File size: 12,874 Bytes
f0f4f2b |
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 |
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
from tempfile import TemporaryDirectory
from typing import Optional
import pytest
from pydantic import Field
from pyiceberg.avro.file import AvroFile
from pyiceberg.avro.reader import (
DecimalReader,
DefaultReader,
DoubleReader,
FloatReader,
IntegerReader,
MapReader,
OptionReader,
StringReader,
StructReader,
)
from pyiceberg.avro.resolver import resolve_reader, resolve_writer
from pyiceberg.avro.writer import (
BinaryWriter,
DefaultWriter,
DoubleWriter,
IntegerWriter,
ListWriter,
MapWriter,
OptionWriter,
StringWriter,
StructWriter,
)
from pyiceberg.exceptions import ResolveError
from pyiceberg.io.pyarrow import PyArrowFileIO
from pyiceberg.manifest import MANIFEST_ENTRY_SCHEMAS
from pyiceberg.schema import Schema
from pyiceberg.typedef import Record
from pyiceberg.types import (
BinaryType,
BooleanType,
DecimalType,
DoubleType,
FloatType,
IntegerType,
ListType,
LongType,
MapType,
NestedField,
StringType,
StructType,
)
def test_resolver() -> None:
write_schema = Schema(
NestedField(1, "id", LongType()),
NestedField(2, "data", StringType()),
NestedField(
3,
"location",
StructType(
NestedField(4, "lat", DoubleType()),
NestedField(5, "long", DoubleType()),
),
),
NestedField(6, "preferences", MapType(7, StringType(), 8, StringType())),
schema_id=1,
)
location_struct = StructType(
NestedField(4, "lat", DoubleType()),
NestedField(5, "long", DoubleType()),
)
read_schema = Schema(
NestedField(
3,
"location",
location_struct,
),
NestedField(1, "id", LongType(), required=False),
NestedField(6, "preferences", MapType(7, StringType(), 8, StringType())),
schema_id=1,
)
read_tree = resolve_reader(write_schema, read_schema)
assert read_tree == StructReader(
(
(1, OptionReader(option=IntegerReader())),
(None, OptionReader(option=StringReader())),
(
0,
OptionReader(
option=StructReader(
(
(0, OptionReader(option=DoubleReader())),
(1, OptionReader(option=DoubleReader())),
),
Record,
location_struct,
),
),
),
(2, OptionReader(option=MapReader(StringReader(), StringReader()))),
),
Record,
read_schema.as_struct(),
)
def test_resolver_new_required_field() -> None:
write_schema = Schema(
NestedField(1, "id", LongType()),
schema_id=1,
)
read_schema = Schema(
NestedField(1, "id", LongType()),
NestedField(2, "data", StringType(), required=True),
schema_id=1,
)
with pytest.raises(ResolveError) as exc_info:
resolve_reader(write_schema, read_schema)
assert "2: data: required string is non-optional, and not part of the file schema" in str(exc_info.value)
def test_resolver_invalid_evolution() -> None:
write_schema = Schema(
NestedField(1, "id", LongType()),
schema_id=1,
)
read_schema = Schema(
NestedField(1, "id", DoubleType()),
schema_id=1,
)
with pytest.raises(ResolveError) as exc_info:
resolve_reader(write_schema, read_schema)
assert "Cannot promote long to double" in str(exc_info.value)
def test_resolver_promotion_string_to_binary() -> None:
write_schema = Schema(
NestedField(1, "id", StringType()),
schema_id=1,
)
read_schema = Schema(
NestedField(1, "id", BinaryType()),
schema_id=1,
)
resolve_reader(write_schema, read_schema)
def test_resolver_promotion_binary_to_string() -> None:
write_schema = Schema(
NestedField(1, "id", BinaryType()),
schema_id=1,
)
read_schema = Schema(
NestedField(1, "id", StringType()),
schema_id=1,
)
resolve_reader(write_schema, read_schema)
def test_resolver_change_type() -> None:
write_schema = Schema(
NestedField(1, "properties", ListType(2, StringType())),
schema_id=1,
)
read_schema = Schema(
NestedField(1, "properties", MapType(2, StringType(), 3, StringType())),
schema_id=1,
)
with pytest.raises(ResolveError) as exc_info:
resolve_reader(write_schema, read_schema)
assert "File/read schema are not aligned for list, got map<string, string>" in str(exc_info.value)
def test_resolve_int_to_long() -> None:
assert resolve_reader(IntegerType(), LongType()) == IntegerReader()
def test_resolve_float_to_double() -> None:
# We should still read floats, because it is encoded in 4 bytes
assert resolve_reader(FloatType(), DoubleType()) == FloatReader()
def test_resolve_decimal_to_decimal() -> None:
# DecimalType(P, S) to DecimalType(P2, S) where P2 > P
assert resolve_reader(DecimalType(19, 25), DecimalType(22, 25)) == DecimalReader(19, 25)
def test_struct_not_aligned() -> None:
with pytest.raises(ResolveError):
assert resolve_reader(StructType(), StringType())
def test_map_not_aligned() -> None:
with pytest.raises(ResolveError):
assert resolve_reader(MapType(1, StringType(), 2, IntegerType()), StringType())
def test_primitive_not_aligned() -> None:
with pytest.raises(ResolveError):
assert resolve_reader(IntegerType(), MapType(1, StringType(), 2, IntegerType()))
def test_integer_not_aligned() -> None:
with pytest.raises(ResolveError):
assert resolve_reader(IntegerType(), StringType())
def test_float_not_aligned() -> None:
with pytest.raises(ResolveError):
