Releases: tidyverse/dbplyr
dbplyr 1.2.0
New top-level translations
-
New translations for
- MS Access (#2946) (@DavisVaughan)
- Oracle, via odbc or ROracle (#2928, #2732, @edgararuiz)
- Teradata.
- Redshift.
-
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.
New features
-
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_totbl_sqls from another source, andcopy_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.
Tools for developers
-
db_compute()gains ananalyzeargument to matchdb_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()andwin_aggregate()for generating SQL and windowed
SQL functions for aggregates. These take one argument,x, and warn if
na.rmis notTRUE(#3155).win_recycled()is equivalent to
win_aggregate()and has been soft-deprecated. -
db_write_tablenow needs to return the table name
Minor improvements and bug fixes
-
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(), andif_else()now correctly scope the false condition
so that it only applies to non-NULL conditions (#3157) -
ident()andident_q()handle 0-length inputs better, and should
be easier to use with S3 (#3212) -
in_schema()should now work in more places, particularly incopy_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()andpaste0()support in MySQL, PostgreSQL (#3168),
and RSQLite (#3176). MySQL and PostgreSQL gain support forstr_flatten()
which behaves likepaste(x, collapse = "-")(but for technical reasons
can't be implemented as a straightforward translation ofpaste()). -
same_src.tbl_sql()now performs correct comparison instead of always
returningTRUE. This means thatcopy = TRUEonce again allows you to
perform cross-database joins (#3002). -
select()queries no longer alias column names unnecessarily
(#2968, @DavisVaughan). -
select()andrename()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.
Database specific improvements
-
MS SQL
-
Better support for temporary tables (@Hong-Revo)
-
Different translations for filter/mutate contexts for:
NULLevaluation
(is.na(),is.null()), logical operators (!,&,&&,|,||),
and comparison operators (==,!=,<,>,>=,<=)
-
-
MySQL:
copy_to()(viadb_write_table()) correctly translates logical
variables to integers (#3151). -
odbc: improved
n()translation in windowed context. -
SQLite: improved
na_iftranslation (@cwarden) -
PostgreSQL: translation for
grepl()added (@zozlak)
dbplyr 1.1.0
New features
-
case_when()now translates to SQL "CASE WHEN" (#2894) -
x %in% c(1)now generates the same SQL asx %in% 1(#2898). -
New
window_order()andwindow_frame()give you finer control over
the window functions that dplyr creates (#2874, #2593). -
Added SQL translations for Oracle (@edgararuiz).
Minor improvements and bug fixes
-
x %in% c(1)now generates the same SQL asx %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 toNULL
with a warning. Nowsql_variant()checks that all aggregate functions
have matching window functions so that correct translations or clean errors
will be generated (#2887)
dbplyr 1.0.0
New features
-
tbl()andcopy_to()now work directly with DBI connections (#2423, #2576),
so there is no longer a need to generate a dplyr src.library(dplyr) con <- DBI::dbConnect(RSQLite::SQLite(), ":memory:") copy_to(con, mtcars) mtcars2 <- tbl(con, "mtcars") mtcars2
-
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()andcollapse()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 anoverwriteargument 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").
Deprecated and defunct
query()is no longer exported. It hasn't been useful for a while
so this shouldn't break any code.
Verb-level SQL generation
-
Partial evaluation occurs immediately when you execute a verb (like
filter()ormutate()) 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, avoidingUSING ...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 fromx, and never fromy(#2410) -
[API] The
sql_join()generic now gains avarsargument which lists
the variables taken from the left and right sides of the join. If you
have a customsql_join()method, you'll need to update how your
code generates joins, following the template insql_join.generic(). -
full_join()throws a clear error when you attempt to use it with a
MySQL backend (#2045) -
right_join()andfull_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 ofbycolumns
from the right table.full_join()returns coalesced values ofby
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(),
andunion_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()andgroup_by()now combine correctly (#1962) -
tbl_lazy()andlazy_tbl()have been exported. These help you test
generated SQL with out an active database connection. -
ungroup()correctly resets grouping variables (#2704).
Vector-level SQL generation
-
New
as.sql()safely coerces an input to SQL. -
More tranlators for
as.character(),as.integer()andas.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). -
Infand-Infare 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()andDBI::dbQuoteIdentifier()
respectively.
-
-
::and:::are handled correctly (#2321) -
x %in% 1is now correctly translated tox IN (1)(#511). -
ifelse()andif_else()use correct argument names in SQL translation
(#2225). -
ident()now returns an object with classc("ident", "character"). It
no longer contains "sql" to indicate that this is not already escaped. -
is.na()andis.null()gain extra parens in SQL translation to preserve
correct precedence (#2302). -
[API]
log(x, b)is now correctly translated to the SQLlog(b, x)(#2288).
SQLite does not support the 2-argument log function so it is translated
tolog(x) / log(b). -
nth(x, i)is now correctly translated tonth_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.
Backends
-
copy_to()now usesdb_write_table()instead ofdb_create_table()and
db_insert_into().db_write_table.DBIConnection()usesdbWriteTable(). -
New
db_copy_to(),db_compute()anddb_collect()allow backends to
override the entire database process behindcopy_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 bydb_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()andwin_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)
Minor bug fixes and improvements
-
collect()once again defaults to return all rows in the data (#1968).
This makes it behave the same asas.data.frame()andas_tibble(). -
collect()only regroups by variables present in the data (#2156) -
collect()will automatically LIMIT the result to then, 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,
intead 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 containsNA
(#1975, #2256, #2263, #2381, @demorenoc, @eduardgrebe). -
copy_to()now returns it's 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 deprecatedfetch()(#2134).
UseDBI::dbExecute()for non-query SQL commands (#1912) -
explain()andshow_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)andhead(df, n = Inf)now work with remote tables
(#2580). -
db_desc()andsql_translate_env()get defaults for DBIConnection. -
Formatting now works by overriding the
tbl_sum()generic instead ofprint(). This means that the output is more consistent with tibble, and thatformat()is now supported also for SQL sources (#14).
Lazy ops
-
[API] The signature of
op_basehas changed toop_base(x, vars, class) -
[API]
translate_sql()andpartial_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 alazy_dots. -
partial_eval()now takes a character vector of variable names
rather than a tbl. -
This leads to a simplification of the
opdata structure:
dots is now a list of expressions rather than alazy_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).