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Benchmark Suite 13046
DuckDB has an extensive benchmark suite. When making changes that have potential performance implications, it is important to run these benchmarks to detect potential performance regressions. Getting Started To build the benchmark suite, ru ... Benchmark To run a single benchmark, issue the following command: build/release/benchmark/benchmark_runner benchmark/micro/nulls/no_nulls_addition.benchmark The output will be printed to stdout in CSV format, in the following format: name run timing b ... enchmark/micro/nulls/no_nulls_addition.benchmark 1 0.121234 benchmark/micro/nulls/no_nulls_addition.benchmark 2 0.121702 benchmark/micro/nulls/ ... no_nulls_addition.benchmark 3 0.122948 benchmark/micro/nulls/no_nulls_addition.benchmark 4 0.122534 benchmark/micro/nulls/no_nulls_ ...
https://man.mtool.work/duckdb/2.0/dev/benchmark.html
ORDER BY Clause 12642
ORDER BY is an output modifier. Logically it is applied near the very end of the query (just prior to LIMIT or OFFSET , if present). The ORDER BY clause sorts the rows on the sorting criteria in either ascending or descending order. In addi ... xpression can optionally be followed by an order modifier ( ASC or DESC , default is ASC ), and/or a NULL order modifier ( NULLS FIRST or NULLS LAST , default is NULLS LAST ). ORDER BY ALL The ALL keyword indicates that the output should be sorted by ... r from left to right. The direction of this sort may be modified using either ORDER BY ALL ASC or ORDER BY ALL DESC and/or NULLS FIRST or NULLS LAST . Note that ALL may not be used in combination with other expressions in the ORDER BY clause – it must ... be by itself. See examples below. NULL Order Modifier By default, DuckDB sorts ASC and NULLS LAST , i.e., the values are sorted in ascending order and NULL values are placed last. For the default ASC direction this ...
https://man.mtool.work/duckdb/2.0/sql/query_syntax/orderby.html
Window Functions 11565
DuckDB supports window functions , which can use multiple rows to calculate a value for each row. Window functions are blocking operators , i.e., they require their entire input to be buffered, making them one of the most memory-intensive o ... ill in missing values using linear interpolation with ORDER BY as the X-axis. first_value(expr[ ORDER BY ordering][ IGNORE NULLS]) Returns expr evaluated at the row that is the first row (with a non-null value of expr if IGNORE NULLS is set) of the wi ... ndow frame. lag(expr[, offset[, default]][ ORDER BY ordering][ IGNORE NULLS]) Returns expr evaluated at the row that is offset rows (among rows with a non-null value of expr if IGNORE NULLS is set) ... ect to the current row. If omitted, offset defaults to 1 and default to NULL . last_value(expr[ ORDER BY ordering][ IGNORE NULLS]) Returns expr evaluated at the row that is the last row (among rows with a non-null value of expr if IGNORE NULLS is set) ...
https://man.mtool.work/duckdb/2.0/sql/functions/window_functions.html
FILTER Clause 9292
The FILTER clause may optionally follow an aggregate function in a SELECT statement. This will filter the rows of data that are fed into the aggregate function in the same way that a WHERE clause filters rows, but localized to the specific ... 023", count(i) FILTER (year = 2024) AS "2024", count(i) FILTER (year = 2025) AS "2025", count(i) FILTER (year IS NULL) AS "NULLs" FROM stacked_data; This syntax produces the same results as the FILTER clauses above: SELECT count(CASE WHEN year = 2022 ... 024 THEN i END) AS "2024", count(CASE WHEN year = 2025 THEN i END) AS "2025", count(CASE WHEN year IS NULL THEN i END) AS "NULLs" FROM stacked_data; 2022 2023 2024 2025 NULLs 25000000 25000000 25000000 12500000 12500000 However, the CASE WHEN approach ... 023", first(i) FILTER (year = 2024) AS "2024", first(i) FILTER (year = 2025) AS "2025", first(i) FILTER (year IS NULL) AS "NULLs" FROM stacked_data; 2022 2023 2024 2025 NULLs 1474561 25804801 50749441 76431361 87500001 This will produce NULL values wh ...
https://man.mtool.work/duckdb/2.0/sql/query_syntax/filter.html
Pragmas 8568
The PRAGMA statement is a SQL extension adopted by DuckDB from SQLite. PRAGMA statements can be issued in a similar manner to regular SQL statements. PRAGMA commands may alter the internal state of the database engine, and can influence the ... collations; Set the default collation to one of the available ones: SET default_collation = 'nocase'; Default Ordering for NULLs Set the default ordering for NULLs to be either NULLS_FIRST , NULLS_LAST , NULLS_FIRST_ON_ASC_LAST_ON_DESC or NULLS_LAST_O ... N_ASC_FIRST_ON_DESC : SET default_null_order = 'NULLS_FIRST'; SET default_null_order = 'NULLS_LAST_ON_ASC_FIRST_ON_DESC'; Set the default result set ordering direction to ASCEN ...
