Specification of table names with schema/catalogs has been overhauled to make it simpler. This includes the following features and fixes:
The simplest way to refer to a qualified table is now to wrap it in I()
, e.g. I("schema_name.table_name")
.
Use of sql()
and ident_q()
inside in_catalog()
and in_schema()
is once again supported (#1388).
It’s ok to use ident_q()
once again (#1413) and you should no longer see unsuppressable warnings about using in_schema()
(#1408).
The names of the arguments to Id()
no longer matter, only their order (#1416). Additionally, thanks to changes to the DBI package, you no longer need to name each argument.
If you accidentally pass a named vector to any of the database identifer functions, those names will be automatically stripped (#1404).
tbl_sql(check_from)
is now deprecated.
dbplyr now exports some tools to work with the internal table_path
class which is useful for certain backends that need to work with this data structure (#1300).
New translations for clock functions add_years()
, add_days()
, date_build()
, get_year()
, get_month()
, get_day()
, and base::difftime()
on SQL server, Redshift, Snowflake, and Postgres.
select()
will keep computed columns used to arrange()
subqueries that are eliminated by a subsequent select (@ejneer, #1437).
semi_join()
will no longer inline away an aggregate filter (i.e. HAVING
clause) that was followed by a select()
(@ejneer, #1474)
Improved function translations:
Functions qualified with the base namespace are now also translated, e.g. base::paste0(x, "_1")
is now translated (@mgirlich, #1022).
-1 + x
now generates a translation instead erroring (#1420).
x$name
never attempts to evaluate name
(#1368).
You can once again use NULL
on the LHS of an infix operator in order to generate SQL with unusual syntax (#1345).
Namespaced calls now error if the function doesn’t exist, or a translation is not available (#1426).
lead()
translation coerces n
to an integer.
Databricks: now supports creating non-temporary tables too (#1418).
Oracle:
db_explain()
now works (@thomashulst, #1353).
as.Date()
works when applied to a string (#1389).
head()
is once again translated to FETCH FIRST
. This does require Oracle 12c or newer, but it actually works, compared to the approach using ROWNUM
from #1292 (#1436).
Added support for str_replace()
and str_replace_all()
via REGEXP_REPLACE()
(@thomashulst, #1402).
Snowflake (@nathanhaigh, #1406)
Added support for str_starts()
and str_ends()
via REGEXP_INSTR()
Refactored str_detect()
to use REGEXP_INSTR()
so now supports regular expressions.
Refactored grepl()
to use REGEXP_INSTR()
so now supports case-insensitive matching through grepl(..., ignore.case = TRUE)
SQL server:
Now products a clear error if you attempt to use n_distinct()
in mutate()
or filter()
(#1366).
filter()
does a better job of converting logical vectors from bit to boolean (@ejneer, #1288).
MySQL: as.integer()
gets correct translation (@krlmlr, #1375).
Deprecation status of functions deprecated in previous versions (at least 2 years old) have been advanced. In particular, src_sql()
is now defunct, as is the use of partial_eval()
with character data
.
Database errors now show the generated SQL, which hopefully will make it faster to track down problems (#1401).
When dbplyr creates an index on a table in a schema (e.g. schema.table
), it now only includes the table name in the index name, not the schema name.
The class of remote sources now includes all S4 class names, not just the first (#918).
compute()
passes additional arguments all the way to sql_query_save()
-methods (@rsund).
db_sql_render()
correctly passes on ...
when re-calling with sql_options
set (#1394).
reframe()
now gives an informative error that it isn’t supported (#1148).
rows_patch(in_place = FALSE)
now works when more than one column should be patched (@gorcha, #1443).
New simulate_mariadb()
(@krlmlr, #1375).
sql_translator()
now checks for duplicated definitions (@krlmlr, #1374).
Using compute(temporary = FALSE)
without providing a name is now deprecated (@mgirlich, #1154).
ntile()
’s first argument has been renamed from order_by
to x
to match the interface of dplyr::ntile()
(@mgirlich, #1242).
simulate_vars()
and simulate_vars_is_typed()
were removed as they weren’t used and tidyselect now offers tidyselect_data_proxy()
and tidyselect_data_has_predicates()
(@mgirllich, #1199).
sql_not_supported()
now expects a function name without parentheses.
sql_query_append()
, sql_query_insert()
, sql_query_update()
, sql_query_upsert()
, and sql_query_delete()
changed their arguments to make them more consistent to the other sql_query_*()
functions:
x_name
was renamed to table
.y
was renamed to from
and must now be a table identifier or SQL instead of a lazy table.sql_query_append()
and sql_query_insert()
have gained the argument cols
.remote_name()
now returns a string with the name of the table. To get the qualified identifier use the newly added remote_table()
(@mgirlich, #1280).
tbl_lazy()
loses src
argument after it has been deprecated for years (@mgirlich, #1208).
translate_sql()
now requires the con
argument (@mgirlich, #1311). The vars
argument has been removed after it threw an error for the last 7 years (@mgirlich).
Preliminary databricks Spark SQL backend (#1377).
Joins
*_join()
after full_join()
works again (@mgirlich, #1178).
*_join()
now allows specifying the relationship argument. It must be NULL
or "many-to-many"
(@bairdj, #1305).
Queries now qualify *
with the table alias for better compatibility (@mgirlich, #1003).
full_join()
can now handle column names that only differ in case (@ejneer, #1255).
The na_matches
argument of semi_join()
and anti_join()
works again (@mgirlich, #1211).
A semi/anti_join()
on fitlered y
is inlined when possible (@mgirlich, #884).
Joins now work again for Pool and Oracle connections (@mgirlich, #1177, #1181).
A sequence of union()
resp. union_all()
now produces a flat query instead of subqueries (@mgirlich, #1269).
Added translations for:
nzchar()
(@MichaelChirico, @mgirlich, #1094).str_detect()
, str_starts()
and str_ends()
with fixed patterns (@mgirlich, #1009).runif()
(@mgirlich, #1200).if_any()
and if_all()
translations are now wrapped in parentheses. This makes sure it can be combined via &
with other conditions (@mgirlich, #1153).
nth()
, first()
, and last()
now support the na_rm
argument (@mgirlich, #1193).
across()
now supports namespaced functions, e.g. across(x, dplyr::dense_rank)
(@mgirlich, #1231).
db_copy_to(overwrite = TRUE)
now actually works.
db_copy_to()
’s ...
are now passed to db_write_table()
(@mgirlich, #1237).
