{ "cells": [ { "cell_type": "markdown", "id": "c7d2bf88", "metadata": {}, "source": [ "# Hybrid BERT-LSTM Profanity Detection System\n", "#### Project Overview\n", "This document outlines the implementation of a hybrid deep learning system that combines BERT and LSTM architectures for profanity detection. The system achieves decent performance while maintaining balance between precision and recall through sophisticated data augmentation and model architecture." ] }, { "cell_type": "markdown", "id": "977afe58", "metadata": {}, "source": [ "# Required Libraries\n", "\n", "#### Deep Learning & Neural Networks\n", "\n", "- TensorFlow\n", "- Transformers (Hugging Face)\n", "- Keras\n", "\n", "\n", "#### Data Processing & Analysis\n", "- NumPy\n", "- Pandas\n", "- Scikit-learn\n", "\n", "\n", "#### NLP & Text Processing\n", "- NLTK\n", "- TextBlob\n", "- Gensim\n", "\n", "\n", "#### Visualization\n", "- Matplotlib\n", "- Seaborn\n", "\n", "\n", "\n", "#### Pre-trained Models\n", "- BERT base uncased model\n", "- Google News word2vec vectors (300d)" ] }, { "cell_type": "markdown", "id": "244d60df", "metadata": {}, "source": [ "# Data Preparation Pipeline\n", "#### Data Loading\n", "The system loads data from two primary sources:\n", "\n", "Profane text dataset (labeled as 1)\n", "Non-profane text dataset (labeled as 0)\n", "\n", "#### Key features:\n", "\n", "- Error handling for file loading\n", "- Automatic column standardization\n", "- Binary classification labeling\n", "\n", "#### Text Preprocessing\n", "Implementation of comprehensive text preprocessing pipeline:\n", "\n", "- Lowercasing\n", "- Stop word removal\n", "- Lemmatization\n", "- Special character handling\n", "- Token filtering" ] }, { "cell_type": "code", "execution_count": 1, "id": "cdd66d9a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Renz\\anaconda3\\envs\\tensorr\\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", "[nltk_data] Downloading package wordnet to\n", "[nltk_data] C:\\Users\\Renz\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package wordnet is already up-to-date!\n", "[nltk_data] Downloading package punkt to\n", "[nltk_data] C:\\Users\\Renz\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package stopwords to\n", "[nltk_data] C:\\Users\\Renz\\AppData\\Roaming\\nltk_data...\n", "[nltk_data] Package stopwords is already up-to-date!\n" ] } ], "source": [ "# Standard Libraries\n", "import os\n", "import random\n", "import gc\n", "import warnings\n", "from typing import List, Dict\n", "\n", "# Data Processing & Analysis\n", "import numpy as np\n", "import pandas as pd\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.utils.class_weight import compute_class_weight\n", "\n", "# Deep Learning & Neural Networks\n", "import tensorflow as tf\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import (\n", " Input, \n", " Dense, \n", " LSTM, \n", " Dropout, \n", " Bidirectional, \n", " Concatenate, \n", " Embedding\n", ")\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n", "from tensorflow.keras.preprocessing.text import Tokenizer\n", "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", "from tensorflow.keras.regularizers import l2\n", "\n", "# Transformers & BERT\n", "from transformers import TFBertModel, BertTokenizer\n", "\n", "# NLP Processing\n", "import nltk\n", "from nltk.corpus import stopwords, wordnet\n", "from nltk.tokenize import word_tokenize\n", "from nltk.stem import WordNetLemmatizer\n", "from textblob import TextBlob\n", "\n", "# Word Embeddings\n", "from gensim.models import KeyedVectors\n", "\n", "# Model Persistence\n", "import joblib\n", "\n", "# Visualization\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "# Metrics & Evaluation\n", "from sklearn.metrics import (\n", " classification_report,\n", " confusion_matrix,\n", " accuracy_score,\n", " precision_score,\n", " recall_score,\n", " f1_score\n", ")\n", "\n", "# Suppress Warnings\n", "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", "\n", "# Download required NLTK data\n", "nltk.download('wordnet')\n", "nltk.download('punkt')\n", "nltk.download('stopwords')\n", "\n", "def load_data(file_path, is_profane):\n", " try:\n", " df = pd.read_csv(file_path)\n", " except FileNotFoundError:\n", " print(f\"Error: File {file_path} not found.