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
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
|
import unittest
from datetime import date
import duckdb
import pandas as pd
from pandas.testing import assert_frame_equal
from sqlglot import exp, parse_one
from sqlglot.errors import ExecuteError
from sqlglot.executor import execute
from sqlglot.executor.python import Python
from sqlglot.executor.table import Table, ensure_tables
from tests.helpers import (
FIXTURES_DIR,
SKIP_INTEGRATION,
TPCH_SCHEMA,
load_sql_fixture_pairs,
)
DIR = FIXTURES_DIR + "/optimizer/tpc-h/"
@unittest.skipIf(SKIP_INTEGRATION, "Skipping Integration Tests since `SKIP_INTEGRATION` is set")
class TestExecutor(unittest.TestCase):
@classmethod
def setUpClass(cls):
cls.conn = duckdb.connect()
for table in TPCH_SCHEMA:
cls.conn.execute(
f"""
CREATE VIEW {table} AS
SELECT *
FROM READ_CSV_AUTO('{DIR}{table}.csv.gz')
"""
)
cls.cache = {}
cls.sqls = [
(sql, expected)
for _, sql, expected in load_sql_fixture_pairs("optimizer/tpc-h/tpc-h.sql")
]
@classmethod
def tearDownClass(cls):
cls.conn.close()
def cached_execute(self, sql):
if sql not in self.cache:
self.cache[sql] = self.conn.execute(sql).fetchdf()
return self.cache[sql]
def rename_anonymous(self, source, target):
for i, column in enumerate(source.columns):
if "_col_" in column:
source.rename(columns={column: target.columns[i]}, inplace=True)
def test_py_dialect(self):
self.assertEqual(Python().generate(parse_one("'x '''")), r"'x \''")
def test_optimized_tpch(self):
for i, (sql, optimized) in enumerate(self.sqls[:20], start=1):
with self.subTest(f"{i}, {sql}"):
a = self.cached_execute(sql)
b = self.conn.execute(optimized).fetchdf()
self.rename_anonymous(b, a)
assert_frame_equal(a, b)
def test_execute_tpch(self):
def to_csv(expression):
if isinstance(expression, exp.Table):
return parse_one(
f"READ_CSV('{DIR}{expression.name}.csv.gz', 'delimiter', '|') AS {expression.alias_or_name}"
)
return expression
for i, (sql, _) in enumerate(self.sqls[0:7]):
with self.subTest(f"tpch-h {i + 1}"):
a = self.cached_execute(sql)
sql = parse_one(sql).transform(to_csv).sql(pretty=True)
table = execute(sql, TPCH_SCHEMA)
b = pd.DataFrame(table.rows, columns=table.columns)
assert_frame_equal(a, b, check_dtype=False)
def test_execute_callable(self):
tables = {
"x": [
{"a": "a", "b": "d"},
{"a": "b", "b": "e"},
{"a": "c", "b": "f"},
],
"y": [
{"b": "d", "c": "g"},
{"b": "e", "c": "h"},
{"b": "f", "c": "i"},
],
"z": [],
}
schema = {
"x": {
"a": "VARCHAR",
"b": "VARCHAR",
},
"y": {
"b": "VARCHAR",
"c": "VARCHAR",
},
"z": {"d": "VARCHAR"},
}
for sql, cols, rows in [
("SELECT * FROM x", ["a", "b"], [("a", "d"), ("b", "e"), ("c", "f")]),
(
"SELECT * FROM x JOIN y ON x.b = y.b",
["a", "b", "b", "c"],
[("a", "d", "d", "g"), ("b", "e", "e", "h"), ("c", "f", "f", "i")],
),
(
"SELECT j.c AS d FROM x AS i JOIN y AS j ON i.b = j.b",
["d"],
[("g",), ("h",), ("i",)],
),
(
"SELECT CONCAT(x.a, y.c) FROM x JOIN y ON x.b = y.b WHERE y.b = 'e'",
["_col_0"],
[("bh",)],
),
(
"SELECT * FROM x JOIN y ON x.b = y.b WHERE y.b = 'e'",