Added db_supports_table_alias_with_as()
to customise whether a backend supports specifying a table alias with AS
or not (@mgirlich).
db_write_table()
and db_save_query()
gain the overwrite
argument.
dbplyr_pivot_wider_spec()
is now exported. Unlike pivot_wider()
this can be lazy. Note that this will be removed soon after pivot_wider_spec()
becomes a generic (@mgirlich).
filter()
ing with window functions now generates columns called col01
rather than q01
(@mgirlich, #1258).
pivot_wider()
now matches tidyr NA
column handling (@ejneer #1238).
select()
can once again be used after arrange(desc(x))
(@ejneer, #1240).
show_query()
and remote_query()
gain the argument sql_options
that allows to control how the SQL is generated. It can be created via sql_options()
which has the following arguments:
cte
: use common table expressions?use_star
: use SELECT *
or explicitly select every column?qualify_all_columns
: qualify all columns in a join or only the ambiguous ones? (@mgirlich, #1146).Consequently the cte
argument of show_query()
and remote_query()
has been deprecated (@mgirlich, #1146).
slice_min/max()
can now order by multiple variables like dplyr, e.g. use slice_min(lf, tibble(x, y))
(@mgirlich, #1167).
slice_*()
now supports the data masking pronouns .env
and .data
(@mgirlich, #1294).
sql_join_suffix()
gains the argument suffix
so that methods can check whether the suffix is valid for the backend (@mgirlich).
sql_random()
is now deprecated. It was used to power slice_sample()
which is now done via the translation for runif()
(@mgirlich, #1200).
tbl()
now informs when the user probably forgot to wrap the table identifier with in_schema()
or sql()
(@mgirlich, #1287).
!=
to <>
(@erikvona, #1219).returning
argument of rows_*()
.rows_update()
and rows_patch()
now give an informative error when the unsupported returning
argument is used (@mgirlich, #1279).rows_upsert()
now gives an informative error that it isn’t supported (@mgirlich, #1279).rows_*()
use the column types of x
when auto copying y
(@mgirlich, #1327).copy_inline()
now works (@mgirlich, #1188).as.numeric()
, as.POSIXct()
, as_datetime()
, and as.integer64()
(@avsdev-cw, #1189).row_number()
now works when no order is specified (@ejneer, @fh-mthomson, #1332)rows_upsert()
(@mgirlich, @TBlackmore, #1286)head(n)
is now translated to WHERE ROWNUM <= n
to also support old versions <= 11.2 (@JeremyPasco, #1292).rows_*()
functions now also work inside a transaction (@mgirlich, #1183).distinct(.keep_all = TRUE)
now works (@mgirlich, #1053).between()
now also works when used in mutate()
(@mgirlich, #1241).any()
and all()
now work (@ejneer, #1273).na.rm = TRUE
is now respected in pmin()
and pmax()
instead of being silently ignored (@fh-mthomson, #1329)row_number()
now works when no order is specified (@fh-mthomson, #1332)distinct()
+ head()
now work (@mgirlich, #685).as.Date(x)
is now translate to CAST(x AS DATE)
again unless x
is a string (@mgirlich, #1285).row_number()
no longer defaults to partitioning by groups (now aligned with other databases when no order is specified: ROW_NUMBER()
defaults to ORDER BY (SELECT NULL)
) (@fh-mthomson, #1331)window_order()
now only accepts bare symbols or symbols wrapped in desc()
. This breaking change is necessary to allow select()
to drop and rename variables used in window_order()
(@mgirlich, #1103).quantile()
and median()
now error for SQL Server when used in summarise()
and for PostgreSQL when used in mutate()
as they can’t be properly translated (@mgirlich, #1110).
Added an informative error for unsupported join arguments unmatched
and multiple
(@mgirlich).
Using predicates, e.g. where(is.integer)
, in across()
now produces an error as they never worked anyway (@mgirlich, #1169).
Catch unsupported argument pivot_wider(id_expand = TRUE)
and pivot_longer(cols_vary)
(@mgirlich, #1109).
Fixed an issue when using a window function after a summarise()
and select()
(@mgirlich, #1104).
Fixed an issue when there where at least 3 joins and renamed variables (@mgirlich, #1101).
mutate()
and select()
after distinct()
now again produce a subquery to generate the correct translation (@mgirlich, #1119, #1141).
Fixed an issue when using filter()
on a summarised variable (@mgirlich, #1128).
mutate()
+ filter()
now again produces a new query if the mutate()
uses a window function or SQL (@mgirlich, #1135).
across()
and pick()
can be used (again) in distinct()
(@mgirlich, #1125).
The rows_*()
function work again for tables in a schema in PostgreSQL (@mgirlich, #1133).
sql()
now evaluates its arguments locally also when used in across()
(@mgirlich, #1039).
The rank functions (row_number()
, min_rank()
, rank()
, dense_rank()
, percent_rank()
, and cume_dist()
) now support multiple variables by wrapping them in tibble()
, e.g. rank(tibble(x, y))
(@mgirlich, #1118).
pull()
now supports the argument name
(@mgirlich, #1136).
Added support for join_by()
added in dplyr 1.1.0 (@mgirlich, #1074).
Using by = character()
to perform a cross join is now soft-deprecated in favor of cross_join()
.
full_join()
and right_join()
are now translated directly to FULL JOIN
and RIGHT JOIN
for SQLite as native support was finally added (@mgirlich, #1150).
case_match()
now works with strings on the left hand side (@mgirlich, #1143).
The rank functions (row_number()
, min_rank()
, rank()
, dense_rank()
, percent_rank()
, and cume_dist()
) now work again for variables wrapped in desc()
, e.g. row_number(desc(x))
(@mgirlich, #1118).
Moved argument auto_index
after ...
in *_join()
(@mgirlich, #1115).
Removed dependency on assertthat (@mgirlich, #1112).
across()
now uses the original value when a column is overridden to match the behaviour of dplyr. For example mutate(df, across(c(x, y), ~ .x / x))
now produces
SELECT `x` / `x` AS `x`, `y` / `x` AS `y`
FROM `df`
instead of
SELECT `x`, `y` / `x` AS `y`
FROM (
SELECT `x` / `x` AS `x`, `y`
FROM `df`
)
(@mgirlich, #1015).
Restricted length of table aliases to avoid truncation on certain backends (e.g., Postgres) (@fh-mthomson, #1096)
stringr::str_like()
(new in 1.5.0) is translated to the closest LIKE
equivalent (@rjpat, #509)
In preparation for dplyr 1.1.0:
.by
argument is supported (@mgirlich, #1051)....
to across()
is deprecated because the evaluation timing of ...
is ambiguous. Now instead of (e.g.) across(a:b, mean, na.rm = TRUE)
use across(a:b, \(x) mean(x, na.rm = TRUE)
pick()
is translated (@mgirlich, #1044).case_match()
is translated (@mgirlich, #1020).case_when()
now supports the .default
argument (@mgirlich, #1017).Variables that aren’t found in either the data or in the environment now produce an error (@mgirlich, #907).
dbplyr now produces fewer subqueries resulting in shorter, more readable, and, in some cases, faster SQL. The following combination of verbs now avoids a subquery if possible:
*_join()
+ select()
(@mgirlich, #876).select()
+ *_join()
(@mgirlich, #875).mutate()
+ filter()
and filter()
+ filter()
(@mgirlich, #792).distinct()
(@mgirlich, #880).summarise()
+ filter()
now translates to HAVING
(@mgirlich, #877).left/inner_join()
+ left/inner_join()
(@mgirlich, #865).dbplyr now uses SELECT *
after a join instead of explicitly selecting every column, where possible (@mgirlich, #898).
