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@falkben
Created March 25, 2019 20:20
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{
"cells": [
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import openml\n",
"from benchmark_utils import *"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# benchmark_suite = openml.study.get_study('OpenML-CC18','tasks') # obtain the benchmark suite\n",
"# print(benchmark_suite.tasks)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Choose an OpenML task id \n",
"task_id=3\n",
"\n",
"# The number of times to run each algorithm\n",
"n_iterations = 100\n",
"\n",
"# RerF types to benchmark, the duplicate is to allow for RerFs with different\n",
"# parameters\n",
"rerfs = ['binnedBaseRerF', 'rerf', 'binnedBaseTern', 'rfBase']\n",
"\n",
"num_cores = 4\n",
"\n",
"# RerF parameters\n",
"rerf_kwargs = [\n",
" {\n",
" 'trees' : 20,\n",
" 'mtryMult': 1.5, # Comment this line out if RerF version does not support mtryMult\n",
" 'numCores' : num_cores,\n",
" },\n",
" {\n",
" 'trees' : 20,\n",
" 'mtryMult': 1.5, # Comment this line out if RerF version does not support mtryMult\n",
" 'numCores' : num_cores,\n",
" },\n",
" {\n",
" 'trees' : 20,\n",
" 'mtryMult': 1.5, # Comment this line out if RerF version does not support mtryMult\n",
" 'numCores' : num_cores,\n",
" },\n",
" {\n",
" 'trees' : 20,\n",
" 'numCores' : num_cores,\n",
" }\n",
"]\n",
"\n",
"# Keyword of the parameter we are changing/iterating over\n",
"rerf_param_keyword='trees'\n",
"\n",
"# Sklearn forest types to benchmark\n",
"sklearns = ['RandomForest', 'ExtraTrees']\n",
"\n",
"# If all forests share the same parameters only need to pass single dictionary \n",
"sklearn_kwargs = [{\n",
" 'n_estimators' : 20,\n",
" 'n_jobs' : num_cores,\n",
"}]\n",
"\n",
"# Sklearn keyword of the parameter we are changing/iterating over\n",
"sklearn_param_keyword='n_estimators'\n",
"\n",
"# The prameter values to consider \n",
"param_values = np.arange(20, 301, step=20)\n",
"\n",
"# A list of all forest types (duplicates included)\n",
"all_forests = np.concatenate((rerfs, sklearns))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "1ac2bbb45ca24692b942ce8757897acd",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=15), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"np.random.seed(1)\n",
"averages, std_errs = OpenML_benchmark(oml_task_id=task_id, # Select an OpenML task via its task id\n",
" n_iterations=n_iterations,\n",
" train_test_splits = None, # None forces default OpenML train/test splits\n",
" rerfs=rerfs, # A list of random forest types\n",
" rerfs_kwargs=rerf_kwargs, # A list of dictionaries of RerF parameters\n",
" rerf_param_keyword=rerf_param_keyword, # The keyword of parameter we are changing (i.e. 'trees')\n",
" sklearns=sklearns, # A list of sklearn forest types\n",
" sklearns_kwargs=sklearn_kwargs, # A list of dictionaries of Sklearn parameters\n",
" sklearn_param_keyword=sklearn_param_keyword, # The keyword of parameter we are changing (i.e. 'n_estimators')\n",
" param_values = param_values, # A list of values for the parameter we are changing\n",
" verbose=True, # Progress bar!\n",
" acorn=None\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plots the results\n",
"# If save == True then saves the images to filename_title.png for each plot\n",
"results = OpenML_benchmark_plot([averages, std_errs],\n",
" param_values=param_values,\n",
" all_forests=all_forests, \n",
" titles=['test_accuracy', 'train_accuracy', 'train_time', 'predict_time'],\n",
" task_id=3, \n",
" param='n_trees', \n",
" save=True,\n",
" filename='oml_task_3_no_preprocessing'\n",
" )"
]
}
],
"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": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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