["a", "b", "b", "c"],
[("b", "e", "e", "h")],
),
(
"SELECT * FROM z",
["d"],
[],
),
(
"SELECT d FROM z ORDER BY d",
["d"],
[],
),
(
"SELECT a FROM x WHERE x.a <> 'b'",
["a"],
[("a",), ("c",)],
),
(
"SELECT a AS i FROM x ORDER BY a",
["i"],
[("a",), ("b",), ("c",)],
),
(
"SELECT a AS i FROM x ORDER BY i",
["i"],
[("a",), ("b",), ("c",)],
),
(
"SELECT 100 - ORD(a) AS a, a AS i FROM x ORDER BY a",
["a", "i"],
[(1, "c"), (2, "b"), (3, "a")],
),
(
"SELECT a /* test */ FROM x LIMIT 1",
["a"],
[("a",)],
),
]:
with self.subTest(sql):
result = execute(sql, schema=schema, tables=tables)
self.assertEqual(result.columns, tuple(cols))
self.assertEqual(result.rows, rows)
def test_set_operations(self):
tables = {
"x": [
{"a": "a"},
{"a": "b"},
{"a": "c"},
],
"y": [
{"a": "b"},
{"a": "c"},
{"a": "d"},
],
}
schema = {
"x": {
"a": "VARCHAR",
},
"y": {
"a": "VARCHAR",
},
}
for sql, cols, rows in [
(
"SELECT a FROM x UNION ALL SELECT a FROM y",
["a"],
[("a",), ("b",), ("c",), ("b",), ("c",), ("d",)],
),
(
"SELECT a FROM x UNION SELECT a FROM y",
["a"],
[("a",), ("b",), ("c",), ("d",)],
),
(
"SELECT a FROM x EXCEPT SELECT a FROM y",
["a"],
[("a",)],
),
(
"SELECT a FROM x INTERSECT SELECT a FROM y",
["a"],
[("b",), ("c",)],
),
(
"""SELECT i.a
FROM (
SELECT a FROM x UNION SELECT a FROM y
) AS i
JOIN (
SELECT a FROM x UNION SELECT a FROM y
) AS j
ON i.a = j.a""",
["a"],
[("a",), ("b",), ("c",), ("d",)],
),
(
"SELECT 1 AS a UNION SELECT 2 AS a UNION SELECT 3 AS a",
["a"],
[(1,), (2,), (3,)],
),
]:
with self.subTest(sql):
result = execute(sql, schema=schema, tables=tables)
self.assertEqual(result.columns, tuple(cols))
self.assertEqual(set(result.rows), set(rows))
def test_execute_catalog_db_table(self):
tables = {
"catalog": {
"db": {
"x": [
{"a": "a"},
{"a": "b"},
{"a": "c"},
],
}
}
}
schema = {
"catalog": {
"db": {
"x": {
"a": "VARCHAR",
}
}
}
}
result1 = execute("SELECT * FROM x", schema=schema, tables=tables)
result2 = execute("SELECT * FROM catalog.db.x", schema=schema, tables=tables)
assert result1.columns == result2.columns
assert result1.rows == result2.rows
def test_execute_tables(self):
tables = {
"sushi": [
{"id": 1, "price": 1.0},
{"id": 2, "price": 2.0},
{"id": 3, "price": 3.0},
],
"order_items": [
{"sushi_id": 1, "order_id": 1},
{"sushi_id": 1, "order_id": 1},
{"sushi_id": 2, "order_id": 1},
{"sushi_id": 3, "order_id": 2},
],
"orders": [
{"id": 1, "user_id": 1},
{"id": 2, "user_id": 2},
],
}
self.assertEqual(
execute(
"""
SELECT
o.user_id,
SUM(s.price) AS price
FROM orders o
JOIN order_items i
ON o.id = i.order_id
JOIN sushi s
ON i.sushi_id = s.id
GROUP BY o.user_id
""",
tables=tables,
).rows,
[
(1, 4.0),
(2, 3.0),
],
)
self.assertEqual(
execute(
"""
SELECT
o.id, x.*
FROM orders o
LEFT JOIN (
SELECT
1 AS id, 'b' AS x
UNION ALL
SELECT
3 AS id, 'c' AS x
) x
ON o.id = x.id
""",
tables=tables,
).rows,
[(1, 1, "b"), (2, None, None)],
)
self.assertEqual(
execute(
"""
SELECT
o.id, x.*
FROM orders o
RIGHT JOIN (
SELECT
1 AS id,
'b' AS x
UNION ALL
SELECT
3 AS id, 'c' AS x
) x
ON o.id = x.id
""",
tables=tables,
).rows,
[
(1, 1, "b"),
(None, 3, "c"),
],
