{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Tensorflow NLP\n\nThis notebook is part of a series of notebooks in this [github repo](https://github.com/nicholasjhana/tensorflow-certification-study-guide) that help prepare for the Tensorflow Certification. Feel free to check out the other notebooks too!\n\n1. [Tensorflow: Guide to Getting Started](https://www.kaggle.com/nicholasjhana/tensorflow-getting-started/edit/run/46189040)\n2. [TensorFlow: Multi-Class Image Classification With Transfer Learning](https://www.kaggle.com/nicholasjhana/tensorflow-multi-classification-transfer-learning)\n3. [Tensorflow: NLP] (https://www.kaggle.com/nicholasjhana/tensorflow-nlp)\n4. [Multi-Variate Time Series Forecasting Tensorflow](https://www.kaggle.com/nicholasjhana/multi-variate-time-series-forecasting-tensorflow)\n\n## TensorFlow Concepts\nThis notebook covers the following topics from the tensorflow certification handbook:\n- Prepare text for use in a TensorFlow model\n- Use TensorFlow to identify text in binary categorization.\n- Use RNNs, LSTMs, and GRUs\n- Train word embeddings and import word embedding weights\n\n## Contents\n1. [Introduction](#introduction)\n2. [NLP Preprocessing](#NLP-Preprocessing)\n    - [Tokenizer](#Tokenizer)\n    - [Padding](#Padding)\n    - [Truncating](#Truncating)\n3. [Embeddings](#embeddings)\n    - [Using Pretrained Embeddings](#pretrained-embeddings)\n4. [Sequential Layers](#sequential-layers)\n    - [GRU & LSTM](#gru-lstm)\n    - [Bidirectional](#bidirectional)\n5. [Summary](#summary)\n\n\n\n## References\n\n1. [Do pretrained embeddings give you the extra edge?](https://www.kaggle.com/sbongo/do-pretrained-embeddings-give-you-the-extra-edge)\n2. [How to use word embedding layers - Machine Learning Mastery](https://machinelearningmastery.com/use-word-embedding-layers-deep-learning-keras/)\n3. [TensorFlow Tutorial: Word2Vec](https://www.tensorflow.org/tutorials/text/word2vec)\n4. [TensorFlow Tutorial: Using the embedding layer](https://www.tensorflow.org/tutorials/text/word_embeddings#using_the_embedding_layer)\n5. [Illustrated Guide to LSTMs and GRUs](https://towardsdatascience.com/illustrated-guide-to-lstms-and-gru-s-a-step-by-step-explanation-44e9eb85bf21)\n6. [Illustradted Guide to Recurrent Nerual Networks](https://towardsdatascience.com/illustrated-guide-to-recurrent-neural-networks-79e5eb8049c9)\n7. [Birectional LSTM](http://ling.snu.ac.kr/class/cl_under1801/BidirectionalLSTM.pdf)"},{"metadata":{},"cell_type":"markdown","source":"<a id=\"introduction\"></a>\n# Introduction\n\nThis notebook uses the Quora Insincere Question dataset where the task is to detect insincere questions from sincere questions. The dataset contains 1.3M question and target pairs that form the classification problem.\n\nTaking a quick inital look at the data we notice it is not balanced. There are many more sincere questions to insincere. We also notice that the average and most frequent question length is significantly shorter than the longest. So we have a highly skewed distribution and this will influence how we choose the maximum length in our preprocessing."},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\n\nfrom imblearn.under_sampling import RandomUnderSampler\n\nimport tensorflow as tf\n\nimport warnings\nwarnings.filterwarnings(\"ignore\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"train = pd.read_csv(\"../input/quora-insincere-questions-classification/train.csv\")\ntest = pd.read_csv(\"../input/quora-insincere-questions-classification/test.csv\")\nss = pd.read_csv(\"../input/quora-insincere-questions-classification/sample_submission.csv\")\ntrain.question_text = train.question_text.astype(\"str\")\ntrain.info()","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"train.