Created
March 14, 2018 22:21
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Early attempt at creating materialized SQL views from dplyr
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separate_sql <- function(expression) { | |
s <- paste(deparse(expression), collapse = "\n") | |
s <- stringr::str_replace(s, "%>%", "%>%\n ") | |
s <- stringr::str_split(s, "\n")[[1]] | |
val <- eval(expression) | |
list(expression = expression, | |
dplyr_code = s, | |
sql = as.character(dbplyr:::remote_query(val)), | |
value = val) | |
} | |
create_materialized_view <- function(name, chain) { | |
s <- separate_sql(rlang::enexpr(chain)) | |
nrows <- as.integer(dplyr::collect(dplyr::count(s$value))$n) | |
message("The ", name, " query successfully creates a table with ", nrows, " rows") | |
dplyr_code <- paste0("-- ", s$dplyr_code, collapse = "\n") | |
template <- "-- Drop the table | |
DROP TABLE IF EXISTS %s; | |
-- Create the table | |
-- This was autogenerated from the following dplyr code: | |
%s | |
CREATE TABLE %s AS ( | |
%s | |
);" | |
content <- sprintf(template, name, dplyr_code, name, s$sql) | |
# Normally I'd write this to a file | |
cat(content) | |
} | |
# example | |
create_materialized_view("views.live_courses", | |
tbl_redshift("main_app.courses") %>% | |
filter(aasm_state %in% c("live", "soft_launch"))) | |
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