Joins only use the table aliases (“LHS” and “RHS”) if necessary (@mgirlich).
When using common table expressions, the results of joins and set operations are now reused (@mgirlich, #978).
Many errors have been improved and now show the function where the error happened instead of a helper function (@mgirlich, #907).
Errors produced by the database, e.g. in collect()
or rows_*()
, now show the verb where the error happened (@mgirlich).
window_order()
now produces a better error message when applied to a data frame (@mgirlich, #947).
Using a named across()
now gives a clear error message (@mgirlich, #761).
Keyword highlighting can now be customised via the option dbplyr_highlight
. Turn it off via options(dbplyr_highlight = FALSE)
or pass a custom ansi style, e.g. options(dbplyr_highlight = cli::combine_ansi_styles("bold", "cyan"))
(@mgirlich, #974).
The rank functions (row_number()
, min_rank()
, rank()
, dense_rank()
, percent_rank()
, and cume_dist()
) now give missing values the rank NA to match the behaviour of dplyr (@mgirlich, #991).
NA
s in blob()
s are correctly translated to NULL
(#983).
copy_inline()
gains a types
argument to specify the SQL column types (@mgirlich, #963).
cur_column()
is now supported (@mgirlich, #951).
distinct()
returns columns ordered the way you request, not the same as the input data (@mgirlich).
fill()
can now fill “downup” and “updown” (@mgirlich, #1057), and now order by non-numeric columns also in the up direction (@mgirlich, #1057).
filter()
now works when using a window function and an external vector (#1048).
group_by()
+ renamed columns works once again (@mgirlich, #928).
last()
is correctly translated when no window frame is specified (@mgirlich, #1063).
setOldClass()
uses a namespace, fixing an installation issue (@mgirlich, #927).
sql()
is now translated differently. The ...
are now evaluated locally instead of being translated with translate_sql()
(@mgirlich, #952).
as.character()
(#1027).copy_inline()
now works for Hana (#950)str_flatten()
uses collapse = ""
by default (@fh-afrachioni, #993)slice_sample()
now works for Oracle (@mgirlich, #986).copy_inline()
now works for Oracle (#972)str_flatten()
uses collapse = ""
by default (@fh-afrachioni, #993)rows_*()
use the column types of x
when auto copying (@mgirlich, #909).round()
now respects the digits
argument (@owenjonesuob, #1033).copy_inline()
now works for Redshift (#949, thanks to @ejneer for an initial implementation).str_flatten()
uses collapse = ""
by default (@fh-afrachioni, #993)all()
, any()
, log10()
, round()
, cor()
, cov()
and sd()
.day()
, mday()
, wday()
, yday()
, week()
, isoweek()
, month()
, quarter()
, isoyear()
, seconds()
, minutes()
, hours()
, days()
, weeks()
, months()
, years()
and floor_date()
.grepl()
, paste()
, paste0()
, str_c()
, str_locate()
, str_detect()
, str_replace()
, str_replace_all()
, str_remove()
, str_remove_all()
, str_trim()
, str_squish()
and str_flatten()
(@fh-afrachioni, #860).str_flatten()
uses collapse = ""
by default (@fh-afrachioni, #993)
quantile()
gives a better error saying that it is not supported (@mgirlich, #1000).as.POSIXct()
now translated correctly (@krlmlr, #1011).median()
now translated correctly (#1008).pivot_wider()
works again for MS SQL (@mgirlich, #929).as.Date()
, week()
, quarter()
, paste()
, startsWith()
, row_number()
, weighted.mean()
, lead()
, lag()
, and cumsum()
(@overmar, #913).Querying Oracle databases works again. Unfortunately, the fix requires every column to be explicitly selected again (@mgirlich, #908).
semi_join()
and anti_join()
work again for Spark (@mgirlich, #915).
str_c()
is now translated to ||
in Oracle (@mgirlich, #921).
sd()
, var()
, cor()
and cov()
now give clear error messages on databases that don’t support them.
any()
and all()
gain default translations for all backends.
SQL formatting has been considerably improved with new wrapping and indenting. show_query()
creates more readable queries by printing the keywords in blue (@mgirlich, #644). When possible dbplyr now uses SELECT *
instead of explicitly selecting every column (@mgirlich).
Added support for rows_insert()
, rows_append()
, rows_update()
, rows_patch()
, rows_upsert()
, and rows_delete()
(@mgirlich, #736).
Added copy_inline()
as a copy_to()
equivalent that does not need write access (@mgirlich, #628).
remote_query()
, show_query()
, compute()
and collect()
have an experimental cte
argument. If TRUE
the SQL query will use common table expressions instead of nested queries (@mgirlich, #638).
New in_catalog()
, which works like in_schema()
, but allows creation of table identifiers consisting of three components: catalog, schema, name (#806, @krlmlr).
When possible, dbplyr now uses SELECT *
instead of explicitly selecting every column (@mgirlich).
New translation for cut()
(@mgirlich, #697).
as.Date()
for Oracle (@mgirlich, #661).case_when()
with a final clause of the form TRUE ~ ...
uses ELSE ...
for SQLite (@mgirlich, #754).day()
, week()
, isoweek()
, and isoyear()
for Postgres (@mgirlich, #675).explain()
for ROracle (@mgirlich).fill()
for SQL Server (#651, @mgirlich) and RPostgreSQL (@mgirlich).quantile()
for SQL Server (@mgirlich, #620).str_flatten()
for Redshift (@hdplsa, #804)slice_sample()
for MySQL/MariaDB and SQL Server (@mgirlich, #617).union()
for Hive (@mgirlich, #663).The backend function dbplyr_fill0()
(used for databases that lack IGNORE NULLS
support) now respects database specific translations (@rsund, #753).
Calls of the form stringr::foo()
or lubridate::foo()
are now evaluated in the database, rather than locally (#197).
Unary plus (e.g. db %>% filter(x == +1)
) now works (@mgirlich, #674).
is.na()
, ifelse()
, if_else()
, case_when()
, and if()
generate slightly more compact SQL (@mgirlich, #738).
if_else()
now supports the missing
argument (@mgirlich, #641).
n()
now respects the window frame (@mgirlich, #700).
quantile()
no longer errors when using the na.rm
argument (@mgirlich, #600).
remote_name()
now returns a name in more cases where it makes sense (@mgirlich, #850).
