{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Introduction\n", " ### The case description\n", " This notebook covers a Python-based solution of the machine learning for the \"PLGA case\". In the case we will be trying to develop a model for prediction of API dissolution from PLGA particles. The drug release from the PLGA matrix is mainly governed by two mechanisms: diffusion and degradation/erosion. Altough, those mechanisms are affected by many factors. For example, pore diameters, matrix–API interactions, API–API interactions, and formulation composition. Results reported in the literature indicate the high level of complexity of drug release from PLGA-based formulations. Therefore, it seems reasonable to use machine learning algorithms to search for optimal model. \n", " \n", "The data sets were collected from the literature. Release rates of 68 PLGA formulations from 18 publications were extracted from the publications and maunally digitized. The description of each point was completed by the __(1)__ formulation characteristics (PLGA inherent viscosity, PLGA molecular weight, lactide-to-glycolide ratio, inner and outer phase Polyvinyl alcohol (PVA) concentration, PVA molecular weight, inner phase volume, encapsulation rate, mean particle size, and PLGA concentration); __(2)__ the experimental conditions (dissolution pH, number of dissolution additives, dissolution additive concentration and production method, and dissolution time); and __(3 & 4)__ the molecular descriptors of the macromolecules and excipients. Overall there were 745 data rows with 300 variables. The molecular descriptors were computed using Marvin cxcalc plugin, UK (https://chemaxon.com/products/calculators-and-predictors). The amount of the drug substance released (Q) was the only dependent variable. \n", "\n", "In this case study we'll implement AutoML workflow based on the Open Source machine learning platform h2o. H2O has an easy-to-use interface which automates the process of training a large selection of candidate models. It uses Java engine to enable the access to a variety of machine learning algorithms. H2O’s AutoML can be used for automating the machine learning workflow, which includes automatic training and tuning of many models within a user-specified time-limit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](img/PLGA_dataset_overview.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ### Why to use AutoML at all? Can it be useful?\n", " The concept of automation in computer science is not something new. It started at the very begining of computers themselves from the design of the first automatic mechanical calculator (1822), through ENIAC (1940s) to automated machine learning (last 20-30 years).\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](img/AutoML_historyline.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The standard data science process requires repetitive going through all listed below steps. From 'raw data' to 'model validation'. The trick is that you cannot skip none of them. The most of the time data scientist spends on the four crutial steps in the whole process - feature selection, algorithm selection, model development and parameters optimization. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](img/Standard_ML_workflow.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The concept of autoML is that it should automate the most time consuming steps." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](img/AutoML_historyline_v2.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example we will be using an Open Source h2o package (R, Python). H2O is a ML platform that allows to build reliable models and productionalize them within hours (well, all depends on the data, but it is possible :)). \n", " https://www.h2o.ai/products/h2o/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. H2O installation \n", " ### Installing R & h2o:\n", " 1. Go to http://cran.r-project.org/mirrors.html.\n", " 2. Select your closest local mirror.\n", " 3. Select your operating system (Linux, OS X, or Windows).\n", " 4. Depending on your OS, download the appropriate file, along with any required packages.\n", " 5. When the download is complete, unzip the file and install.\n", " 6. Start R (if you want to make the package available to all users run R as root)\n", " \n", " Then you must copy&paste the below code into the R-terminal:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`# Copy and paste the following commands in R to download dependency packages.` \n", "`pkgs <- c(\"methods\",\"statmod\",\"stats\",\"graphics\",\"RCurl\",\"jsonlite\",\"tools\",\"utils\")` \n", "`for (pkg in pkgs) {if (! (pkg %in% rownames(installed.packages()))) { install.packages(pkg) }}` \n", " \n", "`# Run the following command to load the H2O:` \n", "`library(h2o)` \n", " \n", "`# Run the following command to initialize H2O on your local machine (single-node cluster) using all available CPUs.` \n", "`h2o.init()` \n", " \n", "`# Import the Iris (with headers) dataset.` \n", "`path <- \"smalldata/iris/iris_wheader.csv\"` \n", "`iris <- h2o.importFile(path)` \n", " \n", "`# View a summary of the imported dataset.` \n", "`print(iris)` \n", "If you wish you can also use an IDE - R Studio to develop your code. \n", "https://rstudio.com/products/rstudio/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ### Installing Anaconda & h2o (Python)\n", "The best way of installing h2o in Python is to do it through virtual environment. Threfore we need an environment manager. \n", "\n", "There are two choices: \n", " 1. PIP (with virtualenv) - https://pypi.org/project/pip/\n", " 2. Conda - https://www.anaconda.com/\n", "\n", "We will be using Conda, bacause it is more simple, transparent, flexible and has more features (Spyder, Orange, Jupyter and more). \n", " \n", " __Installing Anaconda__:\n", " 1. Go to https://www.anaconda.com/.\n", " 2. Select your OS (Windows/MacOS/Linux).\n", " 3. Select your architecture (64-bit or Power8/Power9).\n", " 4. Depending on your OS, download the Installer file.\n", " 5. When the download is complete, run the Installer.\n", " 6. Follow the instructions based on your OS system:\n", " - Windows https://docs.anaconda.com/anaconda/install/windows/\n", " - macOS https://docs.anaconda.com/anaconda/install/mac-os/\n", " - Linux https://docs.anaconda.com/anaconda/install/linux/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After installation is finished, you can verify the installation by running anaconda-navigator (https://docs.anaconda.com/anaconda/install/verify-install/). \n", "For greater transparency in this example we will install all dependencies via the __console/terminal__ or __anaconda CLI__: \n", "1. Run console/terminal (or Anaconda prompt in Windows)\n", "2. Add two channels (conda-forge and h2oai) to conda configuration. \n", "`conda config --add channels conda-forge` \n", "`conda config --add channels h2oai`\n", "3. Now use the `requirements_essential_linux.txt` or `requirements_essential_Win10.txt` (according to your OS) file as the source of required packages: \n", " `conda create --name python=3.6.5 --file ` \n", "In my case (linux) the command looked like: \n", " `conda create --name h2o python=3.6.5 --file ./requirements_essential_linux.txt` \n", "4. After a while you will have virtual python environment. To use it run in your console: \n", " `conda activate `" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ## 3. The case\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Notice \n", "There are few options to run the example. \n", " 1. One of them is to type `jupyter-notebook` in the `Anaconda prompt` or in the terminal, when activated h2o environment (through `conda activate h2o`). But please ensure that you have access to h2o packages via `import h2o`. If not, please try to install `nb_conda_kernels` by typing `conda install nb_conda_kernels` or manually add apriopriate kernel by typing `\\path\\to\\python\\environment -m ipykernel install --user --name h2o --display-name \"Python (h2o)\"`. \n", " 2. Sometimes it may be necessary to run the notebook providing the full path (e.g.) \n", " `~/anaconda3/envs/{name of your environment}/bin/jupyter-notebook`\n", " 3. You can also run a Python console from your environment and provide the code line-by-line\n", " 4. In order to have the `shap` plots rendered, please make the notebook `Trusted` (https://jupyter-notebook.readthedocs.io/en/latest/security.html or https://stackoverflow.com/questions/44943646/jupyter-notebook-not-trusted) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ### Imports, functions & directories\n", " If you have created the conda environment as previously noted (`conda create --name --file `), you shouldn't have problems loading imports." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os\n", "import string\n", "import random\n", "import glob\n", "import h2o\n", "import statistics\n", "import psutil\n", "import csv\n", "import sys\n", "import re\n", "import shap\n", "import pickle\n", "import pandas as pd\n", "import numpy as np\n", "from h2o.automl import H2OAutoML\n", "from pathlib import Path\n", "from random import randint\n", "from math import sqrt\n", "from sklearn.model_selection import GroupShuffleSplit\n", "from copy import copy\n", "from sklearn.metrics import mean_squared_error,r2_score\n", "from sklearn.model_selection import GroupKFold # import KFold\n", "from sklearn import preprocessing\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After importing necessary packages, we will define a function used for generating random names and a wrapper class which will be used for calculation of shap values." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# -------------------------------\n", "# Random key generator - function\n", "# -------------------------------\n", "def random_key_generator(size=6, chars=string.ascii_letters + string.digits):\n", " return ''.join(random.choice(chars) for _ in range(size))\n", "# -------------------------------------------------------------------------------\n", "\n", "# --------------------------------------------------------------------------------\n", "# H2OPredWrapper - class used for obtaining predictions understood by shap package\n", "# --------------------------------------------------------------------------------\n", "class H2OPredWrapper:\n", " def __init__(self, h2o_model, feature_names):\n", " self.h2o_model = h2o_model\n", " self.feature_names = feature_names\n", " def predict(self, X):\n", " if isinstance(X, pd.Series):\n", " X = X.values.reshape(1,-1)\n", " self.dataframe= pd.DataFrame(X, columns=self.feature_names)\n", " self.predictions = self.h2o_model.predict(h2o.H2OFrame(self.dataframe)).as_data_frame().values\n", " return self.predictions.astype('float64')[:,-1]\n", "# --------------------------------------------------------------------------------" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initial h2o server configuration \n", "Here we have variables which will be used later in order to launch the h2o server and run the modeling. We will briefly discuss them. \n", "The first part is to run the h2o server:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "server_multicore: bool = True\n", "my_max_ram_allowed: int = 16" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we initialize variables to specify seeds, if needed, basically in a presented approach the seeds are generated at the begining of the feature selection and are the same for 10-cv. Therefore there is no need to specify them, they are pointed here for transparancy." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# user specified seeds\n", "my_seed_FS: int = 1\n", "my_seed_FS_10cv: int = 1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here are some parameters of the simulations. We will be doing 10-cv and we will assign data to folds. We will treat whole dissolution profile as a sample. So there will be as many samples as we have dissolution profiles. \n", "Here are three main sections:\n", " 1. General options - data set file name, keep cross validation results, save Java objects\n", " 2. Feature selection options - execution time, how many short loops, scale, include features, __threshold__\n", " 3. Cross validation options - how many folds, execution time" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# -------------------------\n", "# General options:\n", "# -------------------------\n", "fs_data: str = 'PLGA_300in_SR_BAZA.txt' # Please provide full filename if perform_FS is True or classic_approach without n-fold cv are to be run\n", "\n", "my_keep_cross_validation_predictions: bool = True\n", "my_keep_cross_validation_models: bool = True\n", "my_keep_cross_validation_fold_assignment: bool = True\n", "\n", "# save pojo or mojo model boolean = True/False\n", "save_pojo_or_mojo: bool = True\n", "\n", "# Which column contains indicies to make split - 1 = 1st col, 2 = 2nd col etc. \n", "index_column: int = 1\n", "\n", "# --------------------------\n", "# Feature selection options:\n", "# --------------------------\n", "# Feature selection AutoML execution time\n", "FS_h2o_max_runtime_secs: int = 45\n", "FS_h2o_max_runtime_secs_2nd_time: int = 10*60\n", "\n", "# How many loops of FS\n", "my_FS_loops: int = 6\n", "\n", "# Scale by original score or RMSE - this is only for comparison with fscaret - set False to scale by the RMSE\n", "# - only if perform_FS is True\n", "original_scale: bool = True\n", "\n", "# create core file name - used only when perform_FS is True to create filenames\n", "core_filename: str = 'new_PLGA'\n", "\n", "# Manually include features, eg. 'Time_min' in dissolution profile \n", "# - used only when perform_FS is True\n", "include_features: list = []\n", "\n", "# Feature selection threshold - range = [0; 1] - usually between 0.01 and 0.001\n", "# - only if perform_FS is True\n", "fs_threshold: float = 0.01\n", "\n", "# Feature selection short loop RMSE threshold\n", "# - only if perform_FS is True\n", "rmse_fs_short_loop_threshold: float = 15.0\n", "\n", "\n", "# --------------------------\n", "# Cross validation options:\n", "# --------------------------\n", "\n", "# How many fold in cross validation is used only if perform_FS is True\n", "no_folds: int = 10\n", "\n", "# 10cv AutoML execution time after feature selection\n", "h2o_max_runtime_secs_10cv: int = 20*60" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will also generate a random port number (this step is not necessary if you run one server on one machine)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# generate random port number\n", "# -------------------------------\n", "my_port_number = random.randint(54322,65000)\n", "\n", "# Create three random strings\n", "# -------------------------\n", "aml_name = 'A' + random_key_generator(15) # for FS project name\n", "aml2_name = 'A' + random_key_generator(15) # for 10-cv project name\n", "cluster_name = 'A' + random_key_generator(15) # for h2o cluster name" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we need to create directories to store data set, models, temporary results and exported pojo or mojo objects." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# get current directory (PosixPath)\n", "# -----------------------\n", "my_current_dir = Path.cwd()\n", "\n", "# get export directory and other subdirs (PosixPath)\n", "# -----------------------\n", "my_export_dir = my_current_dir.joinpath(str(my_current_dir) + '/export')\n", "my_10cv_FS_dir = my_current_dir.joinpath(str(my_current_dir) + '/10cv_FS')\n", "my_10cv_orig_dir = my_current_dir.joinpath(str(my_current_dir) + '/10cv_orig')\n", "my_test_external = my_current_dir.joinpath(str(my_current_dir) + '/test_external')\n", "my_pojo_or_mojo_FS = my_current_dir.joinpath(str(my_current_dir) + '/pojo_or_mojo_FS')\n", "my_pojo_or_mojo_10cv = my_current_dir.joinpath(str(my_current_dir) + '/pojo_or_mojo_10cv')\n", "my_model_FS = my_current_dir.joinpath(str(my_current_dir) + '/model_FS')\n", "my_model_10cv = my_current_dir.joinpath(str(my_current_dir) + '/model_10cv')\n", "\n", "# check subdirectory structure\n", "# ----------------------------------------\n", "Path(my_export_dir).mkdir(parents=True, exist_ok=True)\n", "Path(my_10cv_FS_dir).mkdir(parents=True, exist_ok=True)\n", "Path(my_10cv_orig_dir).mkdir(parents=True, exist_ok=True)\n", "Path(my_test_external).mkdir(parents=True, exist_ok=True)\n", "Path(my_pojo_or_mojo_FS).mkdir(parents=True, exist_ok=True)\n", "Path(my_pojo_or_mojo_10cv).mkdir(parents=True, exist_ok=True)\n", "Path(my_model_FS).mkdir(parents=True, exist_ok=True)\n", "Path(my_model_10cv).mkdir(parents=True, exist_ok=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have to check the resources (threads and available RAM). This code allows to allocate as much RAM per thread as it can, but not less then 2G per thread. Be advised that for the purpose of this case number of threads available were reduced by 2 `my_cores = psutil.cpu_count() - 2`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# check runtime mode - either many servers on the machine (server_multicore = F) or one server per one machine (server_multicore = T)\n", "# -------------------------------------------\n", "if server_multicore is True:\n", " my_cores = psutil.cpu_count() - 2\n", "else:\n", " my_cores = 1\n", "\n", "# check system free mem and apply it to the server\n", "# ------------------------------------------------\n", "memfree = psutil.virtual_memory().total\n", "memfree_g = int(round(memfree/1024/1024/1024,3))\n", "\n", "if memfree_g < 2:\n", " memfree_g = 2+'G'\n", "\n", "if my_max_ram_allowed > 0:\n", " memfree_g = str(my_max_ram_allowed)+'G'\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ### Running the h2o server" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now it is high time to start the h2o server." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking whether there is an H2O instance running at http://localhost:57095 ..... not found.\n", "Attempting to start a local H2O server...\n", " Java Version: openjdk version \"11.0.5\" 2019-10-15; OpenJDK Runtime Environment (build 11.0.5+10-suse-lp150.2.28.1-x8664); OpenJDK 64-Bit Server VM (build 11.0.5+10-suse-lp150.2.28.1-x8664, mixed mode)\n", " Starting server from /home/kuba/anaconda3/envs/h2o/lib/python3.6/site-packages/h2o/backend/bin/h2o.jar\n", " Ice root: /home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/export\n", " JVM stdout: /tmp/tmpm936fcos/h2o_kuba_started_from_python.out\n", " JVM stderr: /tmp/tmpm936fcos/h2o_kuba_started_from_python.err\n", " Server is running at http://127.0.0.1:57095\n", "Connecting to H2O server at http://127.0.0.1:57095 ... successful.\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
H2O cluster uptime:01 secs
H2O cluster timezone:Europe/Warsaw
H2O data parsing timezone:UTC
H2O cluster version:3.26.0.8
H2O cluster version age:2 months and 27 days
H2O cluster name:AC2g3kuWNudsYEai
H2O cluster total nodes:1
H2O cluster free memory:16 Gb
H2O cluster total cores:32
H2O cluster allowed cores:30
H2O cluster status:accepting new members, healthy
H2O connection url:http://127.0.0.1:57095
H2O connection proxy:{'http': None, 'https': None}
H2O internal security:False
H2O API Extensions:Amazon S3, XGBoost, Algos, AutoML, Core V3, TargetEncoder, Core V4
Python version:3.6.5 final
" ], "text/plain": [ "-------------------------- ------------------------------------------------------------------\n", "H2O cluster uptime: 01 secs\n", "H2O cluster timezone: Europe/Warsaw\n", "H2O data parsing timezone: UTC\n", "H2O cluster version: 3.26.0.8\n", "H2O cluster version age: 2 months and 27 days\n", "H2O cluster name: AC2g3kuWNudsYEai\n", "H2O cluster total nodes: 1\n", "H2O cluster free memory: 16 Gb\n", "H2O cluster total cores: 32\n", "H2O cluster allowed cores: 30\n", "H2O cluster status: accepting new members, healthy\n", "H2O connection url: http://127.0.0.1:57095\n", "H2O connection proxy: {'http': None, 'https': None}\n", "H2O internal security: False\n", "H2O API Extensions: Amazon S3, XGBoost, Algos, AutoML, Core V3, TargetEncoder, Core V4\n", "Python version: 3.6.5 final\n", "-------------------------- ------------------------------------------------------------------" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# -------------------------------------\n", "# run h2o server\n", "# -------------------------------------\n", "h2o.init(nthreads=my_cores, \n", " min_mem_size=memfree_g,\n", " max_mem_size=memfree_g,\n", " port=my_port_number,\n", " ice_root=str(my_export_dir),\n", " name=str(cluster_name),\n", " start_h2o=True)\n", "# -------------------------------------\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So if we have our h2o server running we can easily connect to web interface by typing:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`h2o.flow()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above line is not a part of a code, because we don't want to connect to the server each time the notebook is activated.\n", "We can also connect to the server by typing in our browser what is listed in the __'H2O connection url'__ field. \n", "The Flow is a web-based user interface to h2o. In this example we won't be discussing the Flow, as it is more convinient way to use the script or notebook for model development. For more reference of using the Flow visit: http://docs.h2o.ai/h2o/latest-stable/h2o-docs/flow.html." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also list available extensions (check if AutoML is listed!):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Amazon S3', 'XGBoost', 'Algos', 'AutoML', 'Core V3', 'TargetEncoder', 'Core V4']\n", "Congrats! AutoML is available!\n" ] } ], "source": [ "print(h2o.cluster().list_api_extensions())\n", "\n", "if 'AutoML' in h2o.cluster().list_api_extensions():\n", " print('Congrats! AutoML is available!')\n", "if 'AutoML' not in h2o.cluster().list_api_extensions():\n", " print('Please check your configuration, AutoML is NOT available')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read the data set" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read the data by 'pandas' `read_csv()` function." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "data = pd.read_csv(fs_data, sep='\\t', engine='python')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print out first 15 rows" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Formulation_noC_noH_noN_noO_noS_noAliphatic_atom_countAliphatic_bond_countAliphatic_ring_countAromatic_atom_count...pH_7_msdon.1pH_8_msdon.1pH_9_msdon.1pH_10_msdon.1pH_11_msdon.1pH_12_msdon.1pH_13_msdon.1pH_14_msdon.1Time_DaysQ_perc
0129354617781897394267436028385...00000.00.00.00.00.0000.000
1129354617781897394267436028385...00000.00.00.00.01.1294.755
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3129354617781897394267436028385...00000.00.00.00.08.2267.247
4129354617781897394267436028385...00000.00.00.00.014.8398.621
5129354617781897394267436028385...00000.00.00.00.022.90311.388
6129354617781897394267436028385...00000.00.00.00.030.00014.160
