DAAL4PY demo
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 | #*******************************************************************************# Copyright 2014-2018 Intel Corporation# All Rights Reserved.## This software is licensed under the Apache License, Version 2.0 (the# "License"), the following terms apply:## You may not use this file except in compliance with the License. You may# obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0## Unless required by applicable law or agreed to in writing, software# distributed under the License is distributed on an "AS IS" BASIS, WITHOUT# WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.## See the License for the specific language governing permissions and# limitations under the License.#*******************************************************************************# daal4py Decision Forest Classification example for shared memory systemsimport daal4py as d4pimport numpy as np# let's try to use pandas' fast csv readertry: import pandas read_csv = lambda f, c: pandas.read_csv(f, usecols=c, delimiter=',', header=None, dtype=np.float32).valuesexcept: # fall back to numpy loadtxt read_csv = lambda f, c: np.loadtxt(f, usecols=c, delimiter=',', ndmin=2, dtype=np.float32)def main(): # input data file infile = "./data.csv" testfile = infile # Configure a training object (5 classes) train_algo = d4p.decision_forest_classification_training(2, nTrees=10, minObservationsInLeafNode=8, featuresPerNode=3, engine = d4p.engines_mt19937(seed=777), varImportance='MDI', bootstrap=True, resultsToCompute='computeOutOfBagError') # Read data. Let's use 3 features per observation feature_size = 30 print("feature size:", feature_size) data = read_csv(infile, range(0, feature_size)) labels = read_csv(infile, range(feature_size, feature_size+1)) print(data[:10]) print(labels[:10]) train_result = train_algo.compute(data, labels) # Traiing result provides (depending on parameters) model, outOfBagError, outOfBagErrorPerObservation and/or variableImportance # Now let's do some prediction predict_algo = d4p.decision_forest_classification_prediction(2) # read test data (with same #features) pdata = read_csv(testfile, range(0, feature_size)) plabels = read_csv(testfile, range(feature_size, feature_size+1)) # now predict using the model from the training above predict_result = predict_algo.compute(pdata, train_result.model) # Prediction result provides prediction assert(predict_result.prediction.shape == (pdata.shape[0], 1)) return (train_result, predict_result, plabels)if __name__ == "__main__": (train_result, predict_result, plabels) = main() print("\nVariable importance results:\n", train_result.variableImportance) print("\nOOB error:\n", train_result.outOfBagError) print("\nDecision forest prediction results (first 10 rows):\n", predict_result.prediction[0:10]) print("\nGround truth (first 10 rows):\n", plabels[0:10]) print('All looks good!') |
data.csv文件
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