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jakirkham/ridge-cuml-cupy-sklearn.ipynb

Created September 12, 2019 18:10
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Simple notebook using scikit-learn's GridSearch with cuML and CuPy
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ridge-cuml-cupy-sklearn.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import cupy as cp\n",
"from cuml import Ridge as cumlRidge\n",
"\n",
"from sklearn import datasets, linear_model\n",
"from sklearn.model_selection import train_test_split, GridSearchCV"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"diabetes = datasets.load_diabetes()\n",
"\n",
"# Split the data into training/testing sets\n",
"X_train, X_test, y_train, y_test = train_test_split(diabetes.data, diabetes.target, test_size=0.2)\n",
"\n",
"# Move to GPU\n",
"cu_X_train, cu_X_test, cu_y_train, cu_y_test = map(cp.asarray,\n",
" [X_train, X_test, y_train, y_test])\n",
"cu_X_train, cu_X_test, cu_y_train, cu_y_test = map(cp.asfortranarray,\n",
" [cu_X_train, cu_X_test, cu_y_train, cu_y_test])"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"fit_intercept = True\n",
"normalize = False\n",
"alpha = np.array([1.0])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"params = {'alpha': np.logspace(-3, -1, 10)}\n",
"clf = linear_model.Ridge(alpha=alpha, fit_intercept=fit_intercept, normalize=normalize, solver='cholesky')\n",
"cu_clf = cumlRidge(alpha=alpha, fit_intercept=fit_intercept, normalize=normalize, solver=\"eig\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n",
"/home/nfs/jkirkham/miniconda/envs/rapids10dev/lib/python3.7/site-packages/cuml/utils/input_utils.py:170: UserWarning: Expected column major order, but got the opposite. Converting data, this will result in additional memory utilization.\n",
" warnings.warn(\"Expected \" + order_to_str(order) + \" major order, \"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 18 s, sys: 364 ms, total: 18.4 s\n",
"Wall time: 19.1 s\n"
]
},
{
"data": {
"text/plain": [
"GridSearchCV(cv=5, error_score='raise-deprecating',\n",
" estimator=Ridge(alpha=[1.], solver='eig', fit_intercept=True, normalize=False, handle=<cuml.common.handle.Handle object at 0x7fdcf0630330>),\n",
" iid=False, n_jobs=None,\n",
" param_grid={'alpha': array([0.001 , 0.0016681 , 0.00278256, 0.00464159, 0.00774264,\n",
" 0.0129155 , 0.02154435, 0.03593814, 0.05994843, 0.1 ])},\n",
" pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n",
" scoring=None, verbose=0)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%time\n",
"sk_grid = GridSearchCV(cu_clf, params, cv=5, iid=False)\n",
"sk_grid.fit(cu_X_train, cu_y_train)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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