The partial evaluation code is now more aligned with dtplyr
. This makes it easier to transfer bug fixes and new features from one package to the other. In this process the second argument of partial_eval()
was changed to a lazy frame instead of a character vector of variables (@mgirlich, #766). Partially evaluated expressions with infix operations are now correctly translated. For example translate_sql(!!expr(2 - 1) * x)
now works (@mgirlich, #634).
New pillar::tbl_format_header()
method for lazy tables: Printing a lazy table where all rows are displayed also shows the exact number of rows in the header. The threshold is controlled by getOption("pillar.print_min")
, with a default of 10 (#796, @krlmlr).
The 1st edition extension mechanism is formally deprecated (#507).
across()
, if_any()
and if_all()
now defaults to .cols = everything()
(@mgirlich, #760). If .fns
is not provided if_any()
and if_all()
work like a parallel version of any()
/any()
(@mgirlich, #734).
across()
, if_any()
, and if_all()
can now translate evaluated lists and functions (@mgirlich, #796), and accept the name of a list of functions (@mgirlich, #817).
Multiple across()
calls in mutate()
and transmute()
can now access freshly created variables (@mgirlich, #802).
add_count()
now doesn’t change the groups of the input (@mgirlich, #614).
compute()
can now handle when name
is named by unnaming it first (@mgirlich, #623), and now works when temporary = TRUE
for Oracle (@mgirlich, #621).
distinct()
now supports .keep_all = TRUE
(@mgirlich, #756).
expand()
now works in DuckDB (@mgirlich, #712).
explain()
passes ...
to methods (@mgirlich, #783), and works for Redshift (@mgirlich, #740).
filter()
throws an error if you supply a named argument (@mgirlich, #764).
Joins disambiguates columns that only differ in case (@mgirlich, #702). New arguments x_as
and y_as
allow you to control the table alias used in SQL query (@mgirlich, #637). Joins with na_matches = "na"
now work for DuckDB (@mgirlich, #704).
mutate()
and transmute()
use named windows if a window definition is used at least twice and the backend supports named windows (@mgirlich, #624).
mutate()
now supports the arguments .keep
, .before
, and .after
(@mgirlich, #802).
na.rm = FALSE
only warns once every 8 hours across all functions (#899).
nesting()
now supports the .name_repair
argument (@mgirlich, #654).
pivot_longer()
can now pivot a column named name
(@mgirlich, #692), can repair names (@mgirlich, #694), and can work with multiple names_from
columns (@mgirlich, #693).
pivot_wider(values_fn = )
and pivot_longer(values_transform = )
can now be formulas (@mgirlich, #745).
pivot_wider()
now supports the arguments names_vary
, names_expand
, and unused_fn
(@mgirlich, #774).
remote_name()
now returns a name in more cases where it makes sense (@mgirlich, #850).
sql_random()
is now exported.
ungroup()
removes variables in ...
from grouping (@mgirlich, #689).
transmute()
now keeps grouping variables (@mgirlich, #802).
New support for Snowflake (@edgararuiz)
compute()
, sql_table_index()
, and sql_query_wrap()
now work with schemas (@mgirlich, #595).
if_any()
and if_all()
are now translated.
group_by()
now ungroups when the dots argument is empty and .add
is FALSE
(@mgirlich, #615).
sql_escape_date()
and sql_escape_datetime
gain methods for MS Access (@erikvona, #608).
Thanks to @mgirlich, dbplyr gains support for key verbs from tidyr: pivot_longer()
(#532), pivot_wider()
(#543), expand()
(#538), complete()
(#538), replace_na()
(#538), fill()
(#566).
@mgirlich is now a dbplyr author in recognition of his significant and sustained contributions.
across()
implementation has been rewritten to support more inputs: it now translates formulas (#525), works with SQL functions that don’t have R translations (#534), and work with NULL
(#554)
summarise()
now supports argument .groups
(@mgirlich, #584).
All backends: str_sub()
, substr()
and substring()
get better translations (#577). Most importantly, the results of using negative locations should match the underlying R implementations more closely.
MS SQL:
as.integer()
and as.integer64()
translations cast first to NUMERIC
to avoid CASTing weirdness (@DavidPatShuiFong, #496).
Assumes a boolean context inside of [
(#546)
str_sub()
with end = -1
now works (#577).
Redshift: lag()
and lead()
lose the default
parameter since it’s not supported (@hdplsa, #548).
SQLite: custom translation of full_join()
and right_join()
(@mgirlich, #536).
RPostgreSQL backend warns if temporary = TRUE
since temporary tables are not supported by RPostgreSQL::dbWriteTable()
(#574).
count()
method provides closer match to dplyr semantics (#347).
distinct()
now respects grouping (@mgirlich, #535).
db_connection_describe()
no longer uses partial matching (@mgirlich, #564).
pull()
no longer select()
s the result when there’s already only one variable (#562).
select()
no longer relocates grouping variables to the front (@mgirlich, #568). and informs when adding missing grouping variables (@mgirlich, #559).
tbl.src_dbi(...)
now passed on to tbl_sql()
(#530).
across()
is now translated into individual SQL statements (#480).
rename()
and select()
support dplyr 1.0.0 tidyselect syntax (apart from predicate functions which can’t easily work on computed queries) (#502).
relocate()
makes it easy to move columns (#494) and rename_with()
makes it easy to rename columns programmatically (#502).
slice_min()
, slice_max()
, and slice_order()
are now supported. slice_head()
and slice_tail()
throw clear error messages (#394)
Documentation has been radically improved with new topics for each major verb and each backend giving more details about the SQL translation.
intersect()
, union()
and setdiff()
gain an all
argument to add the ALL
argument (#414).
Join functions gains a na_matches
argument that allows you to control whether or not NA
(NULL
) values match other NA
values. The default is "never"
, which is the usual behaviour in databases. You can set na_matches = "na"
to match R’s usual join behaviour (#180). Additional arguments error (instead of being silently swallowed) (#382).
Joins now only use aliases where needed to disambiguate columns; this should make generated queries more readable.
Subqueries no longer include an ORDER BY
clause. This is not part of the SQL spec, and has very limited support across databases. Now such queries generate a warning suggesting that you move your arrange()
call later in the pipeline (#276). (There’s one exception: ORDER BY
is still generated if LIMIT
is present; this tends to affect the returns rows but not necessarily their order).
Subquery names are now scoped within the query. This makes query text deterministic which helps some query optimisers/cachers (#336).
sql_optimise()
now can partially optimise a pipeline; due to an unfortunate bug it previously gave up too easily.
in_schema()
quotes each input individually (#287) (use sql()
to opt out of quoting, if needed). And DBI::Id()
should work anywhere that in_schema()
does.
Experimental new SAP HANA backend (#233). Requires the latest version of odbc.