)
def test_table_depth_mismatch(self):
tables = {"table": []}
schema = {"db": {"table": {"col": "VARCHAR"}}}
with self.assertRaises(ExecuteError):
execute("SELECT * FROM table", schema=schema, tables=tables)
def test_tables(self):
tables = ensure_tables(
{
"catalog1": {
"db1": {
"t1": [
{"a": 1},
],
"t2": [
{"a": 1},
],
},
"db2": {
"t3": [
{"a": 1},
],
"t4": [
{"a": 1},
],
},
},
"catalog2": {
"db3": {
"t5": Table(columns=("a",), rows=[(1,)]),
"t6": Table(columns=("a",), rows=[(1,)]),
},
"db4": {
"t7": Table(columns=("a",), rows=[(1,)]),
"t8": Table(columns=("a",), rows=[(1,)]),
},
},
}
)
t1 = tables.find(exp.table_(table="t1", db="db1", catalog="catalog1"))
self.assertEqual(t1.columns, ("a",))
self.assertEqual(t1.rows, [(1,)])
t8 = tables.find(exp.table_(table="t8"))
self.assertEqual(t1.columns, t8.columns)
self.assertEqual(t1.rows, t8.rows)
def test_static_queries(self):
for sql, cols, rows in [
("SELECT 1", ["_col_0"], [(1,)]),
("SELECT 1 + 2 AS x", ["x"], [(3,)]),
("SELECT CONCAT('a', 'b') AS x", ["x"], [("ab",)]),
("SELECT 1 AS x, 2 AS y", ["x", "y"], [(1, 2)]),
("SELECT 'foo' LIMIT 1", ["_col_0"], [("foo",)]),
]:
result = execute(sql)
self.assertEqual(result.columns, tuple(cols))
self.assertEqual(result.rows, rows)
def test_aggregate_without_group_by(self):
result = execute("SELECT SUM(x) FROM t", tables={"t": [{"x": 1}, {"x": 2}]})
self.assertEqual(result.columns, ("_col_0",))
self.assertEqual(result.rows, [(3,)])
def test_scalar_functions(self):
for sql, expected in [
("CONCAT('a', 'b')", "ab"),
("CONCAT('a', NULL)", None),
("CONCAT_WS('_', 'a', 'b')", "a_b"),
("STR_POSITION('bar', 'foobarbar')", 4),
("STR_POSITION('bar', 'foobarbar', 5)", 7),
("STR_POSITION(NULL, 'foobarbar')", None),
("STR_POSITION('bar', NULL)", None),
("UPPER('foo')", "FOO"),
("UPPER(NULL)", None),
("LOWER('FOO')", "foo"),
("LOWER(NULL)", None),
("IFNULL('a', 'b')", "a"),
("IFNULL(NULL, 'b')", "b"),
("IFNULL(NULL, NULL)", None),
("SUBSTRING('12345')", "12345"),
("SUBSTRING('12345', 3)", "345"),
("SUBSTRING('12345', 3, 0)", ""),
("SUBSTRING('12345', 3, 1)", "3"),
("SUBSTRING('12345', 3, 2)", "34"),
("SUBSTRING('12345', 3, 3)", "345"),
("SUBSTRING('12345', 3, 4)", "345"),
("SUBSTRING('12345', -3)", "345"),
("SUBSTRING('12345', -3, 0)", ""),
("SUBSTRING('12345', -3, 1)", "3"),
("SUBSTRING('12345', -3, 2)", "34"),
("SUBSTRING('12345', 0)", ""),
("SUBSTRING('12345', 0, 1)", ""),
("SUBSTRING(NULL)", None),
("SUBSTRING(NULL, 1)", None),
("CAST(1 AS TEXT)", "1"),
("CAST('1' AS LONG)", 1),
("CAST('1.1' AS FLOAT)", 1.1),
("COALESCE(NULL)", None),
("COALESCE(NULL, NULL)", None),
("COALESCE(NULL, 'b')", "b"),
("COALESCE('a', 'b')", "a"),
("1 << 1", 2),
("1 >> 1", 0),
("1 & 1", 1),
("1 | 1", 1),
("1 < 1", False),
("1 <= 1", True),
("1 > 1", False),
("1 >= 1", True),
("1 + NULL", None),
("IF(true, 1, 0)", 1),
("IF(false, 1, 0)", 0),
("CASE WHEN 0 = 1 THEN 'foo' ELSE 'bar' END", "bar"),
("CAST('2022-01-01' AS DATE) + INTERVAL '1' DAY", date(2022, 1, 2)),
]:
with self.subTest(sql):
result = execute(f"SELECT {sql}")
self.assertEqual(result.rows, [(expected,)])
|