{ "cells": [ { "cell_type": "markdown", "source": [ "# Walkthrough\n", "\n", "The following is meant to provide a walkthrough of the most popularly used functionality\n", "in the Blueprint Workshop.\n", "\n", "Separate examples are available for [leveraging custom tasks](../advanced/Custom.html) and\n", "[selecting specific columns](../advanced/FeatureSelection.html) from a project's dataset." ], "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } } }, { "cell_type": "code", "execution_count": 1, "id": "d60a22e1", "metadata": { "pycharm": { "is_executing": false } }, "outputs": [], "source": [ "import datarobot as dr" ] }, { "cell_type": "code", "execution_count": 2, "id": "eeb2d87c", "metadata": { "pycharm": { "is_executing": false } }, "outputs": [], "source": [ "from datarobot_bp_workshop import Workshop, Visualize" ] }, { "cell_type": "code", "execution_count": 3, "id": "2d4f74cd", "metadata": { "pycharm": { "is_executing": false } }, "outputs": [], "source": [ "with open('../../../api.token', 'r') as f:\n", " token = f.read()\n", " dr.Client(token=token, endpoint='https://app.datarobot.com/api/v2')" ] }, { "cell_type": "markdown", "id": "559e681f", "metadata": {}, "source": [ "## Initialize" ] }, { "cell_type": "code", "execution_count": 4, "id": "02d4f7a4", "metadata": { "pycharm": { "is_executing": false } }, "outputs": [], "source": [ "w = Workshop()" ] }, { "cell_type": "markdown", "id": "fdfa9581", "metadata": {}, "source": [ "## Construct a Blueprint" ] }, { "cell_type": "code", "execution_count": 5, "id": "67433025-3e82-4aae-a7b9-b65bf9f4babc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Missing Values Imputed (quick median) (PNI2)\n", "\n", "Input Summary: (None)\n", "Output Method: TaskOutputMethod.TRANSFORM" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.Task('PNI2')" ] }, { "cell_type": "code", "execution_count": 6, "id": "83809d34-d90f-44a4-8f34-6b42149372c4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Missing Values Imputed (quick median) (PNI2)\n", "\n", "Input Summary: (None)\n", "Output Method: TaskOutputMethod.TRANSFORM" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.Tasks.PNI2()" ] }, { "cell_type": "code", "execution_count": 7, "id": "c1efffc8", "metadata": {}, "outputs": [], "source": [ "pni = w.Tasks.PNI2(w.TaskInputs.NUM)\n", "rdt = w.Tasks.RDT5(pni)\n", "binning = w.Tasks.BINNING(pni)\n", "keras = w.Tasks.KERASC(rdt, binning)\n", "keras.set_task_parameters_by_name(learning_rate=0.123)\n", "keras_blueprint = w.BlueprintGraph(keras, name='A blueprint I made with the Python API').save()" ] }, { "cell_type": "code", "execution_count": 8, "id": "8cdaacd8", "metadata": {}, "outputs": [], "source": [ "user_blueprint_id = keras_blueprint.user_blueprint_id" ] }, { "cell_type": "markdown", "id": "7d646b41", "metadata": {}, "source": [ "## Visualize It" ] }, { "cell_type": "code", "execution_count": 9, "id": "7dab703f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "keras_blueprint.show()" ] }, { "cell_type": "markdown", "id": "72017bfb-63e6-40f6-9d9a-890d1f888a12", "metadata": {}, "source": [ "## Inspecting Tasks" ] }, { "cell_type": "code", "execution_count": 10, "id": "efcd1e7d-9080-476b-903e-bbd09d88dbe6", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Missing Values Imputed (quick median) (PNI2)\n", "\n", "Input Summary: Numeric Data\n", "Output Method: TaskOutputMethod.TRANSFORM" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pni" ] }, { "cell_type": "code", "execution_count": 11, "id": "71c65a8c-7bb1-4964-a509-37adc0865487", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Smooth Ridit Transform (RDT5)\n", "\n", "Input Summary: Missing Values Imputed (quick median) (PNI2)\n", "Output Method: TaskOutputMethod.TRANSFORM" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rdt" ] }, { "cell_type": "code", "execution_count": 12, "id": "faf5b2d7-1a02-4582-a897-dcd949de9a53", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Binning of numerical variables (BINNING)\n", "\n", "Input