{"cells":[{"metadata":{"trusted":true},"cell_type":"code","source":"import lightgbm as lgb\nimport numpy as np\nimport pandas as pd\nfrom sklearn import preprocessing\nfrom sklearn.model_selection import KFold\nfrom sklearn.metrics import roc_auc_score\n\nimport riiideducation","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# You can only call make_env() once, so don't lose it!\nenv = riiideducation.make_env()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_df = pd.read_csv('/kaggle/input/riiid-test-answer-prediction/train.csv', low_memory=False, nrows=10**5, \n                       dtype={'row_id': 'int64', 'timestamp': 'int64', 'user_id': 'int32', 'content_id': 'int16', 'content_type_id': 'int8',\n                              'task_container_id': 'int16', 'user_answer': 'int8', 'answered_correctly': 'int8', 'prior_question_elapsed_time': 'float32', \n                             'prior_question_had_explanation': 'boolean',\n                             }\n                      )\ntrain_df = train_df.query('answered_correctly != -1').reset_index(drop=True)\ntrain_df['prior_question_had_explanation'] = train_df['prior_question_had_explanation'].astype(float)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_df.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y_train = train_df['answered_correctly']\nX_train = train_df.drop(['answered_correctly', 'user_answer'], axis=1)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Light GBM is a gradient boosting framework that uses tree based learning algorithm.\nLight GBM grows tree vertically while other algorithm grows trees horizontally meaning that Light GBM grows tree leaf-wise while other algorithm grows level-wise. It will choose the leaf with max delta loss to grow. When growing the same leaf, Leaf-wise algorithm can reduce more loss than a level-wise algorithm.\nBelow diagrams explain the implementation of LightGBM and other boosting algorithms.\n![image.png](attachment:image.png)\n","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"Why Light GBM is gaining extreme popularity?\nThe size of data is increasing day by day and it is becoming difficult for traditional data science algorithms to give faster results. Light GBM is prefixed as ‘Light’ because of its high speed. Light GBM can handle the large size of data and takes lower memory to run. Another reason of why Light GBM is popular is because it focuses on accuracy of results. LGBM also supports GPU learning and thus data scientists are widely using LGBM for data science application development."},{"metadata":{},"cell_type":"markdown","source":"Can we use Light GBM everywhere?\nNo, it is not advisable to use LGBM on small datasets. Light GBM is sensitive to overfitting and can easily overfit small data. Their is no threshold on the number of rows but my experience suggests me to use it only for data with 10,000+ rows."},{"metadata":{},"cell_type":"markdown","source":"We briefly discussed the concept of Light GBM, now what about it’s implementation?\nImplementation of Light GBM is easy, the only complicated thing is parameter tuning. Light GBM covers more than 100 parameters but don’t worry, you don’t need to learn all.\nIt is very important for an implementer to know atleast some basic parameters of Light GBM. If you carefully go through following parameters of LGBM, I bet you will find this powerful algorithm a piece of cake."},{"metadata":{},"cell_type":"markdown","source":"Parameters\nControl Parameters\nmax_depth: It describes the maximum depth of tree. This parameter is used to handle model overfitting. Any time you feel that your model is overfitted, my first advice will be to lower max_depth.\nmin_data_in_leaf: It is the minimum number of the records a leaf may have. The default value is 20, optimum value. It is also used to deal over fitting\nfeature_fraction: Used when your boosting(discussed later) is random forest. 0.8 feature fraction means LightGBM will select 80% of parameters randomly in each iteration for building trees.\nbagging_fraction: specifies the fraction of data to be used for each iteration and is generally used to speed up the training and avoid overfitting.\nearly_stopping_round: This parameter can help you speed up your analysis. Model will stop training if one metric of one validation data doesn’t improve in last early_stopping_round rounds. This will reduce excessive iterations.\nlambda: lambda specifies regularization. Typical value ranges from 0 to 1.\nmin_gain_to_split: This parameter will describe the minimum gain to make a split. It can used to control number of useful splits in tree.\nmax_cat_group: When the number of category is large, finding the split point on it is easily over-fitting. So LightGBM merges them into ‘max_cat_group’ groups, and finds the split points on the group boundaries, default:64\nCore Parameters\nTask: It specifies the task you want to perform on data. It may be either train or predict.