Closed ijlyttle closed 2 years ago
Ah, that's too bad about compression in js :/ . Since pins stores metadata for everything, it seems like having a strategy for specifying save/load options there could be useful..
Maybe related in long-term to https://github.com/rstudio/pins-python/issues/18
Right now arguments aren't passed to savers when someone does pin_write, so a quick fix would be adding a new type (e.g. "uncompressed_arrow"?)
The way we handle the dots now from the user-facing function pin_write()
passes them through to pin_store()
, which means we can do things as outlined in #628 but we can't use the dots for this which happens in object_write()
.
I wonder if a new "uncompressed_arrow"
type is perhaps the best way to go? Or should we try to support the different compress
options that RDS has as well when considering this? We could add a new compression
or compress
argument to pin_write()
after the dots without causing problems.
Could something like write_args
, a list with arguments to pass to the writing-function, work here?
(I'm certain there's a better name)
object_write <- function(x, path, type = "rds", write_args = NULL) {
type <- arg_match0(type, setdiff(object_types, "file"))
switch(type,
arrow = rlang::exec(arrow::write_feather, x, path, !!!write_args)
# you get the idea
)
path
}
This might present a problem where write_args
wants to override an already-named argument, e.g.:
json = jsonlite::write_json(x, path, auto_unbox = TRUE)
That could be a great option, I think. This would still have to go after the dots to avoid a breaking change; the function signature would end up looking like:
pin_write(
board,
x,
name = NULL,
type = NULL,
title = NULL,
description = NULL,
metadata = NULL,
versioned = NULL,
...
write_args = list()
)
I am on board!
At the risk of being pedantic, I wonder if the argument should be named .write_args
, as it comes after the dots - I think this is to help avoid collisions with arg names that could be sent using the dots.
Happy to start on a PR, if you like.
I think adding the ability for people to customize how pins are saved will be really useful--but would prefer we separate out the immediate value of supporting uncompressed arrow, from the more high risk / high reward task of how to provide general extension for save / load.
Looking at tools like vetiver
, it's clear that how things are saved and how they're loaded are coupled to each other. My concern is that addressing save on its own may work for self-describing formats (e.g. Rds, arrow), but I also expect customizing write to create new surprising behaviors.
If we could empower devs to steward the save/load process (e.g. create a new type that can do w/e it wants with something like write_args
), it can help identify who is responsible when extension goes awry (e.g. error hit while using writing "some_extension_type", so we know it is not a pins responsibility to fix).
Holding for now :)
@ijlyttle Would you be open to doing a PR where we add a new type
, perhaps called "custom" (what could be a better name?) here:
https://github.com/rstudio/pins-r/blob/debc94529b8b73cda41ab50419d6276cd6c56d24/R/pin-read-write.R#L163
We would expect folks to write code like pin_write(board, x, "my-name", .f = arrow::write_feather(compression = "uncompressed"))
. The argument .f
would be new, after the dots.
And then the entry in switch()
for the new custom type:
https://github.com/rstudio/pins-r/blob/debc94529b8b73cda41ab50419d6276cd6c56d24/R/pin-read-write.R#L126-L133
would be something like eval(rlang::call_modify(.f, x, path))
. That seems to work pretty well:
library(rlang)
call <- quote(arrow::write_feather(compression = "uncompressed"))
path <- tempfile()
x <- mtcars
new_call <- call_modify(call, x, path)
eval(new_call)
head(arrow::read_feather(path))
#> mpg cyl disp hp drat wt qsec vs am gear carb
#> 1 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4
#> 2 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4
#> 3 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1
#> 4 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1
#> 5 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2
#> 6 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1
Created on 2022-08-18 with reprex v2.0.2
We maybe should do a bit more careful checking of the call and use something like call_match(new_call, new_call[[1]])
? And put a nice error message for users who pass in something that won't work.
What do you think?
I like it! And yes, happy to propose a PR!
Just so I don't forget, I'd want to be able to use pin_read()
and have it read it like an Arrow file. This may be a bit ambitious, but I figured I'd get the thought out.
This issue has been automatically locked. If you believe you have found a related problem, please file a new issue (with a reprex: https://reprex.tidyverse.org) and link to this issue.
This may also impact pins for Python, but I thought I would start here.
The motivation for this question is that Arrow for JavaScript does not support compression. I know there's a workaround using
pin_upload()
andpin_download()
, but it seems to add friction for R/Python users.To be clear, I'm not suggesting that any default behavior change; just to ask about the possibility for something like a
compression = FALSE
argument somewhere.Here's a larger writeup describing my motivation, with a first hack on how a
BoardUrl
could work using JavaScript.Thanks!