VTable

Trait VTable 

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pub trait VTable:
    'static
    + Sized
    + Send
    + Sync
    + Debug {
    type Array: 'static + Send + Sync + Clone + Debug + Deref<Target = dyn Array> + IntoArray;
    type Metadata: Debug;
    type ArrayVTable: BaseArrayVTable<Self>;
    type CanonicalVTable: CanonicalVTable<Self>;
    type OperationsVTable: OperationsVTable<Self>;
    type ValidityVTable: ValidityVTable<Self>;
    type VisitorVTable: VisitorVTable<Self>;
    type ComputeVTable: ComputeVTable<Self>;
    type EncodeVTable: EncodeVTable<Self>;

    // Required methods
    fn id(&self) -> ArrayId;
    fn encoding(array: &Self::Array) -> ArrayVTable;
    fn metadata(array: &Self::Array) -> VortexResult<Self::Metadata>;
    fn serialize(metadata: Self::Metadata) -> VortexResult<Option<Vec<u8>>>;
    fn deserialize(bytes: &[u8]) -> VortexResult<Self::Metadata>;
    fn build(
        &self,
        dtype: &DType,
        len: usize,
        metadata: &Self::Metadata,
        buffers: &[BufferHandle],
        children: &dyn ArrayChildren,
    ) -> VortexResult<Self::Array>;

    // Provided method
    fn batch_execute(
        array: &Self::Array,
        _ctx: &mut ExecutionCtx,
    ) -> VortexResult<Vector> { ... }
}
Expand description

The array VTable encapsulates logic for an Array type within Vortex.

The logic is split across several “VTable” traits to enable easier code organization than simply lumping everything into a single trait.

Some of these vtables are optional, such as the ComputeVTable and EncodeVTable, which can be disabled by assigning to the NotSupported type.

From this VTable trait, we derive implementations for the sealed Array and DynVTable traits via the crate::ArrayAdapter and ArrayVTableAdapter types respectively.

The functions defined in these vtable traits will typically document their pre- and post-conditions. The pre-conditions are validated inside the Array and DynVTable implementations so do not need to be checked in the vtable implementations (for example, index out of bounds). Post-conditions are validated after invocation of the vtable function and will panic if violated.

Required Associated Types§

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type Array: 'static + Send + Sync + Clone + Debug + Deref<Target = dyn Array> + IntoArray

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type Metadata: Debug

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type ArrayVTable: BaseArrayVTable<Self>

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type CanonicalVTable: CanonicalVTable<Self>

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type OperationsVTable: OperationsVTable<Self>

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type ValidityVTable: ValidityVTable<Self>

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type VisitorVTable: VisitorVTable<Self>

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type ComputeVTable: ComputeVTable<Self>

Optionally enable implementing dynamic compute dispatch for this encoding. Can be disabled by assigning to the NotSupported type.

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type EncodeVTable: EncodeVTable<Self>

Optionally enable the EncodeVTable for this encoding. This allows it to partake in compression. Can be disabled by assigning to the NotSupported type.

Required Methods§

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fn id(&self) -> ArrayId

Returns the ID of the encoding.

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fn encoding(array: &Self::Array) -> ArrayVTable

Returns the encoding for the array.

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fn metadata(array: &Self::Array) -> VortexResult<Self::Metadata>

Exports metadata for an array.

All other parts of the array are exported using the crate::vtable::VisitorVTable.

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fn serialize(metadata: Self::Metadata) -> VortexResult<Option<Vec<u8>>>

Serialize metadata into a byte buffer for IPC or file storage. Return None if the array cannot be serialized.

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fn deserialize(bytes: &[u8]) -> VortexResult<Self::Metadata>

Deserialize metadata from a byte buffer.

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fn build( &self, dtype: &DType, len: usize, metadata: &Self::Metadata, buffers: &[BufferHandle], children: &dyn ArrayChildren, ) -> VortexResult<Self::Array>

Build an array from components.

This is called on the file and IPC deserialization pathways, to reconstruct the array from type-erased components.

Encoding implementers should take note that all validation necessary to ensure the encoding is safe to read should happen inside of this method.

§Safety and correctness

This method should never panic, it must always return an error or else it returns a valid Array that meets all the encoding’s preconditions.

For example, the build implementation for a dictionary encoding should ensure that all codes lie in the valid range. For a UTF-8 array, it should check the bytes to ensure they are all valid string data bytes. Any corrupt files or malformed data buffers should be caught here, before returning the deserialized array.

§Validation

Validation is mainly meant to ensure that all internal pointers in the encoding reference valid ranges of data, and that all data conforms to its DType constraints. These ensure that no array operations will panic at runtime, or yield undefined behavior when unsafe operations like get_unchecked use indices in the array buffer.

Examples of the kinds of validation that should be part of the build step:

  • Checking that any offsets buffers point to valid offsets in some other child array
  • Checking that any buffers for data or validity have the appropriate size for the encoding
  • Running UTF-8 validation for any buffers that are expected to hold flat UTF-8 data

Provided Methods§

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fn batch_execute( array: &Self::Array, _ctx: &mut ExecutionCtx, ) -> VortexResult<Vector>

Execute this array tree to return a canonical Vector.

The returned vector must be the appropriate one for the array’s logical type (they are one-to-one with Vortex DTypes), and should respect the output nullability of the array.

Debug builds will panic if the returned vector is of the wrong type, wrong length, or incorrectly contains null values.

Implementations should recursively call Array::batch_execute on child arrays as needed.

Dyn Compatibility§

This trait is not dyn compatible.

In older versions of Rust, dyn compatibility was called "object safety", so this trait is not object safe.

Implementors§

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impl VTable for BoolVTable

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impl VTable for ChunkedVTable

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impl VTable for ConstantVTable

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impl VTable for DecimalVTable

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impl VTable for DictVTable

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impl VTable for ExtensionVTable

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impl VTable for FilterVTable

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impl VTable for FixedSizeListVTable

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impl VTable for ListVTable

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impl VTable for ListViewVTable

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impl VTable for MaskedVTable

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impl VTable for NullVTable

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impl VTable for PrimitiveVTable

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impl VTable for ScalarFnVTable

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impl VTable for StructVTable

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impl VTable for VarBinVTable

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impl VTable for VarBinViewVTable

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impl VTable for ArrowVTable