Ghostwriter: analysis of common argument names and type annotations #3311

Zac-HD · 2022-04-27T00:50:22Z

hypothesis/hypothesis-python/src/hypothesis/extra/ghostwriter.py

Lines 222 to 240 in f576f50

    
           # Simple strategies to guess for common argument names - we wouldn't do this in 
        
           # builds() where strict correctness is required, but we only use these guesses 
        
           # when the alternative is nothing() to force user edits anyway. 
        
           # 
        
           # This table was constructed manually after skimming through the documentation 
        
           # for the builtins and a few stdlib modules.  Future enhancements could be based 
        
           # on analysis of type-annotated code to detect arguments which almost always 
        
           # take values of a particular type. 
        
           _GUESS_STRATEGIES_BY_NAME = ( 
        
               (st.integers(0, 32), ["ndims", "ndigits"]), 
        
               (st.booleans(), ["keepdims"]), 
        
               (st.text(), ["name", "filename", "fname", "text"]), 
        
               (st.floats(), ["real", "imag"]), 
        
               (st.functions(), ["function", "func", "f"]), 
        
               (st.functions(returns=st.booleans(), pure=True), ["pred", "predicate"]), 
        
               (st.iterables(st.integers()) | st.iterables(st.text()), ["iterable"]), 
        
               (st.builds(object), ["object"]), 
        
               (st.integers() | st.floats() | st.fractions(), ["number"]), 
        
           )

Well, last weekend I counted all the distinct ast.arg nodes in a fuzzily-deduplicated corpus of Python code:

Found 295,215,535 arguments 
        6,394,238 unique arguments
       11,701,353 were annotated
          447,048 distinct annotations
          404,854 distinct after cleaning

Skipping over some more data munging, here's a table of the most common argument names where one annotation is more common than the rest. I'm not saying that we should have the Ghostwriter recognize all of these; but rather that all the argument names which we might want to recognize are very likely to be in the table below. Argument names generally can generally be categorized as:

✅ Simple cases - string or name is almost always of type str
- ✅ Some of these are already handled 😎
✅ Narrow meaning - email is not just a string, it's an email address (st.emails())
❌ Mixed types - e.g. path is usually annotated as a str, but pathlib.Path is also common
- ✅ e.g. width is usually annotated int and sometimes float, but guessing int | float is reasonable
❌ Underspecified - e.g. method is usually a string, but probably usually only one of a few specific strings
❌ Polysemantic - e.g. people seem to use line as a name for either the index or content of a line of text

