#[cfg(feature = "dtype-categorical")]
use polars_utils::sync::SyncPtr;
#[cfg(feature = "object")]
use crate::chunked_array::object::extension::polars_extension::PolarsExtension;
use crate::prelude::*;
#[inline]
#[allow(unused_variables)]
pub(crate) unsafe fn arr_to_any_value<'a>(
arr: &'a dyn Array,
idx: usize,
dtype: &'a DataType,
) -> AnyValue<'a> {
debug_assert!(idx < arr.len());
if arr.is_null(idx) {
return AnyValue::Null;
}
macro_rules! downcast_and_pack {
($casttype:ident, $variant:ident) => {{
let arr = &*(arr as *const dyn Array as *const $casttype);
let v = arr.value_unchecked(idx);
AnyValue::$variant(v)
}};
}
macro_rules! downcast {
($casttype:ident) => {{
let arr = &*(arr as *const dyn Array as *const $casttype);
arr.value_unchecked(idx)
}};
}
match dtype {
DataType::Utf8 => downcast_and_pack!(LargeStringArray, Utf8),
DataType::Binary => downcast_and_pack!(LargeBinaryArray, Binary),
DataType::Boolean => downcast_and_pack!(BooleanArray, Boolean),
DataType::UInt8 => downcast_and_pack!(UInt8Array, UInt8),
DataType::UInt16 => downcast_and_pack!(UInt16Array, UInt16),
DataType::UInt32 => downcast_and_pack!(UInt32Array, UInt32),
DataType::UInt64 => downcast_and_pack!(UInt64Array, UInt64),
DataType::Int8 => downcast_and_pack!(Int8Array, Int8),
DataType::Int16 => downcast_and_pack!(Int16Array, Int16),
DataType::Int32 => downcast_and_pack!(Int32Array, Int32),
DataType::Int64 => downcast_and_pack!(Int64Array, Int64),
DataType::Float32 => downcast_and_pack!(Float32Array, Float32),
DataType::Float64 => downcast_and_pack!(Float64Array, Float64),
DataType::List(dt) => {
let v: ArrayRef = downcast!(LargeListArray);
if dt.is_primitive() {
let s = Series::from_chunks_and_dtype_unchecked("", vec![v], dt);
AnyValue::List(s)
} else {
let s = Series::from_chunks_and_dtype_unchecked("", vec![v], &dt.to_physical())
.cast_unchecked(dt)
.unwrap();
AnyValue::List(s)
}
}
#[cfg(feature = "dtype-array")]
DataType::Array(dt, width) => {
let v: ArrayRef = downcast!(FixedSizeListArray);
if dt.is_primitive() {
let s = Series::from_chunks_and_dtype_unchecked("", vec![v], dt);
AnyValue::Array(s, *width)
} else {
let s = Series::from_chunks_and_dtype_unchecked("", vec![v], &dt.to_physical())
.cast_unchecked(dt)
.unwrap();
AnyValue::Array(s, *width)
}
}
#[cfg(feature = "dtype-categorical")]
DataType::Categorical(rev_map) => {
let arr = &*(arr as *const dyn Array as *const UInt32Array);
let v = arr.value_unchecked(idx);
AnyValue::Categorical(v, rev_map.as_ref().unwrap().as_ref(), SyncPtr::new_null())
}
#[cfg(feature = "dtype-struct")]
DataType::Struct(flds) => {
let arr = &*(arr as *const dyn Array as *const StructArray);
AnyValue::Struct(idx, arr, flds)
}
#[cfg(feature = "dtype-datetime")]
DataType::Datetime(tu, tz) => {
let arr = &*(arr as *const dyn Array as *const Int64Array);
let v = arr.value_unchecked(idx);
AnyValue::Datetime(v, *tu, tz)
}
#[cfg(feature = "dtype-date")]
DataType::Date => {
let arr = &*(arr as *const dyn Array as *const Int32Array);
let v = arr.value_unchecked(idx);
AnyValue::Date(v)
}
#[cfg(feature = "dtype-duration")]
DataType::Duration(tu) => {
let arr = &*(arr as *const dyn Array as *const Int64Array);
let v = arr.value_unchecked(idx);
AnyValue::Duration(v, *tu)
}
#[cfg(feature = "dtype-time")]
DataType::Time => {
let arr = &*(arr as *const dyn Array as *const Int64Array);
let v = arr.value_unchecked(idx);
AnyValue::Time(v)
}
#[cfg(feature = "dtype-decimal")]
DataType::Decimal(precision, scale) => {
let arr = &*(arr as *const dyn Array as *const Int128Array);
let v = arr.value_unchecked(idx);
AnyValue::Decimal(v, scale.unwrap_or_else(|| unreachable!()))
}
#[cfg(feature = "object")]
DataType::Object(_) => {
let arr = &*(arr as *const dyn Array as *const FixedSizeBinaryArray);
PolarsExtension::arr_to_av(arr, idx)
}
DataType::Null => AnyValue::Null,
