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November 6, 2020 20:21
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Optuna Notebook for the Mini-blog
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Getting Started with Optuna, RAPIDS and Dask-Optuna for HPO\n", | |
"Hyperparameter optimization (HPO) automates the process of picking values for the hyperparameters of a machine learning algorithm to improve model performance. This can help boost the model accuracy greatly, but can be resource-intensive, as it may require training the model for hundreds of hyperparameter combinations. Let's take a look at how we can use Optuna and RAPIDS to make HPO less time-consuming.\n", | |
"## RAPIDS\n", | |
"The RAPIDS framework provides a suite of libraries to execute end-to-end data science pipelines entirely on GPUs. One of the libraries in this framework is cuML, which implements common machine learning models with a scikit-learn-compatible API and a GPU-accelerated backend. You can learn more about RAPIDS [here](https://rapids.ai/about.html).\n", | |
"## Optuna\n", | |
"[Optuna](https://optuna.readthedocs.io/en/stable/) is a lightweight framework for automatic hyperparameter optimization. It provides a define-by-run API, which makes it easy to adapt to any already existing code that we have and enables high modularity along with the flexibility to construct hyperparameter spaces dynamically. By simply wrapping the objective function with Optuna, we can perform a parallel-distributed HPO search over a search space as we'll see in this notebook.\n", | |
"## Dask-Optuna\n", | |
"[Dask-Optuna](https://jrbourbeau.github.io/dask-optuna/#) is a library to help integrate Optuna's distributed optimizations to run trials on a Dask Cluster. It provides a `dask_optuna.DaskStorage` that wraps the Optuna storage class. This class helps extend in-memory computations to workers in the cluster.\n", | |
" \n", | |
"In this notebook, we'll use BNP Paribas Cardif Claims Management dataset from Kaggle to predict if a claim will receive accelerated approval or not. We'll explore how to use Optuna with RAPIDS in combination with Dask to run multi-GPU HPO experiments that can yield results faster than CPU." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# ## Run this cell to install optuna and dask_optuna\n", | |
"# !pip install optuna\n", | |
"# !pip install dask_optuna\n", | |
"\n", | |
"# ## The plotting libraries\n", | |
"# !pip install plotly\n", | |
"# !pip install -U kaleido\n", | |
"# !pip install 'bokeh<2.0.0'" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import random\n", | |
"import time\n", | |
"from contextlib import contextmanager\n", | |
"\n", | |
"import cudf\n", | |
"import cuml\n", | |
"import dask_cudf\n", | |
"import numpy as np\n", | |
"import optuna\n", | |
"import pandas as pd\n", | |
"import sklearn\n", | |
"import os\n", | |
"import dask\n", | |
"import dask_optuna\n", | |
"\n", | |
"from cuml import LogisticRegression\n", | |
"from cuml.preprocessing.model_selection import train_test_split\n", | |
"from cuml.metrics import log_loss\n", | |
"\n", | |
"from dask_cuda import LocalCUDACluster\n", | |
"from dask.distributed import Client, wait, performance_report\n", | |
"\n", | |
"from joblib import parallel_backend" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Helper function for timing blocks of code.\n", | |
"@contextmanager\n", | |
"def timed(name):\n", | |
" t0 = time.time()\n", | |
" yield\n", | |
" t1 = time.time()\n", | |
" print(\"..%-24s: %8.4f\" % (name, t1 - t0))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Set up CUDA Cluster\n", | |
"\n", | |
"We start a local cluster and keep it ready for running distributed tasks with dask. The dask scheduler can help leverage multiple nodes available on the cluster.\n", | |
"\n", | |
"[LocalCUDACluster](https://github.com/rapidsai/dask-cuda) launches one Dask worker for each GPU in the current systems. It's developed as a part of the RAPIDS project. Learn More:\n", | |
"- [Setting up Dask](https://docs.dask.org/en/latest/setup.html)\n", | |
"- [Dask Client](https://distributed.dask.org/en/latest/client.html)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<table style=\"border: 2px solid white;\">\n", | |
"<tr>\n", | |
"<td style=\"vertical-align: top; border: 0px solid white\">\n", | |
"<h3 style=\"text-align: left;\">Client</h3>\n", | |
"<ul style=\"text-align: left; list-style: none; margin: 0; padding: 0;\">\n", | |
" <li><b>Scheduler: </b>tcp://172.17.0.2:42835</li>\n", | |
" <li><b>Dashboard: </b><a href='http://172.17.0.2:8081/status' target='_blank'>http://172.17.0.2:8081/status</a></li>\n", | |
"</ul>\n", | |
"</td>\n", | |
"<td style=\"vertical-align: top; border: 0px solid white\">\n", | |
