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dplyr.r
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290 lines (265 loc) · 10.8 KB
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#' Connect to Drill (dplyr)
#'
#' Use `src_drill()` to connect to a Drill cluster and `tbl()` to connect to a
#' fully-qualified "table reference". The vast majority of Drill SQL functions have
#' also been made available to the `dplyr` interface. If you have custom Drill
#' SQL functions that need to be implemented please file an issue on GitHub.
#'
#' @md
#' @param host Drill host (will pick up the value from `DRILL_HOST` env var)
#' @param port Drill port (will pick up the value from `DRILL_PORT` env var)
#' @param ssl use ssl?
#' @family Drill REST API (dplyr)
#' @param username,password if not `NULL` the credentials for the Drill service.
#' @note This is a DBI wrapper around the Drill REST API.
#' @export
#' @examples
#' try({
#' db <- src_drill("localhost", 8047L)
#'
#' print(db)
#' ## src: DrillConnection
#' ## tbls: INFORMATION_SCHEMA, cp.default, dfs.default, dfs.root, dfs.tmp, sys
#'
#' emp <- tbl(db, "cp.`employee.json`")
#'
#' count(emp, gender, marital_status)
#' ## # Source: lazy query [?? x 3]
#' ## # Database: DrillConnection
#' ## # Groups: gender
#' ## marital_status gender n
#' ## <chr> <chr> <int>
#' ## 1 S F 297
#' ## 2 M M 278
#' ## 3 S M 276
#'
#' # Drill-specific SQL functions are also available
#' select(emp, full_name) %>%
#' mutate( loc = strpos(full_name, "a"),
#' first_three = substr(full_name, 1L, 3L),
#' len = length(full_name),
#' rx = regexp_replace(full_name, "[aeiouAEIOU]", "*"),
#' rnd = rand(),
#' pos = position("en", full_name),
#' rpd = rpad(full_name, 20L),
#' rpdw = rpad_with(full_name, 20L, "*"))
#' ## # Source: lazy query [?? x 9]
#' ## # Database: DrillConnection
#' ## loc full_name len rpdw pos rx
#' ## <int> <chr> <int> <chr> <int> <chr>
#' ## 1 0 Sheri Nowmer 12 Sheri Nowmer******** 0 Sh*r* N*wm*r
#' ## 2 0 Derrick Whelply 15 Derrick Whelply***** 0 D*rr*ck Wh*lply
#' ## 3 5 Michael Spence 14 Michael Spence****** 11 M*ch**l Sp*nc*
#' ## 4 2 Maya Gutierrez 14 Maya Gutierrez****** 0 M*y* G*t**rr*z
#' ## 5 7 Roberta Damstra 15 Roberta Damstra***** 0 R*b*rt* D*mstr*
#' ## 6 7 Rebecca Kanagaki 16 Rebecca Kanagaki**** 0 R*b*cc* K*n*g*k*
#' ## 7 0 Kim Brunner 11 Kim Brunner********* 0 K*m Br*nn*r
#' ## 8 6 Brenda Blumberg 15 Brenda Blumberg***** 3 Br*nd* Bl*mb*rg
#' ## 9 2 Darren Stanz 12 Darren Stanz******** 5 D*rr*n St*nz
#' ## 10 4 Jonathan Murraiin 17 Jonathan Murraiin*** 0 J*n*th*n M*rr***n
#' ## # ... with more rows, and 3 more variables: rpd <chr>, rnd <dbl>, first_three <chr>
#' }, silent=TRUE)
src_drill <- function(host = Sys.getenv("DRILL_HOST", "localhost"),
port = as.integer(Sys.getenv("DRILL_PORT", 8047L)),
ssl = FALSE, username = NULL, password = NULL) {
dr <- Drill()
con <- dbConnect(
dr, host = host, port = port, ssl = ssl,
username = username, password = password
)
src_sql("drill", con)
}
#' src tbls
#'
#' "SHOW DATABASES"
#'
#' @rdname src_tbls
#' @param x x
#' @param ... ignored
#' @family Drill REST API (dplyr)
#' @export
src_tbls.src_drill <- function(x, ...) {
tmp <- dbGetQuery(x$con, "SHOW DATABASES")
paste0(unlist(tmp$SCHEMA_NAME, use.names=FALSE), collapse=", ")
}
#' @rdname src_tbls
#' @keywords internal
#' @export
db_desc.src_drill <- function(x) {
tmp <- dbGetQuery(x$con, "SELECT * FROM sys.version")
version <- tmp$version
tmp <- dbGetQuery(x$con, "SELECT (direct_max / 1024 / 1024 / 1024) AS direct_max FROM sys.memory")
memory <- tmp$direct_max
sprintf("Drill %s [%s:%d] [%dGB direct memory]", version, x$con@host, x$con@port, memory)
}
#' @rdname src_tbls
#' @keywords internal
#' @export
sql_escape_ident.DrillConnection <- function(con, x) {
ifelse(grepl("`", x), dbplyr::sql_quote(x, ' '), dbplyr::sql_quote(x, '`'))
}
#' @rdname src_tbls
#' @keywords internal
#' @export
copy_to.src_drill <- function(dest, df, name, overwrite, ...) {
stop("Not implemented.", call.=FALSE)
}
#' @rdname src_drill
#' @param src A Drill "src" created with \code{src_drill()}
#' @param from A Drill view or table specification
#' @family Drill REST API (dplyr)
#' @param ... Extra parameters
#' @export
tbl.src_drill <- function(src, from, ...) {
tbl_sql("drill", src=src, from=from, ...)