\")\n", " return pd.DataFrame()\n", " except pd.errors.EmptyDataError:\n", " print(f\"Error: File {file_path} is empty.\")\n", " return pd.DataFrame()\n", " except pd.errors.ParserError:\n", " print(f\"Error: Could not parse file {file_path}.\")\n", " return pd.DataFrame()\n", "\n", " if is_profane:\n", " if 'text' not in df.columns:\n", " print(f\"Error: Expected 'text' column in profanity file {file_path}.\")\n", " return pd.DataFrame()\n", " df['is_profane'] = 1\n", " df.rename(columns={'text': 'word'}, inplace=True)\n", " else:\n", " if 'Word' not in df.columns:\n", " print(f\"Error: Expected 'Word' column in non-profanity file {file_path}.\")\n", " return pd.DataFrame()\n", " df['is_profane'] = 0\n", " df.rename(columns={'Word': 'word'}, inplace=True)\n", "\n", " return df[['word', 'is_profane']]\n", "\n", "def preprocess_text(text):\n", " lemmatizer = WordNetLemmatizer()\n", " stop_words = set(stopwords.words('english'))\n", " tokens = word_tokenize(text.lower())\n", " filtered_tokens = [token for token in tokens if token.isalpha() and token not in stop_words]\n", " lemmatized_tokens = [lemmatizer.lemmatize(token) for token in filtered_tokens]\n", " return ''.join(lemmatized_tokens)\n", "\n", "def get_synonyms(word):\n", " synonyms = set()\n", " for syn in wordnet.synsets(word):\n", " for lemma in syn.lemmas():\n", " synonyms.add(lemma.name())\n", " return list(synonyms)\n", "\n", "def synonym_replacement(words, n):\n", " new_words = words.copy()\n", " random_word_list = list(set([word for word in words if word.isalnum()]))\n", " random.shuffle(random_word_list)\n", " num_replaced = 0\n", " for random_word in random_word_list:\n", " synonyms = get_synonyms(random_word)\n", " if len(synonyms) >= 1:\n", " synonym = random.choice(list(synonyms))\n", " new_words = [synonym if word == random_word else word for word in new_words]\n", " num_replaced += 1\n", " if num_replaced >= n:\n", " break\n", " return new_words\n", "\n", "def random_insertion(words, n):\n", " new_words = words.copy()\n", " for _ in range(n):\n", " add_word(new_words)\n", " return new_words\n", "\n", "def add_word(new_words):\n", " synonyms = []\n", " counter = 0\n", " while len(synonyms) < 1:\n", " random_word = new_words[random.randint(0, len(new_words)-1)]\n", " synonyms = get_synonyms(random_word)\n", " counter += 1\n", " if counter >= 10:\n", " return\n", " random_synonym = synonyms[0]\n", " random_idx = random.randint(0, len(new_words)-1)\n", " new_words.insert(random_idx, random_synonym)\n", "\n", "def random_deletion(words, p):\n", " if not words:\n", " return words\n", " \n", " new_words = []\n", " for word in words:\n", " r = random.uniform(0, 1)\n", " if r > p:\n", " new_words.append(word)\n", " \n", " # If all words were deleted, keep one random word\n", " if not new_words:\n", " rand_int = random.randint(0, len(words)-1)\n", " new_words = [words[rand_int]]\n", " \n", " return new_words\n", "\n", "\n", "def back_translation(text):\n", " blob = TextBlob(text)\n", " try:\n", " intermediate = blob.translate(to='fr')\n", " return str(intermediate.translate(to='en'))\n", " except:\n", " return text\n", "\n", "def eda_augment(sentence, alpha_sr=0.1, alpha_ri=0.1, alpha_rs=0.1, p_rd=0.1, num_aug=4):\n", " words = sentence.split()\n", " num_words = len(words)\n", "\n", " augmented_sentences = []\n", " for _ in range(num_aug):\n", " a_words = synonym_replacement(words, int(alpha_sr * num_words))\n", " a_words = random_insertion(a_words, int(alpha_ri * num_words))\n", " \n", " # Ensure we don't delete all words\n", " if len(a_words) > 1:\n", " a_words = random_deletion(a_words, p_rd)\n", " else:\n", " # If only one word left, keep it as is\n", " pass\n", " \n", " augmented_sentences.append(' '.join(a_words))\n", "\n", " return augmented_sentences\n", "\n", "\n", "def augment_text(text, num_augmentations=5):\n", " augmented_texts = [text]\n", " \n", " # Existing augmentation techniques\n", " words = text.split()\n", " for i in range(num_augmentations):\n", " new_words = []\n", " for word in words:\n", " synonyms = get_synonyms(word)\n", " if synonyms:\n", " new_word = np.random.choice(synonyms)\n", " new_words.append(new_word)\n", " else:\n", " new_words.append(word)\n", " augmented_texts.append(' '.join(new_words))\n", " \n", " # Add EDA augmentation\n", " eda_results = eda_augment(text, num_aug=num_augmentations)\n", " augmented_texts.extend(eda_results)\n", " \n", " # Add back-translation\n", " augmented_texts.append(back_translation(text))\n", " \n", " # Generate paraphrases using summarization model (only for longer texts)\n", " if len(words) > 5:\n", " for _ in range(num_augmentations):\n", " max_length = min(100, int(len(words) * 1.5))\n", " paraphrase = summarization_pipeline(text, max_length=max_length, min_length=len(words), do_sample=False)[0]['summary_text']\n", " augmented_texts.append(paraphrase)\n", " \n", " return augmented_texts\n", "\n", "def prepare_data():\n", " profanity_data = load_data(r'C:\\Users\\Renz\\Desktop\\prof_csv\\profanity_en_cleaned.csv', is_profane=True) #Change Path here\n", " non_profanity_data = load_data(r'C:\\Users\\Renz\\Desktop\\Profanity Detection FINALE\\Datasets\\nonprofane.csv', is_profane=False) #Change Path here\n", "\n", " if profanity_data.empty or non_profanity_data.empty:\n", " print(\"Error: One or both input files are empty or missing required columns.\")\n", " return None\n", "\n", " # Combine both datasets into one DataFrame\n", " df = pd.concat([profanity_data, non_profanity_data], ignore_index=True)\n", " \n", " # Check the total number of rows before any further processing\n", " total_rows = len(df)\n", " print(f\"Total number of rows before augmentation and splitting: {total_rows}\")\n", "\n", " df['processed_text'] = df['word'].apply(preprocess_text)\n", "\n", " # Augment the data\n", " augmented_data = []\n", " for _, row in df.iterrows():\n", " augmented_texts = augment_text(row['processed_text'])\n", " for text in augmented_texts:\n", " augmented_data.append({'processed_text': text, 'is_profane': row['is_profane']})\n", " \n", " augmented_df = pd.DataFrame(augmented_data)\n", " df = pd.concat([df, augmented_df], ignore_index=True)\n", " \n", " # Check the total number of rows after augmentation\n", " total_rows_after_augmentation = len(df)\n", " print(f\"Total number of rows after augmentation: {total_rows_after_augmentation}\")\n", "\n", " X = df['processed_text']\n", " y = df['is_profane']\n", "\n", " # Split the data into training and testing sets\n", "\n", " return X,y" ] }, { "cell_type": "markdown", "id": "15ee1f8d", "metadata": {}, "source": [ "# Data Augmentation Techniques\n", "#### Multiple augmentation methods implemented to improve model robustness:\n", "\n", "**Synonym Replacement**\n", "- WordNet-based synonym generation\n", "- Random word replacement strategy\n", "\n", "\n", "**Random Insertion**\n", "- Contextually appropriate word insertion\n", "- Preservation of semantic meaning\n", "\n", "**Random Deletion**\n", "- Controlled Word Removal \n", "- Minimum length preservation\n", "\n", "**Back Translation**\n", "- English → French → English\n", "- Semantic preservation with structural variation" ] }, { "cell_type": "code", "execution_count": 2, "id": "9ca871cb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of rows before augmentation and splitting: 9578\n", "Total number of rows after augmentation: 124514\n" ] } ], "source": [ "X,y = prepare_data()" ] }, { "cell_type": "code", "execution_count": 3, "id": "d9848b38", "metadata": {}, "outputs": [], "source": [ "tokenizer = Tokenizer(num_words=30000, oov_token=\"\")\n", "tokenizer.fit_on_texts(X)\n", "joblib.dump(tokenizer, 'tokenizer20.joblib')\n", "X_sequences = tokenizer.texts_to_sequences(X)\n", "word_index = tokenizer.word_index\n", "max_length = 150\n", "X_padded = pad_sequences(X_sequences, maxlen=max_length, padding='post')\n", "X_train, X_test, y_train, y_test = train_test_split(X_padded, y, test_size=0.2, random_state=42)" ] }, { "cell_type": "code", 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-1.25976562e-01\n", " -5.98144531e-02 -2.64892578e-02 -1.77734375e-01 9.13085938e-02\n", " -3.80859375e-02 -9.52148438e-02 2.73437500e-02 -1.91650391e-02\n", " -1.10351562e-01 -2.30468750e-01 2.02941895e-03 6.03027344e-02\n", " -1.00585938e-01 2.22656250e-01 -2.77099609e-02 3.36914062e-02\n", " 1.44531250e-01 -7.27539062e-02 -1.32812500e-01 -1.62353516e-02\n", " 1.64062500e-01 -8.54492188e-03 -4.66796875e-01 -3.45703125e-01\n", " -1.11328125e-01 -9.57031250e-02 3.78417969e-02 -1.37695312e-01\n", " -1.80664062e-01 7.12890625e-02 1.53320312e-01 6.83593750e-02\n", " -1.22558594e-01 -6.98242188e-02 6.88476562e-02 