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Development
Building
Linux: Building the httpfs Extension Fails
**Problem:** When building the [`httpfs` extension](#docs:extensions:httpfs:overview) on Linux, the build may fail with the following error. ```console CMake Error at /usr/share/cmake-3.22/Modules/FindPackageHandleStandardArgs.cmake:230 (message): Could NOT find OpenSSL, try to set the path to OpenSSL root folder in ...
154
[ 0.11890102177858353, 0.01533113420009613, -0.01635786145925522, 0.02390380948781967, 0.0552239827811718, -0.0536290667951107, 0.0549049973487854, 0.024422157555818558, 0.00978381559252739, -0.02972525544464588, 0.050518978387117386, 0.0003144664515275508, -0.01877017319202423, -0.031838521...
[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Development
Benchmark Suite
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.
32
[ 0.11890102177858353, 0.01533113420009613, -0.01635786145925522, 0.02390380948781967, 0.0552239827811718, -0.0536290667951107, 0.0549049973487854, 0.024422157555818558, 0.00978381559252739, -0.02972525544464588, 0.050518978387117386, 0.0003144664515275508, -0.01877017319202423, -0.031838521...
[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Development
Benchmark Suite
Getting Started
To build the benchmark suite, run the following command in the [DuckDB repository](https://github.com/duckdb/duckdb): ```bash BUILD_BENCHMARK=1 CORE_EXTENSIONS='tpch' make ```
47
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Development
Benchmark Suite
Listing Benchmarks
To list all available benchmarks, run: ```bash build/release/benchmark/benchmark_runner --list ```
23
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Development
Benchmark Suite
Running Benchmarks
#### Running a Single Benchmark {#docs:dev:benchmark::running-a-single-benchmark} To run a single benchmark, issue the following command: ```bash 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 fo...
368
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Development
Benchmark Suite
Running Benchmarks
Running All Benchmarks
Not specifying any argument will run all benchmarks. ```bash build/release/benchmark/benchmark_runner ```
22
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Development
Benchmark Suite
Running Benchmarks
Other Options
The `--info` flag gives you some other information about the benchmark. ```bash build/release/benchmark/benchmark_runner benchmark/micro/nulls/no_nulls_addition.benchmark --info ``` ```text display_name:NULL Addition (no nulls) group:micro subgroup:nulls ``` The `--query` flag will print the query that is run by ...
112
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Overview of DuckDB Internals
On this page is a brief description of the internals of the DuckDB engine.
16
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Overview of DuckDB Internals
Parser
The parser converts a query string into the following tokens: * [`SQLStatement`](https://github.com/duckdb/duckdb/blob/main/src/include/duckdb/parser/sql_statement.hpp) * [`QueryNode`](https://github.com/duckdb/duckdb/blob/main/src/include/duckdb/parser/query_node.hpp) * [`TableRef`](https://github.com/duckdb/duckdb/...
496
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Overview of DuckDB Internals
Binder
The binder converts all nodes into their **bound** equivalents. In the binder phase: * The tables and columns are resolved using the catalog * Types are resolved * Aggregate/window functions are extracted The following conversions happen: * SQLStatement → [`BoundStatement`](https://github.com/duckdb/duckdb/blob/m...
179
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Overview of DuckDB Internals
Logical Planner
The logical planner creates [`LogicalOperator`](https://github.com/duckdb/duckdb/blob/main/src/include/duckdb/planner/logical_operator.hpp) nodes from the bound statements. In this phase, the actual logical query tree is created.
50
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Overview of DuckDB Internals
Optimizer
After the logical planner has created the logical query tree, the optimizers are run over that query tree to create an optimized query plan. The following query optimizers are run: * **Expression Rewriter**: Simplifies expressions, performs constant folding * **Filter Pushdown**: Pushes filters down into the query pl...
202
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Internals
Overview of DuckDB Internals
Column Binding Resolver
The column binding resolver converts logical [`BoundColumnRefExpresion`](https://github.com/duckdb/duckdb/blob/main/src/include/duckdb/planner/expression/bound_columnref_expression.hpp) nodes that refer to a column of a specific table into [`BoundReferenceExpression`](https://github.com/duckdb/duckdb/blob/main/src/incl...
105
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Internals
Overview of DuckDB Internals
Physical Plan Generator
The physical plan generator converts the resulting logical operator tree into a [`PhysicalOperator`](https://github.com/duckdb/duckdb/blob/main/src/include/duckdb/execution/physical_operator.hpp) tree.
42
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Overview of DuckDB Internals
Execution
In the execution phase, the physical operators are executed to produce the query result. DuckDB uses a push-based vectorized model, where [`DataChunks`](https://github.com/duckdb/duckdb/blob/main/src/include/duckdb/common/types/data_chunk.hpp) are pushed through the operator tree. For more information, see the talk [Pu...
93
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Storage Versions and Format
Compatibility
#### Backward Compatibility {#docs:internals:storage::backward-compatibility} _Backward compatibility_ refers to the ability of a newer DuckDB version to read storage files created by an older DuckDB version. Version 0.10 is the first release of DuckDB that supports backward compatibility in the storage format. DuckD...
350
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Internals
Storage Versions and Format
How to Move Between Storage Formats
When you update DuckDB and open an old database file, you might encounter an error message about incompatible storage formats, pointing to this page. To move your database(s) to newer format you only need the older and the newer DuckDB executable. Open your database file with the older DuckDB and run the SQL statemen...