All backends:
You can now use ::
in translations, so that (e.g.) dbplyr::n()
is translated to count(*)
(#207).
[[
can now also translate numeric indices (#520).
%/%
now generates a clear error message; previously it was translated to /
which is not correct (#108).
n()
is translated to count(*)
instead of count()
(#343).
sub_str()
translation is more consistent in edge cases (@ianmcook).
All median()
(@lorenzwalthert, #483), pmin()
, pmax()
(#479), sd()
and var()
functions have an na.rm
argument that warns once when not TRUE
. This makes them consistent with mean()
and sum()
.
substring()
is now translated the same way as substr()
(#378).
blob vectors can now be used with !!
and !!!
operators, for example in filter()
(@okhoma, #433)
MySQL uses standard SQL for index creation.
MS SQL translation does better a distinguishing between bit and boolean (#377, #318). if
and ifelse
once again generate IIF
, creating simpler expressions. as.*()
function uses TRY_CAST()
instead of CAST()
for version 11+ (2012+) (@DavidPatShuiFong, #380).
odbc no longer translates count()
; this was an accidental inclusion.
Oracle translation now depends on Oracle 12c, and uses a “row-limiting” clause for head()
. It gains translations for today()
and now()
, and improved as.Date()
translation (@rlh1994, #267).
PostgreSQL: new translations for lubridate period functions years()
, months()
, days()
, and floor_date()
(@bkkkk, #333) and stringr functions str_squish()
, str_remove()
, and str_remove_all()
(@shosaco).
New RedShift translations when used with RPostgres::Redshift()
.
str_replace()
errors since there’s no Redshift translation, and str_replace_all()
uses REGEXP_REPLACE()
(#446).
paste()
and paste0()
use ||
(#458).
as.numeric()
and as.double()
cast to FLOAT
(#408).
substr()
and str_sub()
use SUBSTRING()
(#327).
SQLite gains translations for lubridate functions today()
, now()
, year()
, month()
, day()
, hour()
, minute()
, second()
,yday()
(#262), and correct translation for median()
(#357).
If you are the author of a dbplyr backend, please see vignette("backend-2")
for details.
New dbplyr_edition()
generic allows you to opt-in to the 2nd edition of the dbplyr API.
db_write_table()
now calls DBI::dbWriteTable()
instead of nine generics that formerly each did a small part: db_create_indexes()
, db_begin()
, db_rollback()
, db_commit()
, db_list_tables()
, drop_drop_table()
, db_has_table()
, db_create_table()
, and db_data_types()
. You can now delete the methods for these generics.
db_query_rows()
is no longer used; it appears that it hasn’t been used for some time, so if you have a method, you can delete it.
DBI::dbQuoteIdentifier()
is now used instead of sql_escape_ident()
and DBI::dbQuoteString()
instead of sql_escape_string()
.
A number of db_*
generics have been replaced with new SQL generation generics:
dplyr::db_analyze()
-> dbplyr::sql_table_analyze()
dplyr::db_create_index()
-> dbplyr::sql_table_index()
dplyr::db_explain()
-> dbplyr::sql_queriy_explain()
dplyr::db_query_fields()
-> dbplyr::sql_query_fields()
dplyr::db_save_query()
-> dbplyr::sql_query_save()
This makes them easier to test and is an important part of the process of moving all database generics in dbplyr (#284).
A number of other generics have been renamed to facilitate the move from dplyr to dbplyr:
dplyr::sql_select()
-> dbplyr::sql_query_select()
dplyr::sql_join()
-> dbplyr::sql_query_join()
dplyr::sql_semi_join()
-> dbplyr::sql_query_semi_join()
dplyr::sql_set_op()
-> dbplyr::sql_query_set_op()
dplyr::sql_subquery()
-> dbplyr::sql_query_wrap()
dplyr::db_desc()
-> dbplyr::db_connection_describe()
New db_temporary_table()
generic makes it easier to work with databases that require temporary tables to be specially named.
New sql_expr_matches()
generic allows databases to use more efficient alternatives when determine if two values “match” (i.e. like equality but a pair of NULL
s will also match). For more details, see https://modern-sql.com/feature/is-distinct-from
New sql_join_suffix()
allows backends to control the default suffixes used (#254).
All old lazy eval shims have been removed. These have been deprecated for some time.
Date-time escaping methods for Athena and Presto have moved to the packages where they belong.
Attempting to embed a Shiny reactive in a query now gives a helpful error (#439).
copy_lahman()
and copy_nycflights13()
(and hence nycflights13_sqlite()
) and friends now return DBI connections rather than the now deprecated src_dbi()
(#440).
copy_to()
can now overwrite
when table is specified with schema (#489), and gains an in_transaction
argument used to optionally suppress the transaction wrapper (#368).
distinct()
no longer duplicates column if grouped (#354).
transmute()
now correctly tracks variables it needs when creating subqueries (#313).
mutate()
grouping variables no longer generates a downstream error (#396)
mutate()
correctly generates subqueries when you re-use the same variable three or more times (#412).
window_order()
overrides ordering, rather than appending to it.
Internally DBI::dbExecute()
now uses immediate = TRUE
; this improves support for session-scoped temporary tables in MS SQL (@krlmlr, #438).
Subqueries with ORDER BY
use TOP 9223372036854775807
instead of TOP 100 PERCENT
on SQL Server for compatibility with Azure Data Warehouse (#337, @alexkyllo).
escape()
now supports blob
vectors using new sql_escape_raw()
generic. It enables using blob variables in dplyr verbs, for example to filter nvarchar values by UTF-16 blobs (see https://github.com/r-dbi/DBI/issues/215#issuecomment-356376133). (@okhoma, #433)
Added setOldClass()
calls for "ident"
and "ident_q"
classes for compatibility with dplyr 1.0.0 (#448, @krlmlr).
Postgres str_detect()
translation uses same argument names as stringr, and gains a negate
argument (#444).
semi_join()
and anti_join()
now correctly support the sql_on
argument (#443, @krlmlr).
dbplyr now uses RPostgres (instead of RPostgreSQL) and RMariaDB (instead of RMySQL) for its internal tests and data functions (#427).
The Date and POSIXt methods for escape()
now use exported sql_escape_date()
and sql_escape_datetime()
generics to allow backend specific formatting of date and datetime literals. These are used to provide methods for Athena and Presto backends (@OssiLehtinen, #384, #391).
first()
, last()
, nth()
, lead()
and lag()
now respect the window_frame()
(@krlmlr, #366).
SQL server: new translations for str_flatten()
(@PauloJhonny, #405).
SQL server: temporary datasets are now session-local, not global (#401).
Postgres: correct str_detect()
, str_replace()
and str_replace_all()
translation (@shosaco, #362).
Fix bug when partially evaluating unquoting quosure containing a single symbol (#317)
Fixes for rlang and dpylr compatibility.