Should guess?	Count	Arg name	Most common	Next ten
✅	2,926,485	name	`str` (154,809)	`Optional[str]` (17,106) `Any` (3,206) `bytes` (1,033) `Optional[Any]` (833) `int` (402) `Name` (337) `Key` (326) `str.lower` (203) `AnyStr` (180) `TriggerExists` (139)
❌	1,207,603	path	`str` (53,462)	`Path` (8,605) `Optional[str]` (1,878) `pathlib.Path` (1,536) `Union[str, Path]` (1,171) `PathOrStr` (1,030) `list` (692) `PathType` (663) `Any` (617) `list[str]` (572) `Union[Path, str]` (567)
❌	1,003,916	key	`str` (38,224)	`int` (7,478) `Any` (5,226) `bytes` (3,214) `Optional[str]` (1,561) `Key` (852) `Hashable` (636) `KT` (553) `object` (474) `Optional[int]` (413) `Union[int, str]` (235)
✅	908,079	filename	`str` (28,572)	`Optional[str]` (1,242) `Path` (788) `Union[str, Path]` (479) `Any` (344) `Filename` (222) `Union[Path, str]` (171) `pathlib.Path` (162) `PathLike` (110) `Optional[Any]` (98) `AnyStr` (77)
✅	741,960	text	`str` (42,156)	`Optional[str]` (873) `Any` (578) `bytes` (276) `list[str]` (266) `list` (182) `AnyStr` (130) `Union[str, int]` (118) `bool` (103) `Union[str, list[str]]` (96) `Optional[Any]` (93)
✅	733,713	url	`str` (33,809)	`Optional[str]` (1,163) `URL` (519) `QtCore.QUrl` (336) `QUrl` (262) `Any` (217) `PySide2.QtCore.QUrl` (148) `StrOrURL` (131) `Union[str, URL]` (122) `Url` (122) `URLTypes` (115)
❌	539,693	index	`int` (27,593)	`QModelIndex` (1,667) `str` (1,161) `QtCore.QModelIndex` (841) `Any` (711) `PySide2.QtCore.QModelIndex` (583) `bool` (581) `Index` (525) `Optional[str]` (403) `Optional[int]` (352) `Tensor` (308)
✅	418,743	size	`int` (13,714)	`float` (1,026) `tuple[int, int]` (784) `Optional[int]` (732) `str` (671) `tuple` (626) `Any` (418) `Size` (334) `QtCore.QSize` (217) `PySide2.QtCore.QSize` (181) `size` (173)
✅	350,064	title	`str` (15,097)	`Optional[str]` (1,600) `String` (97) `Title` (82) `Any` (80) `Optional[Any]` (57) `titleType` (36) `bool` (32) `Optional[String]` (32) `AnyFormattedText` (30) `clean_content` (30)
✅	332,927	password	`str` (14,266)	`Optional[str]` (1,511) `bytes` (239) `Any` (74) `object` (64) `bool` (56) `Optional[bytes]` (54) `Password` (53) `Union[str, bytes]` (51) `Union[bytes, str]` (46) `int` (30)
✅	329,775	username	`str` (13,812)	`Optional[str]` (941) `UserId` (113) `list[str]` (58) `Any` (54) `Username` (28) `bytes` (25) `discord.Member` (21) `Union[str, list[str]]` (18) `Optional[Any]` (18) `Union[str, None]` (16)
❌	294,788	root	`TreeNode` (33,158)	`Node` (3,708) `str` (2,552) `Path` (652) `Root` (306) `models.Product` (286) `models.ProductVariant` (274) `int` (258) `Element` (223) `models.Order` (179) `Any` (151)
❌	280,268	method	`str` (10,887)	`Any` (1,100) `Optional[str]` (649) `Callable` (456) `Method` (274) `bytes` (224) `int` (177) `Optional[Any]` (123) `bool` (83) `Optional[Filter]` (80) `callable` (71)
❌	280,258	line	`str` (8,746)	`int` (3,693) `Line` (681) `bytes` (289) `Optional[int]` (160) `list` (130) `Any` (115) `list[str]` (102) `OrderLine` (100) `dict[str, str]` (100) `dict` (100)