Summary: Missing Values Imputed (quick median) (PNI2)\n", "Output Method: TaskOutputMethod.TRANSFORM" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "binning" ] }, { "cell_type": "code", "execution_count": 13, "id": "67234c65-3e79-4cd7-8897-013ca6bb0523", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Keras Neural Network Classifier (KERASC)\n", "\n", "Input Summary: Smooth Ridit Transform (RDT5) | Binning of numerical variables (BINNING)\n", "Output Method: TaskOutputMethod.PREDICT\n", "\n", "Task Parameters:\n", " learning_rate (learning_rate) = 0.123" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keras" ] }, { "cell_type": "code", "execution_count": 14, "id": "c3a14fa2-74c8-45bb-8d76-df763d871536", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.123" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keras.task_parameters.learning_rate" ] }, { "cell_type": "code", "execution_count": 15, "id": "e3a5fe4b-7e9c-4195-b2e9-a8e2c8dce5a4", "metadata": {}, "outputs": [], "source": [ "keras.task_parameters.batch_size = 32" ] }, { "cell_type": "code", "execution_count": 16, "id": "8abe301c-611e-4c3f-8974-98db8a15c5ec", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Keras Neural Network Classifier (KERASC)\n", "\n", "Input Summary: Smooth Ridit Transform (RDT5) | Binning of numerical variables (BINNING)\n", "Output Method: TaskOutputMethod.PREDICT\n", "\n", "Task Parameters:\n", " batch_size (batch_size) = 32\n", " learning_rate (learning_rate) = 0.123" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keras" ] }, { "cell_type": "code", "execution_count": 17, "id": "39674b8f-7352-49bf-87d7-03704af8fc6b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Name: 'A blueprint I made with the Python API'\n", "\n", "Input Data: Numeric\n", "Tasks: Missing Values Imputed (quick median) | Smooth Ridit Transform | Binning of numerical variables | Keras Neural Network Classifier" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keras_blueprint" ] }, { "cell_type": "markdown", "id": "78c33d66", "metadata": {}, "source": [ "## Validation" ] }, { "cell_type": "markdown", "id": "67227735", "metadata": {}, "source": [ "We intentionally feed the wrong input data type" ] }, { "cell_type": "code", "execution_count": 18, "id": "fd0f15b3", "metadata": {}, "outputs": [], "source": [ "pni = w.Tasks.PNI2(w.TaskInputs.CAT)\n", "rdt = w.Tasks.RDT5(pni)\n", "binning = w.Tasks.BINNING(pni)\n", "keras = w.Tasks.KERASC(rdt, binning)\n", "keras.set_task_parameters_by_name(learning_rate=0.123)\n", "invalid_keras_blueprint = w.BlueprintGraph(keras)" ] }, { "cell_type": "code", "execution_count": 19, "id": "d80b48dc", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "invalid_keras_blueprint.save('A blueprint with warnings (PythonAPI)', user_blueprint_id=user_blueprint_id).show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "25fb0479-549a-4aee-90a8-16379a9debca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Binning of numerical variables (BINNING)\n", "\n", "Input Summary: Missing Values Imputed (quick median) (PNI2)\n", "Output Method: TaskOutputMethod.TRANSFORM\n", "\n", "Task Parameters:\n", " max_bins (b) = -22" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "binning.set_task_parameters_by_name(max_bins=-22)" ] }, { "cell_type": "code", "execution_count": 21, "id": "24faf70a-35b9-4035-8e6a-6eecabb8ac28", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Binning of numerical variables (BINNING)\n", "\n", "\u001b[31m Invalid value(s) supplied\u001b[0m\n", "\u001b[31m max_bins (b) = -22\u001b[0m\n", "\u001b[31m - Must be a 'intgrid' parameter defined by: [2, 500]\u001b[0m\n", "\u001b[31m\u001b[0m\n", "\u001b[31mFailed to save: parameter validation failed.\u001b[0m\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "invalid_keras_blueprint.save('A blueprint with warnings (PythonAPI)', user_blueprint_id=user_blueprint_id).show()" ] }, { "cell_type": "code", "execution_count": 22, "id": "c0cbfc1f-60fc-4314-88ac-6ee629614917", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Keras Neural Network Classifier (KERASC)\n", "\n", "\u001b[32mAll parameters valid!