Minor improvements to SQL generation
x %in% y
strips names of y
(#269).
Enhancements for scoped verbs (mutate_all()
, summarise_if()
, filter_at()
etc) (#296, #306).
MS SQL use TOP 100 PERCENT
as stop-gap to allow subqueries with ORDER BY
(#277).
Window functions now translated correctly for Hive (#293, @cderv).
Error: `con` must not be NULL
: If you see this error, it probably means that you have forgotten to pass con
down to a dbplyr function. Previously, dbplyr defaulted to using simulate_dbi()
which introduced subtle escaping bugs. (It’s also possible I have forgotten to pass it somewhere that the dbplyr tests don’t pick up, so if you can’t figure it out, please let me know).
Subsetting ([[
, $
, and [
) functions are no longer evaluated locally. This makes the translation more consistent and enables useful new idioms for modern databases (#200).
MySQL/MariaDB (https://mariadb.com/kb/en/library/window-functions/) and SQLite (https://www.sqlite.org/windowfunctions.html) translations gain support for window functions, available in Maria DB 10.2, MySQL 8.0, and SQLite 3.25 (#191).
Overall, dplyr generates many fewer subqueries:
Joins and semi-joins no longer add an unneeded subquery (#236). This is facilitated by the new bare_identifier_ok
argument to sql_render()
; the previous argument was called root
and confused me.
Many sequences of select()
, rename()
, mutate()
, and transmute()
can be collapsed into a single query, instead of always generating a subquery (#213).
New vignette("sql")
describes some advantages of dbplyr over SQL (#205) and gives some advice about writing literal SQL inside of dplyr, when you need to (#196).
New vignette("reprex")
gives some hints on creating reprexes that work anywhere (#117). This is supported by a new tbl_memdb()
that matches the existing tbl_lazy()
.
All ..._join()
functions gain an sql_on
argument that allows specifying arbitrary join predicates in SQL code (#146, @krlmlr).
New translations for some lubridate functions: today()
, now()
, year()
, month()
, day()
, hour()
, minute()
, second()
, quarter()
, yday()
(@colearendt, @derekmorr). Also added new translation for as.POSIXct()
.
New translations for stringr functions: str_c()
, str_sub()
, str_length()
, str_to_upper()
, str_to_lower()
, and str_to_title()
(@colearendt). Non-translated stringr functions throw a clear error.
New translations for bitwise operations: bitwNot()
, bitwAnd()
, bitwOr()
, bitwXor()
, bitwShiftL()
, and bitwShiftR()
. Unlike the base R functions, the translations do not coerce arguments to integers (@davidchall, #235).
New translation for x[y]
to CASE WHEN y THEN x END
. This enables sum(a[b == 0])
to work as you expect from R (#202). y
needs to be a logical expression; if not you will likely get a type error from your database.
New translations for x$y
and x[["y"]]
to x.y
, enabling you to index into nested fields in databases that provide them (#158).
The .data
and .env
pronouns of tidy evaluation are correctly translated (#132).
New translation for median()
and quantile()
. Works for all ANSI compliant databases (SQL Server, Postgres, MariaDB, Teradata) and has custom translations for Hive. Thanks to @edavidaja for researching the SQL variants! (#169)
na_if()
is correct translated to NULLIF()
(rather than NULL_IF
) (#211).
n_distinct()
translation throws an error when given more than one argument. (#101, #133).
New default translations for paste()
, paste0()
, and the hyperbolic functions (these previously were only available for ODBC databases).
Corrected translations of pmin()
and pmax()
to LEAST()
and GREATEST()
for ANSI compliant databases (#118), to MIN()
and MAX()
for SQLite, and to an error for SQL server.
New translation for switch()
to the simple form of CASE WHEN
(#192).
SQL simulation makes it possible to see what dbplyr will translate SQL to, without having an active database connection, and is used for testing and generating reprexes.
SQL simulation has been overhauled. It now works reliably, is better documented, and always uses ANSI escaping (i.e. `
for field names and '
for strings).
tbl_lazy()
now actually puts a dbplyr::src
in the $src
field. This shouldn’t affect any downstream code unless you were previously working around this weird difference between tbl_lazy
and tbl_sql
classes. It also includes the src
class in its class, and when printed, shows the generated SQL (#111).
MySQL/MariaDB
Translations also applied to connections via the odbc package (@colearendt, #238)
Basic support for regular expressions via str_detect()
and
str_replace_all()
(@colearendt, #168).
Improved translation for as.logical(x)
to IF(x, TRUE, FALSE)
.
Oracle
paste()
and paste0()
(@cderv, #221)Postgres
str_detect()
andstr_replace_all()
(@colearendt, #168).SQLite
explain()
translation now generates EXPLAIN QUERY PLAN
which generates a higher-level, more human friendly explanation.SQL server
Improved translation for as.logical(x)
to CAST(x as BIT)
(#250).
Translates paste()
, paste0()
, and str_c()
to +
.
copy_to()
method applies temporary table name transformation earlier so that you can now overwrite temporary tables (#258).
db_write_table()
method uses correct argument name for passing along field types (#251).
Aggregation functions only warn once per session about the use of na.rm = TRUE
(#216).
table names generated by random_table_name()
have the prefix “dbplyr_”, which makes it easier to find them programmatically (@mattle24, #111)
Functions that are only available in a windowed (mutate()
) query now throw an error when called in a aggregate (summarise()
) query (#129)
arrange()
understands the .by_group
argument, making it possible sort by groups if desired. The default is FALSE
(#115)
distinct()
now handles computed variables like distinct(df, y = x + y)
(#154).
escape()
, sql_expr()
and build_sql()
no longer accept con = NULL
as a shortcut for con = simulate_dbi()
. This made it too easy to forget to pass con
along, introducing extremely subtle escaping bugs. win_over()
gains a con
argument for the same reason.
New escape_ansi()
always uses ANSI SQL 92 standard escaping (for use in examples and documentation).
mutate(df, x = NULL)
drops x
from the output, just like when working with local data frames (#194).
partial_eval()
processes inlined functions (including rlang lambda functions). This makes dbplyr work with more forms of scoped verbs like df %>% summarise_all(~ mean(.))
, df %>% summarise_all(list(mean))
(#134).
sql_aggregate()
now takes an optional argument f_r
for passing to check_na_rm()
. This allows the warning to show the R function name rather than the SQL function name (@sverchkov, #153).
sql_infix()
gains a pad
argument for the rare operator that doesn’t need to be surrounded by spaces.
sql_prefix()
no longer turns SQL functions into uppercase, allowing for correct translation of case-sensitive SQL functions (#181, @mtoto).
summarise()
gives a clear error message if you refer to a variable created in that same summarise()
(#114).
New sql_call2()
which is to rlang::call2()
as sql_expr()
is to rlang::expr()
.
show_query()
and explain()
use cat()
rather than message.
union()
, union_all()
, setdiff()
and intersect()
do a better job of matching columns across backends (#183).