298
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Internals
Storage Versions and Format
Storage Header
DuckDB files start with a `uint64_t` which contains a checksum for the main header, followed by four magic bytes (` DUCK`), followed by the storage version number in a `uint64_t`. ```bash hexdump -n 20 -C mydata.db ``` ```text 00000000 01 d0 e2 63 9c 13 39 3e 44 55 43 4b 2b 00 00 00 |...c..9>DUCK+...| 00000010 ...
197
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Internals
Storage Versions and Format
Storage Version Table
For changes in each given release, check out the [change log](https://github.com/duckdb/duckdb/releases) on GitHub. To see the commits that changed each storage version, see the [commit log](https://github.com/duckdb/duckdb/commits/main/src/storage/storage_info.cpp). <div class="narrow_table"></div> | Storage versi...
357
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Internals
Storage Versions and Format
Compression
DuckDB uses [lightweight compression](https://duckdb.org/2022/10/28/lightweight-compression). Note that compression is only applied to persistent databases and is **not applied to in-memory instances**. #### Compression Algorithms {#docs:internals:storage::compression-algorithms} The compression algorithms supporte...
435
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Storage Versions and Format
Disk Usage
The disk usage of DuckDB's format depends on a number of factors, including the data type and the data distribution, the compression methods used, etc. As a rough approximation, loading 100 GB of uncompressed CSV files into a DuckDB database file will require 25 GB of disk space, while loading 100 GB of Parquet files w...
77
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Storage Versions and Format
Row Groups
DuckDB's storage format stores the data in _row groups,_ i.e., horizontal partitions of the data. This concept is equivalent to [Parquet's row groups](https://parquet.apache.org/docs/concepts/). Several features in DuckDB, including [parallelism](#docs:guides:performance:how_to_tune_workloads) and [compression](https:/...
99
[ 0.11890102177858353, 0.01533113420009613, -0.01635786145925522, 0.02390380948781967, 0.0552239827811718, -0.0536290667951107, 0.0549049973487854, 0.024422157555818558, 0.00978381559252739, -0.02972525544464588, 0.050518978387117386, 0.0003144664515275508, -0.01877017319202423, -0.031838521...
[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Storage Versions and Format
Troubleshooting
#### Error Message When Opening an Incompatible Database File {#docs:internals:storage::error-message-when-opening-an-incompatible-database-file} When opening a database file that has been written by a different DuckDB version from the one you are using, the following error message may occur: ```console Error: unab...
197
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Execution Format
`Vector` is the container format used to store in-memory data during execution. `DataChunk` is a collection of Vectors, used for instance to represent a column list in a `PhysicalProjection` operator.
43
[ 0.11890102177858353, 0.01533113420009613, -0.01635786145925522, 0.02390380948781967, 0.0552239827811718, -0.0536290667951107, 0.0549049973487854, 0.024422157555818558, 0.00978381559252739, -0.02972525544464588, 0.050518978387117386, 0.0003144664515275508, -0.01877017319202423, -0.031838521...
[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Execution Format
Data Flow
DuckDB uses a vectorized query execution model. All operators in DuckDB are optimized to work on Vectors of a fixed size. This fixed size is commonly referred to in the code as `STANDARD_VECTOR_SIZE`. The default `STANDARD_VECTOR_SIZE` is 2048 tuples.
60
[ 0.11890102177858353, 0.01533113420009613, -0.01635786145925522, 0.02390380948781967, 0.0552239827811718, -0.0536290667951107, 0.0549049973487854, 0.024422157555818558, 0.00978381559252739, -0.02972525544464588, 0.050518978387117386, 0.0003144664515275508, -0.01877017319202423, -0.031838521...
[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Execution Format
Vector Format
Vectors logically represent arrays that contain data of a single type. DuckDB supports different *vector formats*, which allow the system to store the same logical data with a different *physical representation*. This allows for a more compressed representation, and potentially allows for compressed execution throughou...
695
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Execution Format
Complex Types
#### String Vectors {#docs:internals:vector::string-vectors} To efficiently store strings, we make use of our `string_t` class. ```cpp struct string_t { union { struct { uint32_t length; char prefix[4]; char *ptr; } pointer; struct { uint32_t length; char inlined[12]; } inlined; } value; }; ``` Short strings (` <...
535
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Pivot Internals
`PIVOT`
[Pivoting](#docs:sql:statements:pivot) is implemented as a combination of SQL query re-writing and a dedicated `PhysicalPivot` operator for higher performance. Each `PIVOT` is implemented as set of aggregations into lists and then the dedicated `PhysicalPivot` operator converts those lists into column names and values....
648
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Internals
Pivot Internals
`UNPIVOT`
#### Internals {#docs:internals:pivot::internals} Unpivoting is implemented entirely as rewrites into SQL queries. Each `UNPIVOT` is implemented as set of `unnest` functions, operating on a list of the column names and a list of the column values. If dynamically unpivoting, the `COLUMNS` expression is evaluated first...
533
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....
Acknowledgments
This document is built with [Pandoc](https://pandoc.org/) using the [Eisvogel template](https://github.com/Wandmalfarbe/pandoc-latex-template). The scripts to build the document are available in the [DuckDB-Web repository](https://github.com/duckdb/duckdb-web/tree/main/single-file-document). The emojis used in this d...
160
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[ -0.10126056522130966, 0.08506700396537781, -0.06488365679979324, -0.09601891785860062, -0.08698877692222595, -0.025475014001131058, -0.10939063876867294, -0.08438839018344879, -0.13741590082645416, -0.006689759902656078, 0.030868330970406532, 0.07191573083400726, -0.028996339067816734, -0....