\u001b[0m\n", "\n" ] }, { "data": { "text/plain": [] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keras.validate_task_parameters()" ] }, { "cell_type": "markdown", "id": "0a723714", "metadata": {}, "source": [ "### Update to the Original Valid Blueprint" ] }, { "cell_type": "code", "execution_count": 23, "id": "783c017d", "metadata": {}, "outputs": [], "source": [ "pni = w.Tasks.PNI2(w.TaskInputs.NUM)\n", "rdt = w.Tasks.RDT5(pni)\n", "binning = w.Tasks.BINNING(pni)\n", "keras = w.Tasks.KERASC(rdt, binning)\n", "keras.set_task_parameters_by_name(learning_rate=0.123)\n", "keras_blueprint = w.BlueprintGraph(keras)\n", "blueprint_graph = keras_blueprint.save('A blueprint I made with the Python API', user_blueprint_id=user_blueprint_id)" ] }, { "cell_type": "markdown", "id": "8d345611-8a48-4f54-b3f7-33b140719a8b", "metadata": {}, "source": [ "## Help with Tasks" ] }, { "cell_type": "code", "execution_count": 24, "id": "4e1868f1-b44b-4f51-ac35-a4144159fa5e", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on PNI2 in module datarobot_bp_workshop.factories object:\n", "\n", "class PNI2(datarobot_bp_workshop.friendly_repr.FriendlyRepr)\n", " | Missing Values Imputed (quick median)\n", " | \n", " | Impute missing values on numeric variables with their median and create indicator variables to mark imputed records \n", " | \n", " | Parameters\n", " | ----------\n", " | output_method: string, one of (TaskOutputMethod.TRANSFORM).\n", " | task_parameters: dict, which may contain:\n", " | \n", " | scale_small (s): select, (Default=0)\n", " | Possible Values: [False, True]\n", " | \n", " | threshold (t): int, (Default=10)\n", " | Possible Values: [1, 99999]\n", " | \n", " | Method resolution order:\n", " | PNI2\n", " | datarobot_bp_workshop.friendly_repr.FriendlyRepr\n", " | builtins.object\n", " | \n", " | Methods defined here:\n", " | \n", " | __call__(zelf, *inputs, output_method=None, task_parameters=None, output_method_parameters=None, x_transformations=None, y_transformations=None, freeze=False, version=None)\n", " | \n", " | __friendly_repr__(zelf)\n", " | \n", " | documentation(zelf, auto_open=False)\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data and other attributes defined here:\n", " | \n", " | description = 'Impute missing values on numeric variables with ...eate...\n", " | \n", " | label = 'Missing Values Imputed (quick median)'\n", " | \n", " | task_code = 'PNI2'\n", " | \n", " | task_parameters = scale_small (s): select, (Default=0)\n", " | \n", " | threshold (t):...\n", " | \n", " | ----------------------------------------------------------------------\n", " | Methods inherited from datarobot_bp_workshop.friendly_repr.FriendlyRepr:\n", " | \n", " | __repr__(self)\n", " | Return repr(self).\n", " | \n", " | ----------------------------------------------------------------------\n", " | Data descriptors inherited from datarobot_bp_workshop.friendly_repr.FriendlyRepr:\n", " | \n", " | __dict__\n", " | dictionary for instance variables (if defined)\n", " | \n", " | __weakref__\n", " | list of weak references to the object (if defined)\n", "\n" ] } ], "source": [ "help(w.Tasks.PNI2)" ] }, { "cell_type": "markdown", "id": "0b07ac91", "metadata": {}, "source": [ "## List Task Categories" ] }, { "cell_type": "code", "execution_count": 25, "id": "bc7b9bf0", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[34mCustom\u001b[0m\n", "\n", "\u001b[34mPreprocessing\u001b[0m\n", "\n", " \u001b[34mNumeric Preprocessing\u001b[0m\n", "\n", " \u001b[34mData Quality\u001b[0m\n", "\n", " \u001b[34mDimensionality Reducer\u001b[0m\n", "\n", " \u001b[34mScaling\u001b[0m\n", "\n", " \u001b[34mCategorical Preprocessing\u001b[0m\n", "\n", " \u001b[34mText Preprocessing\u001b[0m\n", "\n", " \u001b[34mImage Preprocessing\u001b[0m\n", "\n", " \u001b[34mSummarized Categorical