}
#' @rdname src_tbls
#' @keywords internal
#' @export
db_explain.DrillConnection <- function(con, sql, ...) {
explain_sql <- dbplyr::build_sql("EXPLAIN PLAN FOR ", sql, con = con)
explanation <- dbGetQuery(con, explain_sql)
return(paste(explanation[[1]], collapse = "\n"))
}
#' @rdname src_tbls
#' @keywords internal
#' @export
db_query_fields.DrillConnection <- function(con, sql, ...) {
fields <- dbplyr::build_sql(
# "SELECT * FROM ", sql, " LIMIT 1",
"SELECT * FROM ", dplyr::sql_subquery(con, sql), " LIMIT 1",
con = con
)
result <- dbSendQuery(con, fields)
return(unique(c(dbListFields(result), con@implicits)))
}
#' @rdname src_tbls
#' @keywords internal
#' @export
db_data_type.DrillConnection <- function(con, fields, ...) {
print("\n\n\ndb_data_type\n\n\n")
data_type <- function(x) {
switch(
class(x)[1],
integer64 = "BIGINT",
logical = "BOOLEAN",
integer = "INTEGER",
numeric = "DOUBLE",
factor = "CHARACTER",
character = "CHARACTER",
Date = "DATE",
POSIXct = "TIMESTAMP",
stop("Can't map type ", paste(class(x), collapse = "/"),
" to a supported database type.")
)
}
vapply(fields, data_type, character(1))
}
#' @rdname src_tbls
#' @keywords internal
#' @export
sql_translate_env.DrillConnection <- function(con) {
x <- con
dbplyr::sql_variant(
scalar = dbplyr::sql_translator(
.parent = dbplyr::base_scalar,
`!=` = dbplyr::sql_infix("<>"),
as.integer64 = function(x) build_sql("CAST(", x, "AS BIGINT)"),
as.numeric = function(x) build_sql("CAST(", x, " AS DOUBLE)"),
as.character = function(x) build_sql("CAST(", x, " AS CHARACTER)"),
as.date = function(x) build_sql("CAST(", x, " AS DATE)"),
as.posixct = function(x) build_sql("CAST(", x, " AS TIMESTAMP)"),
as.logical = function(x) build_sql("CAST(", x, " AS BOOLEAN)"),
date_part = function(x, y) build_sql("DATE_PART(", x, ",", y ,")"),
grepl = function(x, y) build_sql("CONTAINS(", y, ", ", x, ")"),
gsub = function(x, y, z) build_sql("REGEXP_REPLACE(", z, ", ", x, ",", y ,")"),
trimws = function(x) build_sql("TRIM(both ' ' FROM ", x, ")"),
cbrt = dbplyr::sql_prefix("CBRT", 1),
degrees = dbplyr::sql_prefix("DEGREES", 1),
as_interval = function(x, y) build_sql("CAST(", x, " AS INTERVAL ", sql(toupper(y)), ")"),
e = dbplyr::sql_prefix("E", 0),
cast = function(x, y) build_sql("CAST(", x, " AS ", sql(y), ")"),
row_number = dbplyr::sql_prefix("row_number", 0),
lshift = dbplyr::sql_prefix("LSHIFT", 2),
mod = dbplyr::sql_prefix("MOD", 2),
age = dbplyr::sql_prefix("AGE", 1),
negative = dbplyr::sql_prefix("NEGATIVE", 1),
pi = dbplyr::sql_prefix("PI", 0),
pow = dbplyr::sql_prefix("POW", 2),
radians = dbplyr::sql_prefix("RADIANS", 1),
rand = dbplyr::sql_prefix("RAND", 0),
rshift = dbplyr::sql_prefix("RSHIFT", 2),
trunc = dbplyr::sql_prefix("TRUNC", 2),
contains = dbplyr::sql_prefix("CONTAINS", 2),
convert_to = dbplyr::sql_prefix("CONVERT_TO", 2),