"<h3 style=\"text-align: left;\">Cluster</h3>\n", | |
"<ul style=\"text-align: left; list-style:none; margin: 0; padding: 0;\">\n", | |
" <li><b>Workers: </b>2</li>\n", | |
" <li><b>Cores: </b>2</li>\n", | |
" <li><b>Memory: </b>49.16 GB</li>\n", | |
"</ul>\n", | |
"</td>\n", | |
"</tr>\n", | |
"</table>" | |
], | |
"text/plain": [ | |
"<Client: 'tcp://172.17.0.2:42835' processes=2 threads=2, memory=49.16 GB>" | |
] | |
}, | |
"execution_count": 4, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"# This will use all GPUs on the local host by default\n", | |
"cluster = LocalCUDACluster(threads_per_worker=1, ip=\"\", dashboard_address=\"8081\")\n", | |
"c = Client(cluster)\n", | |
"\n", | |
"# Query the client for all connected workers\n", | |
"workers = c.has_what().keys()\n", | |
"n_workers = len(workers)\n", | |
"c" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Loading the data\n", | |
"## Data Acquisition\n", | |
"Dataset can be acquired from Kaggle: [BNP Paribas Cardif Claims Management](https://www.kaggle.com/c/bnp-paribas-cardif-claims-management/data). To download the dataset:\n", | |
" \n", | |
"1. Create a `data` folder in the current directory. If you're downloading it elsewhere, be sure to change `data_dir` to point to the approproate location.\n", | |
" \n", | |
"2. Follow the instructions here to: [Set-up the Kaggle API](https://github.com/Kaggle/kaggle-api)\n", | |
" \n", | |
"3. Run the following command in the command line in the `data` folder.\n", | |
" \n", | |
" `kaggle competitions download -c bnp-paribas-cardif-claims-management`\n", | |
" \n", | |
" \n", | |
"This is an anonymized dataset containing categorical and numerical values for claims received by BNP Paribas Cardif. The \"target\" column in the train set is the variable to predict. It is equal to 1 for claims suitable for an accelerated approval. The task is to predict whether a claim will be suitable for accelerated approval or not. We'll only use the `train.csv` file as `test.csv` does not have a target column.\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import os\n", | |
"\n", | |
"file_name = 'train.csv' \n", | |
"\n", | |
"data_dir = \"data/\"\n", | |
"INPUT_FILE = os.path.join(data_dir, file_name)" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Select the `N_TRIALS` for the number of runs of HPO trials." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"N_TRIALS = 150\n", | |
"\n", | |
"df = cudf.read_csv(INPUT_FILE)\n", | |
"\n", | |
"# Drop non-numerical data and fill NaNs before passing to cuML RF\n", | |
"CAT_COLS = list(df.select_dtypes('object').columns)\n", | |
"df = df.drop(CAT_COLS, axis=1)\n", | |
"df = df.fillna(0)\n", | |
"\n", | |
"df = df.astype(\"float32\")\n", | |
"X, y = df.drop([\"target\"], axis=1), df[\"target\"].astype('int32')\n", | |
"\n", | |
"study_name = \"dask_optuna_lr_log_loss_tpe\"\n", | |
"storage_name = \"sqlite:///study_stores.db\"" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Training and Evaluation\n", | |
"\n", | |
"The `train_and_eval` function accepts the different parameters to try out. This function should look very similar to any ML workflow. We'll use this function within the Optuna `objective` function to show how easily we can fit an existing workflow into the Optuna work. " | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def train_and_eval(X_param, y_param, penalty='l2', C=1.0, l1_ratio=None, fit_intercept=True):\n", | |
" \"\"\"\n", | |
" Splits the given data into train and test split to train and evaluate the model\n", | |
" for the params parameters.\n", | |
" \n", | |
" Params\n", | |
" ______\n", | |
" \n", | |
" X_param: DataFrame. \n", | |
" The data to use for training and testing. \n", | |
" y_param: Series. \n", | |
" The label for training\n", | |
" penalty, C, l1_ratio, fit_intercept: The parameter values for Logistic Regression.\n", | |
"\n", | |
" Returns\n", | |
" score: log loss of the fitted model\n", | |
" \"\"\"\n", | |
" X_train, X_valid, y_train, y_valid = train_test_split(X_param,\n", | |
" y_param,\n", | |
" random_state=42)\n", | |
" classifier = LogisticRegression(penalty=penalty,\n", | |
" C=C,\n", | |
" l1_ratio=l1_ratio,\n", | |
" fit_intercept=fit_intercept)\n", | |
" classifier.fit(X_train, y_train)\n", | |
" y_pred = classifier.predict(X_valid)\n", | |
" score = log_loss(y_valid, y_pred)\n", | |
" return score" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"For a baseline number, let's see what the default performance of the model is." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"[E] [19:26:04.104881] L-BFGS line search failed\n", | |
"Score with default parameters : 14.198240661078637\n" | |
] | |
} | |
], | |
"source": [ | |
"print(\"Score with default parameters : \",train_and_eval(X, y))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Objective Function\n", | |