Preprocessing\u001b[0m\n", "\n", " \u001b[34mGeospatial Preprocessing\u001b[0m\n", "\n", "\u001b[34mModels\u001b[0m\n", "\n", " \u001b[34mRegression\u001b[0m\n", "\n", " \u001b[34mBinary Classification\u001b[0m\n", "\n", " \u001b[34mMulti-class Classification\u001b[0m\n", "\n", " \u001b[34mBoosting\u001b[0m\n", "\n", " \u001b[34mUnsupervised\u001b[0m\n", "\n", " \u001b[34mAnomaly Detection\u001b[0m\n", "\n", " \u001b[34mClustering\u001b[0m\n", "\n", "\u001b[34mCalibration\u001b[0m\n", "\n", "\u001b[34mOther\u001b[0m\n", "\n", " \u001b[34mColumn Selection\u001b[0m\n", "\n", " \u001b[34mAutomatic Feature Selection\u001b[0m\n", "\n" ] }, { "data": { "text/plain": [] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.list_categories(show_tasks=False)" ] }, { "cell_type": "markdown", "id": "41e849dd", "metadata": {}, "source": [ "## Search for Tasks by Name" ] }, { "cell_type": "code", "execution_count": 26, "id": "b71fd823", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Keras Autoencoder with Calibration: [KERAS_AUTOENCODER_CAL] \n", " - Keras Autoencoder for Anomaly Detection with Calibration\n", "\n", "\n", "Keras Autoencoder: [KERAS_AUTOENCODER] \n", " - Keras Autoencoder for Anomaly Detection\n", "\n", "\n", "Keras Neural Network Classifier: [KERASC] \n", " - Keras Neural Network Classifier\n", "\n", "\n", "Keras Neural Network Classifier: [KERASMULTIC] \n", " - Keras Neural Network Multi-Class Classifier\n", "\n", "\n", "Keras Neural Network Regressor: [KERASR] \n", " - Keras Neural Network Regressor\n", "\n", "\n", "Keras Variational Autoencoder with Calibration: [KERAS_VARIATIONAL_AUTOENCODER_CAL] \n", " - Keras Variational Autoencoder for Anomaly Detection with Calibration\n", "\n", "\n", "Keras Variational Autoencoder: [KERAS_VARIATIONAL_AUTOENCODER] \n", " - Keras Variational Autoencoder for Anomaly Detection\n", "\n", "\n", "Keras encoding of text variables: [KERAS_TOKENIZER] \n", " - Text encoding based on Keras Tokenizer class\n", "\n", "\n", "Regularized Quantile Regressor with Keras: [KERAS_REGULARIZED_QUANTILE_REG] \n", " - Regularized Quantile Regression implemented in Keras" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.search_tasks('keras')" ] }, { "cell_type": "markdown", "id": "7623e95d-a647-4951-bd37-f5a2726f6ebe", "metadata": {}, "source": [ "## Search Custom Tasks" ] }, { "cell_type": "code", "execution_count": 27, "id": "b60edba8-44d8-4583-8206-e06acaed3119", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Awesome Model: [CUSTOMR_6019ae978cc598a46199cee1] \n", " - This is the best model ever." ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.search_tasks('Awesome')" ] }, { "cell_type": "markdown", "id": "ee1ea13e-5c76-413c-a51a-47bc592a0db3", "metadata": {}, "source": [ "## Flexible Search" ] }, { "cell_type": "code", "execution_count": 28, "id": "61ac2649-8470-436a-a2dc-40c40d9e8db9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Binning of numerical variables: [BINNING] \n", " - Bin numerical values into non-uniform bins using decision trees\n", "\n", "\n", "Elastic-Net Regressor (L1 / Least-Squares Loss) with Binned numeric features: [BENETCD2] \n", " - Bin numerical values into non-uniform bins using decision trees, followed by Elasticnet model using block coordinate descent-- a common form of derivated-free optimization. Based on lightning CDRegressor." ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.search_tasks('bins')" ] }, { "cell_type": "code", "execution_count": 29, "id": "14acfbe1-496e-47ed-a5fd-5dcda712cac7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Bind branches: [BIND] \n", " - Bind data processing workflows within a type of data. e.g. bind 2 kinds of numeric preprocessing or 2 kinds of text preprocessing\n", "\n", "\n", "Binning of numerical variables: [BINNING] \n", " - Bin numerical values into non-uniform bins using decision trees\n", "\n", "\n", "Buhlmann credibility estimates for high cardinality features: [CRED1] \n", " - Buhlmann Credibility Estimates from categorical features