Calls of the form dplyr::foo()
are now evaluated in the database, rather than locally (#197).
vars
argument to tbl_sql()
has been formally deprecated; it hasn’t actually done anything for a while (#3254).
src
and tbl
objects now include a class generated from the class of the underlying connection object. This makes it possible for dplyr backends to implement different behaviour at the dplyr level, when needed. (#2293)
x %in% y
is now translated to FALSE
if y
is empty (@mgirlich, #160).
New as.integer64(x)
translation to CAST(x AS BIGINT)
(#3305)
case_when
now translates with a ELSE clause if a formula of the form TRUE~<RHS>
is provided . (@cderv, #112)
cummean()
now generates AVG()
not MEAN()
(#157)
str_detect()
now uses correct parameter order (#3397)
ifelse()
uses CASE WHEN
instead of IIF
; this allows more complex operations, such as %in%
, to work properly (#93)db_drop_table()
now only drops tables if they exist (#3306)setdiff()
translation (#3493)db_explain()
translation (#3471)as.numeric()
/as.double()
(@chris-park, #171).substr()
translation improved (#3339)copy_to()
will only remove existing table when overwrite = TRUE
and the table already exists, eliminating a confusing “NOTICE” from PostgreSQL (#3197).
partial_eval()
handles unevaluated formulas (#184).
pull.tbl_sql()
now extracts correctly from grouped tables (#3562).
sql_render.op()
now correctly forwards the con
argument (@kevinykuo, #73).
New translations for
dbplyr now supplies appropriate translations for the RMariaDB and RPostgres packages (#3154). We generally recommend using these packages in favour of the older RMySQL and RPostgreSQL packages as they are fully DBI compliant and tested with DBItest.
copy_to()
can now “copy” tbl_sql in the same src, providing another way to cache a query into a temporary table (#3064). You can also copy_to
tbl_sqls from another source, and copy_to()
will automatically collect then copy.
Initial support for stringr functions: str_length()
, str_to_upper()
, str_to_lower()
, str_replace_all()
, str_detect()
, str_trim()
. Regular expression support varies from database to database, but most simple regular expressions should be ok.
db_compute()
gains an analyze
argument to match db_copy_to()
.
New remote_name()
, remote_con()
, remote_src()
, remote_query()
and remote_query_plan()
provide a standard API for get metadata about a remote tbl (#3130, #2923, #2824).
New sql_expr()
is a more convenient building block for low-level SQL translation (#3169).
New sql_aggregate()
and win_aggregate()
for generating SQL and windowed SQL functions for aggregates. These take one argument, x
, and warn if na.rm
is not TRUE
(#3155). win_recycled()
is equivalent to win_aggregate()
and has been soft-deprecated.
db_write_table
now needs to return the table name
Multiple head()
calls in a row now collapse to a single call. This avoids a printing problem with MS SQL (#3084).
escape()
now works with integer64 values from the bit64 package (#3230)
if
, ifelse()
, and if_else()
now correctly scope the false condition so that it only applies to non-NULL conditions (#3157)
ident()
and ident_q()
handle 0-length inputs better, and should be easier to use with S3 (#3212)
in_schema()
should now work in more places, particularly in copy_to()
(#3013, @baileych)
SQL generation for joins no longer gets stuck in a endless loop if you request an empty suffix (#3220).
mutate()
has better logic for splitting a single mutate into multiple subqueries (#3095).
Improved paste()
and paste0()
support in MySQL, PostgreSQL (#3168), and RSQLite (#3176). MySQL and PostgreSQL gain support for str_flatten()
which behaves like paste(x, collapse = "-")
(but for technical reasons can’t be implemented as a straightforward translation of paste()
).
same_src.tbl_sql()
now performs correct comparison instead of always returning TRUE
. This means that copy = TRUE
once again allows you to perform cross-database joins (#3002).
select()
queries no longer alias column names unnecessarily (#2968, @DavisVaughan).
select()
and rename()
are now powered by tidyselect, fixing a few renaming bugs (#3132, #2943, #2860).
summarise()
once again performs partial evaluation before database submission (#3148).
test_src()
makes it easier to access a single test source.
MS SQL
Better support for temporary tables (@Hong-Revo)
Different translations for filter/mutate contexts for: NULL
evaluation (is.na()
, is.null()
), logical operators (!
, &
, &&
, |
, ||
), and comparison operators (==
, !=
, <
, >
, >=
, <=
)
MySQL: copy_to()
(via db_write_table()
) correctly translates logical variables to integers (#3151).
odbc: improved n()
translation in windowed context.
SQLite: improved na_if
translation (@cwarden)
PostgreSQL: translation for grepl()
added (@zozlak)
Oracle: changed VARVHAR to VARCHAR2 datatype (@washcycle, #66)
full_join()
over non-overlapping columns by = character()
translated to CROSS JOIN
(#2924).
case_when()
now translates to SQL “CASE WHEN” (#2894)
x %in% c(1)
now generates the same SQL as x %in% 1
(#2898).
New window_order()
and window_frame()
give you finer control over the window functions that dplyr creates (#2874, #2593).
Added SQL translations for Oracle (@edgararuiz).
x %in% c(1)
now generates the same SQL as x %in% 1
(#2898).
head(tbl, 0)
is now supported (#2863).
select()
ing zero columns gives a more information error message (#2863).
Variables created in a join are now disambiguated against other variables in the same table, not just variables in the other table (#2823).
PostgreSQL gains a better translation for round()
(#60).
Added custom db_analyze_table()
for MS SQL, Oracle, Hive and Impala (@edgararuiz)
Added support for sd()
for aggregate and window functions (#2887) (@edgararuiz)
You can now use the magrittr pipe within expressions, e.g. mutate(mtcars, cyl %>% as.character())
.
If a translation was supplied for a summarise function, but not for the equivalent windowed variant, the expression would be translated to NULL
with a warning. Now sql_variant()
checks that all aggregate functions have matching window functions so that correct translations or clean errors will be generated (#2887)
tbl()
and copy_to()
now work directly with DBI connections (#2423, #2576), so there is no longer a need to generate a dplyr src.
glimpse()
now works with remote tables (#2665)
dplyr has gained a basic SQL optimiser, which collapses certain nested SELECT queries into a single query (#1979). This will improve query execution performance for databases with less sophisticated query optimisers, and fixes certain problems with ordering and limits in subqueries (#1979). A big thanks goes to @hhoeflin for figuring out this optimisation.
compute()
and collapse()
now preserve the “ordering” of rows. This only affects the computation of window functions, as the rest of SQL does not care about row order (#2281).
copy_to()
gains an overwrite
argument which allows you to overwrite an existing table. Use with care! (#2296)
New in_schema()
function makes it easy to refer to tables in schema: in_schema("my_schema_name", "my_table_name")
.
query()
is no longer exported. It hasn’t been useful for a while so this shouldn’t break any code.Partial evaluation occurs immediately when you execute a verb (like filter()
or mutate()
) rather than happening when the query is executed (#2370).
mutate.tbl_sql()
will now generate as many subqueries as necessary so that you can refer to variables that you just created (like in mutate with regular dataframes) (#2481, #2483).