" \n", | |
"The objective function will be the one we optimize in [Optuna Study](https://optuna.readthedocs.io/en/stable/reference/study.html). The objective function tries out specified values for the parameters that we are tuning and returns the score obtained with those parameters. These results will be aggregated in `study.trials_dataframes()`. \n", | |
" \n", | |
"Let's define the objective function for this HPO task by making use of the `train_and_eval()`. You can see that we simply choose a value for the parameters and call the `train_and_eval` method, making Optuna very easy to use in an existing workflow.\n", | |
" \n", | |
"The objective function does not need to be changed when switching to different [samplers](https://optuna.readthedocs.io/en/stable/reference/samplers.html), which are built-in options in Optuna to enable the selection of different sampling algorithms that optuna provides. Some of the available ones include - GridSampler, RandomSampler, TPESampler, etc. We'll use TPESampler for this demo, but feel free to try different samplers to notice the changes in performance. \n", | |
" \n", | |
"\n", | |
"[Tree-Structured Parzen Estimators](https://optuna.readthedocs.io/en/stable/reference/generated/optuna.samplers.TPESampler.html#optuna.samplers.TPESampler) or TPE works by fitting two Gaussian Mixture Model during each trial - one to the set of parameter values associated with the best objective values,\n", | |
"and another to the remaining parameter values. It chooses the parameter value that maximizes the ratio between the two GMMs" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"def objective(trial, X_param, y_param):\n", | |
" # Note that there are more parameters for RF, and tweaking those will\n", | |
" # improve performance too. But for simplicity, we will use just\n", | |
" # max_depth and n_estimators.\n", | |
"\n", | |
" # These are the recommended ranges for these parameters\n", | |
" C = trial.suggest_uniform(\"C\", 0 , 9.0)\n", | |
" penalty = trial.suggest_categorical(\"penalty\", ['l1', 'none', 'l2'])\n", | |
" l1_ratio = trial.suggest_uniform(\"l1_ratio\", 0 , 1.0)\n", | |
" fit_intercept = trial.suggest_categorical(\"fit_intercept\", [True, False])\n", | |
"\n", | |
" score = train_and_eval(X_param,\n", | |
" y_param,\n", | |
" penalty=penalty,\n", | |
" C=C,\n", | |
" l1_ratio=l1_ratio,\n", | |
" fit_intercept=fit_intercept)\n", | |
" return score" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## HPO Trials and Study\n", | |
" \n", | |
"Optuna uses [study](https://optuna.readthedocs.io/en/stable/reference/study.html) and [trials](https://optuna.readthedocs.io/en/stable/reference/trial.html) to keep track of the HPO experiments. Put simply, a trial is a single call of the objective function while a set of trials make up a study. We will pick the best observed trial from a study to get the best parameters that were used in that run.\n", | |
"\n", | |
"Here, dask_optuna Storage class is used to set up a storage shared by all workers in the cluster. Optuna also requires the use of a storage to run distributed optimization runs. Learn more about what storages can be used [here](https://optuna.readthedocs.io/en/stable/tutorial/distributed.html)\n", | |
"\n", | |
"`optuna.create_study` is used to set up the study. As you can see, it specifies the study name, sampler to be used, the direction of the study, and the storage.\n", | |
"With just a few lines of code, we have set up a distributed HPO experiment." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"\u001b[32m[I 2020-11-02 19:26:04,723]\u001b[0m A new study created in RDB with name: dask_optuna_lr_log_loss_tpe\u001b[0m\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"..dask_optuna : 37.7069\n", | |
"Number of finished trials: 150\n", | |
"Best trial:\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"FrozenTrial(number=91, value=8.431562932009129, datetime_start=datetime.datetime(2020, 11, 2, 19, 26, 26, 460948), datetime_complete=datetime.datetime(2020, 11, 2, 19, 26, 26, 806526), params={'C': 8.76214483357762, 'penalty': 'l1', 'l1_ratio': 0.45269148815973104, 'fit_intercept': False}, distributions={'C': UniformDistribution(high=9.0, low=0), 'penalty': CategoricalDistribution(choices=('l1', 'none', 'l2')), 'l1_ratio': UniformDistribution(high=1.0, low=0), 'fit_intercept': CategoricalDistribution(choices=(True, False))}, user_attrs={}, system_attrs={}, intermediate_values={}, trial_id=92, state=TrialState.COMPLETE)" | |
] | |
}, | |
"execution_count": 12, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"with timed(\"dask_optuna\"):\n", | |
" # Create a study using Dask-compatible storage\n", | |
" storage = dask_optuna.DaskStorage(storage_name)\n", | |
