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bit64 integers with fst

I have data in a csv containing long integers. I am exchanging this data between csvs and fst files.

For example,

library(bit64)
library(data.table)
library(fst)
library(magrittr)

# Prepare example csvs
DT64_orig <- data.table(x = (c(2345612345679, 1234567890, 8714567890)))
fwrite(DT64_orig, "DT64_orig.csv")

# Read and move to fst
DT64 <- fread("DT64_orig.csv")
write.fst(DT64, "DT64_fst.fst")

DT_fst2 <- 
  read.fst("DT64_fst.fst") %>%
  setDT

# bit64 integers not preserved:
identical(DT_fst2, DT64)

Is there a way to use fst files for data.tables containing bit64 integers

like image 881
Hugh Avatar asked Feb 21 '17 23:02

Hugh


2 Answers

It looks like fst might be dropping column attributes either when saving or loading (please ask as an issue on fst package). You can put the column types back yourself in the meantime. bit64::integer64 is a plain double under the hood so no bits have been lost. Just the type information telling R how to print the column.

> DT_fst2
               x
1: 1.158886e-311
2: 6.099576e-315
3: 4.305569e-314
> setattr(DT_fst2$x, "class", "integer64")
> DT_fst2
               x
1: 2345612345679
2:    1234567890
3:    8714567890
> identical(DT_fst2, DT64)
[1] TRUE
like image 105
Matt Dowle Avatar answered Oct 25 '22 16:10

Matt Dowle


Matt is absolutely right, fst is currently not serializing any column attributes. It will in the next version though, which is due in a few weeks. At that point, also classes such as Date and POSIXt will be supported. Supporting custom attributes will be a challenge however, because fst provides random access to the data and some attributes are modified upon sub-setting (think time series for example).

like image 30
MarkKlik Avatar answered Oct 25 '22 14:10

MarkKlik