SQL joins have been improved:
SQL joins always use the ON ...
syntax, avoiding USING ...
even for natural joins. Improved handling of tables with columns of the same name (#1997, @javierluraschi). They now generate SQL more similar to what you’d write by hand, eliminating a layer or two of subqueries (#2333)
[API] They now follow the same rules for including duplicated key variables that the data frame methods do, namely that key variables are only kept from x
, and never from y
(#2410)
[API] The sql_join()
generic now gains a vars
argument which lists the variables taken from the left and right sides of the join. If you have a custom sql_join()
method, you’ll need to update how your code generates joins, following the template in sql_join.generic()
.
full_join()
throws a clear error when you attempt to use it with a MySQL backend (#2045)
right_join()
and full_join()
now return results consistent with local data frame sources when there are records in the right table with no match in the left table. right_join()
returns values of by
columns from the right table. full_join()
returns coalesced values of by
columns from the left and right tables (#2578, @ianmcook)
group_by()
can now perform an inline mutate for database backends (#2422).
The SQL generation set operations (intersect()
, setdiff()
, union()
, and union_all()
) have been considerably improved.
By default, the component SELECT are surrounded with parentheses, except on SQLite. The SQLite backend will now throw an error if you attempt a set operation on a query that contains a LIMIT, as that is not supported in SQLite (#2270).
All set operations match column names across inputs, filling in non-matching variables with NULL (#2556).
rename()
and group_by()
now combine correctly (#1962)
tbl_lazy()
and lazy_tbl()
have been exported. These help you test generated SQL with out an active database connection.
ungroup()
correctly resets grouping variables (#2704).
New as.sql()
safely coerces an input to SQL.
More translators for as.character()
, as.integer()
and as.double()
(#2775).
New ident_q()
makes it possible to specifier identifiers that do not need to be quoted.
Translation of inline scalars:
Logical values are now translated differently depending on the backend. The default is to use “true” and “false” which is the SQL-99 standard, but not widely support. SQLite translates to “0” and “1” (#2052).
Inf
and -Inf
are correctly escaped
Better test for whether or not a double is similar to an integer and hence needs a trailing 0.0 added (#2004).
Quoting defaults to DBI::dbEscapeString()
and DBI::dbQuoteIdentifier()
respectively.
::
and :::
are handled correctly (#2321)
x %in% 1
is now correctly translated to x IN (1)
(#511).
ifelse()
and if_else()
use correct argument names in SQL translation (#2225).
ident()
now returns an object with class c("ident", "character")
. It no longer contains “sql” to indicate that this is not already escaped.
is.na()
and is.null()
gain extra parens in SQL translation to preserve correct precedence (#2302).
[API] log(x, b)
is now correctly translated to the SQL log(b, x)
(#2288). SQLite does not support the 2-argument log function so it is translated to log(x) / log(b)
.
nth(x, i)
is now correctly translated to nth_value(x, i)
.
n_distinct()
now accepts multiple variables (#2148).
[API] substr()
is now translated to SQL, correcting for the difference in the third argument. In R, it’s the position of the last character, in SQL it’s the length of the string (#2536).
win_over()
escapes expression using current database rules.
copy_to()
now uses db_write_table()
instead of db_create_table()
and db_insert_into()
. db_write_table.DBIConnection()
uses dbWriteTable()
.
New db_copy_to()
, db_compute()
and db_collect()
allow backends to override the entire database process behind copy_to()
, compute()
and collect()
. db_sql_render()
allow additional control over the SQL rendering process.
All generics whose behaviour can vary from database to database now provide a DBIConnection method. That means that you can easily scan the NAMESPACE to see the extension points.
sql_escape_logical()
allows you to control the translation of literal logicals (#2614).
src_desc()
has been replaced by db_desc()
and now dispatches on the connection, eliminating the last method that required dispatch on the class of the src.
win_over()
, win_rank()
, win_recycled()
, win_cumulative()
, win_current_group()
and win_current_order()
are now exported. This should make it easier to provide customised SQL for window functions (#2051, #2126).
SQL translation for Microsoft SQL Server (@edgararuiz)
SQL translation for Apache Hive (@edgararuiz)
SQL translation for Apache Impala (@edgararuiz)
collect()
once again defaults to return all rows in the data (#1968). This makes it behave the same as as.data.frame()
and as_tibble()
.
collect()
only regroups by variables present in the data (#2156)
collect()
will automatically LIMIT the result to the n
, the number of rows requested. This will provide the query planner with more information that it may be able to use to improve execution time (#2083).
common_by()
gets a better error message for unexpected inputs (#2091)
copy_to()
no longer checks that the table doesn’t exist before creation, instead preferring to fall back on the database for error messages. This should reduce both false positives and false negative (#1470)
copy_to()
now succeeds for MySQL if a character column contains NA
(#1975, #2256, #2263, #2381, @demorenoc, @eduardgrebe).
copy_to()
now returns its output invisibly (since you’re often just calling for the side-effect).
distinct()
reports improved variable information for SQL backends. This means that it is more likely to work in the middle of a pipeline (#2359).
Ungrouped do()
on database backends now collects all data locally first (#2392).
Call dbFetch()
instead of the deprecated fetch()
(#2134). Use DBI::dbExecute()
for non-query SQL commands (#1912)
explain()
and show_query()
now invisibly return the first argument, making them easier to use inside a pipeline.
print.tbl_sql()
displays ordering (#2287) and prints table name, if known.
print(df, n = Inf)
and head(df, n = Inf)
now work with remote tables (#2580).
db_desc()
and sql_translate_env()
get defaults for DBIConnection.
Formatting now works by overriding the tbl_sum()
generic instead of print()
. This means that the output is more consistent with tibble, and that format()
is now supported also for SQL sources (tidyverse/dbplyr#14).
[API] The signature of op_base
has changed to op_base(x, vars, class)
[API] translate_sql()
and partial_eval()
have been refined:
translate_sql()
no longer takes a vars argument; instead call partial_eval()
yourself.
Because it no longer needs the environment translate_sql()_
now works with a list of dots, rather than a lazy_dots
.
partial_eval()
now takes a character vector of variable names rather than a tbl.
This leads to a simplification of the op
data structure: dots is now a list of expressions rather than a lazy_dots
.
[API] op_vars()
now returns a list of quoted expressions. This enables escaping to happen at the correct time (i.e. when the connection is known).