Improve VectorTypeAttribute(dims) docs #5301
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harishsk
approved these changes
Jul 10, 2020
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@@ Coverage Diff @@
## master #5301 +/- ##
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+ Coverage 73.68% 73.69% +0.01%
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Files 1022 1022
Lines 190366 190366
Branches 20474 20474
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+ Hits 140265 140295 +30
+ Misses 44568 44545 -23
+ Partials 5533 5526 -7
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Addresses #5273 : On the confusion of users about how to use the VectorTypeAttribute.
As confirmed offline by @yaeldekel , users currently can't provide a multidimensional array with a
VectorTypeAttribute(dims). They should flatten their arrays into 1-D arrays and then use theVectorTypeAttribute(dims)to describe the shape ML.NET will use internally.Note: Originally I was planning on throwing a readable exception if the user added the
VectorTypeAttributeto a multidimensional array, but some discussion would be needed to decide where to do this (either inInternalSchemaDefinition.Create, or somewhere else onInternalSchemaDefinitionorSchemaDefinitionitself). Furthermore, I'm thinking that maybe there's a bug on these classes, where if a user adds a customDataViewType(see #3263 ) and adds the attribute of this type to an array, then some unexpected behavior will happen asInternalSchemaDefinition.GetMappedType()assumes that any array (multidimensional or otherwise) isisVector = true, and then elsewhere in the code we assume that if a typeisVector == truethen it should be aVectorDataViewType. More discussion and inspection would be needed on this regard and it might, or not, affect the decision of where to throw an exception for multidimensionals array withVectorTypeAttribute. And these may be addressed on a separate PR.So, for the time being, and the fact that this might not be a common problem anyway, I think that simply changing slightly the docs is the best option for the next release.