with high cardinality. This transformer calculates credibility estimates using a proprietary, DataRobot-developed methodology\n", "\n", "\n", "Categorical Embedding: [CATEMB] \n", " - Dense embedding of categorical features. Transform categorical features into a dense vector of a fixed size\n", "\n", "\n", "Category Count: [PCCAT] \n", " - Create a count matrix from categorical features\n", "\n", "\n", "Constant Splines: [GS] \n", " - Convert numeric features into piece-wise constant spline base expansion. Missing values are inputed with the median prior to creating splines\n", "\n", "\n", "Fasttext Word Vectorization and Mean text embedding: [TXTEM1] \n", " - Convert raw text fields into a vector. Based on fasttext and word2vec.\n", "\n", "\n", "Geospatial Location Converter: [GEO_IN] \n", " - Convert Geospatial Location features.\n", "\n", "\n", "Grayscale Downscaled Image Featurizer: [IMG_GRAYSCALE_DOWNSCALED_IMAGE_FEATURIZER] \n", " - Image featurization by converting to grayscale, downscaling the image, and flattening the image into a one-dimensional array of pixels\n", "\n", "\n", "Keras encoding of text variables: [KERAS_TOKENIZER] \n", " - Text encoding based on Keras Tokenizer class\n", "\n", "\n", "Log Transformer: [LOGT] \n", " - Log transform preprocessor.\n", "\n", "\n", "Matrix of word-grams occurrences: [PTM3] \n", " - Convert raw text fields into a document-term matrix. Based on scikit-learn TfidfVectorizer.\n", "\n", "\n", "Missing Values Imputed (arbitrary or quick median): [PNIA4] \n", " - Impute missing values on numeric variables with arbitrary number\n", "\n", "\n", "Missing Values Imputed (quick median): [PNI2] \n", " - Impute missing values on numeric variables with their median and create indicator variables to mark imputed records \n", "\n", "\n", "NLTK Sentiment Featurizer: [NLTK_SENTIMENT] \n", " - Computes NLTK Sentiment for text features\n", "\n", "\n", "No Post Processing: [IMAGE_POST_PROCESSOR] \n", " - Post Processing of Pretrained Convolutional Neural Network Image features\n", "\n", "\n", "Normalizer: [NORM] \n", " - Normalize features by scaling samples individually to unit norm. Based on scikit-learn Normalize\n", "\n", "\n", "Numeric Data Cleansing: [NDC] \n", " - Impute missing/disguised missing values on numeric variables with their median and create indicator variables to mark records with data quality issues\n", "\n", "\n", "One-Hot Encoding: [PDM3] \n", " - One-Hot (or dummy-variable) transformation of categorical features\n", "\n", "\n", "OpenCV Detect Largest Rectangle: [OPENCV_DETECT_LARGEST_RECTANGLE] \n", " - Detects largest rectangle from images\n", "\n", "\n", "OpenCV Image Featurizer: [OPENCV_FEATURIZER] \n", " - Computes OpenCV features for images\n", "\n", "\n", "Ordinal encoding of categorical variables: [ORDCAT2] \n", " - Ordinal transformation of categorical features. Recodes categorical features as integers based on either the lexicographic ordering of the categorical values, the frequency of the categorical values, the response or randomly\n", "\n", "\n", "Pretrained Multi-Level Global Average Pooling Image Featurizer: [IMGFEA] \n", " - Image featurization using pre-trained deep neural network models.\n", "\n", "\n", "Pretrained TinyBERT Featurizer: [TINYBERTFEA] \n", " - Convert raw text fields into a vector. Based on Tiny-Bert embeddings.\n", "\n", "\n", "Search for differences: [DIFF3] \n", " - Greedy Search for differences between pairs of features, using a proprietary DataRobot-developed methodology\n", "\n", "\n", "Search for ratios: [RATIO3] \n", " - Greedy Search for ratios. Adds pairs of ratios to a linear model until the model stops improving. Then adds those ratios to the main dataset.