo.txt +3 -0
  29. Fontes/Wiki_Pages/Mar territorial.txt +3 -0
  30. Fontes/Wiki_Pages/Marinha do Brasil.txt +3 -0
  31. Fontes/Wiki_Pages/Microbiologia Marinha.txt +3 -0
  32. Fontes/Wiki_Pages/Mineração no Mar.txt +3 -0
  33. Fontes/Wiki_Pages/Moluscos.txt +3 -0
  34. Fontes/Wiki_Pages/Pesca e aquicultura.txt +3 -0
  35. Fontes/Wiki_Pages/Poluição e contaminação marinha.txt +3 -0
  36. Fontes/Wiki_Pages/Porifera.txt +3 -0
  37. Fontes/Wiki_Pages/Portos.txt +3 -0
  38. Fontes/Wiki_Pages/Produção Primária.txt +3 -0
  39. Fontes/Wiki_Pages/Produção primária.txt +3 -0
  40. Fontes/Wiki_Pages/Programa de Desenvolvimento de Submarinos.txt +3 -0
  41. Fontes/Wiki_Pages/Qualidade das Águas.txt +3 -0
  42. Fontes/Wiki_Pages/Recursos do Mar.txt +3 -0
  43. Fontes/Wiki_Pages/Transporte e Navegação.txt +3 -0
  44. Fontes/Wiki_Pages/Turismo Costeiro.txt +3 -0
  45. Fontes/Wiki_Pages/Unidades de Conservação.txt +3 -0
  46. Fontes/Wiki_Pages/Urbanização do Brasil.txt +3 -0
  47. Fontes/Wiki_Pages/Veículo aéreo não tripulado.txt +3 -0
  48. Fontes/Wiki_Pages/Zona Costeira Brasileira.txt +3 -0
  49. Fontes/Wiki_Pages/Zona abissal.txt +3 -0
  50. Fontes/Wiki_Pages/Zona econômica exclusiva do Brasil.txt +3 -0
.gitattributes CHANGED
@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ *.db filter=lfs diff=lfs merge=lfs -text
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+ *.faiss filter=lfs diff=lfs merge=lfs -text
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+ *.txt filter=lfs diff=lfs merge=lfs -text
ETL/embeddings_base.ipynb ADDED
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1
+ {
2
+ "cells": [
3
+ {
4
+ "cell_type": "markdown",
5
+ "metadata": {},
6
+ "source": [
7
+ "## Imports"
8
+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": null,
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+ "metadata": {},
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+ "outputs": [],
15
+ "source": [
16
+ "import pandas as pd\n",
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+ "\n",
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+ "from haystack.nodes import PreProcessor, EmbeddingRetriever\n",
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+ "from haystack.document_stores import FAISSDocumentStore\n",
20
+ "from haystack.utils import convert_files_to_docs"
21
+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
27
+ "## Preprocess Documents"
28
+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
34
+ "### BLAB-Wiki"
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+ ]
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+ },
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+ {
38
+ "cell_type": "code",
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+ "execution_count": null,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "preprocessor = PreProcessor(\n",
44
+ " clean_empty_lines=True,\n",
45
+ " clean_whitespace=True,\n",
46
+ " clean_header_footer=False,\n",
47
+ " split_by=\"sentence\",\n",
48
+ " split_length=2,\n",
49
+ " split_overlap=1,\n",
50
+ " split_respect_sentence_boundary=False)\n",
51
+ "\n",
52
+ "all_docs = convert_files_to_docs(dir_path=\"./Fontes/Wiki_Pages/\")\n",
53
+ "docs_default = preprocessor.process(all_docs)"
54
+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
60
+ "### QA Source"
61
+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": null,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
69
+ "# QA sentences\n",
70
+ "QA_path = \"./Fontes/QA_Base/\"\n",
71
+ "\n",
72
+ "train = pd.read_parquet(QA_path + 'train.parquet')['new_long_answers']\n",
73
+ "test = pd.read_parquet(QA_path + 'test.parquet')['new_long_answers']\n",
74
+ "validation = pd.read_parquet(QA_path + 'validation.parquet')['new_long_answers']\n",
75
+ "\n",
76
+ "answers = pd.concat([train,test,validation])\n",
77
+ "\n",
78
+ "docs_list = [{\"content\": v, \"content_type\": \"text\", \"score\":None, \"meta\":None} for i,v in answers.items()]"
79
+ ]
80
+ },
81
+ {
82
+ "cell_type": "markdown",
83
+ "metadata": {},
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+ "source": [
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+ "## Create DocumentsStore and calculate Embeddings"
86
+ ]
87
+ },
88
+ {
89
+ "cell_type": "code",
90
+ "execution_count": null,
91
+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "document_store = FAISSDocumentStore(similarity=\"dot_product\", embedding_dim=512)\n",
95
+ "document_store.write_documents(docs_default + docs_list)"
96
+ ]
97
+ },
98
+ {
99
+ "cell_type": "code",
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+ "execution_count": null,
101
+ "metadata": {},
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+ "outputs": [],
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+ "source": [
104
+ "retriever = EmbeddingRetriever(\n",
105
+ " document_store=document_store, \n",
106
+ " embedding_model=\"sentence-transformers/distiluse-base-multilingual-cased-v1\")\n",
107
+ "\n",
108
+ "document_store.update_embeddings(retriever, batch_size=10000)"
109
+ ]
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "Python 3",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "name": "python",
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+ "version": "3.10.12"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 2
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+ }
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Fontes/Wiki_Pages/Urbanização do Brasil.txt ADDED
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Fontes/Wiki_Pages/Veículo aéreo não tripulado.txt ADDED
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Fontes/Wiki_Pages/Zona Costeira Brasileira.txt ADDED
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Fontes/Wiki_Pages/Zona abissal.txt ADDED
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Fontes/Wiki_Pages/Zona econômica exclusiva do Brasil.txt ADDED
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