✅	275,802	batch_size	`int` (11,839)	`Optional[int]` (639) `Any` (32) `tf.Tensor` (22) `numbers.Integral` (21) `Union[list[int], int]` (14) `Optional[types.Int]` (12) `Optional[jsii.Number]` (12) `types.Int` (11) `Union[int, tf.Tensor]` (10) `Union[None, int, tuple[int, int]]` (10)
✅	254,866	port	`int` (10,422)	`str` (1,120) `Optional[int]` (1,043) `Port` (297) `Any` (131) `Optional[str]` (94) `Union[str, int]` (85) `None` (73) `Optional[Any]` (61) `Union[int, str]` (55) `float` (47)
❌	251,358	row	`int` (6,281)	`dict` (550) `list[str]` (389) `dict[str, str]` (305) `list` (302) `pd.Series` (296) `str` (283) `Row` (278) `dict[str, Any]` (183) `Optional[int]` (164) `Any` (126)
✅	250,846	verbose	`bool` (9,453)	`int` (1,612) `Optional[bool]` (173) `Any` (116) `str` (29) `Optional[int]` (23) `Optional[bareosBool]` (22) `Optional[Any]` (12) `list` (11) `Union[int, bool]` (9) `BoolType` (5)
✅	245,455	width	`int` (11,598)	`float` (1,917) `Optional[int]` (495) `str` (121) `Any` (108) `Optional[str]` (73) `Optional[float]` (68) `Number` (60) `ScreenUnits` (58) `Optional[Any]` (40) `NumberType` (39)
✅	243,400	string	`str` (11,854)	`AnyStr` (475) `bytes` (188) `Any` (139) `Optional[str]` (84) `Union[str, UserString]` (36) `Union[str, bytes]` (31) `Union[bytes, str]` (27) `AnyStr2` (24) `str_type` (23) `list` (18)
✅	240,966	num	`int` (13,856)	`str` (1,243) `float` (391) `Optional[int]` (173) `Any` (96) `list` (70) `Union[int, float]` (66) `list[int]` (36) `IntConverter` (16) `Union[int, str]` (12) `SupportsIndex` (12)
✅	236,211	label	`str` (7,171)	`Optional[str]` (1,450) `int` (594) `Label` (406) `bytes` (256) `torch.Tensor` (222) `Any` (215) `OCP.TCollection.TCollection_HAsciiString` (157) `np.ndarray` (144) `TDF_Label` (129) `bool` (123)
✅	233,390	host	`str` (9,028)	`Optional[str]` (977) `Host` (249) `Any` (101) `watolib.CREHost` (70) `Optional[Any]` (69) `None` (65) `HostName` (35) `bool` (34) `Optional[Union[str, Sequence[str]]]` (29) `dict` (27)
❌	230,365	user_id	`int` (12,361)	`str` (8,582) `UserID` (809) `Optional[int]` (656) `Optional[str]` (344) `Union[str, int]` (223) `UUID` (179) `Union[int, str]` (157) `UserId` (155) `Integer` (119) `Union[UUID, str]` (99)
❌	210,299	token	`str` (9,808)	`Token` (2,123) `Optional[str]` (595) `CancelToken` (467) `dict` (297) `tokenize.TokenInfo` (265) `bytes` (229) `int` (199) `Any` (170) `Hash32` (86) `HTTPAuthorizationCredentials` (65)
❌	208,098	level	`int` (7,870)	`str` (1,398) `Level` (397) `Any` (273) `float` (226) `Optional[str]` (160) `Optional[int]` (159) `Optional[Any]` (145) `Optional[Level]` (138) `LogLevel` (137) `Union[str, int]` (114)
❌	206,760	height	`int` (9,138)	`list[int]` (1,967) `float` (1,636) `Optional[int]` (367) `str` (124) `list` (117) `uint32` (102) `Any` (92) `Optional[str]` (86) `Number` (85) `Optional[float]` (54)