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"train.target.value_counts().plot(kind='bar', title=\"Count of target label\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"print(f\"Maximum sequence length: {train.question_text.apply(len).max()}\")\nprint(f\"Most frequent sequence length: {train.question_text.apply(len).mode()[0]}\")\nprint(f\"Mean sequence length: {train.question_text.apply(len).mean()}\")","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"train.question_text.apply(len).plot(kind='hist', bins=50, title=\"Histogram of question length\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<a id=\"NLP-Preprocessing\"></a>\n# NLP Preprocessing\nUsing text data with neural networks requires special preprocessing in order to prepare the data for modelling. Specifically we'll need to convert the text to a numerical representation, and to standardize this representation. We can do this by building a word vocabulary with a tokenizer, and by padding the sequences to standardize their length.\n\n<a id=\"Tokenizer\"></a>\n## Tokenizer\nTokenization is the process ot converting sentences, phrases, words, or characters into unique ids. The unique ids are then used to represent the text in the model. The process of tokenizing is two steps. First we create the token dictionary of unique entries. And second, we create a text representation where the uniqe ids are assigned based on the frequency of occurance.\n\nWe can tokenize a word corpus with `tf.keras.preprocessing.text.Tokenizer` and create a vocbulary using the the `fit_on_texts` method. When initalizing the `Tokenizer` there are arguments that help shape the vocabulary.\n- `num_words`: Will set the total number of words in the voaculary based on the most frequent. I.e. if set to 5000 the vocabulary will contain the 5000 most frequent words.\n- `oov_token`: This is the text representation given to words that are outside the vocabulary. \n- `filters`: These can be punctuation, special characters, and anything the vocabulary should ignore.\n\nBy default the vocublary will return out of vocabulary words at index 0, followed by the most frequently occuring words.\n\nWe can view the vocabulary dictionary with the `word_index` method and also the word counts with the `word_counts`. The article [Hands-on NLP Deep Learning Model Preparation in TensorFlow 2.X](https://towardsdatascience.com/hands-on-nlp-deep-learning-model-preparation-in-tensorflow-2-x-2e8c9f3c7633) has a detailed discussion on Tokenization and how its used in TensorFlow 2.0.\n\n<a id=\"Padding\"></a>\n## Padding\nWhen talking about sentences, not all sentences are the same length, and yet when we pass the vector to the neural network they will have to all match a certain input shape.In natural language processing like computer vision, padding is the process of filling a vector with zero values to manipulate it's shape. By padding we add zeros \"pre\" to the beginning of the sentence or \"post\" to the end of the sentence to fill the missing values that are needed to make the sentence the same lenght.\n\n![image.png](attachment:image.png)\n[Source](https://arxiv.org/pdf/1903.07288.pdf)\n\n\nWe can pad our sequences with `tf.keras.preprocessing.sequence.pad_sequnces`. By default it will set the maximum sequence length as the longest sequence in the set. This value can also be modified using the `maxlen` argument. 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"}}},{"metadata":{},"cell_type":"markdown","source":"<a id=\"Truncating\"></a>\n### Truncating\nTruncation occurs when a sequence is longer than `maxlen` and part of the sequence must be dropped. By default the `truncating` argument is set to \"pre\" meaning it will drop the part of the sequence at the beginning that is longer than `maxlen`. Depending on the lanauge and use case this might be desireable, however in english the standard practice is to set `truncating` \"post\".\n\n![image.png](attachment:image.png)\n[Source](https://towardsdatascience.com/hands-on-nlp-deep-learning-model-preparation-in-tensorflow-2-x-2e8c9f3c7633)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true,"_kg_hide-input":false},"cell_type":"code","source":"#set maxlen based on right edge of question length histogram \nmaxlen = 250\n\n#arbitrary choice of top 25000 words\nmax_features=25000\n\ntokenizer = tf.keras.preprocessing.text.Tokenizer(num_words=max_features, \n                                                  oov_token=\"<oov>\", \n                                                  filters='\"!\"#$%&()*+,-./:;<=>?