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gristlabs_grist-core/sandbox/grist/test_formula_prompt.py

260 lines
7.5 KiB

import unittest
import six
from asttokens.util import fstring_positions_work
import test_engine
import testutil
from formula_prompt import (
values_type, column_type, referenced_tables, get_formula_prompt, convert_completion,
)
from objtypes import RaisedException
from records import Record as BaseRecord, RecordSet as BaseRecordSet
class FakeTable(object):
def __init__(self):
class Record(BaseRecord):
_table = self
class RecordSet(BaseRecordSet):
_table = self
self.Record = Record
self.RecordSet = RecordSet
table_id = "Table1"
_identity_relation = None
fake_table = FakeTable()
@unittest.skipUnless(six.PY3, "Python 3 only")
class TestFormulaPrompt(test_engine.EngineTestCase):
def test_values_type(self):
self.assertEqual(values_type([1, 2, 3]), "int")
self.assertEqual(values_type([1.0, 2.0, 3.0]), "float")
self.assertEqual(values_type([1, 2, 3.0]), "float")
self.assertEqual(values_type([1, 2, None]), "Optional[int]")
self.assertEqual(values_type([1, 2, 3.0, None]), "Optional[float]")
self.assertEqual(values_type([1, RaisedException(None), 3]), "int")
self.assertEqual(values_type([1, RaisedException(None), None]), "Optional[int]")
self.assertEqual(values_type(["1", "2", "3"]), "str")
self.assertEqual(values_type([1, 2, "3"]), "Any")
self.assertEqual(values_type([1, 2, "3", None]), "Any")
self.assertEqual(values_type([
fake_table.Record(None),
fake_table.Record(None),
]), "Table1")
self.assertEqual(values_type([
fake_table.Record(None),
fake_table.Record(None),
None,
]), "Optional[Table1]")
self.assertEqual(values_type([
fake_table.RecordSet(None),
fake_table.RecordSet(None),
]), "list[Table1]")
self.assertEqual(values_type([
fake_table.RecordSet(None),
fake_table.RecordSet(None),
None,
]), "Optional[list[Table1]]")
self.assertEqual(values_type([[1, 2, 3]]), "list[int]")
self.assertEqual(values_type([[1, 2, 3], None]), "Optional[list[int]]")
self.assertEqual(values_type([[1, 2, None]]), "list[Optional[int]]")
self.assertEqual(values_type([[1, 2, None], None]), "Optional[list[Optional[int]]]")
self.assertEqual(values_type([[1, 2, "3"]]), "list[Any]")
self.assertEqual(values_type([{1, 2, 3}]), "set[int]")
self.assertEqual(values_type([(1, 2, 3)]), "tuple[int, ...]")
self.assertEqual(values_type([{1: ["2"]}]), "dict[int, list[str]]")
def assert_column_type(self, col_id, expected_type):
self.assertEqual(column_type(self.engine, "Table2", col_id), expected_type)
def assert_prompt(self, table_name, col_id, expected_prompt, lookups=False):
prompt = get_formula_prompt(self.engine, table_name, col_id, "description here",
include_all_tables=False, lookups=lookups)
# print(prompt)
self.assertEqual(prompt, expected_prompt)
def test_column_type(self):
sample = testutil.parse_test_sample({
"SCHEMA": [
[1, "Table2", [
[1, "text", "Text", False, "", "", ""],
[2, "numeric", "Numeric", False, "", "", ""],
[3, "int", "Int", False, "", "", ""],
[4, "bool", "Bool", False, "", "", ""],
[5, "date", "Date", False, "", "", ""],
[6, "datetime", "DateTime", False, "", "", ""],
[7, "attachments", "Attachments", False, "", "", ""],
[8, "ref", "Ref:Table2", False, "", "", ""],
[9, "reflist", "RefList:Table2", False, "", "", ""],
[10, "choice", "Choice", False, "", "", '{"choices": ["a", "b", "c"]}'],
[11, "choicelist", "ChoiceList", False, "", "", '{"choices": ["x", "y", "z"]}'],
[12, "ref_formula", "Any", True, "$ref or None", "", ""],
[13, "numeric_formula", "Any", True, "1 / $numeric", "", ""],
[14, "new_formula", "Numeric", True, "'to be generated...'", "", ""],
]],
],
"DATA": {
"Table2": [
["id", "numeric", "ref"],
[1, 0, 0],
[2, 1, 1],
],
},
})
self.load_sample(sample)
self.assert_column_type("text", "str")
self.assert_column_type("numeric", "float")
self.assert_column_type("int", "int")
self.assert_column_type("bool", "bool")
self.assert_column_type("date", "datetime.date")
self.assert_column_type("datetime", "datetime.datetime")
self.assert_column_type("attachments", "Any")
self.assert_column_type("ref", "Table2")
self.assert_column_type("reflist", "list[Table2]")
self.assert_column_type("choice", "Literal['a', 'b', 'c']")
self.assert_column_type("choicelist", "tuple[Literal['x', 'y', 'z'], ...]")