8.78906250e-03\n", " 2.36816406e-02 -6.98242188e-02 -3.66210938e-02 8.78906250e-02\n", " 1.21582031e-01 1.44531250e-01 4.73632812e-02 -4.34570312e-02\n", " -6.71386719e-03 -1.21582031e-01 -2.79296875e-01 1.44531250e-01\n", " 5.44433594e-02 -2.09960938e-01 -8.93554688e-02 -7.08007812e-02\n", " 1.76757812e-01 1.95312500e-02 -1.01074219e-01 -6.64062500e-02\n", " -3.47656250e-01 1.00097656e-01 -7.03125000e-02 -2.14843750e-01\n", " -1.55029297e-02 1.50390625e-01 9.42382812e-02 -1.45507812e-01\n", " 1.10839844e-01 7.91015625e-02 -8.05664062e-02 1.50390625e-01\n", " 1.45507812e-01 -1.13769531e-01 -2.59765625e-01 -6.78710938e-02\n", " -9.66796875e-02 -2.27539062e-01 -1.94335938e-01 -1.79687500e-01\n", " 1.07421875e-01 1.77001953e-02 -1.22070312e-01 5.39550781e-02\n", " -1.25976562e-01 8.39843750e-02 1.22558594e-01 1.57470703e-02\n", " -8.54492188e-02 2.17773438e-01 1.92382812e-01 3.24707031e-02\n", " -7.81250000e-02 1.01318359e-02 1.07421875e-02 4.17480469e-02\n", " 6.59179688e-02 1.64062500e-01 4.51660156e-02 1.95312500e-02\n", " 6.17675781e-02 1.24023438e-01 1.06811523e-02 2.31445312e-01\n", " -2.02148438e-01 7.66601562e-02 -6.20117188e-02 -7.95898438e-02\n", " 1.70898438e-01 7.91015625e-02 -1.78222656e-02 -3.06396484e-02\n", " 5.07812500e-02 1.63085938e-01 8.66699219e-03 5.46875000e-02\n", " 1.08398438e-01 -8.25195312e-02 -6.34765625e-02 2.83203125e-01\n", " -1.85546875e-02 4.16015625e-01 -2.61718750e-01 2.51464844e-02\n", " -1.46484375e-02 -1.14746094e-01 1.64062500e-01 3.57421875e-01\n", " 7.47070312e-02 2.48046875e-01 9.61914062e-02 1.49414062e-01\n", " -1.86767578e-02 -2.71484375e-01 -5.41992188e-02 -9.86328125e-02\n", " 7.71484375e-02 -1.91406250e-01 -1.42211914e-02 -1.28906250e-01\n", " 5.46875000e-02 6.64062500e-02 -1.72851562e-01 -4.32128906e-02\n", " 1.42578125e-01 9.96093750e-02 2.41699219e-02 -1.23046875e-01\n", " 3.14941406e-02 3.93066406e-02 3.22265625e-02 2.08007812e-01\n", " -5.59082031e-02 -1.96533203e-02 2.13867188e-01 1.36718750e-01]\n" ] } ], "source": [ "from gensim.models import KeyedVectors\n", "import numpy as np\n", "import gc\n", "\n", "chunk_size = 100000 # Adjust based on your available memory\n", "total_words = 3000000\n", "\n", "for start_idx in range(0, total_words, chunk_size):\n", " end_idx = min(start_idx + chunk_size, total_words)\n", " chunk = KeyedVectors.load_word2vec_format(r\"C:\\Users\\Renz\\Desktop\\Profanity Detection FINALE\\GoogleNews Vectors\\GoogleNews-vectors-negative300.bin\", binary=True, limit=end_idx-start_idx)\n", " \n", " # Process the chunk as needed\n", " # For example, you could add a small sample of words to print\n", " sample_words = ['the', 'a', 'an', 'is', 'are']\n", " for word in sample_words:\n", " if word in chunk:\n", " print(f\"{word}: {chunk[word]}\")\n", " \n", " # Free up memory\n", " del chunk\n", " gc.collect()" ] }, { "cell_type": "code", "execution_count": 5, "id": "e9a1d8f0", "metadata": {}, "outputs": [], "source": [ "def create_embedding_matrix(word_index, embedding_dim, word2vec_model):\n", " vocab_size = len(word_index) + 1\n", " embedding_matrix = np.zeros((vocab_size, embedding_dim))\n", " for word, i in word_index.items():\n", " if word in word2vec_model:\n", " embedding_matrix[i] = word2vec_model[word]\n", " return embedding_matrix\n", "\n", "word2vec_model = KeyedVectors.load_word2vec_format(r\"C:\\Users\\Renz\\Desktop\\Profanity Detection FINALE\\GoogleNews Vectors\\GoogleNews-vectors-negative300.bin\", binary=True)" ] }, { "cell_type": "code", "execution_count": 6, "id": "37d121f6", "metadata": {}, "outputs": [], "source": [ "embedding_dim = 300\n", "vocab_size = len(word_index) + 1\n", "\n", "# Create embedding matrix\n", "embedding_matrix = create_embedding_matrix(word_index, embedding_dim, word2vec_model)" ] }, { "cell_type": "code", "execution_count": 7, "id": "3bde2a5c", "metadata": {}, "outputs": [], "source": [ "def focal_loss(gamma=2., alpha=.478):\n", " def focal_loss_fixed(y_true, y_pred):\n", " pt_1 = tf.where(tf.equal(y_true, 1), y_pred, tf.ones_like(y_pred))\n", " pt_0 = tf.where(tf.equal(y_true, 0), y_pred, tf.zeros_like(y_pred))\n", " return -tf.reduce_mean(alpha * tf.pow(1. - pt_1, gamma) * tf.math.log(pt_1 + tf.keras.backend.epsilon())) - \\\n", " tf.reduce_mean((1 - alpha) * tf.pow(pt_0, gamma) * tf.math.log(1. - pt_0 + tf.keras.backend.epsilon()))\n", " return