@[\\\\]^_`{|}~\\t\\n\"',\n                                                  split=\" \")\n\ntokenizer.fit_on_texts(train.question_text)\ntrain_df = tokenizer.texts_to_sequences(train.question_text)\ntrain_df = tf.keras.preprocessing.sequence.pad_sequences(train_df, maxlen=maxlen, padding=\"post\", truncating='post')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"#create a small 100k training sample and 5k validation sample\ntrain_len = int(train_df.shape[0] * 0.1)\n\nX_train = train_df[:train_len]\nY_train = train.target[:train_len]\n\nX_val = train_df[train_len:train_len+5000]\nY_val = train.target[train_len:train_len+5000]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"#balance data on train set\nrus = RandomUnderSampler(random_state=42)\nX_balance, Y_balance = rus.fit_resample(X_train, Y_train.values)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<a id=\"embeddings\"></a>\n# Embeddings\n\nEmbeddings are a way of representing words as a vector in such a way that similar words will have similar vector representations. The embedding is created in a many dimensional space (GloVe for examle is available in 50, 100, and 200 dimensions). To conceptualize the idea of an embedding we can think of word pairs we see relationships like that in the image below.\n\n![image.png](attachment:image.png)\n[Source](https://towardsdatascience.com/word-embeddings-for-nlp-5b72991e01d4)\n\nIntuitively words that have similar meanings will be grouped together. As the embedding vectors are learned clusters will form within the vector space. As a result of the embedding space, the network will later be able to measure the 'similarity' or 'disimilarity' of words and use this information to train the model. In the image below we see what an embedding might start to look like when we have many different words forming into clusters within the vector 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"}}},{"metadata":{},"cell_type":"markdown","source":"\n\n\n![image.png](attachment:image.png)\n[Source](https://ccri.com/deep-learning-ontology-development/)\n\n\n\nThere are three main algorithms used to generate word embeddings and you can learn more about this in the article [What are word Embeddings for text?](https://machinelearningmastery.com/what-are-word-embeddings/).\n1. Using The Embedding Layer\n2. Word 2 Vect\n3. GloVe\n\nWhen using an embedding layer in TensorFlow the weights can be either learned or reused. Learning the weights requires a large amount of text to training and so typically the option of reusing weights from one of the above algorithms is used. \n\nReuising weights is similar to the idea of transfer learning because we learn the weights once and can reuse them in any model. When we reuse weights we already have a vector representation for many of the words in our vocabulary, and when training will only need to learn representations of a small number of words.\n\n<a id=\"pretrained-embeddings\"></a>\n## Using pretrained embeddings\nIn order to use a pretrained embedding we will need to adapt the embedding for the vocabulary of the task. The general process is as follows:\n1. Download the embeddings text file and convert it into a dictionary wher the key is a word, and the value is the vector representation of the word.\n2. Not all words in our voacbulary are found in the embeddings file. We add them to the embeddings dictionary with random values centred around the mean and standard deviation of all the embeddings weights.\n3. Point the `tf.keras.layers.Embeddings` layer in our model to the newly generated embeddings matrix. We set `trainable=True` to allow the model to learn embeddings for words outside the pretrained embeddings, and to refine pretrained embeddings to our problem 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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"EMBEDDING_FILE = '../input/glove-global-vectors-for-word-representation/glove.6B.50d.txt'\n\nembeddings_index = dict()\n\n#open the embedding file\nf = open(EMBEDDING_FILE)\n\n#load values into the embeddings_index dictionary filtering for words not in corpus\nfor line in f:\n    values=line.split()\n    word = values[0]\n    coefs = np.asarray(values[1:], dtype='float')\n    embeddings_index[word] = coefs\nf.close()\n\n# get the mean and standard deviation of the embeddings weights\nall_embs = np.stack(embeddings_index.values())\nemb_mean,emb_std = all_embs.mean(), all_embs.std()\nembed_size = all_embs.shape[1]\n\n#add the missing words to the embeddings and generate the random values\nword_index = tokenizer.word_index\nnb_words = min(max_features, len(word_index))\nembedding_matrix = np.random.normal(emb_mean, emb_std, (nb_words, embed_size))\nfor word, i in word_index.items():\n    if i >= max_features: continue\n    embedding_vector = embeddings_index.get(word)\n    if embedding_vector is not None: embedding_matrix[i] = embedding_vector","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"print(f\"Maximum sequence length: {maxlen}\")\nprint(f\"Number of words in the embedding: {max_features}\")\nprint(f\"Number of words in the vocabulary: {len(tokenizer.word_index)}\")\nprint(f\"Number of features per embedding: {embed_size}\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"<a id=\"sequential-layers\"></a>\n# Sequential Layers\n\nRecrusive Neural Network (RNN) are good for sequental data like that seen in NLP. RNNs can be considered as a typical feed forward network that takes the output of a neuron and loops it back as input. It does this through the hidden state output.\n\n![image.png](attachment:image.png)\n[Source](https://towardsdatascience.com/recurrent-neural-networks-rnn-explained-the-eli5-way-3956887e8b75)\n\nRNNs can be implented in the TensorFlow API using the `tf.keras.layers.RNN` layer. However they have a primary  shortcoming, namely:\n- On long input sequences weights might not update because of the vanishing gradient problem.\n- As a result of vanishing gradients, RNNs perform well on short inputs, but fail to learn effectively on long inputs i.e. they only have \"short-memory\"\n\nFor more information about RNNs and how they work the article [Illustradted Guide to Recurrent Nerual Networks](https://towardsdatascience.com/illustrated-guide-to-recurrent-neural-networks-79e5eb8049c9) is a great reference.","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"\n<a id=\"gru-lstm\"></a>\n## GRU & LSTM\n\nGated recursive Units (GRU) and Long-Short Term Memory (LSTM) are two solutions the help learn form both short- and long-term inputs. They are a variation on the RNN cell architecture that use internal gates within the cell to control the flow of information. The gates learn to distinguish relevant information from non relevant and in this way maintain state information of the input vector even when the sequence is long. The article [Illustrated Guide to LSTM’s and GRU’s: A step by step explanation] does a great job describing how input, forget, output gates (in the case of LSTM), reset, and update gates (GRU).\n\n![image.png](attachment:image.png)\n[Source](https://towardsdatascience.com/illustrated-guide-to-lstms-and-gru-s-a-step-by-step-explanation-44e9eb85bf21)\n\nThese layers can be implemented with the [`tf.keras.layers.LSTM`](https://www.tensorflow.org/api_docs/python/tf/keras/layers/LSTM) and [`tf.keras.layers.GRU`](https://www.tensorflow.org/api_docs/python/tf/keras/layers/GRU) layers. They have several parameters of interest, the most relevant being the `return_sequences` parameter. This allows us to chain several LSTM/GRU layers together by returning the embedding from the layer as inputs to the next.\n\nThe layers also have several regularization parameters that allow us to apply dropout or weight decay at specific points within the cell.\n\n|Regularization Parameter| Applies To |\n|--|--|\n|`dropout`|units in input|\n|`recurrent_dropout`|units in recurrent state|\n| `kernel_regularizer` | weights matrix |\n| `recurrent_regularizer` | recurrent kernel weigths |\n| `bias_regularizer` | bias vector |\n| `activity_regularizer` | output layer |\n\n<a id=\"bidirectional\"></a>\n## Bidirectional\nBidirectional layers allow the model to run a recurrent layer forward and backward. The idea is that by learning from sequences both forward and backwards the layer maximizes information gain from the sample. Using this layer assumes that the whole sequence is available to training, and should be used according to the usecase.