Skip to main content

Bug in Mathematica 12 neural networks?


I recently downloaded Mathematica 12, and I'm experiencing a curious failure in neural networks that had earlier worked. This failure I will demonstrate with the NN in "Classifying Data with Neural Networks—Wolfram Language Documentation" https://reference.wolfram.com/language/tutorial/NeuralNetworksClassification.html#280210622


Everything in that page works until this line:


results = NetTrain[net, trainingData, All]

It gives $Failed with this message:




NetTrain::encgenfail2: Could not encode one or more inputs for port "Output": supplied data was a length-64 vector of real numbers, but expected a class. The invalid inputs had indices {504,841,210,1645,1285,165,956,691,940,613,1426,297,1560,754,650,1725,1662,44,831,1160,1262,1289,1060,886,1147,1578,1342,424,1176,749,1664,1030,211,1011,121,475,237,1120,79,1399,287,1791,293,214,271,222,761,1511,960,1154,<<14>>}.



What is going wrong? A very similar NN worked in version 11.


ETA: detailed version info:


Mma 12.0.0.0 for Mac OS X x86 (64-bit) running on macOS Mojave 10.14.4


The complete code, from that link:


makeCluster[class_, \[Mu]_, \[Rho]_] := 
RandomVariate[
MultinormalDistribution[\[Mu], {{1, 2 \[Rho]}, {2 \[Rho], 4}}],
600] -> class; clusters =

makeCluster @@@ {{Red, {1.5, 1.5}, -.2}, {Green, {-1.5,
1}, .1}, {Blue, {0, -2.5}, .8}}; trainingData = Flatten[Thread /@ clusters]

net = NetChain[{LinearLayer[30], ElementwiseLayer[Ramp],
LinearLayer[3], SoftmaxLayer[]}, "Input" -> {2},
"Output" -> NetDecoder[{"Class", {Red, Green, Blue}}]]

results = NetTrain[net, trainingData, All]


Comments

Popular posts from this blog

plotting - How to draw lines between specified dots on ListPlot?

I would like to create a plot where I have unconnected dots and some connected. So far, I have figured out how to draw the dots. My code is the following: ListPlot[{{1, 1}, {2, 2}, {3, 3}, {4, 4}, {1, 4}, {2, 5}, {3, 6}, {4, 7}, {1, 7}, {2, 8}, {3, 9}, {4, 10}, {1, 10}, {2, 11}, {3, 12}, {4,13}, {2.5, 7}}, Ticks -> {{1, 2, 3, 4}, None}, AxesStyle -> Thin, TicksStyle -> Directive[Black, Bold, 12], Mesh -> Full] I have thought using ListLinePlot command, but I don't know how to specify to the command to draw only selected lines between the dots. Do have any suggestions/hints on how to do that? Thank you. Answer One possibility would be to use Epilog with Line : ListPlot[ {{1, 1}, {2, 2}, {3, 3}, {4, 4}, {1, 4}, {2, 5}, {3, 6}, {4, 7}, {1, 7}, {2, 8}, {3, 9}, {4, 10}, {1, 10}, {2, 11}, {3, 12}, {4, 13}, {2.5, 7}}, Ticks -> {{1, 2, 3, 4}, None}, AxesStyle -> Thin, TicksStyle -> Directive[Black, Bold, 12], Mesh -> Full, Epilog -> { Line[ ...

dynamic - How can I make a clickable ArrayPlot that returns input?

I would like to create a dynamic ArrayPlot so that the rectangles, when clicked, provide the input. Can I use ArrayPlot for this? Or is there something else I should have to use? Answer ArrayPlot is much more than just a simple array like Grid : it represents a ranged 2D dataset, and its visualization can be finetuned by options like DataReversed and DataRange . These features make it quite complicated to reproduce the same layout and order with Grid . Here I offer AnnotatedArrayPlot which comes in handy when your dataset is more than just a flat 2D array. The dynamic interface allows highlighting individual cells and possibly interacting with them. AnnotatedArrayPlot works the same way as ArrayPlot and accepts the same options plus Enabled , HighlightCoordinates , HighlightStyle and HighlightElementFunction . data = {{Missing["HasSomeMoreData"], GrayLevel[ 1], {RGBColor[0, 1, 1], RGBColor[0, 0, 1], GrayLevel[1]}, RGBColor[0, 1, 0]}, {GrayLevel[0], GrayLevel...

list manipulation - Selecting multiple columns from a matrix?

Sample data: data = { {{2013, 1, 1}, 24.13, 167.67, 231.82}, {{2013, 1, 2}, 32.15, 170.92, 225.99}, {{2013, 1, 3}, 35.43, 172.68, 221.67}, {{2013, 1, 4}, 36.73, 173.05, 218.32}, {{2013, 1, 5}, 58.19, 165.96, 197.05}, {{2013, 1, 6}, 69.99, 163.50, 187.52}, {{2013, 1, 7}, 71.37, 154.21, 175.58}, {{2013, 1, 8}, 72.51, 149.66, 163.25}}; I want a DateListPlot with three graphs, so for a matrix formed by columns 1 and 2, one for columns 1 and 3, and 1 for columns 1 and 4. At the moment I'm using this code: data2 = Transpose[{data[[All, 1]], data[[All, 2]]}]; data3 = Transpose[{data[[All, 1]], data[[All, 3]]}]; data4 = Transpose[{data[[All, 1]], data[[All, 4]]}]; DateListPlot[{data2, data3, data4}, Joined -> True, Filling -> {3 -> {1}}] but I have a hunch that this can be done more efficiently. I don't like the Transpose s in particular. Any ideas? edit (for extra credit) What if I need to multiply the second column by 2, which in my solution is simp...