main.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aqui estão as explicações para o funcionamento do notebook Jupyter:\n",
    "\n",
    "---\n",
    "\n",
    "### 1. Importações de Bibliotecas e Definições Iniciais\n",
    "\n",
    "Este trecho de código é responsável por importar as bibliotecas necessárias para o projeto, como `logging`, `os`, `pandas`, `spacy`, `torch`, entre outras. Além disso, são importados módulos específicos do projeto, como `DanteTokenizer` e funções de pré-processamento. \n",
    "\n",
    "Também são definidos modelos disponíveis e pré-processadores específicos para cada tipo de dados. \n",
    "\n",
    "---\n",
    "Em resumo, basta definir os valores das variáveis da sessão 2 e executar todas as células em ordem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\felma\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import logging\n",
    "import os\n",
    "from typing import List, Tuple\n",
    "import pandas as pd\n",
    "import spacy\n",
    "import torch\n",
    "from dante_tokenizer import DanteTokenizer\n",
    "from transformers import AutoModelForTokenClassification, AutoTokenizer\n",
    "\n",
    "from dante_tokenizer.data.preprocessing import split_monetary_tokens, normalize_text, split_enclisis\n",
    "\n",
    "from preprocessing import *\n",
    "\n",
    "try:\n",
    "    nlp = spacy.load(\"pt_core_news_sm\")\n",
    "except Exception:\n",
    "    os.system(\"python -m spacy download pt_core_news_sm\")\n",
    "    nlp = spacy.load(\"pt_core_news_sm\")\n",
    "dt_tokenizer = DanteTokenizer()\n",
    "\n",
    "model_choices = {\n",
    "    \"News\": \"Emanuel/porttagger-news-base\",\n",
    "    \"Tweets (stock market)\": \"Emanuel/porttagger-tweets-base\",\n",
    "    \"Oil and Gas (academic texts)\": \"Emanuel/porttagger-oilgas-base\",\n",
    "    \"Multigenre\": \"Emanuel/porttagger-base\",\n",
    "}\n",
    "pre_tokenizers = {\n",
    "    \"News\": nlp,\n",
    "    \"Tweets (stock market)\": dt_tokenizer.tokenize,\n",
    "    \"Oil and Gas (academic texts)\": nlp,\n",
    "    \"Multigenre\": nlp,\n",
    "}\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Definições de Variáveis e Configurações\n",
    "\n",
    "Neste trecho, são definidas variáveis como o modelo padrão a ser utilizado (`default_model`), o nome da coluna de identificação (`id_column`), o nome da coluna de conteúdo (`content_column`), o caminho dos dados de entrada (`data_path`), o caminho de saída (`output_path`), e uma configuração para manter ou substituir contrações (`keep_replace_contraction`). \n",
    "\n",
    "Também é configurado o nível de log para `DEBUG`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "default_model = \"Tweets (stock market)\"\n",
    "id_column = 'tweet_id'\n",
    "content_column = 'content'\n",
    "prefix = 'dante_02'\n",
    "data_path = 'data/tweets_covid_annotated.csv'\n",
    "output_path = 'output/tweets_covid_annotated.conllu'\n",
    "keep_replace_contraction = True\n",
    "\n",
    "logger = logging.getLogger()\n",
    "logger.setLevel(logging.DEBUG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Classe `MyApp`\n",
    "\n",
    "Esta classe é responsável por carregar o modelo selecionado utilizando a função `load_model`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MyApp:\n",
    "    def __init__(self) -> None:\n",
    "        self.model = None\n",
    "        self.tokenizer = None\n",
    "        self.pre_tokenizer = None\n",
    "        self.load_model()\n",
    "\n",
    "    def load_model(self, model_name: str = default_model):\n",
    "        if model_name not in model_choices.keys():\n",
    "            logger.error(\"Selected model is not supported, resetting to the default model.\")\n",
    "            model_name = default_model\n",
    "        self.model = AutoModelForTokenClassification.from_pretrained(model_choices[model_name])\n",
    "        self.tokenizer = AutoTokenizer.from_pretrained(model_choices[model_name])\n",
    "        self.pre_tokenizer = pre_tokenizers[model_name]\n",
    "\n",
    "myapp = MyApp()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Função `predict`\n",
    "\n",
    "Esta função recebe um texto como entrada e faz previsões utilizando o modelo carregado pela instância de `MyApp`. A função tokeniza o texto, faz previsões de tokenização e retorna os tokens, as etiquetas preditas e as pontuações associadas a essas previsões."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(text, logger=None) -> Tuple[List[str], List[str]]:\n",
    "    doc = myapp.pre_tokenizer(text)\n",
    "    tokens = [token.text if not isinstance(token, str) else token for token in doc]\n",
    "\n",