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12229354617781897394267436028385...00000.00.00.00.00.0000.000
13229354617781897394267436028385...00000.00.00.00.01.12910.075
14229354617781897394267436028385...00000.00.00.00.02.09711.472
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15 rows × 302 columns

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" ], "text/plain": [ " Formulation_no C_no H_no N_no O_no S_no Aliphatic_atom_count \\\n", "0 1 2935 4617 781 897 39 4267 \n", "1 1 2935 4617 781 897 39 4267 \n", "2 1 2935 4617 781 897 39 4267 \n", "3 1 2935 4617 781 897 39 4267 \n", "4 1 2935 4617 781 897 39 4267 \n", "5 1 2935 4617 781 897 39 4267 \n", "6 1 2935 4617 781 897 39 4267 \n", "7 1 2935 4617 781 897 39 4267 \n", "8 1 2935 4617 781 897 39 4267 \n", "9 1 2935 4617 781 897 39 4267 \n", "10 1 2935 4617 781 897 39 4267 \n", "11 1 2935 4617 781 897 39 4267 \n", "12 2 2935 4617 781 897 39 4267 \n", "13 2 2935 4617 781 897 39 4267 \n", "14 2 2935 4617 781 897 39 4267 \n", "\n", " Aliphatic_bond_count Aliphatic_ring_count Aromatic_atom_count ... \\\n", "0 4360 28 385 ... \n", "1 4360 28 385 ... \n", "2 4360 28 385 ... \n", "3 4360 28 385 ... \n", "4 4360 28 385 ... \n", "5 4360 28 385 ... \n", "6 4360 28 385 ... \n", "7 4360 28 385 ... \n", "8 4360 28 385 ... \n", "9 4360 28 385 ... \n", "10 4360 28 385 ... \n", "11 4360 28 385 ... \n", "12 4360 28 385 ... \n", "13 4360 28 385 ... \n", "14 4360 28 385 ... \n", "\n", " pH_7_msdon.1 pH_8_msdon.1 pH_9_msdon.1 pH_10_msdon.1 pH_11_msdon.1 \\\n", "0 0 0 0 0 0.0 \n", "1 0 0 0 0 0.0 \n", "2 0 0 0 0 0.0 \n", "3 0 0 0 0 0.0 \n", "4 0 0 0 0 0.0 \n", "5 0 0 0 0 0.0 \n", "6 0 0 0 0 0.0 \n", "7 0 0 0 0 0.0 \n", "8 0 0 0 0 0.0 \n", "9 0 0 0 0 0.0 \n", "10 0 0 0 0 0.0 \n", "11 0 0 0 0 0.0 \n", "12 0 0 0 0 0.0 \n", "13 0 0 0 0 0.0 \n", "14 0 0 0 0 0.0 \n", "\n", " pH_12_msdon.1 pH_13_msdon.1 pH_14_msdon.1 Time_Days Q_perc \n", "0 0.0 0.0 0.0 0.000 0.000 \n", "1 0.0 0.0 0.0 1.129 4.755 \n", "2 0.0 0.0 0.0 2.097 6.152 \n", "3 0.0 0.0 0.0 8.226 7.247 \n", "4 0.0 0.0 0.0 14.839 8.621 \n", "5 0.0 0.0 0.0 22.903 11.388 \n", "6 0.0 0.0 0.0 30.000 14.160 \n", "7 0.0 0.0 0.0 36.935 16.652 \n", "8 0.0 0.0 0.0 45.806 23.897 \n", "9 0.0 0.0 0.0 48.871 28.085 \n", "10 0.0 0.0 0.0 57.903 34.208 \n", "11 0.0 0.0 0.0 65.000 36.700 \n", "12 0.0 0.0 0.0 0.000 0.000 \n", "13 0.0 0.0 0.0 1.129 10.075 \n", "14 0.0 0.0 0.0 2.097 11.472 \n", "\n", "[15 rows x 302 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.head(15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the last 5 rows of the data" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Formulation_noC_noH_noN_noO_noS_noAliphatic_atom_countAliphatic_bond_countAliphatic_ring_countAromatic_atom_count...pH_7_msdon.1pH_8_msdon.1pH_9_msdon.1pH_10_msdon.1pH_11_msdon.1pH_12_msdon.1pH_13_msdon.1pH_14_msdon.1Time_DaysQ_perc
740681127178330735212165616849142...00000.00.00.00.048.98682.872
741681127178330735212165616849142...00000.00.00.00.050.87083.183
742681127178330735212165616849142...00000.00.00.00.053.76883.183
743681127178330735212165616849142...00000.00.00.00.055.94282.872
744681127178330735212165616849142...00000.00.00.00.057.97183.183
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5 rows × 302 columns

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" ], "text/plain": [ " Formulation_no C_no H_no N_no O_no S_no Aliphatic_atom_count \\\n", "740 68 1127 1783 307 352 12 1656 \n", "741 68 1127 1783 307 352 12 1656 \n", "742 68 1127 1783 307 352 12 1656 \n", "743 68 1127 1783 307 352 12 1656 \n", "744 68 1127 1783 307 352 12 1656 \n", "\n", " Aliphatic_bond_count Aliphatic_ring_count Aromatic_atom_count ... \\\n", "740 1684 9 142 ... \n", "741 1684 9 142 ... \n", "742 1684 9 142 ... \n", "743 1684 9 142 ... \n", "744 1684 9 142 ... \n", "\n", " pH_7_msdon.1 pH_8_msdon.1 pH_9_msdon.1 pH_10_msdon.1 pH_11_msdon.1 \\\n", "740 0 0 0 0 0.0 \n", "741 0 0 0 0 0.0 \n", "742 0 0 0 0 0.0 \n", "743 0 0 0 0 0.0 \n", "744 0 0 0 0 0.0 \n", "\n", " pH_12_msdon.1 pH_13_msdon.1 pH_14_msdon.1 Time_Days Q_perc \n", "740 0.0 0.0 0.0 48.986 82.872 \n", "741 0.0 0.0 0.0 50.870 83.183 \n", "742 0.0 0.0 0.0 53.768 83.183 \n", "743 0.0 0.0 0.0 55.942 82.872 \n", "744 0.0 0.0 0.0 57.971 83.183 \n", "\n", "[5 rows x 302 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.tail(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use internal function `describe()` of `pandas` data to calculate descriptive statistics." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Formulation_noC_noH_noN_noO_noS_noAliphatic_atom_countAliphatic_bond_countAliphatic_ring_countAromatic_atom_count...pH_7_msdon.1pH_8_msdon.1pH_9_msdon.1pH_10_msdon.1pH_11_msdon.1pH_12_msdon.1pH_13_msdon.1pH_14_msdon.1Time_DaysQ_perc
count745.000000745.000000745.000000745.000000745.000000745.000000745.000000745.000000745.000000745.000000...745.000000745.000000745.000000745.000000745.000000745.000000745.000000745.000000745.000000745.000000
mean38.1691281868.3865772941.994631499.126174569.71543623.3234902715.3785232772.12885916.832215245.173154...0.1731540.1731540.1731540.1731540.1722280.1630070.1212080.06386621.63062952.185212
std21.0678211042.3810351640.458222274.705023318.75658914.5997241515.7916841549.75088710.351486135.002572...0.5941730.5941730.5941730.5941730.5909150.5596770.4159210.21708720.64002530.735297
min1.00000078.000000107.00000025.00000026.0000000.000000102.000000106.0000000.00000027.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
25%21.000000993.0000001551.000000267.000000294.00000010.0000001413.0000001443.0000009.000000142.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000004.89000026.279000
50%42.0000001901.0000002999.000000499.000000574.00000022.0000002754.0000002807.00000014.000000242.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.00000014.97400055.556000
75%54.0000002935.0000004617.000000781.000000897.00000039.0000004267.0000004360.00000028.000000385.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.00000031.93100078.512000
max68.0000002935.0000004617.000000784.000000897.00000041.0000004267.0000004360.00000028.000000385.000000...3.0000003.0000003.0000003.0000002.9800002.8400002.1000000.980000105.412000100.644000
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8 rows × 302 columns

\n", "
" ], "text/plain": [ " Formulation_no C_no H_no N_no O_no \\\n", "count 745.000000 745.000000 745.000000 745.000000 745.000000 \n", "mean 38.169128 1868.386577 2941.994631 499.126174 569.715436 \n", "std 21.067821 1042.381035 1640.458222 274.705023 318.756589 \n", "min 1.000000 78.000000 107.000000 25.000000 26.000000 \n", "25% 21.000000 993.000000 1551.000000 267.000000 294.000000 \n", "50% 42.000000 1901.000000 2999.000000 499.000000 574.000000 \n", "75% 54.000000 2935.000000 4617.000000 781.000000 897.000000 \n", "max 68.000000 2935.000000 4617.000000 784.000000 897.000000 \n", "\n", " S_no Aliphatic_atom_count Aliphatic_bond_count \\\n", "count 745.000000 745.000000 745.000000 \n", "mean 23.323490 2715.378523 2772.128859 \n", "std 14.599724 1515.791684 1549.750887 \n", "min 0.000000 102.000000 106.000000 \n", "25% 10.000000 1413.000000 1443.000000 \n", "50% 22.000000 2754.000000 2807.000000 \n", "75% 39.000000 4267.000000 4360.000000 \n", "max 41.000000 4267.000000 4360.000000 \n", "\n", " Aliphatic_ring_count Aromatic_atom_count ... pH_7_msdon.1 \\\n", "count 745.000000 745.000000 ... 745.000000 \n", "mean 16.832215 245.173154 ... 0.173154 \n", "std 10.351486 135.002572 ... 0.594173 \n", "min 0.000000 27.000000 ... 0.000000 \n", "25% 9.000000 142.000000 ... 0.000000 \n", "50% 14.000000 242.000000 ... 0.000000 \n", "75% 28.000000 385.000000 ... 0.000000 \n", "max 28.000000 385.000000 ... 3.000000 \n", "\n", " pH_8_msdon.1 pH_9_msdon.1 pH_10_msdon.1 pH_11_msdon.1 \\\n", "count 745.000000 745.000000 745.000000 745.000000 \n", "mean 0.173154 0.173154 0.173154 0.172228 \n", "std 0.594173 0.594173 0.594173 0.590915 \n", "min 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 0.000000 \n", "50% 0.000000 0.000000 0.000000 0.000000 \n", "75% 0.000000 0.000000 0.000000 0.000000 \n", "max 3.000000 3.000000 3.000000 2.980000 \n", "\n", " pH_12_msdon.1 pH_13_msdon.1 pH_14_msdon.1 Time_Days Q_perc \n", "count 745.000000 745.000000 745.000000 745.000000 745.000000 \n", "mean 0.163007 0.121208 0.063866 21.630629 52.185212 \n", "std 0.559677 0.415921 0.217087 20.640025 30.735297 \n", "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 4.890000 26.279000 \n", "50% 0.000000 0.000000 0.000000 14.974000 55.556000 \n", "75% 0.000000 0.000000 0.000000 31.931000 78.512000 \n", "max 2.840000 2.100000 0.980000 105.412000 100.644000 \n", "\n", "[8 rows x 302 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try to plot dissolution of API [%] vs. Time [days] for data grouped by formulation indicies." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig_data = data[['Formulation_no','Time_Days','Q_perc']]\n", "fig_data = fig_data.groupby(['Formulation_no'])\n", "fig, ax = plt.subplots(23,3, figsize=(12,48), sharex='all', sharey = 'all', squeeze = False)\n", "\n", "for i in fig_data.groups:\n", " tmp_data = fig_data.get_group(i)\n", " plt.subplot(23,3,i)\n", " plt.subplots_adjust(hspace = 0.4)\n", " plt.ylim(0,100)\n", " plt.plot(tmp_data['Time_Days'],tmp_data['Q_perc'])\n", " plt.text(0, 105, str('Form no ' + str(i)), weight=\"bold\")\n", " plt.legend()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Feature selection" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now we will perform __feature selection__. The first step of feature selection will be to clear the folders (if there are some files remaining). This step is not necessary if you haven't been running h2o server in current directory. But if you are running a simulation once more or the process has crashed it is strongly recommended run below code (it will delete all files in the subdirectories)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Checking for non-empty dirs ...\n", "\n", "Removing files from /home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/10cv_FS:\n", "Removing files from /home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/10cv_orig:\n", "Removing files from /home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/pojo_or_mojo_FS:\n", "Removing files from /home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_FS:\n", "Removing files from /home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_10cv:\n", "Removing files from /home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/export:\n", "Error: /home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/export/h2ologs file not found\n" ] } ], "source": [ "# checking if my_10cv_FS_dir, my_10cv_orig_dir, my_pojo_or_mojo_FS, my_pojo_or_mojo_10cv, my_model_FS, my_model_10cv are empty if not delete content\n", "print('Checking for non-empty dirs ...')\n", "print('')\n", "checking_list = [my_10cv_FS_dir, my_10cv_orig_dir, my_pojo_or_mojo_FS, my_pojo_or_mojo_10cv, my_model_FS, my_model_10cv, my_export_dir]\n", "for checked_dir in checking_list:\n", " if len(os.listdir(checked_dir)) > 0:\n", " print('Removing files from ' + str(checked_dir) + ':')\n", " files_to_remove = glob.glob(str(checked_dir.joinpath(str(checked_dir)+'/*')))\n", " for f in files_to_remove:\n", " # print(str(f))\n", " if os.path.isfile(f):\n", " os.remove(f)\n", " else: # if error occurs #\n", " print(\"Error: %s file not found\" %f)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prior to feature selection we have to define our inputs (`X`) and output (`y`), keeping in mind the MISO (multiple input single output) format of the data. So we drop 1st column (`groups`) which contains indicies of our formulations (dissolution profiles) and the last column which is our output." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "ncols = data.shape[1]-1\n", "nrows = data.shape[0]\n", "\n", "X = data.drop(data.columns[[0,ncols]], axis=1)\n", "y = data[data.columns[ncols]]\n", "\n", "# needed to make cv by groups - first column contains indicies!\n", "groups = data[data.columns[[index_column - 1]]]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In next step we start feature selection for a short period of time (30 seconds set in the option + about 2 seconds in this example) few times (6 times in this example) in order to sample the data splits and random seeds of the calculations. \n", "In h2o we have two options for hyperparameters search:\n", " 1. Cartesian Grid (Hyperparameter) Search \n", " 2. Random Hyperparameter Search\n", "According to h2o docs (http://docs.h2o.ai/h2o/latest-stable/h2o-docs/automl.html#random-grid-search-parameters), AutoML performs Random Search of hyperparameters over a variety of H2O algorithms. It is claimed that this is more efficient and time-saving way of finding the best possible solution in a resonable amount of time. \n", "So, in gerenal what we want to achievie here is to randomly search for starting parameters of random hyperparameter search with random split of data set." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parse progress: |█████████████████████████████████████████████████████████| 100%\n", "Parse progress: |█████████████████████████████████████████████████████████| 100%\n", "\n", "Starting FS loop no: 1\n", "\n", "Temp random seed: 80785794\n", "\n", "AutoML progress: |\n", "11:09:21.599: Project: A903qkGuzo8AGU3z\n", "11:09:21.599: AutoML job created: 2020.01.08 11:09:21.597\n", "11:09:21.600: Build control seed: 80785794\n", "11:09:21.601: training frame: Frame key: automl_training_Key_Frame__upload_913f8c82c95374be2f5eca2b55f7412c.hex cols: 301 rows: 496 chunks: 1 size: 308220 checksum: -7777425329336462008\n", "11:09:21.601: validation frame: NULL\n", "11:09:21.601: leaderboard frame: Frame key: Key_Frame__upload_b63a38690c5a679675479a3a3d642f9.hex cols: 301 rows: 249 chunks: 1 size: 118288 checksum: 2280335449307582974\n", "11:09:21.601: blending frame: NULL\n", "11:09:21.601: response column: Q_perc\n", "11:09:21.601: fold column: null\n", "11:09:21.602: weights column: null\n", "11:09:21.652: Setting stopping tolerance adaptively based on the training frame: 0.04490132550669373\n", "11:09:21.669: AutoML build started: 2020.01.08 11:09:21.667\n", "\n", "███████████████████████████████\n", "11:09:47.858: New leader: XGBoost_1_AutoML_20200108_110921, rmse: 20.1764851931435\n", "\n", "█████\n", "11:09:51.869: New leader: XGBoost_2_AutoML_20200108_110921, rmse: 19.041450253777025\n", "\n", "█████████████\n", "11:10:00.877: AutoML: starting GLM hyperparameter search\n", "\n", "██████\n", "11:10:05.909: New leader: DRF_1_AutoML_20200108_110921, rmse: 17.86082849296931\n", "\n", "█| 100%\n", "\n", "11:10:08.971: AutoML build stopped: 2020.01.08 11:10:08.971\n", "11:10:08.971: AutoML build done: built 8 models\n", "11:10:08.971: AutoML duration: 47.304 sec\n", "\n", "\n", "RMSE for FS loop no: 1 is 17.86082849296931\n", "\n", "Parse progress: |█████████████████████████████████████████████████████████| 100%\n", "Parse progress: |█████████████████████████████████████████████████████████| 100%\n", "\n", "Starting FS loop no: 2\n", "\n", "Temp random seed: 39915772\n", "\n", "AutoML progress: |\n", "11:10:10.715: Project: Ahm2FT35PNPM6WH6\n", "11:10:10.715: AutoML job created: 2020.01.08 11:10:10.715\n", "11:10:10.715: Build control seed: 39915772\n", "11:10:10.716: training frame: Frame key: automl_training_Key_Frame__upload_bfd4a9afb7b6ff1164dbbe079bdc498f.hex cols: 301 rows: 516 chunks: 1 size: 316781 checksum: -2187738243922641216\n", "11:10:10.716: validation frame: NULL\n", "11:10:10.716: leaderboard frame: Frame key: Key_Frame__upload_b4c5b8630bd5b6ff91c71875e154476a.hex cols: 301 rows: 229 chunks: 1 size: 115201 checksum: -5792598442081532156\n", "11:10:10.716: blending frame: NULL\n", "11:10:10.716: response column: Q_perc\n", "11:10:10.716: fold column: null\n", "11:10:10.716: weights column: null\n", "11:10:10.717: Setting stopping tolerance adaptively based on the training frame: 0.04402254531628119\n", "11:10:10.718: AutoML build started: 2020.01.08 11:10:10.718\n", "\n", "█████████████████████████\n", "11:10:32.728: New leader: XGBoost_1_AutoML_20200108_111010, rmse: 20.07091832377703\n", "\n", "█████████████████████\n", "11:10:48.745: AutoML: starting GLM hyperparameter search\n", "\n", "█████████\n", "11:10:55.760: New leader: GBM_1_AutoML_20200108_111010, rmse: 19.770150179621524\n", "\n", "█| 100%\n", "\n", "11:10:57.813: AutoML build stopped: 2020.01.08 11:10:57.813\n", "11:10:57.813: AutoML build done: built 8 models\n", "11:10:57.813: AutoML duration: 47.095 sec\n", "\n", "\n", "RMSE for FS loop no: 2 is 19.770150179621524\n", "\n", "Parse progress: |█████████████████████████████████████████████████████████| 100%\n", "Parse progress: |█████████████████████████████████████████████████████████| 100%\n", "\n", "Starting FS loop no: 3\n", "\n", "Temp random seed: 34619835\n", "\n", "AutoML progress: |\n", "11:11:00.75: Project: AmzWNrgZLtNOqRJ9\n", "11:11:00.75: AutoML job created: 2020.01.08 11:11:00.75\n", "11:11:00.75: Build control seed: 34619835\n", "11:11:00.76: training frame: Frame key: automl_training_Key_Frame__upload_8a8787bd98a810a09a624edb6a914f6b.hex cols: 301 rows: 508 chunks: 1 size: 314934 checksum: 5642246736315821054\n", "11:11:00.76: validation frame: NULL\n", "11:11:00.76: leaderboard frame: Frame key: Key_Frame__upload_81aba58dc6e833149a0dc43c98734abc.hex cols: 301 rows: 237 chunks: 1 size: 111910 checksum: 722892657046404934\n", "11:11:00.76: blending frame: NULL\n", "11:11:00.76: response column: Q_perc\n", "11:11:00.76: fold column: null\n", "11:11:00.76: weights column: null\n", "11:11:00.77: Setting stopping tolerance adaptively based on the training frame: 0.04436782547080569\n", "11:11:00.79: AutoML build started: 2020.01.08 11:11:00.79\n", "\n", "████████████████████████\n", "11:11:21.90: New leader: XGBoost_1_AutoML_20200108_111100, rmse: 14.224074506958969\n", "\n", "█████████████████████\n", "11:11:37.106: AutoML: starting GLM hyperparameter search\n", "\n", "███████████| 100%\n", "\n", "11:11:46.158: New leader: StackedEnsemble_BestOfFamily_AutoML_20200108_111100, rmse: 14.026521982160741\n", "11:11:47.186: AutoML build stopped: 2020.01.08 11:11:47.186\n", "11:11:47.186: AutoML build done: built 8 models\n", "11:11:47.186: AutoML duration: 47.107 sec\n", "\n", "\n", "RMSE for FS loop no: 3 is 14.026521982160741\n", "\n", "Current best aml name: AmzWNrgZLtNOqRJ9\n", "Current best seed: 34619835\n", "\n", "\n", "Performance of obtained model is better than set threshold: \n", "\n", "Threshold was set to: 15.0\n", "\n", "Performance of obtained model is: 14.026521982160741\n", "\n", "Breaking the short FS loop\n", "\n", "Used best aml name: AmzWNrgZLtNOqRJ9\n", "Used best seed: 34619835\n", "\n" ] } ], "source": [ "# Define FS_loops counter\n", "no_FS_loops = 1\n", "\n", "# the counter is set from 1, therefore = my_FS_loops + 1\n", "while no_FS_loops < (my_FS_loops + 1): \n", "\n", " # split on train - test dataset by group 'Formulation no' - this is for Feature Selection\n", " tmp_train_inds, tmp_test_inds = next(GroupShuffleSplit(n_splits=1, train_size=0.7, test_size=0.3).split(X, groups=groups))\n", " tmp_X_train, tmp_X_test, tmp_y_train, tmp_y_test = X.iloc[tmp_train_inds], X.iloc[tmp_test_inds], y.iloc[tmp_train_inds], y.iloc[tmp_test_inds]\n", "\n", " # Write splits on disk\n", " tmp_train_set = pd.concat([tmp_X_train, tmp_y_train], axis=1)\n", " tmp_test_set = pd.concat([tmp_X_test, tmp_y_test], axis=1)\n", "\n", " tmp_y_idx = tmp_train_set.columns[tmp_train_set.shape[1]-1]\n", "\n", " tmp_training_frame = h2o.H2OFrame(tmp_train_set)\n", " tmp_testing_frame = h2o.H2OFrame(tmp_test_set)\n", "\n", " # print out no of loop\n", " print('\\n' + 'Starting FS loop no: ' + str(no_FS_loops) + '\\n')\n", " tmp_my_random_seed_FS = random.randint(1,100000000)\n", " print('Temp random seed: ' + str(tmp_my_random_seed_FS) + '\\n')\n", "\n", " tmp_aml_name = 'A' + random_key_generator(15)\n", "\n", " # autoML settings\n", " tmp_FS_model = H2OAutoML(max_runtime_secs = FS_h2o_max_runtime_secs,\n", " seed = tmp_my_random_seed_FS,\n", " project_name = tmp_aml_name,\n", " export_checkpoints_dir = str(my_export_dir),\n", " keep_cross_validation_models = my_keep_cross_validation_models,\n", " keep_cross_validation_predictions = my_keep_cross_validation_predictions,\n", " keep_cross_validation_fold_assignment = my_keep_cross_validation_fold_assignment,\n", " verbosity = 'info',\n", " sort_metric = 'RMSE')\n", "\n", " # train model for FS\n", " tmp_FS_model.train(y = tmp_y_idx, training_frame = tmp_training_frame, leaderboard_frame = tmp_testing_frame)\n", "\n", " # write first model rmse metrics\n", " if no_FS_loops is 1:\n", " tmp_FS_rmse = tmp_FS_model.leader.model_performance(tmp_testing_frame)['RMSE']\n", " aml_name = tmp_aml_name\n", " my_random_seed_FS = tmp_my_random_seed_FS\n", "\n", " # print out RMSE for the model\n", " print('\\n' + 'RMSE for FS loop no: ' + str(no_FS_loops) + ' is ' + str(tmp_FS_model.leader.model_performance(tmp_testing_frame)['RMSE']) + '\\n')\n", "\n", " # if new tmp_FS_model has better performance overwrite it to aml\n", " if tmp_FS_model.leader.model_performance(tmp_testing_frame)['RMSE'] < tmp_FS_rmse:\n", "\n", " # overwrite rmse for the tmp_FS_model - the leader\n", " tmp_FS_rmse = tmp_FS_model.leader.model_performance(tmp_testing_frame)['RMSE']\n", "\n", " #generate an unique file name based on the id and record\n", " file_name_train = str(core_filename)+\"_h2o_train_for_FS\"+\".txt\"\n", " file_name_test = str(core_filename)+\"_h2o_test_for_FS\"+\".txt\"\n", "\n", " tmp_train_set.to_csv(file_name_train, index=False, sep=\"\\t\")\n", " tmp_test_set.to_csv(file_name_test, index = False, sep=\"\\t\")\n", "\n", " y_idx = tmp_y_idx\n", "\n", " training_frame = tmp_training_frame\n", " testing_frame = tmp_testing_frame\n", "\n", " my_random_seed_FS = tmp_my_random_seed_FS\n", " aml_name = tmp_aml_name\n", "\n", " print('Current best aml name: ' + str(aml_name))\n", " print('Current best seed: ' + str(my_random_seed_FS) + '\\n')\n", "\n", " # if new tmp_FS_model RMSE is lower or equal has better performance overwrite it to aml\n", " if tmp_FS_model.leader.model_performance(tmp_testing_frame)['RMSE'] <= rmse_fs_short_loop_threshold:\n", "\n", " print('\\n' + 'Performance of obtained model is better than set threshold: ' + '\\n')\n", " print('Threshold was set to: ' + str(rmse_fs_short_loop_threshold) + '\\n')\n", " print('Performance of obtained model is: ' + str(tmp_FS_rmse) + '\\n')\n", " print('Breaking the short FS loop')\n", "\n", " # Making no_FS_loops equal to my_FS_loops to break the while loop\n", " no_FS_loops = my_FS_loops \n", "\n", "\n", " # FS_loop counter +1\n", " no_FS_loops += 1\n", "\n", "# Once again perform FS on 'the best' train / test dataset, but this time for much longer\n", "\n", "print('\\n' + 'Used best aml name: ' + str(aml_name))\n", "print('Used best seed: ' + str(my_random_seed_FS) + '\\n')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The actual feature selection\n", "Now we will once again perform FS on 'the best' train / test data set, but this time for much longer. \n", "Be advised that we have kept the best possible split of data (`training_frame / testing_frame`) and we have also preserved the seed `my_random_seed_FS`. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AutoML progress: |\n", "11:11:48.833: Project: AmzWNrgZLtNOqRJ9\n", "11:11:48.833: AutoML job created: 2020.01.08 11:11:48.833\n", "11:11:48.833: Build control seed: 34619835\n", "11:11:48.833: training frame: Frame key: automl_training_Key_Frame__upload_8a8787bd98a810a09a624edb6a914f6b.hex cols: 301 rows: 508 chunks: 1 size: 314934 checksum: 5642246736315821054\n", "11:11:48.833: validation frame: NULL\n", "11:11:48.834: leaderboard frame: Frame key: Key_Frame__upload_81aba58dc6e833149a0dc43c98734abc.hex cols: 301 rows: 237 chunks: 1 size: 111910 checksum: 722892657046404934\n", "11:11:48.834: blending frame: NULL\n", "11:11:48.834: response column: Q_perc\n", "11:11:48.834: fold column: null\n", "11:11:48.834: weights column: null\n", "11:11:48.834: Setting stopping tolerance adaptively based on the training frame: 0.04436782547080569\n", "11:11:48.835: AutoML build started: 2020.01.08 11:11:48.835\n", "\n", "█████\n", "11:12:26.868: AutoML: starting GLM hyperparameter search\n", "\n", "██████\n", "11:12:42.905: New leader: GBM_2_AutoML_20200108_111148, rmse: 13.704134263077869\n", "\n", "███████\n", "11:13:00.955: AutoML: starting XGBoost hyperparameter search\n", "\n", "█████████████████\n", "11:16:33.745: AutoML: starting GBM hyperparameter search\n", "\n", "████████\n", "11:18:41.593: AutoML: starting DeepLearning hyperparameter search\n", "\n", "███\n", "11:19:23.918: AutoML: starting DeepLearning hyperparameter search\n", "\n", "███\n", "11:20:07.291: AutoML: starting DeepLearning hyperparameter search\n", "\n", "██Failed polling AutoML progress log: HTTP 500 Server Error:\n", "Server error java.lang.ArrayIndexOutOfBoundsException:\n", " Error: Index 83 out of bounds for length 83\n", " Request: None\n", "\n", "█\n", "11:20:51.733: New leader: StackedEnsemble_BestOfFamily_AutoML_20200108_111148, rmse: 13.645321373612822\n", "\n", "████| 100%\n", "\n", "11:20:54.467: AutoML build stopped: 2020.01.08 11:20:54.467\n", "11:20:54.467: AutoML build done: built 80 models\n", "11:20:54.468: AutoML duration: 9 min 5.632 sec\n", "\n" ] } ], "source": [ "# autoML settings\n", "aml = H2OAutoML(max_runtime_secs = FS_h2o_max_runtime_secs_2nd_time,\n", " seed = my_random_seed_FS,\n", " project_name = aml_name,\n", " export_checkpoints_dir = str(my_export_dir),\n", " keep_cross_validation_models = my_keep_cross_validation_models,\n", " keep_cross_validation_predictions = my_keep_cross_validation_predictions,\n", " keep_cross_validation_fold_assignment = my_keep_cross_validation_fold_assignment,\n", " verbosity = 'info',\n", " sort_metric = 'RMSE')\n", "\n", "# train model for FS\n", "aml.train(y = y_idx, training_frame = training_frame, leaderboard_frame = testing_frame)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Saving feature selection models ..." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Final model of feature selection is located at: \n", "/home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_FS/StackedEnsemble_BestOfFamily_AutoML_20200108_111148\n", "\n" ] } ], "source": [ "# saving model\n", "my_model_FS_path = h2o.save_model(aml.leader, path = './model_FS')\n", "\n", "print('')\n", "print('Final model of feature selection is located at: ')\n", "print(str(my_model_FS_path))\n", "print('')\n", "\n", "# Download POJO or MOJO\n", "if save_pojo_or_mojo is True:\n", " if aml.leader.have_pojo is True:\n", " aml.leader.download_pojo(get_genmodel_jar = True, path = './pojo_or_mojo_FS')\n", " if aml.leader.have_mojo is True:\n", " aml.leader.download_mojo(get_genmodel_jar = True, path = './pojo_or_mojo_FS')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After training we can check the performance of the best 10 models:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Leaderboard (10 best models): \n" ] }, { "data": { "text/html": [ "
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model_idmean_residual_deviancermsemsemaermsle
0StackedEnsemble_BestOfFamily_AutoML_20200108_1...186.19479513.645321186.19479510.432065NaN
1GBM_2_AutoML_20200108_111148187.80329613.704134187.80329610.859574NaN
2StackedEnsemble_BestOfFamily_AutoML_20200108_1...196.74331914.026522196.74331910.633434NaN
3StackedEnsemble_AllModels_AutoML_20200108_111100197.07568414.038365197.07568410.714520NaN
4XGBoost_1_AutoML_20200108_111148202.32429614.224075202.32429610.842506NaN
5XGBoost_1_AutoML_20200108_111100202.32429614.224075202.32429610.842506NaN
6GBM_grid_1_AutoML_20200108_111148_model_1211.12442414.530121211.12442411.352411NaN
7GBM_3_AutoML_20200108_111148213.50459814.611797213.50459811.403816NaN
8XGBoost_2_AutoML_20200108_111100215.90980414.693870215.90980411.692353NaN
9XGBoost_2_AutoML_20200108_111148215.90980414.693870215.90980411.692353NaN
\n", "
" ], "text/plain": [ " model_id mean_residual_deviance \\\n", "0 StackedEnsemble_BestOfFamily_AutoML_20200108_1... 186.194795 \n", "1 GBM_2_AutoML_20200108_111148 187.803296 \n", "2 StackedEnsemble_BestOfFamily_AutoML_20200108_1... 196.743319 \n", "3 StackedEnsemble_AllModels_AutoML_20200108_111100 197.075684 \n", "4 XGBoost_1_AutoML_20200108_111148 202.324296 \n", "5 XGBoost_1_AutoML_20200108_111100 202.324296 \n", "6 GBM_grid_1_AutoML_20200108_111148_model_1 211.124424 \n", "7 GBM_3_AutoML_20200108_111148 213.504598 \n", "8 XGBoost_2_AutoML_20200108_111100 215.909804 \n", "9 XGBoost_2_AutoML_20200108_111148 215.909804 \n", "\n", " rmse mse mae rmsle \n", "0 13.645321 186.194795 10.432065 NaN \n", "1 13.704134 187.803296 10.859574 NaN \n", "2 14.026522 196.743319 10.633434 NaN \n", "3 14.038365 197.075684 10.714520 NaN \n", "4 14.224075 202.324296 10.842506 NaN \n", "5 14.224075 202.324296 10.842506 NaN \n", "6 14.530121 211.124424 11.352411 NaN \n", "7 14.611797 213.504598 11.403816 NaN \n", "8 14.693870 215.909804 11.692353 NaN \n", "9 14.693870 215.909804 11.692353 NaN " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get leader model key\n", "model_key = aml.leader.key\n", "\n", "lb = aml.leaderboard\n", "lbdf = lb.as_data_frame()\n", "\n", "print(\"\\n\",\"Leaderboard (10 best models): \")\n", "lbdf.head(n=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Postprocessing of feature selection results\n", "First possibility is that the yielded model consisted of 'StackedEnsemble'" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Models used in feature selection:\n", "GBM_2_AutoML_20200108_111148\n", "XGBoost_1_AutoML_20200108_111148\n", "DRF_1_AutoML_20200108_111100\n", "XRT_1_AutoML_20200108_111148\n", "DeepLearning_grid_1_AutoML_20200108_111148_model_1\n", "GLM_grid_1_AutoML_20200108_111148_model_1\n", "\n", "Time_Days 1.000000\n", "Mean_part_size 0.156810\n", "Prod_method 0.136355\n", "Encaps_rate 0.103272\n", "PVA_conc_inner_phase 0.083113\n", "PLGA_conc 0.081633\n", "PVA_Mw 0.070228\n", "Hyper_wiener_index 0.050122\n", "PLGA_Mw 0.041929\n", "Inner_phase_volume 0.038025\n", "S_no 0.022700\n", "PLGA_visc 0.022529\n", "pH_0_logd 0.022147\n", "diss_add_conc 0.017366\n", "C_no 0.015981\n", "PLGA_to_Placticizer 0.015827\n", "pH_1_logd 0.015028\n", "diss_pH 0.013676\n", "PVA_conc_outer_phase 0.013302\n", "Dreiding_energy 0.011752\n", "Fused_aliphatic_ring_count 0.010483\n", "Name: Total, dtype: float64\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "if (\"StackedEnsemble\" in model_key) is True:\n", " model_ids = list(aml.leaderboard['model_id'].as_data_frame().iloc[:,0])\n", "\n", " # get the best model key\n", " m = h2o.get_model(model_ids[0])\n", "\n", " # get the metalearner model\n", " meta = h2o.get_model(m.metalearner()['name'])\n", "\n", " # get varimp_df from metalearner\n", " if ('glm' in meta.algo) is True:\n", " varimp_df = pd.DataFrame.from_dict((meta.coef()), orient = 'index')\n", " varimp_df = varimp_df[1:] # omit Intercept\n", " else:\n", " varimp_df = pd.DataFrame(meta.varimp())\n", "\n", " model_list = []\n", "\n", " for model in m.params['base_models']['actual']:\n", " model_list.append(model['name'])\n", "\n", " print('')\n", " print('Models used in feature selection:')\n", " print(*model_list, sep='\\n')\n", " print('')\n", "\n", " # create two dictionaries for storing variable importance and rmse\n", " var_imp_models = dict([(key, []) for key in model_list])\n", " rmse_df = dict([(key, []) for key in model_list])\n", "\n", "\n", " # get variable importance and rmse from base learners\n", " for model in model_list:\n", " tmp_model = h2o.get_model(str(model))\n", "\n", " # check if tmp_model has varimp()\n", " if tmp_model.varimp() is None:\n", " print(str(model))\n", " del var_imp_models[str(model)]\n", " else:\n", " # check if tmp_model is glm - it has no varimp() but coef()\n", " if ('glm' in tmp_model.algo) is True:\n", " tmp_var_imp = pd.DataFrame.from_dict(tmp_model.coef(), orient = 'index').rename(columns={0:'scaled_importance'})\n", " tmp_var_imp = tmp_var_imp[1:] # omit Intercept\n", " tmp_var_imp.insert(loc = 0, column = 'variable', value = tmp_var_imp.index) # reset index of rows into column\n", " else:\n", " tmp_var_imp = tmp_model.varimp(use_pandas=True).iloc[:,[0,2]]\n", "\n", " tmp_rmse = tmp_model.rmse()\n", " var_imp_models[str(model)].append(tmp_var_imp)\n", " rmse_df[str(model)].append(tmp_rmse)\n", "\n", " if original_scale is False:\n", " rmse_df = pd.DataFrame(rmse_df.values())\n", " rmse_sum = rmse_df.sum()[0]\n", " rmse_scale = rmse_sum / rmse_df\n", "\n", " x = rmse_scale.values #returns a numpy array\n", " min_max_scaler = preprocessing.MinMaxScaler()\n", " x_scaled = min_max_scaler.fit_transform(x)\n", " rmse_scale = pd.DataFrame(x_scaled)\n", " rmse_scale = pd.DataFrame(data=rmse_scale.values,index=model_list)\n", "\n", " for idx in rmse_scale.iterrows():\n", " var_imp_models[str(idx[0])][0]['scaled_importance'] = var_imp_models[str(idx[0])][0].values[0:,1] * idx[1].values\n", "\n", " elif original_scale is True:\n", " meta_scale = varimp_df\n", " for idx in meta_scale.iterrows():\n", " if ('glm' in meta.algo) is True:\n", " var_imp_models[str(idx[0])][0]['scaled_importance'] = var_imp_models[str(idx[0])][0].values[0:,1] * float(idx[1])\n", " else:\n", " var_imp_models[str(idx[1][0])][0]['scaled_importance'] = var_imp_models[str(idx[1][0])][0]['scaled_importance'] * idx[1][3]\n", "\n", " # new dataframe init \n", " scaled_var_imp_df = pd.DataFrame()\n", "\n", " for idx in var_imp_models.keys():\n", " df_tmp = var_imp_models[str(idx)][0]['scaled_importance']\n", " df_tmp.index = var_imp_models[str(idx)][0]['variable']\n", " scaled_var_imp_df = pd.concat([scaled_var_imp_df, df_tmp], axis =1, sort = False)\n", "\n", " # sum rows by index, NaNs are consdered as zeros\n", " #Total sum per row: \n", " scaled_var_imp_df.loc[:,'Total'] = scaled_var_imp_df.sum(axis=1)\n", " \n", " # Scaled from range 0 - 1\n", " scaled_var_imp_df.loc[:,'Total']=(scaled_var_imp_df['Total']-scaled_var_imp_df['Total'].min())/(scaled_var_imp_df['Total'].max()-scaled_var_imp_df['Total'].min())\n", "\n", " # Drop variables by a fs_threshold condition\n", " scaled_var_imp_df = scaled_var_imp_df[scaled_var_imp_df.Total > fs_threshold]\n", "\n", " # Sort by 'Total' values\n", " scaled_var_imp_df_sorted = scaled_var_imp_df.sort_values(by=['Total'], ascending = False)\n", " \n", " # Print out the table\n", " print(scaled_var_imp_df_sorted['Total'])\n", "\n", " # Plot and save bar chart\n", " plt.rcParams['xtick.labelsize'] = 12\n", " ax = scaled_var_imp_df_sorted.plot.bar(y='Total', rot=90, figsize=(16,12))\n", " plt.tight_layout()\n", " plt.savefig('FS_result_h2o.pdf', format='pdf', dpi=1200)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the model is not a 'StackedEnsemble', here will go the feature selection output" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "if (\"StackedEnsemble\" in model_key) is False:\n", " # get varimp_df\n", " varimp_df = aml.leader.varimp(use_pandas = True).iloc[:,[0,2]]\n", " scaled_var_imp_df = varimp_df\n", "\n", " # Drop variables by a fs_threshold condition\n", " scaled_var_imp_df = scaled_var_imp_df[scaled_var_imp_df.scaled_importance > fs_threshold]\n", "\n", " # Sort by 'scaled_importance' values\n", " scaled_var_imp_df_sorted = scaled_var_imp_df.sort_values(by=['scaled_importance'], ascending = False)\n", " \n", " # Print out the table\n", " print(scaled_var_imp_df_sorted)\n", "\n", " # Plot and save bar chart\n", " plt.rcParams['xtick.labelsize'] = 8\n", " ax = scaled_var_imp_df_sorted.plot.bar(y='scaled_importance', x = 'variable', rot=90, figsize=(16,12))\n", " plt.tight_layout()\n", " plt.savefig('FS_result_h2o.pdf', format='pdf', dpi=1200)\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, this was the first step in our example - feature selection. Now we will move on to next step - modeling according to 10-fold cross validation (10-cv). \n", "To sum up what we have already done: \n", "1. Prepared h2o server for calculations (imports, parameters, etc.).