focal_loss_fixed" ] }, { "cell_type": "code", "execution_count": 8, "id": "9fd015dd", "metadata": {}, "outputs": [], "source": [ "from sklearn.utils.class_weight import compute_class_weight\n", "class_weights = compute_class_weight('balanced', classes=np.unique(y), y=y)\n", "class_weight_dict = dict(enumerate(class_weights))" ] }, { "cell_type": "code", "execution_count": 9, "id": "a6346fe0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Some weights of the PyTorch model were not used when initializing the TF 2.0 model TFBertModel: ['cls.predictions.bias', 'cls.predictions.decoder.weight', 'cls.seq_relationship.weight', 'cls.predictions.transform.LayerNorm.bias', 'cls.predictions.transform.LayerNorm.weight', 'cls.predictions.transform.dense.bias', 'cls.predictions.transform.dense.weight', 'cls.seq_relationship.bias']\n", "- This IS expected if you are initializing TFBertModel from a PyTorch model trained on another task or with another architecture (e.g. initializing a TFBertForSequenceClassification model from a BertForPreTraining model).\n", "- This IS NOT expected if you are initializing TFBertModel from a PyTorch model that you expect to be exactly identical (e.g. initializing a TFBertForSequenceClassification model from a BertForSequenceClassification model).\n", "All the weights of TFBertModel were initialized from the PyTorch model.\n", "If your task is similar to the task the model of the checkpoint was trained on, you can already use TFBertModel for predictions without further training.\n" ] } ], "source": [ "import tensorflow as tf\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.layers import Input, Dense, LSTM, Dropout, Bidirectional, Concatenate, Embedding, GlobalAveragePooling1D\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau\n", "from tensorflow.keras.regularizers import l2\n", "from transformers import TFBertModel, BertTokenizer\n", "from sklearn.utils.class_weight import compute_class_weight\n", "import numpy as np\n", "\n", "# Load BERT tokenizer and model\n", "bert_model_name = 'bert-base-uncased'\n", "bert_tokenizer = BertTokenizer.from_pretrained(bert_model_name)\n", "bert_model = TFBertModel.from_pretrained(bert_model_name, from_pt=True)\n", "\n", "# Freeze BERT layers\n", "for layer in bert_model.layers:\n", " layer.trainable = False\n", "\n", "def sequences_to_texts(sequences, tokenizer):\n", " return tokenizer.sequences_to_texts(sequences)\n", "\n", "# Prepare the data for BERT\n", "X_train_texts = sequences_to_texts(X_train, tokenizer)\n", "X_test_texts = sequences_to_texts(X_test, tokenizer)\n", "\n", "# Tokenize and encode the text data for BERT\n", "def encode_text(texts, max_length=128):\n", " return bert_tokenizer(texts, padding='max_length', truncation=True, max_length=max_length, return_tensors='tf')\n", "\n", "# Encode your data for BERT\n", "X_train_encoded_bert = encode_text(X_train_texts)\n", "X_test_encoded_bert = encode_text(X_test_texts)" ] }, { "cell_type": "markdown", "id": "fbf7ab3e", "metadata": {}, "source": [ "# Model Architecture\n", "#### Hybrid Design\n", "The model combines two powerful architectures:\n", "\n", "**BERT Component**\n", "- Pre-trained BERT-base-uncased\n", "- Frozen BERT layers\n", "- Custom fine-tuning layers\n", "\n", "\n", "**LSTM Component**\n", "- Bidirectional LSTM layers\n", "- Word2Vec embeddings integration\n", "- Custom vocabulary handling\n", "\n", "\n", "### Key Components\n", "\n", "**Input Processing Layers**\n", "\n", "- Custom embedding layer (300d)\n", "- BERT tokenization layer\n", "- Attention mask handling\n", "\n", "\n", "**Feature Extraction**\n", "- Dual BiLSTM layers\n", "- Dropout regularization\n", "- L2 regularization\n", "\n", "**Output Layer**\n", "- Dense layer with sigmoid activation\n", "- Binary classification output" ] }, { "cell_type": "code", "execution_count": 10, "id": "03ac7a34", "metadata": {}, "outputs": [], "source": [ "# Define the hybrid model\n", "def create_hybrid_bert_lstm_model(vocab_size, embedding_dim, embedding_matrix, max_length=150, bert_max_length=128):\n", " # Input for custom embeddings\n", " custom_input = Input(shape=(max_length,), dtype=tf.int32, name=\"custom_input\")\n", " custom_embedding = Embedding(input_dim=vocab_size, \n", " output_dim=embedding_dim, \n", " weights=[embedding_matrix], \n", " input_length=max_length, \n", " trainable=False)(custom_input)\n", " \n", " # LSTM