\n\nThe `tf.keras.layers.Bidirectional` layer is a wrapper for the `go_backwards = True` parmeter available in RNN/GRU/LSTM layers. The wrapper creates two layers that are side by side. The two layers run in parallel with one for the layer going forward, a second with the layer going backward and then a merge step that combines the two results.\n\nThe `merge_mode` allows us to configure how we combine the forward and backward passes on the sequence layer with several options.\n\n- ‘sum’: Outputs are added together.\n- ‘mul’: Outputs are multiplied together.\n- ‘concat’: Outputs are concatenated together (the default). This provids double the number of outputs to the next layer.\n- ‘ave’: Averages outputs. 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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"def sequence_model(maxlen,\n                   max_features,\n                   embed_size,\n                   embedding_matrix,\n                   metrics):\n    \n    tf.keras.backend.clear_session()\n    \n    if embedding_matrix is not None:\n        embeddings = [embedding_matrix]\n        output_dim = embedding_matrix.shape[1]\n    else:\n        embeddings = None\n    \n    model = tf.keras.models.Sequential([\n        tf.keras.layers.Input(shape=maxlen),\n        tf.keras.layers.Embedding(max_features, \n                                  embed_size, \n                                  weights=[embedding_matrix], \n                                  trainable=True),\n        tf.keras.layers.Bidirectional(\n            tf.keras.layers.LSTM(27, activation='relu', return_sequences = True)),\n        tf.keras.layers.GlobalMaxPooling1D(),\n        tf.keras.layers.Dense(16, activation='relu'),\n        tf.keras.layers.Dense(1, activation='sigmoid')\n    ])\n    \n    optimizer = tf.keras.optimizers.Adam(lr=0.00008, epsilon=0.01)\n    \n    model.compile(loss='binary_crossentropy', optimizer=optimizer, metrics=metrics)\n    \n    return model","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"METRICS = [\n    tf.keras.metrics.AUC(name='roc-auc'),\n    tf.keras.metrics.BinaryAccuracy(name='accuracy'),\n    tf.keras.metrics.Precision(name='precision'),\n    tf.keras.metrics.Recall(name=\"recall\")\n          ]\nmodel = sequence_model(maxlen, max_features, embed_size, embedding_matrix, METRICS)\nhist = model.fit(X_balance, Y_balance, epochs=50, batch_size=64, validation_data=(X_val, Y_val))","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"def plot(history, *metrics):\n    \n    n_plots = len(metrics)\n    \n    fig, axs = plt.subplots(1,n_plots, figsize=(18, 5))\n\n    hist = history.history\n\n    for ax, metric in zip(axs, metrics):\n        ax.plot(np.clip(hist[metric], 0, 1))\n        ax.plot(np.clip(hist[\"val_\"+metric], 0, 1))\n        ax.legend([metric, \"val_\" + metric])\n        ax.set_title(metric)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plot(hist, 'loss', 'roc-auc', 'accuracy', 'precision', \"recall\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Make Predictions"},{"metadata":{"_kg_hide-input":true,"trusted":true},"cell_type":"code","source":"test.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"X_test = tokenizer.texts_to_sequences(test.question_text)\nX_test = tf.keras.preprocessing.sequence.pad_sequences(X_test, maxlen=maxlen, padding='post', truncating='post')\n\npreds = model.predict_classes(X_test)\n\nss_predictions = ss.copy()\nss_predictions['prediction'] = preds","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ss_predictions.to_csv(\"submission.csv\", index=False)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Summary\n\nThis notebook developed a simple model for classifying sentences as genuine or insincere. To accomplish this task it looked at creating a numerical representation of the text using the TensorFlow `Tokenizer` object. To enhance the model we looked at how to add a pretrained Embedding layer to the model. FInally we trained and evaluated a Bidrectional LSTM model."}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}