\n", "2. Uploaded data set.\n", "3. Performed feature selection (if final model was StackedEnsemble we have aggregated the results).\n", "4. Reduced the original data set to 21 inputs in a matter of minutes.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During the next step we will perform 10-fold split on training - testing pairs. It is important to use formulation indicies as our groups for splitting. In this way, we will be sure that whole formulation is in training or testing data set. Moreover, the data pairs are saved in two folders:\n", " 1. Original data sets are stored in `10cv_orig`\n", " 2. Reduced data sets according to feature ranking are stored in `10cv_FS` \n", "Please be advised, that in case of `StackedEnsemble` models a threshold is assigned to a models' aggregated feature importance. Moreover, if you refer to the `inlcude_features`, you can manually incorporate features in the final k-fold cv data sets." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CV fold: 1\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 668\n", "ncols for train dataset = 21\n", "CV fold: 2\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 670\n", "ncols for train dataset = 21\n", "CV fold: 3\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 672\n", "ncols for train dataset = 21\n", "CV fold: 4\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 672\n", "ncols for train dataset = 21\n", "CV fold: 5\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 670\n", "ncols for train dataset = 21\n", "CV fold: 6\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 671\n", "ncols for train dataset = 21\n", "CV fold: 7\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 671\n", "ncols for train dataset = 21\n", "CV fold: 8\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 671\n", "ncols for train dataset = 21\n", "CV fold: 9\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 672\n", "ncols for train dataset = 21\n", "CV fold: 10\n", "nrows forAYjSZIwYVo0q04kd project train dataset = 668\n", "ncols for train dataset = 21\n" ] } ], "source": [ "# Perform k-fold cv \n", "# split on train - test dataset by group - according to no_folds\n", "gkf = GroupKFold(n_splits=no_folds)\n", "cv_fold = 0\n", "\n", "for train_index, test_index in gkf.split(X, y, groups=groups):\n", " cv_fold += 1\n", " print(\"CV fold: \", cv_fold)\n", " # print(\"Train Index: \", train_index)\n", " # print(\"Test Index: \", test_index, \"\\n\")\n", " #print('Groups: ', groups,'\\n')\n", "\n", " trainX_data = X.loc[train_index]\n", " trainy_data = y.loc[train_index]\n", "\n", " testX_data = X.loc[test_index]\n", " testy_data = y.loc[test_index]\n", "\n", " # Save original 10cv folds with all features\n", " train_set = pd.concat([trainX_data, trainy_data, groups], axis=1, join='inner')\n", " test_set = pd.concat([testX_data, testy_data, groups], axis=1, join='inner')\n", "\n", " # generate a file name based on the id and record and save orig 10cv datasets\n", " file_name_train = \"10cv_orig_\" + str(core_filename) + \"_no\" + str(cv_fold) + \".txt\"\n", " file_name_test = \"t-10cv_orig_\" + str(core_filename) + \"_no\" + str(cv_fold) + \".txt\"\n", "\n", " train_set.to_csv(r'./10cv_orig/' + file_name_train, index=False, sep=\"\\t\")\n", " test_set.to_csv(r'./10cv_orig/' + file_name_test, index=False, sep=\"\\t\")\n", " # print(model_key)\n", " if ('StackedEnsemble' in model_key) is True:\n", " # Remove features that score below threshold\n", " trainX_data = trainX_data[scaled_var_imp_df.index.tolist()]\n", " # trainy_data stays the same\n", " testX_data = testX_data[scaled_var_imp_df.index.tolist()]\n", " elif ('StackedEnsemble' in model_key) is False:\n", " # Remove features that score below threshold\n", " trainX_data = trainX_data[scaled_var_imp_df['variable']]\n", " # trainy_data stays the same\n", " testX_data = testX_data[scaled_var_imp_df['variable']]\n", " # testy_data stays the same\n", "\n", " #functionality to manually add features, eg. 'Time_min' in dissolution profiles\n", " if len(include_features) > 0:\n", " include_features_df_train = X.loc[train_index]\n", " include_features_df_test = X.loc[test_index]\n", " include_features_df_train = include_features_df_train[include_features]\n", " include_features_df_test = include_features_df_test[include_features]\n", "\n", " trainX_data = pd.concat([include_features_df_train, trainX_data], axis = 1)\n", " testX_data = pd.concat([include_features_df_test, testX_data], axis = 1)\n", " trainX_data = trainX_data.loc[:,~trainX_data.columns.duplicated()]\n", " testX_data = testX_data.loc[:,~testX_data.columns.duplicated()]\n", "\n", " train_set = pd.concat([trainX_data, trainy_data], axis=1)\n", " test_set = pd.concat([testX_data, testy_data], axis=1)\n", "\n", " ncols=train_set.shape[1]-1\n", " nrows=train_set.shape[0]\n", "\n", " print('nrows for' + aml2_name + ' project train dataset = ',nrows)\n", " print('ncols for train dataset = ',ncols)\n", "\n", " # save datasets after feature selection\n", " file_name_train = \"10cv_\" + str(core_filename)+ \"_FS_to_\" + str(ncols) + \"_in\" +\"_no\"+str(cv_fold)+\".txt\"\n", " file_name_test = \"t-10cv_\"+str(core_filename)+ \"_FS_to_\" + str(ncols) + \"_in\" +\"_no\"+str(cv_fold)+\".txt\"\n", "\n", " train_set.to_csv(r'./10cv_FS/' + file_name_train, index=False, sep=\"\\t\")\n", " test_set.to_csv(r'./10cv_FS/' + file_name_test, index = False, sep=\"\\t\")\n", "# split loop end\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before training the AutoML models, we read the testing data sets and we construct a set in which individual folds are defined based on the file names." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parse progress: |█████████████████████████████████████████████████████████| 100%\n" ] } ], "source": [ "# Load testing data in a loop and make folds based on them \n", "# 1) List all files with pattern 't-*.txt' in ./10cv_orig\n", "all_filenames = [i for i in glob.glob('./10cv_FS/t-*.txt')]\n", "# 2) Sort list of filenames from 1 to 10\n", "all_filenames.sort(key = lambda x: int(x.split('_no')[1].split('.')[0]))\n", "# 3) read all files in a list into a data_frame and make indicies for each t-file\n", "df_new_approach = pd.concat([pd.read_csv(all_filenames[index], header = [0], sep = '\\t', engine = 'python').assign(Fold_no=index+1) for index in range(len(all_filenames))])\n", "\n", "# index of the output column\n", "y_idx = df_new_approach.columns[df_new_approach.shape[1]-2]\n", "training_frame = h2o.H2OFrame(df_new_approach)\n", "\n", "# assign fold column name\n", "assignment_type = 'Fold_no'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's run the model development, with a seed (`my_seed_FS`) identical as in feature selection step. " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parse progress: |█████████████████████████████████████████████████████████| 100%\n", "AutoML progress: |\n", "11:21:01.631: Project: AYjSZIwYVo0q04kd\n", "11:21:01.631: AutoML job created: 2020.01.08 11:21:01.631\n", "11:21:01.631: Custom fold column, Fold_no, will be used. nfolds value will be ignored.\n", "11:21:01.631: Build control seed: 1\n", "11:21:01.631: training frame: Frame key: automl_training_Key_Frame__upload_90baabb7c5db07a26cf851796aca4c9a.hex cols: 23 rows: 745 chunks: 1 size: 42425 checksum: -7193066533413673517\n", "11:21:01.631: validation frame: NULL\n", "11:21:01.631: leaderboard frame: NULL\n", "11:21:01.631: blending frame: NULL\n", "11:21:01.631: response column: Q_perc\n", "11:21:01.632: fold column: [745,1.0/5.495302013422814/10.0, 813 B, {/127.0.0.1:62207:0:}]\n", "11:21:01.632: weights column: null\n", "11:21:01.634: Setting stopping tolerance adaptively based on the training frame: 0.03663716527236558\n", "11:21:01.635: AutoML build started: 2020.01.08 11:21:01.635\n", "\n", "██\n", "11:21:13.644: New leader: XGBoost_1_AutoML_20200108_112101, rmse: 15.293825656996527\n", "\n", "██\n", "11:21:23.650: AutoML: starting GLM hyperparameter search\n", "\n", "██████████████\n", "11:21:34.669: AutoML: starting XGBoost hyperparameter search\n", "\n", "███████\n", "11:23:27.337: AutoML: starting GBM hyperparameter search\n", "\n", "████████████████\n", "11:23:46.779: New leader: GBM_grid_1_AutoML_20200108_112101_model_18, rmse: 15.223141024014426\n", "11:23:47.781: New leader: GBM_grid_1_AutoML_20200108_112101_model_20, rmse: 15.06494438419307\n", "\n", "\n", "11:24:17.131: AutoML: starting DeepLearning hyperparameter search\n", "\n", "████████████\n", "11:28:01.228: AutoML: starting DeepLearning hyperparameter search\n", "\n", "█\n", "11:31:44.591: AutoML: starting DeepLearning hyperparameter search\n", "\n", "█\n", "11:35:45.96: New leader: StackedEnsemble_BestOfFamily_AutoML_20200108_112101, rmse: 14.086186636465673\n", "\n", "\n", "11:35:47.102: AutoML build stopped: 2020.01.08 11:35:47.102\n", "11:35:47.102: AutoML build done: built 80 models\n", "11:35:47.102: AutoML duration: 14 min 45.467 sec\n", "\n", "█| 100%\n" ] } ], "source": [ "# set new AutoML options\n", "aml_10cv = H2OAutoML(max_runtime_secs = h2o_max_runtime_secs_10cv,\n", " seed = my_seed_FS,\n", " project_name = aml2_name,\n", " nfolds = no_folds,\n", " export_checkpoints_dir = str(my_export_dir),\n", " keep_cross_validation_predictions = my_keep_cross_validation_predictions,\n", " keep_cross_validation_models = my_keep_cross_validation_models,\n", " keep_cross_validation_fold_assignment = my_keep_cross_validation_fold_assignment,\n", " verbosity = 'info',\n", " sort_metric = 'RMSE')\n", "\n", "# train AutoML with fold_column!\n", "aml_10cv.train(y = y_idx, training_frame = training_frame, fold_column = assignment_type)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have trained an autoML model. Let's look deeper into it. As a starter we can check how other models performed. Let's check leaderboard." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
model_id mean_residual_deviance rmse mse mae rmsle
StackedEnsemble_BestOfFamily_AutoML_20200108_112101 198.42114.0862198.42110.4154nan