self.assert_column_type("ref_formula", "Optional[Table2]")
self.assert_column_type("numeric_formula", "float")
self.assertEqual(referenced_tables(self.engine, "Table2"), set())
self.assert_prompt("Table2", "new_formula",
'''\
class Table2:
text: str
numeric: float
int: int
bool: bool
date: datetime.date
datetime: datetime.datetime
attachments: Any
ref: Table2
reflist: list[Table2]
choice: Literal['a', 'b', 'c']
choicelist: tuple[Literal['x', 'y', 'z'], ...]
ref_formula: Optional[Table2]
numeric_formula: float
def new_formula(rec: Table2) -> float:
''')
def test_get_formula_prompt(self):
sample = testutil.parse_test_sample({
"SCHEMA": [
[1, "Table1", [
[1, "text", "Text", False, "", "", ""],
]],
[2, "Table2", [
[2, "ref", "Ref:Table1", False, "", "", ""],
]],
[3, "Table3", [
[3, "reflist", "RefList:Table2", False, "", "", ""],
]],
],
"DATA": {},
})
self.load_sample(sample)
self.assertEqual(referenced_tables(self.engine, "Table3"), {"Table1", "Table2"})
self.assertEqual(referenced_tables(self.engine, "Table2"), {"Table1"})
self.assertEqual(referenced_tables(self.engine, "Table1"), set())
self.assert_prompt("Table1", "text", '''\
class Table1:
def text(rec: Table1) -> str:
''')
# Test the same thing but include the lookup methods as in a real case,
# just to show that the table class would never actually be empty
# (which would be invalid Python and might confuse the model).
self.assert_prompt("Table1", "text", """\
class Table1:
def __len__(self):
return len(Table1.lookupRecords())
@staticmethod
def lookupRecords(sort_by=None) -> list[Table1]:
...
@staticmethod
def lookupOne(sort_by=None) -> Table1:
'''
Filter for one result matching the keys provided.
To control order, use e.g. `sort_by='Key' or `sort_by='-Key'`.
'''
return Table1.lookupRecords(sort_by=sort_by)[0]
def text(rec: Table1) -> str:
""", lookups=True)
self.assert_prompt("Table2", "ref", '''\
class Table1:
text: str
class Table2:
def ref(rec: Table2) -> Table1:
''')
self.assert_prompt("Table3", "reflist", '''\
class Table1:
text: str
class Table2:
ref: Table1
class Table3:
def reflist(rec: Table3) -> list[Table2]:
''')
@unittest.skipUnless(fstring_positions_work(), "Needs Python 3.10+")
def test_convert_completion(self):
completion = """
Here's some code:
```python
import os
from x import (
y,
z,
)
class Foo:
bar: Bar
@property
def foo(rec):
'''This is a docstring'''
x = f"hello {rec.name} " + rec.name + "!"
if rec.bar.spam:
return 0
return rec.a * rec.b
```
Hope you like it!
"""
self.assertEqual(convert_completion(completion), """\
import os
from x import (
y,
z,
)
x = f"hello {$name} " + $name + "!"
if $bar.spam:
return 0
$a * $b""")