DAAL4PY demo
#******************************************************************************* # 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 systems import daal4py as d4p import numpy as np # let's try to use pandas' fast csv reader try: import pandas read_csv = lambda f, c: pandas.read_csv(f, usecols=c, delimiter=',', header=None, dtype=np.float32).values except: # 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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