StackedEnsemble_AllModels_AutoML_20200108_112101 225.61 15.0203225.61 11.7797 0.727036
GBM_grid_1_AutoML_20200108_112101_model_20 226.95315.0649226.95311.5641nan
GBM_grid_1_AutoML_20200108_112101_model_18 231.74415.2231231.74411.6241nan
GBM_grid_1_AutoML_20200108_112101_model_32 231.8 15.225 231.8 11.5251nan
XGBoost_1_AutoML_20200108_112101 233.90115.2938233.90111.4316nan
GBM_grid_1_AutoML_20200108_112101_model_41 233.92815.2947233.92811.2395nan
GBM_4_AutoML_20200108_112101 235.92615.3599235.92611.3615nan
XGBoost_3_AutoML_20200108_112101 238.56515.4456238.56511.8152nan
GBM_grid_1_AutoML_20200108_112101_model_25 240.10115.4952240.10111.2812nan
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aml_10cv.leaderboard" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and now let's check the leader" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model Details\n", "=============\n", "H2OStackedEnsembleEstimator : Stacked Ensemble\n", "Model Key: StackedEnsemble_BestOfFamily_AutoML_20200108_112101\n", "\n", "No model summary for this model\n", "\n", "ModelMetricsRegressionGLM: stackedensemble\n", "** Reported on train data. **\n", "\n", "MSE: 42.35338701374798\n", "RMSE: 6.507947987941205\n", "MAE: 4.825235685795378\n", "RMSLE: NaN\n", "R^2: 0.9551051358314264\n", "Mean Residual Deviance: 42.35338701374798\n", "Null degrees of freedom: 744\n", "Residual degrees of freedom: 741\n", "Null deviance: 702825.9002358188\n", "Residual deviance: 31553.273325242244\n", "AIC: 4915.024468460882\n", "\n", "ModelMetricsRegressionGLM: stackedensemble\n", "** Reported on cross-validation data. **\n", "\n", "MSE: 198.4206539573441\n", "RMSE: 14.086186636465673\n", "MAE: 10.41538942238146\n", "RMSLE: NaN\n", "R^2: 0.7896728234565316\n", "Mean Residual Deviance: 198.4206539573441\n", "Null degrees of freedom: 744\n", "Residual degrees of freedom: 740\n", "Null deviance: 712289.7940597414\n", "Residual deviance: 147823.38719822135\n", "AIC: 6067.558437044801\n" ] }, { "data": { "text/plain": [] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aml_10cv.leader" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, we have a model, now it is good to save the leader. In order to properly save a model in h2o we have to use its internal function `h2o.save_model()`. If we would save binary object through `pickle` it would write only the meta data. \n", "Below lines of code will also write Java objects (POJO or MOJO if available)." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saving leader h2o model in ./model_10cv and ./test_external\n", "\n", "The final model afer k-fold cv is located at: \n", "/home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_10cv/StackedEnsemble_BestOfFamily_AutoML_20200108_112101\n", "\n" ] } ], "source": [ "# save h2o model\n", "print('Saving leader h2o model in ./model_10cv and ./test_external')\n", "my_10cv_model_path = h2o.save_model(aml_10cv.leader, path = './model_10cv', force = True)\n", "\n", "print('')\n", "print('The final model afer k-fold cv is located at: ')\n", "print(str(my_10cv_model_path))\n", "print('')\n", "\n", "h2o.save_model(aml_10cv.leader, path = './test_external', force = True)\n", "\n", "# Download POJO or MOJO\n", "if save_pojo_or_mojo is True:\n", " if aml_10cv.leader.have_pojo is True:\n", " aml_10cv.leader.download_pojo(get_genmodel_jar = True, path = './pojo_or_mojo_10cv')\n", " if aml_10cv.leader.have_mojo is True:\n", " aml_10cv.leader.download_mojo(get_genmodel_jar = True, path = './pojo_or_mojo_10cv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For `StackedEnsemble` models it is good to have all the constituents saved in one place together with the meta model. Lines of code below allow us to save the models and store cross validation results in `pred_obs` object." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Leader model: \n", "StackedEnsemble_BestOfFamily_AutoML_20200108_112101\n", "\n", "The meta model of the best model is located at: \n", "/home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_10cv/metalearner_AUTO_StackedEnsemble_BestOfFamily_AutoML_20200108_112101\n", "\n", "Saving constituents of the StackedEnsemble\n", "/home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_10cv/GBM_grid_1_AutoML_20200108_112101_model_20\n", "/home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_10cv/XGBoost_1_AutoML_20200108_112101\n", "/home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_10cv/DeepLearning_grid_1_AutoML_20200108_112101_model_1\n", "/home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_10cv/DRF_1_AutoML_20200108_112101\n", "/home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_10cv/XRT_1_AutoML_20200108_112101\n", "/home/kuba/Documents/NETS/Kaggle/NTU_workshops-Jupyter_notebook_NTU_h2o-master/model_10cv/GLM_grid_1_AutoML_20200108_112101_model_1\n", "Stacked Ensemble model contains: \n", "['GBM_grid_1_AutoML_20200108_112101_model_20', 'XGBoost_1_AutoML_20200108_112101', 'DeepLearning_grid_1_AutoML_20200108_112101_model_1', 'DRF_1_AutoML_20200108_112101', 'XRT_1_AutoML_20200108_112101', 'GLM_grid_1_AutoML_20200108_112101_model_1']\n" ] } ], "source": [ "# get the models id\n", "model_ids = list(aml_10cv.leaderboard['model_id'].as_data_frame().iloc[:,0])\n", "# get the best model\n", "m = h2o.get_model(aml_10cv.leader.key)\n", "print('Leader model: ')\n", "print(m.key)\n", "\n", "\n", "if (\"StackedEnsemble\" in aml_10cv.leader.key) is True:\n", " # get the metalearner name\n", " se_meta_model = h2o.get_model(m.metalearner()['name'])\n", "\n", " my_se_meta_model_path = h2o.save_model(se_meta_model, path = './model_10cv')\n", " print('')\n", " print('The meta model of the best model is located at: ')\n", " print(str(my_se_meta_model_path))\n", " print('')\n", "\n", " h2o_cv_data = se_meta_model.cross_validation_holdout_predictions()\n", " pred_obs = h2o_cv_data.cbind([training_frame[training_frame.col_names[len(training_frame.col_names)-2]],training_frame['Fold_no'], training_frame['Time_Days']])\n", "\n", " # get a list of models - save and print out\n", " model_list = []\n", "\n", " print('Saving constituents of the StackedEnsemble')\n", " for model in m.params['base_models']['actual']:\n", " model_list.append(model['name'])\n", " my_tmp_model_path = h2o.save_model(h2o.get_model(str(model['name'])), path = './model_10cv')\n", " print(str(my_tmp_model_path))\n", "\n", " print('Stacked Ensemble model contains: ')\n", " print(model_list)\n", "\n", "\n", "if (\"StackedEnsemble\" in aml_10cv.leader.key) is False:\n", " h2o_cv_data = m.cross_validation_holdout_predictions()\n", " pred_obs = h2o_cv_data.cbind([training_frame[training_frame.col_names[len(training_frame.col_names)-2]], training_frame['Fold_no'], training_frame['Time_Days']])\n" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [], "source": [ "# Get the formulation indicies after split to 10-cv folds\n", "orig_10cv_filenames = [i for i in glob.glob('./10cv_orig/t-*.txt')]\n", "# 2) Sort list of filenames from 1 to 10\n", "orig_10cv_filenames.sort(key = lambda x: int(x.split('_no')[1].split('.')[0]))\n", "# 3) read all files in a list into a data_frame and make indicies for each t-file\n", "df_orig_10cv = pd.concat([pd.read_csv(orig_10cv_filenames[index], header = [0], sep = '\\t', engine = 'python').assign(Fold_no=index+1) for index in range(len(orig_10cv_filenames))])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what was the model performance among formulations (this will be the training error - RMSE): " ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parse progress: |█████████████████████████████████████████████████████████| 100%\n", "stackedensemble prediction progress: |████████████████████████████████████| 100%\n" ] } ], "source": [ "tmp_data = df_orig_10cv.drop(['Q_perc'],axis = 1)\n", "tmp_formulation = df_orig_10cv[['Formulation_no', 'Time_Days', 'Q_perc']]\n", "tmp_data_h2o = h2o.H2OFrame(tmp_data)\n", "tmp_predict = aml_10cv.predict(tmp_data_h2o)\n", "tmp_predict = tmp_predict.as_data_frame(use_pandas = True)\n", "tmp_formulation = tmp_formulation.assign(predict= pd.Series(tmp_predict['predict']).values)\n", "df2 = tmp_formulation" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Formulation_no Time_Days Q_perc predict_train\n", "0 6 1.007 13.187 22.080214\n", "1 6 3.022 17.582 31.837049\n", "2 6 4.910 29.121 35.764895\n", "3 6 7.932 32.418 45.087647\n", "4 6 10.953 46.154 52.395388\n", "5 6 13.975 59.890 62.097507\n", "6 6 16.996 70.879 71.025871\n", "7 6 21.025 81.868 76.352683\n", "8 6 24.928 90.659 85.228844\n", "9 6 29.083 96.154 89.421208\n", "10 6 32.986 100.549 92.834489\n", "11 22 0.883 12.113 14.854585\n", "12 22 7.988 16.223 17.285424\n", "13 22 14.987 17.414 18.329945\n", "14 22 21.984 18.156 20.155898\n", "15 22 28.987 20.021 22.278046\n", "16 40 0.000 0.000 8.499734\n", "17 40 1.148 44.628 43.161874\n", "18 40 7.134 64.050 58.579496\n", "19 40 14.109 66.942 61.159842\n", "20 40 28.293 63.223 61.917292\n", "21 40 45.849 66.116 64.215013\n", "22 40 54.110 67.355 67.283471\n", "23 40 63.179 81.405 79.479192" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head(24)" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df2_grouped = df2.groupby(['Formulation_no'])\n", "fig2, ax2 = plt.subplots(23,3, figsize=(12,48), sharex='all', sharey = 'all', squeeze = False)\n", "\n", "for i in df2_grouped.groups:\n", " tmp_df = df2_grouped.get_group(i)\n", " rmse_tmp = sqrt(mean_squared_error(tmp_df['Q_perc'], tmp_df['predict']))\n", " plt.subplot(23,3,i)\n", " plt.subplots_adjust(hspace = 0.4)\n", " plt.ylim(0,100)\n", " plt.plot(tmp_df['Time_Days'],tmp_df['Q_perc'], color='blue')\n", " plt.plot(tmp_df['Time_Days'],tmp_df['predict'], color='red')\n", " plt.text(0, 105, str('Form no ' + str(i) + ', RMSE = ' + str(round(rmse_tmp,2))), weight=\"bold\")\n", " plt.legend()\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the 10-cv RMSE:" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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predictQ_percFold_noFormulation_noTime_Days
027.04644013.187161.007
137.20165117.582163.022
238.80680429.121164.910
344.86779732.418167.932
448.09943546.1541610.953
551.71773859.8901613.975
654.31794870.8791616.996
756.25695681.8681621.025
858.95813990.6591624.928
960.02179796.1541629.083
1060.575408100.5491632.986
1111.90842212.1131220.883
1213.54244416.2231227.988
1314.71527617.41412214.987
1416.01843418.15612221.984
1518.37392020.02112228.987
161.0591680.0001400.000
1742.63378644.6281401.148
1857.42234064.0501407.134
1957.39108566.94214014.109
2057.38468063.22314028.293
2157.79223066.11614045.849
2260.40838367.35514054.110
2371.91615381.40514063.179
\n", "