    "    logger.info(\"Starting predictions for sentence: {}\".format(text))\n",
    "    print(\"Using model {}\".format(myapp.model.config.__dict__[\"_name_or_path\"]))\n",
    "\n",
    "    input_tokens = myapp.tokenizer(\n",
    "        tokens,\n",
    "        return_tensors=\"pt\",\n",
    "        is_split_into_words=True,\n",
    "        return_offsets_mapping=True,\n",
    "        return_special_tokens_mask=True,\n",
    "        \n",
    "    )\n",
    "    output = myapp.model(input_tokens[\"input_ids\"])\n",
    "\n",
    "    i_token = 0\n",
    "    labels = []\n",
    "    scores = []\n",
    "    for off, is_special_token, pred in zip(\n",
    "        input_tokens[\"offset_mapping\"][0],\n",
    "        input_tokens[\"special_tokens_mask\"][0],\n",
    "        output.logits[0],\n",
    "    ):\n",
    "        if is_special_token or off[0] > 0:\n",
    "            continue\n",
    "        label = myapp.model.config.__dict__[\"id2label\"][int(pred.argmax(axis=-1))]\n",
    "        if logger is not None:\n",
    "            logger.info(\"{}, {}, {}\".format(off, tokens[i_token], label))\n",
    "        labels.append(label)\n",
    "        scores.append(\n",
    "            \"{:.2f}\".format(100 * float(torch.softmax(pred, dim=-1).detach().max()))\n",
    "        )\n",
    "        i_token += 1\n",
    "\n",
    "    return tokens, labels, scores"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Função `batch_analysis_csv`\n",
    "\n",
    "Esta função realiza uma análise em lote de um arquivo CSV, onde cada linha do CSV contém um texto a ser analisado. Ela carrega o arquivo CSV, processa os textos, faz previsões para cada texto utilizando a função `predict`, e gera um arquivo de saída no formato CoNLL-U contendo as previsões feitas pelo modelo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def batch_analysis_csv(id_column: str, content_column: str, data_path: str, prefix:str, output_path: str, keep_replace_contraction: bool):\n",
    "    df = pd.read_csv(data_path)\n",
    "    ids = df[id_column]\n",
    "    texts = df[content_column]\n",
    "\n",
    "    texts = texts.replace(r'\\\\n', ' ', regex=True) # remover '\\n' mas não por espaço\n",
    "    texts = texts.apply(lambda x : x.strip()) # remover espaços excedentes\n",
    "\n",
    "    conllu_output = []\n",
    "\n",
    "    for id, sent in zip(ids, texts):\n",
    "        #print(sent)\n",
    "        \n",
    "        conllu_output.append(\"# sent_id = {}_{}\\n\".format(prefix, id))\n",
    "        conllu_output.append(\"# text = {}\\n\".format(sent))\n",
    "        \n",
    "        tokens, labels, _ = predict(sent, logger)\n",
    "        tokens_labels = list(zip(tokens, labels))\n",
    "\n",
    "        for j, (token, label) in enumerate(tokens_labels):\n",
    "            #print(tokens_labels[j][0])\n",
    "            try:\n",
    "                contr = tokens_labels[j][0] + ' ' + tokens_labels[j+1][0]\n",
    "                for expansion in expansions.keys():\n",
    "                    replace_str = expansions[expansion]\n",
    "                    match = re.match(expansion, contr, re.IGNORECASE)\n",
    "                    expansion = replace_keep_case(expansion, replace_str, contr)\n",
    "                    if match is not None:\n",
    "                        conllu_output.append(\"{}\\t{}\".format(str(j+1)+'-'+str(j+2), expansion) + \"\\t_\" * 8 + \"\\n\")\n",
    "                        break\n",
    "                conllu_output.append(\"{}\\t{}\\t_\\t{}\".format(j + 1, token, label) + \"\\t_\" * 6 + \"\\n\")\n",
    "\n",
    "            except IndexError:\n",
    "                conllu_output.append(\"{}\\t{}\\t_\\t{}\".format(j + 1, token, label) + \"\\t_\" * 6 + \"\\n\")\n",
    "            \n",
    "        conllu_output.append(\"\\n\")\n",
    "\n",
    "    with open(output_path, 'w', encoding='utf-8') as out_f:\n",
    "        out_f.writelines(conllu_output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Execução do Processamento em Lote\n",
    "\n",
    "Neste trecho, a função `batch_analysis_csv` é chamada com os parâmetros previamente definidos. Isso inicia o processo de análise em lote dos dados contidos no arquivo CSV especificado, utilizando o modelo padrão e as configurações definidas anteriormente."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
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      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n",
      "Using model Emanuel/porttagger-tweets-base\n"
     ]
    }
   ],
   "source": [
    "batch_analysis_csv(id_column, content_column, data_path, prefix, output_path, keep_replace_contraction)"
   ]
  }
 ],
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