polars_core/chunked_array/object/
mod.rs

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
use std::any::Any;
use std::fmt::{Debug, Display};
use std::hash::Hash;

use arrow::bitmap::utils::{BitmapIter, ZipValidity};
use arrow::bitmap::{Bitmap, MutableBitmap};
use arrow::buffer::Buffer;
use polars_utils::total_ord::TotalHash;

use crate::prelude::*;

pub mod builder;
#[cfg(feature = "object")]
pub(crate) mod extension;
mod is_valid;
mod iterator;
pub mod registry;

pub use extension::set_polars_allow_extension;

#[derive(Debug, Clone)]
pub struct ObjectArray<T>
where
    T: PolarsObject,
{
    values: Buffer<T>,
    validity: Option<Bitmap>,
}

/// Trimmed down object safe polars object
pub trait PolarsObjectSafe: Any + Debug + Send + Sync + Display {
    fn type_name(&self) -> &'static str;

    fn as_any(&self) -> &dyn Any;

    fn to_boxed(&self) -> Box<dyn PolarsObjectSafe>;

    fn equal(&self, other: &dyn PolarsObjectSafe) -> bool;
}

impl PartialEq for &dyn PolarsObjectSafe {
    fn eq(&self, other: &Self) -> bool {
        self.equal(*other)
    }
}

/// Values need to implement this so that they can be stored into a Series and DataFrame
pub trait PolarsObject:
    Any + Debug + Clone + Send + Sync + Default + Display + Hash + TotalHash + PartialEq + Eq + TotalEq
{
    /// This should be used as type information. Consider this a part of the type system.
    fn type_name() -> &'static str;
}

impl<T: PolarsObject> PolarsObjectSafe for T {
    fn type_name(&self) -> &'static str {
        T::type_name()
    }

    fn as_any(&self) -> &dyn Any {
        self
    }

    fn to_boxed(&self) -> Box<dyn PolarsObjectSafe> {
        Box::new(self.clone())
    }

    fn equal(&self, other: &dyn PolarsObjectSafe) -> bool {
        let Some(other) = other.as_any().downcast_ref::<T>() else {
            return false;
        };
        self == other
    }
}

pub type ObjectValueIter<'a, T> = std::slice::Iter<'a, T>;

impl<T> ObjectArray<T>
where
    T: PolarsObject,
{
    pub fn values_iter(&self) -> ObjectValueIter<'_, T> {
        self.values.iter()
    }

    /// Returns an iterator of `Option<&T>` over every element of this array.
    pub fn iter(&self) -> ZipValidity<&T, ObjectValueIter<'_, T>, BitmapIter> {
        ZipValidity::new_with_validity(self.values_iter(), self.validity.as_ref())
    }

    /// Get a value at a certain index location
    pub fn value(&self, index: usize) -> &T {
        &self.values[index]
    }

    pub fn get(&self, index: usize) -> Option<&T> {
        if self.is_valid(index) {
            Some(unsafe { self.value_unchecked(index) })
        } else {
            None
        }
    }

    /// Get a value at a certain index location
    ///
    /// # Safety
    ///
    /// This does not any bound checks. The caller needs to ensure the index is within
    /// the size of the array.
    pub unsafe fn value_unchecked(&self, index: usize) -> &T {
        self.values.get_unchecked(index)
    }

    /// Check validity
    ///
    /// # Safety
    /// No bounds checks
    #[inline]
    pub unsafe fn is_valid_unchecked(&self, i: usize) -> bool {
        if let Some(b) = &self.validity {
            b.get_bit_unchecked(i)
        } else {
            true
        }
    }

    /// Check validity
    ///
    /// # Safety
    /// No bounds checks
    #[inline]
    pub unsafe fn is_null_unchecked(&self, i: usize) -> bool {
        !self.is_valid_unchecked(i)
    }

    /// Returns this array with a new validity.
    /// # Panic
    /// Panics iff `validity.len() != self.len()`.
    #[must_use]
    #[inline]
    pub fn with_validity(mut self, validity: Option<Bitmap>) -> Self {
        self.set_validity(validity);
        self
    }

    /// Sets the validity of this array.
    /// # Panics
    /// This function panics iff `values.len() != self.len()`.
    #[inline]
    pub fn set_validity(&mut self, validity: Option<Bitmap>) {
        if matches!(&validity, Some(bitmap) if bitmap.len() != self.len()) {
            panic!("validity must be equal to the array's length")
        }
        self.validity = validity;
    }
}

impl<T> Array for ObjectArray<T>
where
    T: PolarsObject,
{
    fn as_any(&self) -> &dyn Any {
        self
    }

    fn dtype(&self) -> &ArrowDataType {
        &ArrowDataType::FixedSizeBinary(size_of::<T>())
    }

    fn slice(&mut self, offset: usize, length: usize) {
        assert!(
            offset + length <= self.len(),
            "the offset of the new Buffer cannot exceed the existing length"
        );
        unsafe { self.slice_unchecked(offset, length) }
    }

    unsafe fn slice_unchecked(&mut self, offset: usize, length: usize) {
        self.validity = self
            .validity
            .take()
            .map(|bitmap| bitmap.sliced_unchecked(offset, length))
            .filter(|bitmap| bitmap.unset_bits() > 0);
        self.values.slice_unchecked(offset, length);
    }

    fn split_at_boxed(&self, offset: usize) -> (Box<dyn Array>, Box<dyn Array>) {
        let (lhs, rhs) = Splitable::split_at(self, offset);
        (Box::new(lhs), Box::new(rhs))
    }

    unsafe fn split_at_boxed_unchecked(&self, offset: usize) -> (Box<dyn Array>, Box<dyn Array>) {
        let (lhs, rhs) = unsafe { Splitable::split_at_unchecked(self, offset) };
        (Box::new(lhs), Box::new(rhs))
    }

    fn len(&self) -> usize {
        self.values.len()
    }

    fn validity(&self) -> Option<&Bitmap> {
        self.validity.as_ref()
    }

    fn with_validity(&self, validity: Option<Bitmap>) -> Box<dyn Array> {
        Box::new(self.clone().with_validity(validity))
    }

    fn to_boxed(&self) -> Box<dyn Array> {
        Box::new(self.clone())
    }

    fn as_any_mut(&mut self) -> &mut dyn Any {
        unimplemented!()
    }

    fn null_count(&self) -> usize {
        match &self.validity {
            None => 0,
            Some(validity) => validity.unset_bits(),
        }
    }
}

impl<T: PolarsObject> Splitable for ObjectArray<T> {
    fn check_bound(&self, offset: usize) -> bool {
        offset <= self.len()
    }

    unsafe fn _split_at_unchecked(&self, offset: usize) -> (Self, Self) {
        let (left_values, right_values) = unsafe { self.values.split_at_unchecked(offset) };
        let (left_validity, right_validity) = unsafe { self.validity.split_at_unchecked(offset) };
        (
            Self {
                values: left_values,
                validity: left_validity,
            },
            Self {
                values: right_values,
                validity: right_validity,
            },
        )
    }
}

impl<T: PolarsObject> StaticArray for ObjectArray<T> {
    type ValueT<'a> = &'a T;
    type ZeroableValueT<'a> = Option<&'a T>;
    type ValueIterT<'a> = ObjectValueIter<'a, T>;

    #[inline]
    unsafe fn value_unchecked(&self, idx: usize) -> Self::ValueT<'_> {
        self.value_unchecked(idx)
    }

    fn values_iter(&self) -> Self::ValueIterT<'_> {
        self.values_iter()
    }

    fn iter(&self) -> ZipValidity<Self::ValueT<'_>, Self::ValueIterT<'_>, BitmapIter> {
        self.iter()
    }

    fn with_validity_typed(self, validity: Option<Bitmap>) -> Self {
        self.with_validity(validity)
    }

    fn full_null(length: usize, _dtype: ArrowDataType) -> Self {
        ObjectArray {
            values: vec![T::default(); length].into(),
            validity: Some(Bitmap::new_with_value(false, length)),
        }
    }
}

impl<T: PolarsObject> ParameterFreeDtypeStaticArray for ObjectArray<T> {
    fn get_dtype() -> ArrowDataType {
        ArrowDataType::FixedSizeBinary(size_of::<T>())
    }
}

impl<T> ObjectChunked<T>
where
    T: PolarsObject,
{
    /// Get a hold to an object that can be formatted or downcasted via the Any trait.
    ///
    /// # Safety
    ///
    /// No bounds checks
    pub unsafe fn get_object_unchecked(&self, index: usize) -> Option<&dyn PolarsObjectSafe> {
        let (chunk_idx, idx) = self.index_to_chunked_index(index);
        self.get_object_chunked_unchecked(chunk_idx, idx)
    }

    pub(crate) unsafe fn get_object_chunked_unchecked(
        &self,
        chunk: usize,
        index: usize,
    ) -> Option<&dyn PolarsObjectSafe> {
        let chunks = self.downcast_chunks();
        let arr = chunks.get_unchecked(chunk);
        if arr.is_valid_unchecked(index) {
            Some(arr.value(index))
        } else {
            None
        }
    }

    /// Get a hold to an object that can be formatted or downcasted via the Any trait.
    pub fn get_object(&self, index: usize) -> Option<&dyn PolarsObjectSafe> {
        if index < self.len() {
            unsafe { self.get_object_unchecked(index) }
        } else {
            None
        }
    }
}

impl<T: PolarsObject> From<Vec<T>> for ObjectArray<T> {
    fn from(values: Vec<T>) -> Self {
        Self {
            values: values.into(),
            validity: None,
        }
    }
}