\napplication: This is the most important parameter and specifies the application of your model, whether it is a regression problem or classification problem. LightGBM will by default consider model as a regression model.\nregression: for regression\nbinary: for binary classification\nmulticlass: for multiclass classification problem\nboosting: defines the type of algorithm you want to run, default=gdbt\ngbdt: traditional Gradient Boosting Decision Tree\nrf: random forest\ndart: Dropouts meet Multiple Additive Regression Trees\ngoss: Gradient-based One-Side Sampling\nnum_boost_round: Number of boosting iterations, typically 100+\nlearning_rate: This determines the impact of each tree on the final outcome. GBM works by starting with an initial estimate which is updated using the output of each tree. The learning parameter controls the magnitude of this change in the estimates. Typical values: 0.1, 0.001, 0.003…\nnum_leaves: number of leaves in full tree, default: 31\ndevice: default: cpu, can also pass gpu\nMetric parameter\nmetric: again one of the important parameter as it specifies loss for model building. Below are few general losses for regression and classification.\nmae: mean absolute error\nmse: mean squared error\nbinary_logloss: loss for binary classification\nmulti_logloss: loss for multi classification\nIO parameter\nmax_bin: it denotes the maximum number of bin that feature value will bucket in.\ncategorical_feature: It denotes the index of categorical features. If categorical_features=0,1,2 then column 0, column 1 and column 2 are categorical variables.\nignore_column: same as categorical_features just instead of considering specific columns as categorical, it will completely ignore them.\nsave_binary: If you are really dealing with the memory size of your data file then specify this parameter as ‘True’. Specifying parameter true will save the dataset to binary file, this binary file will speed your data reading time for the next time.\nKnowing and using above parameters will definitely help you implement the model. Remember I said that implementation of LightGBM is easy but parameter tuning is difficult. So let’s first start with implementation and then I will give idea about the parameter tuning.\nImplementation\nInstallating LGBM:\nInstalling LightGBM is a crucial task. I found this as the best resource which will guide you in LightGBM installation.\nI am using Anaconda and installing LightGBM on anaconda is a clinch. Just run the following command on your Anaconda command prompt and whoosh, LightGBM is on your PC.\nconda install -c conda-forge lightgbm\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"models = []\noof_train = np.zeros((len(X_train),))\ncv = KFold(n_splits=5, shuffle=True, random_state=0)\n\ncategorical_features = ['user_id', 'content_type_id', 'task_container_id', 'prior_question_had_explanation']\n\nparams = {\n    'objective': 'binary',\n    'max_bin': 300,\n    'learning_rate': 0.05,\n    'num_leaves': 40\n}\n\nfor fold_id, (train_index, valid_index) in enumerate(cv.split(X_train)):\n    X_tr = X_train.loc[train_index, :]\n    X_val = X_train.loc[valid_index, :]\n    y_tr = y_train[train_index]\n    y_val = y_train[valid_index]\n\n    lgb_train = lgb.Dataset(X_tr, y_tr, categorical_feature=categorical_features)\n    lgb_eval = lgb.Dataset(X_val, y_val, reference=lgb_train, categorical_feature=categorical_features)\n\n    model = lgb.train(\n        params, lgb_train,\n        valid_sets=[lgb_train, lgb_eval],\n        verbose_eval=10,\n        num_boost_round=1000,\n        early_stopping_rounds=10\n    )\n\n    oof_train[valid_index] = model.predict(X_val, num_iteration=model.best_iteration)\n    models.append(model)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"roc_auc_score(y_train, oof_train)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"iter_test = env.iter_test()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"for (test_df, sample_prediction_df) in iter_test:\n    y_preds = []\n    test_df['prior_question_had_explanation'] = test_df['prior_question_had_explanation'].astype(float)\n    X_test = test_df.drop(['prior_group_answers_correct', 'prior_group_responses'], axis=1)\n\n    for model in models:\n        y_pred = model.predict(X_test, num_iteration=model.best_iteration)\n        y_preds.append(y_pred)\n\n    y_preds = sum(y_preds) / len(y_preds)\n    test_df['answered_correctly'] = y_preds\n    env.predict(test_df.loc[test_df['content_type_id'] == 0, ['row_id', 'answered_correctly']])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"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}