Repository navigation
Commit f62c12f
authored
Add
## Summary
`list_transform(list, lambda)` applies a one-parameter lambda to every
element of a `List` (in any encoding), keeping each list's length and
validity.
```rust
list_transform(col("l"), Lambda::new(["x"], checked_add(var("x"), lit(1_i32)))?)
// vortex.list.transform($.l, (x) -> (@x + 1i32))
```
## Changes
- `ListTransform`'s options are `ListTransformOptions`: the lambda as
written (`Lambda`) in an expression, or bound to the element's dtype
(`BoundLambda`) in a bound expression or an array. Its only child is the
list.
- `bind_options` binds the lambda to the element's dtype when the node
is bound, so `execute` only runs it. A `FixedSizeList`, or a lambda with
anything but exactly one parameter, is rejected there and in
`return_dtype`. A lambda already bound to another element dtype is an
error.
- The result keeps the input's shape: a `ListArray` stays a `ListArray`
and anything else runs as a list view, with the same offsets (and sizes)
and validity around the new elements.
- A lambda that can fail runs only on the elements valid lists
reference. One that can't runs on the whole elements buffer, cut to the
lists' range for a `ListArray`.
- The function is strict (a null list gives a null result), it can fail
only if the lambda can, and it is not serializable yet.
## Benchmark
100k lists, ~800k `i32` elements, ~1/8 of the lists null where nullable,
result exported to Arrow, median µs, local scratch divan benchmark
against DataFusion 55.2's `array_transform` on the same lists:
| Lists | Lambda | DataFusion | This PR |
|---|---|---|---|
| Exact | `x + 1` | 49 | 71 |
| Null lists already empty | `x + 1` | 60 | 73 |
| Null lists holding elements | `x + 1` | 224 | 274 |
| Null lists holding elements | `x = 3` | 249 | 81 |
| Sliced | `x = 3` | 85 | 99 |
| List view, back to back | `x + 1` | 903 | 75 |
Most of the `x + 1` gap is Vortex's checked add against DataFusion's
wrapping add; with `x = 3` the two kernels are even. DataFusion casts a
list view to a list before transforming it.
---------
Signed-off-by: Matt Katz <mhkatz97@gmail.com>list_transform (#10503)1 parent db0c700 commit f62c12f
6 files changed
Lines changed: 910 additions & 2 deletions
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
18 | 18 | | |
19 | 19 | | |
20 | 20 | | |
| 21 | + | |
21 | 22 | | |
22 | 23 | | |
23 | 24 | | |
| |||
45 | 46 | | |
46 | 47 | | |
47 | 48 | | |
| 49 | + | |
| 50 | + | |
48 | 51 | | |
49 | 52 | | |
50 | 53 | | |
| |||
153 | 156 | | |
154 | 157 | | |
155 | 158 | | |
156 | | - | |
157 | | - | |
| 159 | + | |
158 | 160 | | |
159 | 161 | | |
160 | 162 | | |
| |||
1391 | 1393 | | |
1392 | 1394 | | |
1393 | 1395 | | |
| 1396 | + | |
| 1397 | + | |
| 1398 | + | |
| 1399 | + | |
| 1400 | + | |
| 1401 | + | |
| 1402 | + | |
| 1403 | + | |
| 1404 | + | |
| 1405 | + | |
| 1406 | + | |
| 1407 | + | |
| 1408 | + | |
| 1409 | + | |
| 1410 | + | |
| 1411 | + | |
1394 | 1412 | | |
1395 | 1413 | | |
1396 | 1414 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
88 | 88 | | |
89 | 89 | | |
90 | 90 | | |
| 91 | + | |
91 | 92 | | |
92 | 93 | | |
93 | 94 | | |
| |||
| Original file line number | Diff line number | Diff line change | |
|---|---|---|---|
| |||
| 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 | + | |
0 commit comments