\n", "\n", "\n", "Single Column Converter for Summarized Categorical: [SCBAGOFCAT2] \n", " - Selects a single Summarized Categorical column by name\n", "\n", "\n", "SpaCy Named Entity Recognition Detector: [SPACY_NAMED_ENTITY_RECOGNITION] \n", " - Computes Named Entity Recognition for text features\n", "\n", "\n", "Sparse Interaction Machine: [SPOLY] \n", " - Sparse to Sparse transform for polynomial interactions\n", "\n", "\n", "Spatial Neighborhood Featurizer: [GEO_NEIGHBOR_V1] \n", " - Spatial Neighborhood Featurizer\n", "\n", "\n", "Summarized Categorical to Sparse Matrix: [CDICT2SP] \n", " - Convert the count dict data into the sparse matrix\n", "\n", "\n", "TextBlob Sentiment Featurizer: [TEXTBLOB_SENTIMENT] \n", " - Computes TextBlob Sentiment for text features\n", "\n", "\n", "Univariate credibility estimates with L2: [CRED1b1] \n", " - L2 Regularization Credibility Estimator" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.search_tasks('Preproc')" ] }, { "cell_type": "code", "execution_count": 30, "id": "24ec1099-4aee-42ca-a1ff-a40bb3cb7837", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['BINNING', 'BENETCD2', 'RFC', 'RFR']" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[a.task_code for a in w.search_tasks('decision')]" ] }, { "cell_type": "code", "execution_count": 31, "id": "8a5e90c4-7248-480b-9ac6-5469d9fa5400", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "ExtraTrees Classifier (Gini): [RFC] \n", " - Random Forests based on scikit-learn. Random forests are an ensemble method where hundreds (or thousands) of individual decision trees are fit to boostrap re-samples of the original dataset. ExtraTrees are a variant of RandomForests with even more randomness." ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.Tasks.RFC" ] }, { "cell_type": "markdown", "id": "38b09164", "metadata": {}, "source": [ "## Quick Description" ] }, { "cell_type": "code", "execution_count": 32, "id": "183c3ff8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'One-Hot (or dummy-variable) transformation of categorical features'" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "w.Tasks.PDM3.description" ] }, { "cell_type": "markdown", "id": "ad3299bd", "metadata": {}, "source": [ "## View Documentation For a Task" ] }, { "cell_type": "code", "execution_count": 33, "id": "dbe9bcbf-2483-49ed-90ab-f44f584bde6a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'https://app.datarobot.com/model-docs/tasks/BINNING-Binning-of-numerical-variables.html'" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "binning.documentation()" ] }, { "cell_type": "markdown", "id": "18de0dd4", "metadata": {}, "source": [ "## View Task Parameter Values" ] }, { "cell_type": "markdown", "id": "4d32d1f6", "metadata": {}, "source": [ "As an example, let's look at the Binning Task" ] }, { "cell_type": "code", "execution_count": 34, "id": "01473a1d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "20" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "binning.get_task_parameter_by_name('max_bins')" ] }, { "cell_type": "markdown", "id": "0456b5a7", "metadata": {}, "source": [ "## Modify A Task Parameter" ] }, { "cell_type": "code", "execution_count": 35, "id": "5a75e168", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Binning of numerical variables (BINNING)\n", "\n", "Input Summary: Missing Values Imputed (quick median) (PNI2)\n", "Output Method: TaskOutputMethod.TRANSFORM\n", "\n", "Task Parameters:\n", " max_bins (b) = 22" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "binning.set_task_parameters_by_name(max_bins=22)" ] }, { "cell_type": "markdown", "id": "c1bd6df1", "metadata": {}, "source": [ "### Or set with the key / short-name directly" ] }, { "cell_type": "code", "execution_count": 36, "id": "441a4813", "metadata": {}, "outputs": [], "source": [ "binning.task_parameters.b = 22" ] }, { "cell_type": "markdown", "id": "215853c3", "metadata": {}, "source": [ "## Validate Parameters" ] }, { "cell_type": "code", "execution_count": 37, "id": "f1f0d707", "metadata": {}, "outputs": [], "source": [ "binning.task_parameters.b = -22" ] }, { "cell_type": "code", "execution_count": 38, "id": "44f5cd64", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Binning of numerical variables (BINNING)\n", "\n", "\u001b[31m