convert_from = dbplyr::sql_prefix("CONVERT_FROM", 2),
string_binary = dbplyr::sql_prefix("STRING_BINARY", 1),
binary_string = dbplyr::sql_prefix("BINARY_STRING", 1),
to_char = dbplyr::sql_prefix("TO_CHAR", 2),
to_date = dbplyr::sql_prefix("TO_DATE", 2),
to_number = dbplyr::sql_prefix("TO_NUMBER", 2),
char_to_timestamp = dbplyr::sql_prefix("TO_TIMESTAMP", 2),
double_to_timestamp = dbplyr::sql_prefix("TO_TIMESTAMP", 1),
char_length = dbplyr::sql_prefix("CHAR_LENGTH", 1),
flatten = dbplyr::sql_prefix("FLATTEN", 1),
kvgen = dbplyr::sql_prefix("KVGEN", 1),
repeated_count = dbplyr::sql_prefix("REPEATED_COUNT", 1),
repeated_contains = dbplyr::sql_prefix("REPEATED_CONTAINS", 2),
ilike = dbplyr::sql_prefix("ILIKE", 2),
init_cap = dbplyr::sql_prefix("INIT_CAP", 1),
length = dbplyr::sql_prefix("LENGTH", 1),
lower = dbplyr::sql_prefix("LOWER", 1),
tolower = dbplyr::sql_prefix("LOWER", 1),
ltrim = dbplyr::sql_prefix("LTRIM", 2),
nullif = dbplyr::sql_prefix("NULLIF", 2),
position = function(x, y) build_sql("POSITION(", x, " IN ", y, ")"),
regexp_replace = dbplyr::sql_prefix("REGEXP_REPLACE", 3),
rtrim = dbplyr::sql_prefix("RTRIM", 2),
rpad = dbplyr::sql_prefix("RPAD", 2),
rpad_with = dbplyr::sql_prefix("RPAD", 3),
lpad = dbplyr::sql_prefix("LPAD", 2),
lpad_with = dbplyr::sql_prefix("LPAD", 3),
strpos = dbplyr::sql_prefix("STRPOS", 2),
substr = dbplyr::sql_prefix("SUBSTR", 3),
trim = function(x, y, z) build_sql("TRIM(", x, " ", y, " FROM ", z, ")"),
upper = dbplyr::sql_prefix("UPPER", 1),
toupper = dbplyr::sql_prefix("UPPER", 1)
),
aggregate = dbplyr::sql_translator(
.parent = dbplyr::base_agg,
n = function() dbplyr::sql("COUNT(*)"),
cor = dbplyr::sql_prefix("CORR"),
cov = dbplyr::sql_prefix("COVAR_SAMP"),
sd = dbplyr::sql_prefix("STDDEV_SAMP"),
var = dbplyr::sql_prefix("VAR_SAMP"),
n_distinct = function(x) {
dbplyr::build_sql(dbplyr::sql("COUNT(DISTINCT "), x, dbplyr::sql(")"))
}
),
window = dbplyr::sql_translator(
.parent = dbplyr::base_win,
n = function() { dbplyr::win_over(dbplyr::sql("count(*)"),
partition = dbplyr::win_current_group()) },
lag = function(x, n = 1L, default = NA, order_by = NULL, ...) {
dbplyr::win_over(
dbplyr::sql_call2("lag", x, n),
partition = dbplyr::win_current_group(),
order = if (is.null(order_by)) dbplyr::win_current_order() else order_by
)
},
lead = function(x, n = 1L, default = NA, order_by = NULL, ...) {
dbplyr::win_over(
dbplyr::sql_call2("lead", x, n),
partition = dbplyr::win_current_group(),
order = if (is.null(order_by)) dbplyr::win_current_order() else order_by
)
},
cor = dbplyr::win_recycled("corr"),
cov = dbplyr::win_recycled("covar_samp"),
sd = dbplyr::win_recycled("stddev_samp"),
var = dbplyr::win_recycled("var_samp"),
all = dbplyr::win_recycled("bool_and"),
any = dbplyr::win_recycled("bool_or")
)
)
}