" study = optuna.create_study(sampler=optuna.samplers.TPESampler(),\n", | |
" study_name=study_name,\n", | |
" direction=\"minimize\",\n", | |
" storage=storage)\n", | |
" # Optimize in parallel on your Dask cluster\n", | |
" with parallel_backend(\"dask\"):\n", | |
" study.optimize(lambda trial: objective(trial, X, y),\n", | |
" n_trials=N_TRIALS,\n", | |
" n_jobs=n_workers)\n", | |
"print(\"Number of finished trials: \", len(study.trials))\n", | |
"print(\"Best trial:\")\n", | |
"study.best_trial" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Visualization\n", | |
"\n", | |
"Optuna provides an easy way to visualize the trials by integrating some graphs with the library. Here we will explore a few of them to see how our study did.\n", | |
"\n", | |
"Read more about visualizations [here](https://optuna.readthedocs.io/en/stable/reference/visualization.html)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from IPython.display import Image" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's look at the importance of each parameter to the performance of the model. This illustrates the impact that the hyperparameters have on the accuracy. We can see that `penalty` was most useful in this example." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 14, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"f = optuna.visualization.plot_param_importances(study)\n", | |
"Image(f.to_image(format=\"png\", engine='kaleido'))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Let's look at how the optimisation within the study progressed with the history plot for the study." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 15, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"f = optuna.visualization.plot_optimization_history(study)\n", | |
"Image(f.to_image(format=\"png\", engine='kaleido'))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"The following is a parallel coordinate plot to understand the relationships between the parameters." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<IPython.core.display.Image object>" | |
] | |
}, | |
"execution_count": 16, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"f = optuna.visualization.plot_parallel_coordinate(study, params=['C', 'l1_ratio', 'penalty', 'fit_intercept'])\n", | |
"Image(f.to_image(format=\"png\", engine='kaleido'))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Optuna Dashboard\n", | |
"\n", | |
"Optuna provides dashboard to visualise the results. You can read more about it [here](https://optuna.readthedocs.io/en/stable/reference/cli.html)\n", | |
"\n", | |
"To visualize the optuna dashboard run `optuna dashboard --study-name {study_name} --storage \"{storage_name}\"`. We will use the `-o` option to save the dashboard to a html file.\n", | |
"\n", | |
"For this experiement run the following command:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Run the following to download the dashboard to dashboard.html: \n", | |
"\n", | |
"\toptuna dashboard --study-name dask_optuna_lr_log_loss_tpe --storage 'sqlite:///study_stores.db' -o dashboard.html\n" | |
] | |
} | |
], | |
"source": [ | |
"print(\"Run the following to download the dashboard to dashboard.html: \\n\\n\\t\"\n", | |
" f\"optuna dashboard --study-name {study_name} --storage '{storage_name}' -o dashboard.html\")" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Conluding Remarks\n", | |
" \n", | |
"This notebook shows how RAPIDS and Optuna can be used along with dask to run multi-GPU HPO jobs, and can be used as a starting point for anyone wanting to get started with the framework. It also provides some visualization tools to interpret the results. We have seen how by just adding a few lines of code we were able to integrate the libraries for a muli-GPU HPO runs. This can also be scaled to multiple nodes.\n", | |
" \n", | |
"## Next Steps\n", | |
" \n", | |
"This is done on a small dataset, you are encouraged to test out on larger data with more range for the parameters too. These experiments can yield performance improvements. Refer to other examples in the [rapidsai/cloud-ml-examples](https://github.com/rapidsai/cloud-ml-examples) repository.\n", | |
" \n", | |
"## Resources\n", | |
"[Hyperparameter Tuning in Python](https://towardsdatascience.com/hyperparameter-tuning-c5619e7e6624)\n", | |
"\n", | |
"[Overview of Hyperparameter tuning](https://cloud.google.com/ai-platform/training/docs/hyperparameter-tuning-overview)\n", | |
"\n", | |
"[How to make your model awesome with Optuna](https://towardsdatascience.com/how-to-make-your-model-awesome-with-optuna-b56d490368af)" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.8" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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