@some-guy1  How did you install the package? I suspect it's a corrupt build 
you're have. I'm running on 1.3.0 (GPU build on Windows) and the following did 
work fine: 

library(mxnet)

```
train_iter <- mx.io.CSVIter(
  data_csv = "train-data.csv", data.shape = c(2),
  label_csv = "train-label.csv", label.shape =  c(1),
  batch_size = 2
)

train_iter$reset()
train_iter$iter.next()
train_iter$value()

```

train-data.csv contains two columns while train-label.csv contains a single 
column. 

[ Full content available at: 
https://github.com/apache/incubator-mxnet/issues/12428 ]
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