diff --git a/Examples/Tutorial/3Classes_bs.cntk b/Examples/Tutorial/3Classes_bs.cntk new file mode 100644 index 000000000000..b1d2c403ec21 --- /dev/null +++ b/Examples/Tutorial/3Classes_bs.cntk @@ -0,0 +1,118 @@ +# Copyright (c) Microsoft. All rights reserved. +# Licensed under the MIT license. See LICENSE file in the project root for full license information. + +# 3 class classification with softmax - cntk script -- Network Description Language + +# which commands to run +command=Train:Output:dumpNodeInfo:Test + +# required... +modelPath = "Models/MC.dnn" # where to write the model to +deviceId = -1 # -1 means CPU; use 0 for your first GPU, 1 for the second etc. +dimension = 2 # input data dimensions +labelDimension = 3 + +# training config +Train = [ + action="train" + + # network description + BrainScriptNetworkBuilder=[ + + # sample and label dimensions + SDim = $dimension$ + LDim = $labelDimension$ + + features = Input (SDim) + labels = Input (LDim) + + # parameters to learn + b = Parameter (LDim, 1) + w = Parameter (LDim, SDim) + + # operations + z = w * features + b + + ce = CrossEntropyWithSoftmax (labels, z) + errs = ErrorPrediction (labels, z) + + # root nodes + featureNodes = (features) + labelNodes = (labels) + criterionNodes = (ce) + evaluationNodes = (errs) + outputNodes = (z) + ] + + # configuration parameters of the SGD procedure + SGD = [ + epochSize = 0 # =0 means size of the training set + minibatchSize = 25 + learningRatesPerSample = 0.04 # gradient contribution from each sample + maxEpochs = 50 + ] + + # configuration of data reading + reader = [ + + readerType = "CNTKTextFormatReader" + file = "Train-3Classes_cntk_text.txt" + + input = [ + features = [ + dim = $dimension$ + format = "dense" + ] + labels = [ + dim = $labelDimension$ # there are 3 different labels + format = "dense" + ] + ] + ] +] + +# test +Test = [ + action = "test" + reader = [ + readerType="CNTKTextFormatReader" + file="Test-3Classes_cntk_text.txt" + input = [ + features = [ + dim = $dimension$ + format = "dense" + ] + labels = [ + dim = $labelDimension$ # there are 3 different labels + format = "dense" + ] + ] + ] +] + +# output the results +Output = [ + action="write" + reader=[ + readerType="CNTKTextFormatReader" + file="Test-3Classes_cntk_text.txt" + + input = [ + features = [ + dim = $dimension$ + format = "dense" + ] + labels = [ + dim = $labelDimension$ # there are 3 different labels + format = "dense" + ] + ] + ] + outputPath = "MC.txt" # dump the output to this text file +] + +# dump parameter values +DumpNodeInfo = [ + action = "dumpNode" + printValues = true +] diff --git a/Examples/Tutorial/SimpleMapping-3Classes.txt b/Examples/Tutorial/SimpleMapping-3Classes.txt new file mode 100644 index 000000000000..c55eb7a338b3 --- /dev/null +++ b/Examples/Tutorial/SimpleMapping-3Classes.txt @@ -0,0 +1,3 @@ +0 +1 +2 \ No newline at end of file diff --git a/Examples/Tutorial/SimpleMapping.txt b/Examples/Tutorial/SimpleMapping.txt new file mode 100644 index 000000000000..0d66ea1aee95 --- /dev/null +++ b/Examples/Tutorial/SimpleMapping.txt @@ -0,0 +1,2 @@ +0 +1 diff --git a/Examples/Tutorial/Test-3Classes_cntk_text.txt b/Examples/Tutorial/Test-3Classes_cntk_text.txt new file mode 100644 index 000000000000..3bf6a7cb9ee7 --- /dev/null +++ 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All rights reserved. +Licensed under the MIT license. See LICENSE file in the project root for full license information. + +""" + +import numpy as np +from sklearn.utils import shuffle + +# number of dimensions +Dim = 2 + +# number of samples +N_train = 1000 +N_test = 500 + +def generate(N, mean, cov, diff): + #import ipdb;ipdb.set_trace() + num_classes = len(diff) + samples_per_class = int(N/2) + + X0 = np.random.multivariate_normal(mean, cov, samples_per_class) + Y0 = np.zeros(samples_per_class) + + for ci, d in enumerate(diff): + X1 = np.random.multivariate_normal(mean+d, cov, samples_per_class) + Y1 = (ci+1)*np.ones(samples_per_class) + + X0 = np.concatenate((X0,X1)) + Y0 = np.concatenate((Y0,Y1)) + + X, Y = shuffle(X0, Y0) + + return X,Y + +def create_data_files(num_classes, diff, train_filename, test_filename, regression): + print("Outputting %s and %s"%(train_filename, test_filename)) + mean = np.random.randn(num_classes) + cov = np.eye(num_classes) + + for filename, N in [(train_filename, N_train), (test_filename, N_test)]: + X, Y = generate(N, mean, cov, diff) + + # output in CNTK Text format + with open(filename, "w") as dataset: + num_labels = int((1 + np.amax(Y))) + for i in range(N): + dataset.write("|features ") + for d in range(Dim): + dataset.write("%f " % X[i,d]) + if (regression): + dataset.write("|labels %f\n" % Y[i]) + else: + labels = ['0'] * num_labels; + labels[int(Y[i])] = '1' + dataset.write("|labels %s\n" % " ".join(labels)) + +def main(): + # random seed (create the same data) + np.random.seed(10) + + create_data_files(Dim, [3.0], "Train_cntk_text.txt", "Test_cntk_text.txt", True) + create_data_files(Dim, [[3.0], [3.0, 0.0]], "Train-3Classes_cntk_text.txt", "Test-3Classes_cntk_text.txt", False) + +if __name__ == '__main__': + main() diff --git a/Examples/Tutorial/lr_bs.cntk b/Examples/Tutorial/lr_bs.cntk new file mode 100644 index 000000000000..bc0bb375c126 --- /dev/null +++ b/Examples/Tutorial/lr_bs.cntk @@ -0,0 +1,116 @@ +# Copyright (c) Microsoft. All rights reserved. +# Licensed under the MIT license. See LICENSE file in the project root for full license information. + +# logistic regression cntk script -- using network description language BrainScript + +# which commands to run +command=Train:Output:DumpNodeInfo:Test + +# required... +modelPath = "Models/LR_reg.dnn" # where to write the model to +deviceId = -1 # -1 means CPU; use 0 for your first GPU, 1 for the second etc. +dimension = 2 # input data dimensions + +# training config +Train = [ # command=Train --> CNTK will look for a parameter named Train + action = "train" # execute CNTK's 'train' routine + + # network description + BrainScriptNetworkBuilder = [ + + # sample and label dimensions + SDim = $dimension$ + LDim = 1 + + features = Input (SDim) + labels = Input (LDim) + + # parameters to learn + b = Parameter (LDim, 1) # bias + w = Parameter (LDim, SDim) # weights + + # operations + p = Sigmoid (w * features + b) + + lr = Logistic (labels, p) + err = SquareError (labels, p) + + # root nodes + featureNodes = (features) + labelNodes = (labels) + criterionNodes = (lr) + evaluationNodes = (err) + outputNodes = (p) + ] + + # configuration parameters of the SGD procedure + SGD = [ + epochSize = 0 # =0 means size of the training set + minibatchSize = 25 + learningRatesPerSample = 0.04 # gradient contribution from each sample + maxEpochs = 50 + ] + + # configuration of data reading + reader = [ + + readerType = "CNTKTextFormatReader" + file = "Train_cntk_text.txt" + + input = [ + features = [ + dim = $dimension$ + format = "dense" + ] + labels = [ + dim = 1 + format = "dense" + ] + ] + ] +] + +# test +Test = [ + action = "test" + reader = [ + readerType = "CNTKTextFormatReader" + file = "Test_cntk_text.txt" + input = [ + features = [ + dim = $dimension$ + format = "dense" + ] + labels = [ + dim = 1 + format = "dense" + ] + ] + ] +] + +# output the results +Output = [ + action = "write" + reader = [ + readerType = "CNTKTextFormatReader" + file = "Test_cntk_text.txt" + input = [ + features = [ + dim = $dimension$ # $$ means variable substitution + format = "dense" + ] + labels = [ + dim = 1 # label has 1 dimension + format = "dense" + ] + ] + ] + outputPath = "LR.txt" # dump the output to this text file +] + +# dump parameter values +DumpNodeInfo = [ + action = "dumpNode" + printValues = true +] diff --git a/Tests/EndToEndTests/Image/QuickE2E/cntk.cntk b/Tests/EndToEndTests/Image/QuickE2E/cntk.cntk index f04289e651ec..2c81700818d6 100644 --- a/Tests/EndToEndTests/Image/QuickE2E/cntk.cntk +++ b/Tests/EndToEndTests/Image/QuickE2E/cntk.cntk @@ -134,4 +134,4 @@ test = [ ] ] ] -] \ No newline at end of file +]