https://man.mtool.work/duckdb/2.0/configuration/pragmas.html
List Functions 8383
Function Description list[index] Extracts a single list element using a (1-based) index . list[begin[:end][:step]] Extracts a sublist using slice conventions . Negative values are accepted. list1 && list2 Alias for list_has_any . list1 <-> ... as(list, element) Alias for list_contains . list_has_all(list1, list2) Returns true if all elements of list2 are in list1. NULLs are ignored. list_has_any(list1, list2) Returns true if the lists have any element in common. NULLs are ignored. list_hist ... array_grade_up , grade_up | list_has_all(list1, list2) | Description | Returns true if all elements of list2 are in list1. NULLs are ignored. | | Example | list_has_all([1, 2, 3], [2, 3]) | | Result | true | | Aliases | <@ , @> , array_has_all | list_ ... has_any(list1, list2) | Description | Returns true if the lists have any element in common. NULLs are ignored. | | Example | list_has_any([1, 2, 3], [2, 3, 4]) | | Result | true | | Aliases | && , array_has_any | list_hi ...
https://man.mtool.work/duckdb/2.0/sql/functions/list.html
Python Client API 8164
Connection class duckdb. Appender Bases: object append_row ( self , * args ) → None Buffer one row, one value per column, each converted as an executemany parameter would be append_rows ( self , rows : object ) → None Buffer each row of an ... elational API page . lag ( expression : str , window_spec : str , offset : int = 1 , default_value : str = 'NULL' , ignore_nulls : bool = False , projected_columns : str = '' ) → DuckDBPyRelation Computes the lag within the partition. Detailed example ... lational API page . lead ( expression : str , window_spec : str , offset : int = 1 , default_value : str = 'NULL' , ignore_nulls : bool = False , projected_columns : str = '' ) → DuckDBPyRelation Computes the lead within the partition. Detailed exampl ... ed examples can be found at Relational API page . nth_value ( expression : str , window_spec : str , offset : int , ignore_nulls : bool = False , projected_columns : str = '' ) → DuckDBPyRelation Computes the nth value within the partition. Detailed e ...
https://man.mtool.work/duckdb/2.0/clients/python/reference/
Expression API 8114
The Expression class represents an instance of an expression . Why Would I Use the Expression API? Use expressions to build filters and computed columns in Python. They are useful when column names or conditions depend on your code. import ... _rank() , ntile(n) , lag(expr) , lead(expr) , first_value(expr) and last_value(expr) are in the duckdb module, and .ignore_nulls() makes the last four skip NULL values: from duckdb import lag, row_number print(rel.select( col("g"), col("x"), row_numbe ... xpression should be sorted in ascending order .desc() Indicates that this expression should be sorted in descending order .nulls_first() Indicates that the nulls in this expression should precede the non-null values .nulls_last() Indicates that the nu ...
https://man.mtool.work/duckdb/2.0/clients/python/expression.html
Partitioned Writes 8063
Examples Write a table to a Hive partitioned dataset of Parquet files: COPY orders TO 'orders' (FORMAT parquet, PARTITION_BY (year, month)); Write a table to a Hive partitioned dataset of CSV files, allowing overwrites: COPY orders TO 'orde ... e sorted within each partition: COPY orders TO 'orders' (FORMAT parquet, PARTITION_BY (year, month), ORDER_BY (amount DESC NULLS LAST)); Each expression in the list can optionally be followed by ASC or DESC and NULLS FIRST or NULLS LAST . Overwriting ...
https://man.mtool.work/duckdb/2.0/data/partitioning/partitioned_writes.html
Aggregate Functions 7878
Examples Produce a single row containing the sum of the amount column: SELECT sum(amount) FROM sales; Produce one row per unique region, containing the sum of amount for each group: SELECT region, sum(amount) FROM sales GROUP BY region; Ret ... ', ' ORDER BY s DESC) AS countdown FROM tbl; countdown 3, 2, 1 Handling NULL Values All general aggregate functions ignore NULL s, except for list ( array_agg ), first ( arbitrary ) and last . To exclude NULL s from list , use a FILTER clause that exc ... ch as list(x) FILTER (WHERE x IS NOT NULL) . A filter on another column may still leave NULL values in the list. To ignore NULL s from first , you can use the any_value aggregate . All general aggregate functions except count return NULL on empty grou ... at that row. Rows where the val expression evaluates to NULL are ignored. This function is affected by ordering . arg_max_nulls_last(arg, val[, n]) Finds the row with the maximum val and calculates the arg expression at that row. Unlike arg_max , NUL ...
https://man.mtool.work/duckdb/2.0/sql/functions/aggregates.html
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