layers for custom embeddings\n", " custom_lstm = Bidirectional(LSTM(64, return_sequences=True, kernel_regularizer=l2(0.001)))(custom_embedding)\n", " custom_lstm = Dropout(0.4)(custom_lstm)\n", " custom_lstm = Bidirectional(LSTM(32, kernel_regularizer=l2(0.001)))(custom_lstm)\n", " \n", " # Input for BERT\n", " bert_input_ids = Input(shape=(bert_max_length,), dtype=tf.int32, name=\"input_ids\")\n", " bert_attention_mask = Input(shape=(bert_max_length,), dtype=tf.int32, name=\"attention_mask\")\n", " \n", " # BERT output\n", " bert_output = bert_model(bert_input_ids, attention_mask=bert_attention_mask)\n", " bert_sequence_output = bert_output.last_hidden_state\n", " bert_pooled_output = bert_output.pooler_output\n", " \n", " # Process BERT sequence output\n", " bert_lstm = Bidirectional(LSTM(64, return_sequences=True, kernel_regularizer=l2(0.001)))(bert_sequence_output)\n", " bert_lstm = Dropout(0.4)(bert_lstm)\n", " bert_lstm = Bidirectional(LSTM(32, kernel_regularizer=l2(0.001)))(bert_lstm)\n", " \n", " # Concatenate BERT and custom embedding outputs\n", " combined = Concatenate()([custom_lstm, bert_lstm, bert_pooled_output])\n", " \n", " # Final layers\n", " dense_layer = Dense(64, activation='relu', kernel_regularizer=l2(0.001))(combined)\n", " dense_layer = Dropout(0.4)(dense_layer)\n", " output = Dense(1, activation='sigmoid')(dense_layer)\n", " \n", " model = Model(inputs=[custom_input, bert_input_ids, bert_attention_mask], outputs=output)\n", " return model" ] }, { "cell_type": "markdown", "id": "8816e245", "metadata": {}, "source": [ "# Model Training Configuration\n", "\n", "**Learning Rate Strategy**\n", "- Initial learning rate: 1e-4\n", "- Adaptive learning rate reduction using ReduceLROnPlateau\n", "- Minimum learning rate bound: 1e-6\n", "- Monitoring validation AUC for adjustments\n", "\n", "**Optimization Parameters**\n", "- Adam optimizer with focal loss\n", "- Gamma parameter: 2.0\n", "- Alpha parameter: 0.46\n", "- Custom class weight balancing\n", "- Batch size: 32\n", "\n", "**Training Callbacks**\n", "- Early stopping with AUC monitoring\n", "- Learning rate reduction on plateau\n", "- Model checkpoint saving\n", "- Patience: 3 epochs\n", "- Best model weights restoration" ] }, { "cell_type": "code", "execution_count": 11, "id": "c8bad196", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " custom_input (InputLayer) [(None, 150)] 0 [] \n", " \n", " input_ids (InputLayer) [(None, 128)] 0 [] \n", " \n", " attention_mask (InputLayer) [(None, 128)] 0 [] \n", " \n", " embedding (Embedding) (None, 150, 300) 4880100 ['custom_input[0][0]'] \n", " \n", " tf_bert_model (TFBertModel) TFBaseModelOutputWi 109482240 ['input_ids[0][0]', \n", " thPoolingAndCrossAt 'attention_mask[0][0]'] \n", " tentions(last_hidde \n", " n_state=(None, 128, \n", " 768), \n", " pooler_output=(Non \n", " e, 768), \n", " past_key_values=No \n", " ne, hidden_states=N \n", " one, attentions=Non \n", " e, cross_attentions \n", " =None) \n", " \n", " bidirectional (Bidirectional) (None, 150, 128) 186880 ['embedding[0][0]'] \n", " \n", " bidirectional_2 (Bidirectional (None, 128, 128) 426496 ['tf_bert_model[0][0]'] \n", " ) \n", " \n", " dropout_37 (Dropout) (None, 150, 128) 0 ['bidirectional[0][0]'] \n", " \n", " dropout_38 (Dropout) (None, 128, 128) 0 ['bidirectional_2[0][0]'] \n", " \n", " bidirectional_1 (Bidirectional (None, 64) 41216 ['dropout_37[0][0]'] \n", " ) \n", " \n", " bidirectional_3 (Bidirectional (None, 64) 41216 ['dropout_38[0][0]'] \n", " ) \n", " \n", " concatenate (Concatenate) (None, 896) 0 ['bidirectional_1[0][0]', \n", " 'bidirectional_3[0][0]', \n", " 'tf_bert_model[0][1]'] \n", " \n", " dense (Dense) (None, 64) 57408 ['concatenate[0][0]'] \n", " \n", " dropout_39 (Dropout) (None, 64) 0 ['dense[0][0]'] \n", " \n", " dense_1 (Dense) (None, 1) 65 ['dropout_39[0][0]'] \n", " \n", "==================================================================================================\n", "Total params: 115,115,621\n", "Trainable params: 753,281\n", "Non-trainable params: 114,362,340\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "# Create and compile the model\n", "model = create_hybrid_bert_lstm_model(vocab_size, embedding_dim, embedding_matrix)\n", "optimizer = Adam(learning_rate=2e-4)\n", "\n", "with tf.device('/GPU:0'):\n", " model.compile(optimizer=optimizer, \n", " loss=focal_loss(gamma=2., alpha=.478), \n", " metrics=['accuracy', tf.keras.metrics.AUC(name='auc')])\n", "# Print Model Summary\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 12, "id": "62cca96c", "metadata": {}, "outputs": [], "source": [ "def calculate_custom_class_weights(y):\n", " # Count samples in each class\n", " unique, counts = np.unique(y, return_counts=True)\n", " non_profane = counts[0] # class 0\n", " profane = counts[1] # class 1\n", " \n", " # Calculate total samples\n", " total_samples = non_profane + profane\n", " \n", " # Calculate weights using inverse frequency\n", " weight_0 = (1 / non_profane) * (total_samples / 2)\n", " weight_1 = (1 / profane) * (total_samples / 2)\n", " \n", " # Create class weight dictionary\n", " class_weight_dict = {0: weight_0, 1: weight_1}\n", " \n", " # Print weights for verification\n", " print(f\"Class distribution - Non-profane: {non_profane}, Profane: {profane}\")\n", " print(f\"Class weights - Class 0: {weight_0:.4f}, Class 1: {weight_1:.4f}\")\n", " \n", " return class_weight_dict" ] }, { "cell_type": "markdown", "id": "29377c13", "metadata": {}, "source": [ "# Model Training Process\n", "\n", "**GPU Acceleration**\n", "\n", "- Training executed on GPU device\n", "- TensorFlow GPU optimization\n", "- Batch processing for memory efficiency\n", "\n", "**Validation Strategy**\n", "- 80-20 train-test split\n", "- Stratified sampling\n", "\n", "**Validation metrics monitoring:**\n", "- Accuracy\n", "- AUC-ROC\n", "- Loss" ] }, { "cell_type": "code", "execution_count": 13, "id": "ccba061f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class distribution - Non-profane: 52198, Profane: 47413\n", "Class weights - Class 0: 0.9542, Class 1: 1.0505\n", "Epoch 1/10\n", "3113/3113 [==============================] - 972s 305ms/step - loss: 0.1884 - accuracy: 0.8606 - auc: 0.9298 - val_loss: 0.0490 - val_accuracy: 0.8733 - val_auc: 0.9547 - lr: 2.0000e-04\n", "Epoch 2/10\n", "3113/3113 [==============================] - 943s 303ms/step - loss: 0.0525 - accuracy: 0.8740 - auc: 0.9377 - val_loss: 0.0427 - val_accuracy: 0.8968 - val_auc: 0.9583 - lr: 2.0000e-04\n", "Epoch 3/10\n", "3113/3113 [==============================] - 943s 303ms/step - loss: 0.0439 - accuracy: 0.8890 - auc: 0.9492 - val_loss: 0.0377 - val_accuracy: 0.9033 - val_auc: 0.9624 - lr: 2.0000e-04\n", "Epoch 4/10\n", "3113/3113 [==============================] - 941s 302ms/step - loss: 0.0415 - accuracy: 0.8897 - auc: 0.9502 - val_loss: 0.0402 - val_accuracy: 0.8954 - val_auc: 0.9564 - lr: 2.0000e-04\n", "Epoch 5/10\n", "3113/3113 [==============================] - 942s 303ms/step - loss: 0.0424 - accuracy: 0.8859 - auc: 0.9490 - val_loss: 0.0369 - val_accuracy: 0.9009 - val_auc: 0.9630 - lr: 2.0000e-04\n", "Epoch 6/10\n", "3113/3113 [==============================] - 942s 302ms/step - loss: 0.0410 - accuracy: 0.8905 - auc: 0.9529 - val_loss: 0.0385 - val_accuracy: 0.8898 - val_auc: 0.9611 - lr: 2.0000e-04\n", "Epoch 7/10\n", "3113/3113 [==============================] - 956s 307ms/step - loss: 0.0412 - accuracy: 0.8897 - auc: 0.9524 - val_loss: 0.0419 - val_accuracy: 0.8873 - val_auc: 0.9553 - lr: 2.0000e-04\n", "Epoch 8/10\n", "3113/3113 [==============================] - 949s 305ms/step - loss: 0.0438 - accuracy: 0.8835 - auc: 0.9478 - val_loss: 0.0388 - val_accuracy: 0.8962 - val_auc: 0.9608 - lr: 2.0000e-04\n" ] } ], "source": [ "# Compute class weights\n", "#class_weights = compute_class_weight('balanced', classes=np.unique(y_train), y=y_train)\n", "#class_weight_dict = dict(enumerate(class_weights))\n", "\n", "custom_weights = calculate_custom_class_weights(y_train)\n", "\n", "# Callbacks\n", "early_stopping = EarlyStopping(monitor='val_auc', patience=3, mode='max', restore_best_weights=True)\n", "reduce_lr = ReduceLROnPlateau(monitor='val_auc', factor=0.5, patience=3, min_lr=1e-6, mode='max')\n", "model_checkpoint = tf.keras.callbacks.ModelCheckpoint(\n", " 'best_model.h5',\n", " monitor='val_auc',\n", " save_best_only=True,\n", " mode='max'\n", ")\n", "\n", "\n", "with tf.device('/GPU:0'):\n", " history = model.fit(\n", " [X_train, X_train_encoded_bert['input_ids'], X_train_encoded_bert['attention_mask']], \n", " y_train,\n", " validation_data=([X_test, X_test_encoded_bert['input_ids'], X_test_encoded_bert['attention_mask']], y_test),\n", " epochs=10,\n", " batch_size=32,\n", " callbacks=[early_stopping, reduce_lr],\n", " class_weight=custom_weights\n", " )" ] }, { "cell_type": "code", "execution_count": 14, "id": "7e63221c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "779/779 [==============================] - 160s 200ms/step\n", "Accuracy: 0.900935630245352\n", "Precision: 0.902422723475355\n", "Recall: 0.8926534997107677\n", "F1-score: 0.8975115283951642\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 0.90 0.91 0.90 12802\n", " 1 0.90 0.89 0.90 12101\n", "\n", " accuracy 0.90 24903\n", " macro avg 0.90 0.90 0.90 24903\n", "weighted avg 0.90 0.90 0.90 24903\n", "\n" ] } ], "source": [ "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score, precision_score, recall_score, f1_score\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", "import tensorflow as tf\n", "\n", "# Assuming you've already trained your model and have X_test and y_test\n", "\n", "# Get predictions\n", "y_pred = model.predict([X_test, X_test_encoded_bert['input_ids'], X_test_encoded_bert['attention_mask']])\n", "y_pred_classes = (y_pred > 0.5).astype(int).flatten()\n", "\n", "# Calculate evaluation metrics\n", "accuracy = accuracy_score(y_test, y_pred_classes)\n", "precision = precision_score(y_test, y_pred_classes)\n", "recall = recall_score(y_test, y_pred_classes)\n", "f1 = f1_score(y_test, y_pred_classes)\n", "\n", "print(\"Accuracy:\", accuracy)\n", "print(\"Precision:\", precision)\n", "print(\"Recall:\", recall)\n", "print(\"F1-score:\", f1)\n", "\n", "# Print classification report\n", "print(\"\\nClassification Report:\")\n", "print(classification_report(y_test, y_pred_classes))" ] }, { "cell_type": "markdown", "id": "84bac197", "metadata": {}, "source": [ "# Evaluation Metrics\n", "\n", "**Performance Measurements**\n", "- Binary accuracy\n", "- Precision score\n", "- Recall score\n", "- F1-score\n", "- AUC-ROC curve\n", "\n", "**Visualization Tools**\n", "- Confusion matrix heatmap\n", "- Training/validation accuracy curves\n", "- Loss progression plots\n", "- Seaborn-based visualizations" ] }, { "cell_type": "code", "execution_count": 15, "id": "df681d90", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cm = confusion_matrix(y_test, y_pred_classes)\n", "plt.figure(figsize=(10,7))\n", "sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n", "plt.title('Confusion Matrix')\n", "plt.ylabel('True Label')\n", "plt.xlabel('Predicted Label')\n", "plt.show()\n", "\n", "# Plot training history\n", "plt.figure(figsize=(12,4))\n", "plt.subplot(1,2,1)\n", "plt.plot(history.history['accuracy'], label='Train Accuracy')\n", "plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n", "plt.title('Model Accuracy')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Accuracy')\n", "plt.legend()\n", "\n", "plt.subplot(1,2,2)\n", "plt.plot(history.history['loss'], label='Train Loss')\n", "plt.plot(history.history['val_loss'], label='Validation Loss')\n", "plt.title('Model Loss')\n", "plt.xlabel('Epoch')\n", "plt.ylabel('Loss')\n", "plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "7357978e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "All models and configurations saved successfully to: model_files2\n" ] } ], "source": [ "import os\n", "from transformers import BertConfig\n", "\n", "# Create a directory to save all models\n", "model_dir = 'model_files2'\n", "os.makedirs(model_dir, exist_ok=True)\n", "\n", "# 1. Save the hybrid model\n", "model.save(os.path.join(model_dir, 'hybrid_bert_lstm_model123456.h5'))\n", "\n", "# 2. Save BERT configuration\n", "bert_config = bert_model.config\n", "bert_config.save_pretrained(model_dir)\n", "\n", "# 3. Save BERT tokenizer with all its files\n", "bert_tokenizer.save_pretrained(model_dir)\n", "\n", "# 4. Save LSTM tokenizer\n", "joblib.dump(tokenizer, os.path.join(model_dir, 'tokenizer123456.joblib'))\n", "\n", "print(\"All models and configurations saved successfully to:\", model_dir)" ] }, { "cell_type": "code", "execution_count": null, "id": "2d9aa60d", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "tensorr_kernel", "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": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }