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
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
use crate::error::Error;
use crate::native::{Layout, LayoutKind, LayoutLowCardinality};
use clickhouse_types::DataTypeNode;
use std::marker::PhantomData;
use std::ops::Range;
use std::slice;
use crate::native::Decode;
use crate::native::decode::ValueReader;
/// Iterator over data in an `Array(_)` column or subtype.
pub struct ArrayReader<'a, T> {
elem_type: &'a DataTypeNode,
kind: IterKind<'a>,
nulls: Option<slice::Iter<'a, u8>>,
// covariant over `'a` and `T`
_marker: PhantomData<&'a T>,
}
/// View into the data for an `Array(_)` column or subtype.
///
/// Decode array elements as a Rust type using [`ArrayData::into_reader()`].
pub struct ArrayData<'a> {
pub(super) elem_type: &'a DataTypeNode,
pub(super) layout: &'a Layout,
pub(super) indices: Range<usize>,
}
/// Iterator over heterogeneous elements of an individual `Tuple(...)` cell.
///
/// As an example, a column `Tuple(UInt32, String, Map<String, String>)` will
/// yield a `UInt32` value, then a `String` value, then the `Map<...>` value.
pub struct TupleIter<'a> {
pub(super) types: slice::Iter<'a, DataTypeNode>,
pub(super) layouts: slice::Iter<'a, Layout>,
pub(super) index: usize,
}
enum IterKind<'a> {
Fixed(slice::ChunksExact<'a, u8>),
Variable {
next_start: usize,
end_indices: slice::Iter<'a, usize>,
data: &'a [u8],
},
Array {
// To avoid having to recurse into `DataTypeNode` every time,
// we memoize what the element type is
elem_type: &'a DataTypeNode,
next_start: usize,
end_indices: slice::Iter<'a, usize>,
elem_layout: &'a Layout,
},
Tuple {
types: &'a [DataTypeNode],
layouts: &'a [Layout],
elem_indices: Range<usize>,
},
Map {
key_ty: &'a DataTypeNode,
val_ty: &'a DataTypeNode,
next_start: usize,
end_indices: slice::Iter<'a, usize>,
key_val_layouts: &'a [Layout; 2],
},
LowCardinality {
inner_type: &'a DataTypeNode,
keys: slice::Iter<'a, usize>,
lc: &'a LayoutLowCardinality,
},
}
impl<'a> ArrayData<'a> {
pub(super) fn at_index(elem_type: &'a DataTypeNode, layout: &'a Layout, index: usize) -> Self {
Self {
elem_type,
layout,
// If this overflows it'll just result in an empty range
indices: index..index.saturating_add(1),
}
}
/// Validate and begin decoding the array data.
///
/// # Errors
/// Returns [`Error::SchemaMismatch`] if the element type is not compatible with `T`
/// according to [`Decode::compatible()`].
///
/// This is an extra sanity check as the outer `Decode` impl should already have validated for
/// compatibility.
pub fn into_reader<T>(self) -> Result<ArrayReader<'a, T>, Error>
where
T: Decode<'a>,
{
if !T::compatible(self.elem_type.remove_compatible_wrappers()) {
return Err(Error::SchemaMismatch(format!(
"incompatible data type {}",
self.elem_type
)));
}
Ok(self.into_reader_unchecked())
}
pub(super) fn into_reader_unchecked<T>(self) -> ArrayReader<'a, T>
where
T: Decode<'a>,
{
ArrayReader {
elem_type: self.elem_type,
kind: match self.layout.kind {
LayoutKind::Fixed {
type_width,
ref data,
} => IterKind::Fixed(
data[self.indices.start * type_width..self.indices.end * type_width]
.chunks_exact(type_width),
),
LayoutKind::Variable {
end_offsets: ref end_indices,
ref data,
} => {
let next_start = end_indices[..self.indices.start]
.last()
.copied()
.unwrap_or(0);
IterKind::Variable {
next_start,
end_indices: end_indices[self.indices.clone()].iter(),
data,
}
}
LayoutKind::Array {
ref elem_layout,
ref end_indices,
} => {
let next_start = end_indices[..self.indices.start]
.last()
.copied()
.unwrap_or(0);
IterKind::Array {
elem_type: unwrap_array_type(self.elem_type).expect("BUG"),
next_start,
end_indices: end_indices[self.indices.clone()].iter(),
elem_layout,
}
}
LayoutKind::Tuple { ref layouts } => IterKind::Tuple {
types: unwrap_tuple_type(self.elem_type).expect("BUG"),
layouts,
elem_indices: self.indices.clone(),
},
LayoutKind::Map {
ref key_val_layouts,
ref end_indices,
} => {
let [key_ty, val_ty] = unwrap_map_type(self.elem_type).expect("BUG");
let next_start = end_indices[..self.indices.start]
.last()
.copied()
.unwrap_or(0);
IterKind::Map {
key_ty,
val_ty,
next_start,
key_val_layouts,
end_indices: end_indices[self.indices.clone()].iter(),
}
}
LayoutKind::LowCardinality(ref lc) => IterKind::LowCardinality {
inner_type: unwrap_lc_type(self.elem_type).expect("BUG"),
keys: lc.keys[self.indices.clone()].iter(),
lc,
},
},
nulls: self
.layout
.nulls
.as_ref()
.map(|nulls| nulls[self.indices].iter()),
_marker: PhantomData,
}
}
}
impl<'a, T> Iterator for ArrayReader<'a, T>
where
T: Decode<'a>,
{
type Item = Result<T, Error>;
fn next(&mut self) -> Option<Self::Item> {
macro_rules! check_null {
() => {
match self.nulls.as_mut().map(Iterator::next) {
// not-null = 0x0, or no null-map
Some(Some(&0)) | None => (),
Some(Some(_)) => {
return Some(T::decode_null(self.elem_type).map_err(Error::Other))
}
Some(None) => return None,
}
};
}
match &mut self.kind {
IterKind::Fixed(iter) => {
let native_bytes = iter.next()?;
// Need to make sure we advance the main iterator first
check_null!();
Some(
T::decode(&mut ValueReader {
data_type: self.elem_type,
native_bytes,
})
.map_err(Error::Other),
)
}
IterKind::Variable {
next_start,
end_indices,
data,
} => {
let end = *end_indices.next()?;
let start = *next_start;
*next_start = end;
// Need to make sure we advance the main iterator first
check_null!();
Some(
T::decode(&mut ValueReader {
data_type: self.elem_type,
native_bytes: &data[start..end],
})
.map_err(Error::Other),
)
}
IterKind::Array {
elem_type,
next_start,
end_indices,
elem_layout,
} => {
let array_end = *end_indices.next()?;
let indices = *next_start..array_end;
*next_start = array_end;
Some(
T::decode_array(ArrayData {
elem_type,
layout: elem_layout,
indices,
})
.map_err(Error::Other),
)
}
IterKind::Tuple {
types,
layouts,
elem_indices,
} => {
let index = elem_indices.next()?;
// Need to make sure we advance the main iterator first
check_null!();
Some(
T::decode_tuple(TupleIter {
layouts: layouts.iter(),
types: types.iter(),
index,
})
.map_err(Error::Other),
)
}
IterKind::Map {
key_ty,
val_ty,
next_start,
end_indices,
key_val_layouts: [key_layout, val_layout],
} => {
let array_end = *end_indices.next()?;
let indices = *next_start..array_end;
*next_start = array_end;
Some(
T::decode_map(
ArrayData {
elem_type: key_ty,
layout: key_layout,
indices: indices.clone(),
},
ArrayData {
elem_type: val_ty,
layout: val_layout,
indices,
},
)
.map_err(Error::Other),
)
}
IterKind::LowCardinality {
inner_type,
keys,
lc,
} => {
let key = *keys.next()?;
// Check the null map in case of `Nullable(LowCardinality(...))`
check_null!();
// `key = 0` is the NULL placeholder
if lc.is_nullable && key == 0 {
return Some(T::decode_null(self.elem_type).map_err(Error::Other));
}
Some(
ArrayData::at_index(inner_type, &lc.dict, key)
.into_reader::<T>()
.and_then(|mut reader| {
reader.next().ok_or_else(|| {
Error::DataFormat(
format!(
"data for LowCardinality({inner_type}) key not found: {key}"
)
.into(),
)
})?
}),
)
}
}
}
fn size_hint(&self) -> (usize, Option<usize>) {
match &self.kind {
IterKind::Fixed(chunks) => chunks.size_hint(),
IterKind::Variable { end_indices, .. } => end_indices.size_hint(),
IterKind::Array { end_indices, .. } => end_indices.size_hint(),
IterKind::Tuple { elem_indices, .. } => elem_indices.size_hint(),
IterKind::Map { end_indices, .. } => end_indices.size_hint(),
IterKind::LowCardinality { keys, .. } => keys.size_hint(),
}
}
}
impl<'a> TupleIter<'a> {
/// Decode the next element in the tuple.
///
/// For example, a tuple type `Tuple(UInt32, String, Map<String, String>)`
/// should first decode a `u32`, then a (Rust) `String`, then `HashMap<String, String>`
/// or `BTreeMap<String, String>`.
pub fn decode_next<T: Decode<'a>>(&mut self) -> Result<T, Error> {
let (elem_type, layout) = self.types.next().zip(self.layouts.next()).ok_or_else(|| {
Error::SchemaMismatch("attempting to decode tuple with more types than received".into())
})?;
ArrayData::at_index(elem_type, layout, self.index)
.into_reader::<T>()?
.next()
.ok_or_else(|| {
Error::SchemaMismatch("attempting to decode from an empty array".into())
})?
}
}
fn unwrap_array_type(data_type: &DataTypeNode) -> Result<&DataTypeNode, Error> {
match data_type {
DataTypeNode::Array(elem_type) => Ok(elem_type),
DataTypeNode::Nullable(inner) | DataTypeNode::SimpleAggregateFunction(_, inner) => {
unwrap_array_type(inner)
}
_ => Err(Error::SchemaMismatch(format!(
"expected Array type, got {data_type}"
))),
}
}
fn unwrap_tuple_type(data_type: &DataTypeNode) -> Result<&[DataTypeNode], Error> {
match data_type {
DataTypeNode::Tuple(types) => Ok(types),
DataTypeNode::Nullable(inner) | DataTypeNode::SimpleAggregateFunction(_, inner) => {
unwrap_tuple_type(inner)
}
_ => Err(Error::SchemaMismatch(format!(
"expected Tuple type, got {data_type}"
))),
}
}
fn unwrap_map_type(data_type: &DataTypeNode) -> Result<&[Box<DataTypeNode>; 2], Error> {
match data_type {
DataTypeNode::Map(types) => Ok(types),
DataTypeNode::Nullable(inner) | DataTypeNode::SimpleAggregateFunction(_, inner) => {
unwrap_map_type(inner)
}
_ => Err(Error::SchemaMismatch(format!(
"expected Tuple type, got {data_type}"
))),
}
}
fn unwrap_lc_type(data_type: &DataTypeNode) -> Result<&DataTypeNode, Error> {
match data_type {
DataTypeNode::LowCardinality(elem_type) => Ok(elem_type),
DataTypeNode::Nullable(inner) | DataTypeNode::SimpleAggregateFunction(_, inner) => {
unwrap_array_type(inner)
}
_ => Err(Error::SchemaMismatch(format!(
"expected LowCardinality type, got {data_type}"
))),
}
}