dt => panic!("not implemented for {dt:?}"),
}
}
#[cfg(feature = "dtype-struct")]
impl<'a> AnyValue<'a> {
pub fn _iter_struct_av(&self) -> impl Iterator<Item = AnyValue> {
match self {
AnyValue::Struct(idx, arr, flds) => {
let idx = *idx;
unsafe {
arr.values().iter().zip(*flds).map(move |(arr, fld)| {
#[cfg(feature = "dtype-categorical")]
{
use polars_arrow::is_valid::{IsValid as _};
if let Some(arr) = arr.as_any().downcast_ref::<DictionaryArray<u32>>() {
let keys = arr.keys();
let values = arr.values();
let values =
values.as_any().downcast_ref::<Utf8Array<i64>>().unwrap();
let arr = &*(keys as *const dyn Array as *const UInt32Array);
if arr.is_valid_unchecked(idx) {
let v = arr.value_unchecked(idx);
let DataType::Categorical(Some(rev_map)) = fld.data_type() else {
unimplemented!()
};
AnyValue::Categorical(v, rev_map, SyncPtr::from_const(values))
} else {
AnyValue::Null
}
} else {
arr_to_any_value(&**arr, idx, fld.data_type())
}
}
#[cfg(not(feature = "dtype-categorical"))]
{
arr_to_any_value(&**arr, idx, fld.data_type())
}
})
}
}
_ => unreachable!(),
}
}
pub fn _materialize_struct_av(&'a self, buf: &mut Vec<AnyValue<'a>>) {
let iter = self._iter_struct_av();
buf.extend(iter)
}
}
macro_rules! get_any_value_unchecked {
($self:ident, $index:expr) => {{
let (chunk_idx, idx) = $self.index_to_chunked_index($index);
debug_assert!(chunk_idx < $self.chunks.len());
let arr = &**$self.chunks.get_unchecked(chunk_idx);
debug_assert!(idx < arr.len());
arr_to_any_value(arr, idx, $self.dtype())
}};
}
macro_rules! get_any_value {
($self:ident, $index:expr) => {{
let (chunk_idx, idx) = $self.index_to_chunked_index($index);
let arr = &*$self.chunks[chunk_idx];
polars_ensure!(idx < arr.len(), oob = idx, arr.len());
Ok(unsafe { arr_to_any_value(arr, idx, $self.dtype()) })
}};
}
impl<T> ChunkAnyValue for ChunkedArray<T>
where
T: PolarsNumericType,
{
#[inline]
unsafe fn get_any_value_unchecked(&self, index: usize) -> AnyValue {
get_any_value_unchecked!(self, index)
}
fn get_any_value(&self, index: usize) -> PolarsResult<AnyValue> {
get_any_value!(self, index)
}
}
impl ChunkAnyValue for BooleanChunked {
#[inline]
unsafe fn get_any_value_unchecked(&self, index: usize) -> AnyValue {
get_any_value_unchecked!(self, index)
}
fn get_any_value(&self, index: usize) -> PolarsResult<AnyValue> {
get_any_value!(self, index)
}
}
impl ChunkAnyValue for Utf8Chunked {
#[inline]
unsafe fn get_any_value_unchecked(&self, index: usize) -> AnyValue {
get_any_value_unchecked!(self, index)
}
fn get_any_value(&self, index: usize) -> PolarsResult<AnyValue> {
get_any_value!(self, index)
}
}
impl ChunkAnyValue for BinaryChunked {
#[inline]
unsafe fn get_any_value_unchecked(&self, index: usize) -> AnyValue {
get_any_value_unchecked!(self, index)
}
fn get_any_value(&self, index: usize) -> PolarsResult<AnyValue> {
get_any_value!(self, index)
}
}
impl ChunkAnyValue for ListChunked {
#[inline]
unsafe fn get_any_value_unchecked(&self, index: usize) -> AnyValue {
get_any_value_unchecked!(self, index)
}
fn get_any_value(&self, index: usize) -> PolarsResult<AnyValue> {
get_any_value!(self, index)
}
}
#[cfg(feature = "dtype-array")]
impl ChunkAnyValue for ArrayChunked {
#[inline]
unsafe fn get_any_value_unchecked(&self, index: usize) -> AnyValue {
get_any_value_unchecked!(self, index)
}
fn get_any_value(&self, index: usize) -> PolarsResult<AnyValue> {
get_any_value!(self, index)
}
}
#[cfg(feature = "object")]
impl<T: PolarsObject> ChunkAnyValue for ObjectChunked<T> {
#[inline]
unsafe fn get_any_value_unchecked(&self, index: usize) -> AnyValue {
match self.get_object_unchecked(index) {
None => AnyValue::Null,
Some(v) => AnyValue::Object(v),
}
}
fn get_any_value(&self, index: usize) -> PolarsResult<AnyValue> {
match self.get_object(index) {
None => Err(polars_err!(ComputeError: "index is out of bounds")),
Some(v) => Ok(AnyValue::Object(v)),
}
}
}