ColumnarBatch

Struct ColumnarBatch 

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pub struct ColumnarBatch { /* private fields */ }
Expand description

A columnar batch stores data in column-oriented format for efficient SIMD processing

Unlike row-oriented storage (Vec), columnar batches store each column in a contiguous array, enabling:

  • SIMD vectorization (process 4-8 values per instruction)
  • Better cache locality (columns accessed together are stored together)
  • Type-specialized code paths (no SqlValue enum matching)
  • Efficient NULL handling with separate bitmasks

§Example

// Convert rows to columnar batch
let batch = ColumnarBatch::from_rows(&rows, &schema)?;

// Access columns with zero-copy
if let ColumnArray::Int64(values, nulls) = &batch.columns[0] {
    // Process with SIMD operations
    let sum = simd_sum_i64(values);
}

Implementations§

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impl ColumnarBatch

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pub fn from_arrow_batch(batch: &RecordBatch) -> Result<Self, ExecutorError>

Convert from Arrow RecordBatch to ColumnarBatch (zero-copy when possible)

This provides integration with Arrow-based storage engines, enabling zero-copy columnar query execution. Arrow’s columnar format maps directly to our ColumnarBatch structure.

§Performance
  • Zero-copy: Numeric types (Int64, Float64) are converted with minimal overhead
  • < 1ms overhead: Conversion time negligible compared to query execution
  • Memory efficient: Reuses Arrow’s allocated memory where possible
§Arguments
  • batch - Arrow RecordBatch from storage layer
§Returns

A ColumnarBatch ready for SIMD-accelerated query execution

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impl ColumnarBatch

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pub fn new(column_count: usize) -> Self

Create a new empty columnar batch

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pub fn with_capacity(_row_count: usize, column_count: usize) -> Self

Create a columnar batch with specified capacity

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pub fn empty(column_count: usize) -> Result<Self, ExecutorError>

Create an empty batch with the specified number of columns

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pub fn from_columns( columns: Vec<ColumnArray>, column_names: Option<Vec<String>>, ) -> Result<Self, ExecutorError>

Create a batch from a list of columns

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pub fn from_rows(rows: &[Row]) -> Result<Self, ExecutorError>

Convert from row-oriented storage to columnar batch

This analyzes the first row to infer column types, then materializes all values into type-specialized column arrays.

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impl ColumnarBatch

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pub fn row_count(&self) -> usize

Get the number of rows in this batch

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pub fn column_count(&self) -> usize

Get the number of columns in this batch

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pub fn column(&self, index: usize) -> Option<&ColumnArray>

Get a reference to a column array

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pub fn column_mut(&mut self, index: usize) -> Option<&mut ColumnArray>

Get a mutable reference to a column array

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pub fn add_column(&mut self, column: ColumnArray) -> Result<(), ExecutorError>

Add a column to the batch

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pub fn set_column_names(&mut self, names: Vec<String>)

Set column names (for debugging)

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pub fn column_names(&self) -> Option<&[String]>

Get column names

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pub fn column_index_by_name(&self, name: &str) -> Option<usize>

Get column index by name

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pub fn get_value( &self, row_idx: usize, col_idx: usize, ) -> Result<SqlValue, ExecutorError>

Get a value at a specific (row, column) position

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pub fn to_rows(&self) -> Result<Vec<Row>, ExecutorError>

Convert columnar batch back to row-oriented storage

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impl ColumnarBatch

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pub fn from_storage_columnar( storage_columnar: &ColumnarTable, ) -> Result<Self, ExecutorError>

Convert from storage layer ColumnarTable to executor ColumnarBatch

This method provides true zero-copy conversion from the storage layer’s columnar format to the executor’s columnar format. This is the key integration point for native columnar table scans.

§Performance
  • O(1) for numeric/string columns: Arc::clone is just a reference count bump
  • < 1 microsecond for millions of rows (vs O(n) with data copy)
  • Directly shares storage ColumnData with executor ColumnArray
  • Critical path for TPC-H Q6 and other analytical queries
§Zero-Copy Design

Both vibesql_storage::ColumnData and executor ColumnArray use Arc<Vec<T>> for column data. Calling Arc::clone() only increments a reference count, avoiding any data copying:

Storage: Arc<Vec<i64>> ─┬─> [1, 2, 3, 4, ...]  (shared memory)
                        │
Executor: Arc<Vec<i64>> ┘
§Arguments
  • storage_columnar - ColumnarTable from storage layer (vibesql-storage)
§Returns
  • Ok(ColumnarBatch) - Executor-ready columnar batch with shared Arc references
  • Err(ExecutorError) - If type conversion fails

Trait Implementations§

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impl Clone for ColumnarBatch

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fn clone(&self) -> ColumnarBatch

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for ColumnarBatch

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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🔬This is a nightly-only experimental API. (clone_to_uninit)
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