Invalid value(s) supplied\u001b[0m\n", "\u001b[31m max_bins (b) = -22\u001b[0m\n", "\u001b[31m - Must be a 'intgrid' parameter defined by: [2, 500]\u001b[0m\n", "\u001b[31m\u001b[0m\n" ] }, { "data": { "text/plain": [] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "binning.validate_task_parameters()" ] }, { "cell_type": "code", "execution_count": 39, "id": "528bed20", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Binning of numerical variables (BINNING)\n", "\n", "Input Summary: Missing Values Imputed (quick median) (PNI2)\n", "Output Method: TaskOutputMethod.TRANSFORM\n", "\n", "Task Parameters:\n", " max_bins (b) = 22" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "binning.set_task_parameters(b=22)" ] }, { "cell_type": "markdown", "id": "1c1231b4", "metadata": {}, "source": [ "## Make sure it's valid..." ] }, { "cell_type": "code", "execution_count": 40, "id": "ea129411", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Binning of numerical variables (BINNING)\n", "\n", "\u001b[32mAll parameters valid!\u001b[0m\n", "\n" ] }, { "data": { "text/plain": [] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "binning.validate_task_parameters()" ] }, { "cell_type": "markdown", "id": "96288528", "metadata": {}, "source": [ "## Update an existing blueprint in personal repository by passing the user_blueprint_id" ] }, { "cell_type": "code", "execution_count": 41, "id": "4e82c5c4", "metadata": {}, "outputs": [], "source": [ "blueprint_graph = keras_blueprint.save('A blueprint I made with the Python API (updated)', user_blueprint_id=user_blueprint_id)" ] }, { "cell_type": "code", "execution_count": 42, "id": "438bd340", "metadata": {}, "outputs": [], "source": [ "assert user_blueprint_id == blueprint_graph.user_blueprint_id" ] }, { "cell_type": "markdown", "id": "1193736a", "metadata": {}, "source": [ "## Retrieve a Blueprint from your Saved Blueprints" ] }, { "cell_type": "code", "execution_count": 43, "id": "269a8ac0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "w.get(user_blueprint_id).show()" ] }, { "cell_type": "markdown", "id": "b187436c", "metadata": {}, "source": [ "## Retrieve Blueprints From Personal Blueprints Repository" ] }, { "cell_type": "code", "execution_count": 44, "id": "ac16df3e", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for bp in w.list(limit=3):\n", " bp.show()" ] }, { "cell_type": "markdown", "id": "64d76a83", "metadata": {}, "source": [ "## Delete a Blueprint From Your Personal Repository" ] }, { "cell_type": "code", "execution_count": 45, "id": "72732ef6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001B[32mBlueprints deleted.\u001B[0m\n" ] } ], "source": [ "w.delete(user_blueprint_id)" ] }, { "cell_type": "markdown", "id": "1f45e099", "metadata": {}, "source": [ "## Existing Blueprints API to Retrieve Leaderboard Blueprints" ] }, { "cell_type": "code", "execution_count": 46, "id": "5dab0de2", "metadata": {}, "outputs": [], "source": [ "project_id = '5eb9656901f6bb026828f14e'\n", "project = dr.Project.get(project_id)\n", "menu = project.get_blueprints()" ] }, { "cell_type": "code", "execution_count": 47, "id": "d044f9ea", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for bp in menu[6:9]:\n", " Visualize.show_dr_blueprint(bp)" ] }, { "cell_type": "markdown", "id": "eeaaf1be", "metadata": {}, "source": [ "## Clone a Blueprint From a Leaderboard" ] }, { "cell_type": "code", "execution_count": 48, "id": "ea6afc19-f7f5-4397-8062-c9d54beac072", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ridge = menu[7]\n", "blueprint_graph = w.clone(blueprint_id=ridge.id, project_id=project_id)\n", "blueprint_graph.show()" ] }, { "cell_type": "code", "execution_count": 49, "id": "fde24560-583f-4ece-ae96-b6a0e04dd2a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('1774086bd8bfd4e1f45c5ff503a99ee2', '5eb9656901f6bb026828f14e')" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ridge.id, project_id" ] }, { "cell_type": "markdown", "id": "bd6b2525-7b3a-4c7a-a792-e78f7af936b8", "metadata": { "tags": [] }, "source": [ "## Any Blueprint Can Be Used as a Tutorial" ] }, { "cell_type": "code", "execution_count": 50, "id": "b8e1b82c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "w = Workshop(user_blueprint_id='61d5db87e0f01fe2a6ce3335')\n", "\n", "rst = w.Tasks.RST(w.TaskInputs.DATE)\n", "\n", "pdm3 = w.Tasks.PDM3(w.TaskInputs.CAT)\n", "pdm3.set_task_parameters(cm=500, sc=25)\n", "\n", "gs = w.Tasks.GS(w.TaskInputs.NUM)\n", "\n", "enetcd = w.Tasks.ENETCD(rst, pdm3, gs)\n", "enetcd.set_task_parameters(a=0)\n", "\n", "enetcd_blueprint = w.BlueprintGraph(enetcd, name='Ridge Regressor')\n" ] } ], "source": [ "source_code = blueprint_graph.to_source_code(to_stdout=True)" ] }, { "cell_type": "markdown", "id": "d445c7e8", "metadata": {}, "source": [ "## Execute it" ] }, { "cell_type": "code", "execution_count": 51, "id": "8203a7a0", "metadata": {}, "outputs": [], "source": [ "eval(compile(source_code, 'blueprint', 'exec'))" ] }, { "cell_type": "code", "execution_count": 52, "id": "aba3c23e-6143-4afe-bab6-46e9c1f0dc3f", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "enetcd_blueprint.show()" ] }, { "cell_type": "markdown", "id": "3f8c5983-b502-4304-afa0-767260b27a65", "metadata": { "pycharm": { "name": "#%% md\n" } }, "source": [ "## Delete the original (or any) Blueprint directly" ] }, { "cell_type": "code", "execution_count": 53, "id": "8794c0f5-9d6e-4fee-bdbd-dbbd35670563", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mBlueprint deleted.\u001b[0m\n" ] } ], "source": [ "blueprint_graph.delete()" ] }, { "cell_type": "markdown", "id": "2b61c0c7-42b7-409d-a3f8-d79423cca516", "metadata": {}, "source": [ "## Modify the source code" ] }, { "cell_type": "code", "execution_count": 54, "id": "2469757c-e1b6-4787-a56b-f5136190d6d6", "metadata": {}, "outputs": [], "source": [ "#w = Workshop()\n", "\n", "rst = w.Tasks.RST(w.TaskInputs.DATE)\n", "\n", "# Use numeric data cleansing instead\n", "ndc = w.Tasks.NDC(w.TaskInputs.NUM)\n", "\n", "pdm3 = w.Tasks.PDM3(w.TaskInputs.CAT)\n", "pdm3.set_task_parameters(cm=500, sc=25)\n", "\n", "enetcd = w.Tasks.ENETCD(rst, ndc, pdm3)\n", "enetcd.set_task_parameters(a=0.0)\n", "\n", "enetcd_blueprint = w.BlueprintGraph(enetcd, name='Ridge Regressor')" ] }, { "cell_type": "code", "execution_count": 55, "id": "2576f6e4-2a07-4e13-911b-a5692450e3e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "enetcd_blueprint.show()" ] }, { "cell_type": "markdown", "id": "14fa3e99", "metadata": {}, "source": [ "## Add the Blueprint to a Project and Train It" ] }, { "cell_type": "code", "execution_count": 56, "id": "59e01fda", "metadata": { "tags": [] }, "outputs": [], "source": [ "project_id = '5eb9656901f6bb026828f14e'" ] }, { "cell_type": "code", "execution_count": 57, "id": "02ba1c3d-2608-4fbf-ab93-b169a2bee315", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Name: 'Ridge Regressor'\n", "\n", "Input Data: Date | Categorical | Numeric\n", "Tasks: Standardize | One-Hot Encoding | Numeric Data Cleansing | Elastic-Net Regressor (L1 / Least-Squares Loss)" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enetcd_blueprint.save()" ] }, { "cell_type": "code", "execution_count": 58, "id": "4bbd0b96", "metadata": { "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Training requested! Blueprint Id: fa329535f1e5f5465e2c55024aacb910\n" ] }, { "data": { "text/plain": [ "Name: 'Ridge Regressor'\n", "\n", "Input Data: Date | Categorical | Numeric\n", "Tasks: Standardize | One-Hot Encoding | Numeric Data Cleansing | Elastic-Net Regressor (L1 / Least-Squares Loss)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enetcd_blueprint.train(project_id=project_id)" ] }, { "cell_type": "code", "execution_count": 59, "id": "5d638e57", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false }, "pycharm": { "name": "#%%\n" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32mBlueprint deleted.\u001b[0m\n" ] } ], "source": [ "enetcd_blueprint.delete()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 5 }