assert resolve_reader(FloatType(), StringType())
def test_string_not_aligned() -> None:
with pytest.raises(ResolveError):
assert resolve_reader(StringType(), FloatType())
def test_binary_not_aligned() -> None:
with pytest.raises(ResolveError):
assert resolve_reader(BinaryType(), FloatType())
def test_decimal_not_aligned() -> None:
with pytest.raises(ResolveError):
assert resolve_reader(DecimalType(22, 19), StringType())
def test_resolve_decimal_to_decimal_reduce_precision() -> None:
# DecimalType(P, S) to DecimalType(P2, S) where P2 > P
with pytest.raises(ResolveError) as exc_info:
_ = resolve_reader(DecimalType(19, 25), DecimalType(10, 25)) == DecimalReader(22, 25)
assert "Cannot reduce precision from decimal(19, 25) to decimal(10, 25)" in str(exc_info.value)
def test_column_assignment() -> None:
int_schema = {
"type": "record",
"name": "ints",
"fields": [
{"name": "a", "type": "int", "field-id": 1},
{"name": "b", "type": "int", "field-id": 2},
{"name": "c", "type": "int", "field-id": 3},
],
}
from fastavro import parse_schema, writer
parsed_schema = parse_schema(int_schema)
int_records = [
{
"a": 1,
"b": 2,
"c": 3,
}
]
with TemporaryDirectory() as tmpdir:
tmp_avro_file = tmpdir + "/manifest.avro"
with open(tmp_avro_file, "wb") as out:
writer(out, parsed_schema, int_records)
class Ints(Record):
c: int = Field()
d: Optional[int] = Field()
MANIFEST_ENTRY_SCHEMA = Schema(
NestedField(3, "c", IntegerType(), required=True),
NestedField(4, "d", IntegerType(), required=False),
)
with AvroFile[Ints](PyArrowFileIO().new_input(tmp_avro_file), MANIFEST_ENTRY_SCHEMA, {-1: Ints}) as reader:
records = list(reader)
assert repr(records) == "[Ints[c=3, d=None]]"
def test_resolver_initial_value() -> None:
write_schema = Schema(
NestedField(1, "name", StringType()),
schema_id=1,
)
read_schema = Schema(
NestedField(2, "something", StringType(), required=False, initial_default="vo"),
schema_id=2,
)
assert resolve_reader(write_schema, read_schema) == StructReader(
(
(None, OptionReader(option=StringReader())), # The one we skip
(0, DefaultReader("vo")),
),
Record,
read_schema.as_struct(),
)
def test_resolve_writer() -> None:
actual = resolve_writer(record_schema=MANIFEST_ENTRY_SCHEMAS[2], file_schema=MANIFEST_ENTRY_SCHEMAS[1])
expected = StructWriter((
(0, IntegerWriter()),
(1, IntegerWriter()),
(
4,
StructWriter((
(1, StringWriter()),
(2, StringWriter()),
(3, StructWriter(())),
(4, IntegerWriter()),
(5, IntegerWriter()),
(None, DefaultWriter(writer=IntegerWriter(), value=67108864)),
(6, OptionWriter(option=MapWriter(key_writer=IntegerWriter(), value_writer=IntegerWriter()))),
(7, OptionWriter(option=MapWriter(key_writer=IntegerWriter(), value_writer=IntegerWriter()))),
(8, OptionWriter(option=MapWriter(key_writer=IntegerWriter(), value_writer=IntegerWriter()))),
(9, OptionWriter(option=MapWriter(key_writer=IntegerWriter(), value_writer=IntegerWriter()))),
(10, OptionWriter(option=MapWriter(key_writer=IntegerWriter(), value_writer=BinaryWriter()))),
(11, OptionWriter(option=MapWriter(key_writer=IntegerWriter(), value_writer=BinaryWriter()))),
(12, OptionWriter(option=BinaryWriter())),
(13, OptionWriter(option=ListWriter(element_writer=IntegerWriter()))),
(15, OptionWriter(option=IntegerWriter())),
)),
),
))
assert actual == expected
def test_resolve_writer_promotion() -> None:
with pytest.raises(ResolveError) as exc_info:
_ = resolve_writer(
record_schema=Schema(NestedField(field_id=1, name="floating", type=DoubleType(), required=True)),
file_schema=Schema(NestedField(field_id=1, name="floating", type=FloatType(), required=True)),
)
assert "Cannot promote double to float" in str(exc_info.value)
def test_writer_ordering() -> None:
actual = resolve_writer(
record_schema=Schema(
NestedField(field_id=1, name="str", type=StringType(), required=True),
NestedField(field_id=2, name="dbl", type=DoubleType(), required=True),
),
file_schema=Schema(
NestedField(field_id=2, name="dbl", type=DoubleType(), required=True),
NestedField(field_id=1, name="str", type=StringType(), required=True),
),
)
expected = StructWriter(((1, DoubleWriter()), (0, StringWriter())))
assert actual == expected
def test_writer_one_more_field() -> None:
actual = resolve_writer(
record_schema=Schema(
NestedField(field_id=3, name="bool", type=BooleanType(), required=True),
NestedField(field_id=1, name="str", type=StringType(), required=True),
NestedField(field_id=2, name="dbl", type=DoubleType(), required=True),
),
file_schema=Schema(
NestedField(field_id=2, name="dbl", type=DoubleType(), required=True),
NestedField(field_id=1, name="str", type=StringType(), required=True),
),
)
expected = StructWriter(((2, DoubleWriter()), (1, StringWriter())))
assert actual == expected
def test_writer_missing_optional_in_read_schema() -> None:
actual = resolve_writer(
record_schema=Schema(),
file_schema=Schema(
NestedField(field_id=1, name="str", type=StringType(), required=False),
),
)
expected = StructWriter(field_writers=((None, OptionWriter(option=StringWriter())),))
assert actual == expected
|