" ], "text/plain": [ " predict Q_perc Fold_no Formulation_no Time_Days\n", "0 27.046440 13.187 1 6 1.007\n", "1 37.201651 17.582 1 6 3.022\n", "2 38.806804 29.121 1 6 4.910\n", "3 44.867797 32.418 1 6 7.932\n", "4 48.099435 46.154 1 6 10.953\n", "5 51.717738 59.890 1 6 13.975\n", "6 54.317948 70.879 1 6 16.996\n", "7 56.256956 81.868 1 6 21.025\n", "8 58.958139 90.659 1 6 24.928\n", "9 60.021797 96.154 1 6 29.083\n", "10 60.575408 100.549 1 6 32.986\n", "11 11.908422 12.113 1 22 0.883\n", "12 13.542444 16.223 1 22 7.988\n", "13 14.715276 17.414 1 22 14.987\n", "14 16.018434 18.156 1 22 21.984\n", "15 18.373920 20.021 1 22 28.987\n", "16 1.059168 0.000 1 40 0.000\n", "17 42.633786 44.628 1 40 1.148\n", "18 57.422340 64.050 1 40 7.134\n", "19 57.391085 66.942 1 40 14.109\n", "20 57.384680 63.223 1 40 28.293\n", "21 57.792230 66.116 1 40 45.849\n", "22 60.408383 67.355 1 40 54.110\n", "23 71.916153 81.405 1 40 63.179" ] }, "execution_count": 121, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pred_obs_df = pred_obs.as_data_frame()\n", "pred_obs_df = pred_obs_df.assign(Formulation_no= pd.Series(df_orig_10cv['Formulation_no']).values)\n", "pred_obs_df = pred_obs_df.assign(Time_Days= pd.Series(df_orig_10cv['Time_Days']).values)\n", "\n", "df3 = pred_obs_df\n", "df3_grouped = df3.groupby(['Formulation_no'])\n", "\n", "df3.head(24)" ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig2, ax2 = plt.subplots(23,3, figsize=(12,48), sharex='all', sharey = 'all', squeeze = False)\n", "\n", "for i in df3_grouped.groups:\n", " tmp_df = df3_grouped.get_group(i)\n", " rmse_tmp = sqrt(mean_squared_error(tmp_df['Q_perc'], tmp_df['predict']))\n", " plt.subplot(23,3,i)\n", " plt.subplots_adjust(hspace = 0.4)\n", " plt.ylim(0,100)\n", " plt.plot(tmp_df['Time_Days'], tmp_df['Q_perc'], color='blue')\n", " plt.plot(tmp_df['Time_Days'], tmp_df['predict'], color='red')\n", " plt.text(0, 105, str('Form no ' + str(i) + ', RMSE = ' + str(round(rmse_tmp,2))), weight=\"bold\")\n", " plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well, this model is definitly not one of the best for generalization (RMSE ~ 14.1), but maybe we can draw some conclusions or even make hypotheses, based on the fact that it has fairly low learning error." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model explanation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is believed that in the next few years, explaining the model behaviour (predictions) will become one of the most important activities performed by data engineers. On one hand, it would prevent model bias and help decision makers understand how to use our models in the right way. On the other hand, it would be required to provide evidence of how the models work and how to avoid mistakes in predictions (medcine / health)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "SHAP is one of the popular Python libraries for model explainability. SHAP is an abbreviation for SHapley Additive exPlanation, which is based on a concept of so called 'Shapley values' in cooperative game theory developed by Lloyd Shapley. If we consider a round of a game, where a coalition of players cooperates, and obtains a certain overall score from the cooperation. The players contribution for the score is different. The problem to solve is how to assign the influence of individual players? The Shapley value provides the answer to this question as the definition is “average marginal contribution of a feature value over all possible coalitions.” In other words, Shapley values consider all possible predictions for an instance using all possible combinations of inputs. Because of this exhaustive approach, SHAP can guarantee properties like consistency and local accuracy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](img/shap_explain.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this notebook we will be using SHAP package, but due to the exhaustive calculation process, we will load binary object of the Shapley values calculated earlier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to use AutoML h2o model we need to write a wrapper class to provide a `predict()` function in format understood by `shap` library. We have written the code of the class `H2OPredWrapper` at the begining of the excercise. The code was adapted and re-written after Sean P Leary (https://github.com/SeanPLeary)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section we will:\n", " 1. transform `training` H2OFrame to `pandas` data_frame,\n", " 2. store the `features_names`\n", " 3. extract the best model (or load)\n", " 4. define a `wrapper` and `explainer`\n", " 5. calculate Shapley values (or load pickle objects)\n", " 6. explain the results (plots)\n", " " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "trainX = training_frame.as_data_frame()\n", "feature_names = list(trainX.columns)\n", "\n", "# We will load saved model rather than extract the best model\n", "# h2o_bst_model = aml_10cv.leader\n", "h2o_bst_model = h2o.load_model('./model_10cv/StackedEnsemble_BestOfFamily_AutoML_20200108_112101')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "h2o_wrapper = H2OPredWrapper(h2o_bst_model,feature_names)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next lines will be commented out, but if you will like to perform your own calculations, please uncomment them. For this data set the calculation of Shapley values took about 20 hours. We can modify the background data set which is used by `KernelExplainer` to determine the impact of a feature. Please be advised that in the example we have not used the whole data set. We can use `SamplingExplainer` instead of `KernelExplainer`, which is a good alternative if we want to use the whole data set. `SamplingExplainer`computes SHAP values under the assumption of feature independence (). \n", "After calcualtion of Shapley values, pickles were saved:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parse progress: |█████████████████████████████████████████████████████████| 100%\n", "stackedensemble prediction progress: |████████████████████████████████████| 100%\n" ] } ], "source": [ "# This is the core code for Shapley values calculation\n", "# h2o.no_progress()\n", "explainer = shap.KernelExplainer(h2o_wrapper.predict, shap.kmeans(trainX, 50))\n", "# It took about 20 hours to calculate\n", "# shap_values = explainer.shap_values(trainX, l1_reg = 'aic')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# pickle.dump(explainer, open(\"shap_explainer.p\", \"wb\" ))\n", "# pickle.dump(shap_values, open(\"shap_values.p\", \"wb\" ))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead we will load pickles (binary objects)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# explainer = pickle.load(open(\"./shap_explainer.p\", \"rb\"))\n", "shap_values = pickle.load(open(\"./shap_values.p\", \"rb\"))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# initialize js for SHAP\n", "shap.initjs()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above explanation shows features each contributing to push the model output from the base value (the average model output over the training dataset we passed) to the model output. Features pushing the prediction higher are shown in red, those pushing the prediction lower are in blue. Let's visualize the tenth prediction's explanation" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
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\n", " Visualization omitted, Javascript library not loaded!
\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap.force_plot(explainer.expected_value, shap_values[9,:], trainX.iloc[9,:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also make summary explanations for an entire dataset. To do that SHAP takes all available explanations, rotate them 90 degrees, and then stack them horizontally. Therefore on the left drop-box we will have 'feature effects' (positive = red, negative = blue). The y-axis has our output scale (in this case Q[%]). The x-axis can be set by the values of features. For example if we would like to assess what was the effect of the mean particle size accross the recorded values on the dissolution we need to set x-axis drop-box to 'Mean_part_size' and the y-axis drop-box to the 'Mean particle size effects'. On the plot we can notice that in the range of 0 to 40µm the particle size feature slightly increases the dissolution (about 5% more). Whereas, when mean particle size is more than 40µm we can suspect that the dissolution will be lower than expected (about 5-15% less)." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", "
\n", " Visualization omitted, Javascript library not loaded!
\n", " Have you run `initjs()` in this notebook? If this notebook was from another\n", " user you must also trust this notebook (File -> Trust notebook). If you are viewing\n", " this notebook on github the Javascript has been stripped for security. If you are using\n", " JupyterLab this error is because a JupyterLab extension has not yet been written.\n", "
\n", " " ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "shap.force_plot(explainer.expected_value, shap_values, trainX)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Shapley values represent a feature's responsibility for a change in the model output. If we would like to go deeper into explaining how a single feature ('Mean_part_size') effects the output of the model ('Q_perc') we can plot the SHAP value of that feature vs. the value of the feature for all the examples in a dataset. The plot below depicts the change in predicted dissolution [%] as mean particle size changes. Vertical dispersion at a single value of mean particle size represents interaction effects with other features. To help reveal these interactions `dependence_plot` automatically selects another feature for coloring (we can also select other features). In this case coloring by PLGA_visc (viscosity of 2% PLGA solution in water - as stated by the manufacturer) highlights that the mean particle size has less impact on dissolution for microparticles which were produced with thinner PLGA." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shap.dependence_plot('Mean_part_size', shap_values, trainX, interaction_index='PLGA_visc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moreover, if we plot Production method, which were four: \n", "1. = water/oil/water (W/O/W) double emulsion solvent evaporation\n", "2. = solid/oil/water (S/O/W) double emulsion solvent evaporation \n", "3. = solid/oil/oil (S/O/O) double emulsion solvent evaporation\n", "4. = spraying solid/oil (S/O)\n", "and color by Mean particle size, we can observe that the PLGA obtained by the W/O/W methods tend to have lower expected dissolution that is inverse proportional to mean particle size. On the contrary, we have spray-dried PLGA which are less affected by the mean perticle size. " ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shap.dependence_plot('Prod_method', shap_values, trainX, interaction_index='Mean_part_size')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get an overview of which features are most important for a model we can plot the SHAP values of every feature for every sample. The plot below sorts features by the sum of SHAP value magnitudes over all samples, and uses SHAP values to show the distribution of the impacts each feature has on the model output. The color represents the feature value (red high, blue low). This reveals for example that a low encapsulation rate (% of API loaded into the microparticles) or low mean particle size (smaller microparticles) increases the predicted dissolution." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shap_summary = shap.summary_plot(shap_values, trainX)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also just take the mean absolute value of the SHAP values for each feature to get a standard bar plot (produces stacked bars for multi-class outputs):" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "shap_summary_bar = shap.summary_plot(shap_values, trainX, plot_type=\"bar\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References:\n", " 1. https://github.com/jszlek/h2o_AutoML_Python\n", " 2. https://github.com/slundberg/shap\n", " 3. http://docs.h2o.ai/h2o/latest-stable/h2o-docs/automl.html\n", " 4. https://docs.conda.io/en/latest/" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:h2o_v6]", "language": "python", "name": "conda-env-h2o_v6-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 4 }