Much more of this table, results only

Count	Arg name	Most common	Next ten
198,349	prefix	`str` (10,820)	`Optional[str]` (913) `Prefix` (156) `Any` (146) `list` (116) `bytes` (100) `bool` (83) `Optional[AnyStr]` (72) `list[str]` (61) `Optional[Any]` (51) `Union[str, tuple[str, ...]]` (43)
197,368	content	`str` (8,151)	`bytes` (1,086) `dict` (795) `Any` (571) `Content` (559) `Optional[str]` (512) `HTMLContent` (306) `list[str]` (194) `list` (182) `commands.clean_content` (125) `JsonDict` (111)
185,973	bot	`Bot` (19,021)	`commands.Bot` (2,428) `Red` (867) `str` (586) `NoneBot` (300) `telegram.Bot` (250) `utils.Bot` (230) `BOT` (194) `CustomBot` (172) `MockedBot` (146) `discord.Client` (119)
182,184	command	`str` (7,301)	`Command` (1,365) `list[str]` (694) `bytes` (302) `Optional[str]` (247) `Any` (210) `commands.Command` (202) `dict` (182) `list` (182) `adsk.core.Command` (154) `int` (151)
181,137	offset	`int` (8,975)	`Optional[int]` (1,123) `float` (656) `Offset` (292) `str` (201) `Any` (195) `tuple[int, int]` (73) `tuple[float, float]` (72) `Seconds` (48) `XY` (47) `tuple` (32)
175,240	count	`int` (13,586)	`Optional[int]` (1,187) `bool` (168) `str` (108) `Any` (99) `float` (64) `list[int]` (63) `Optional[bool]` (53) `Sequence` (46) `interactive.integer_argument` (37) `Optional[Any]` (23)
173,804	nums	`list[int]` (49,351)	`list` (2,707) `int` (1,456) `list[list[int]]` (285) `Any` (128) `tp.list[int]` (78) `Sequence[int]` (33) `list[float]` (24) `Sequence[float]` (23) `str` (22) `Collection[int]` (22)
173,039	file_name	`str` (9,582)	`Optional[str]` (354) `Path` (142) `Union[str, Path]` (61) `Union[str, PathLike]` (35) `list` (28) `pathlib.Path` (25) `PathLike` (23) `AnyStr` (21) `Union[Path, str]` (16) `PathOrString` (12)
172,236	length	`int` (7,458)	`float` (847) `Optional[int]` (447) `str` (96) `Any` (84) `Optional[Any]` (54) `asarray` (28) `Length` (24) `Optional[float]` (22) `tf.Tensor` (22) `Number` (20)
170,183	limit	`int` (11,913)	`Optional[int]` (2,007) `Optional[Any]` (274) `float` (251) `str` (166) `Limit` (95) `Any` (91) `Optional[str]` (41) `Optional[Limit]` (39) `bool` (31) `Optional[float]` (19)
169,239	alpha	`float` (4,567)	`int` (760) `Number` (212) `Optional[float]` (145) `Any` (90) `bool` (69) `np.ndarray` (61) `Char` (61) `Tensor` (49) `Union[float, int]` (43) `torch.Tensor` (32)
161,937	arr	`list[int]` (5,451)	`list` (1,973) `np.ndarray` (967) `Any` (347) `int` (229) `np.array` (198) `list[str]` (176) `list[list[int]]` (81) `ndarray` (74) `Sequence` (63) `list[Any]` (58)
159,195	idx	`int` (5,656)	`str` (189) `QModelIndex` (182) `Any` (176) `size_t` (167) `torch.Tensor` (53) `slice` (53) `Optional[int]` (51) `np.ndarray` (42) `list` (42) `Union[int, slice]` (41)
158,795	word	`str` (9,976)	`Word` (176) `int` (89) `list` (36) `Any` (30) `list[str]` (23) `Token` (20) `Optional[str]` (19) `AnyStr` (17) `StressedWord` (17) `bytes` (15)
156,380	description	`str` (12,202)	`Optional[str]` (4,053) `Description` (149) `dict` (127) `ServiceName` (112) `Any` (104) `Optional[LocalizedString]` (85) `Optional[Any]` (75) `Union[str, _NotSetType]` (35) `String` (32) `Optional[_Text]` (30)
155,842	email	`str` (7,632)	`Optional[str]` (392) `EmailStr` (113) `Email` (96) `dict` (86) `list[str]` (44) `Any` (23) `Optional[EmailStr]` (21) `NonBinaryStr` (13) `EmailMultiAlternatives` (12) `utils.enforce_as_email_address` (12)
153,712	number	`int` (7,072)	`str` (1,392) `float` (373) `Optional[int]` (130) `Any` (124) `Optional[str]` (112) `Number` (97) `Union[int, float]` (56) `Union[int, str]` (45) `SupportsRound` (40) `list` (37)
144,559	table	`str` (5,480)	`Table` (960) `TableName` (275) `CollectionT` (255) `pd.DataFrame` (227) `biom.Table` (157) `dict` (144) `list` (141) `Any` (137) `int` (114) `pandas.DataFrame` (109)
143,486	fname	`str` (3,006)	`Any` (158) `PathOrStr` (99) `Path` (92) `Union[str, Path]` (58) `Optional[str]` (56) `pathlib.Path` (28) `Union[Path, str]` (25) `mesonlib.FileOrString` (16) `Filename` (14) `os.PathLike` (11)
134,617	update	`Update` (27,507)	`bool` (736) `telegram.Update` (461) `dict` (241) `str` (75) `types.Update` (63) `dict[str, Any]` (55) `Updater` (54) `tg.Update` (52) `HandlerArg` (44) `Any` (39)
132,015	seed	`int` (4,873)	`Optional[int]` (1,949) `tp.Optional[int]` (574) `str` (431) `Any` (175) `bytes` (167) `Optional[Any]` (153) `Union[int, None]` (117) `float` (94) `cirq.RANDOM_STATE_OR_SEED_LIKE` (82) `Hash32` (48)
130,600	file_path	`str` (10,115)	`Path` (1,101) `pathlib.Path` (222) `Optional[str]` (204) `Union[str, Path]` (123) `Optional[Path]` (98) `Union[Path, str]` (56) `Union[str, pathlib.Path]` (47) `PathType` (31) `Any` (24) `PathLike` (22)
129,711	page	`int` (4,252)	`Page` (781) `Optional[int]` (581) `str` (543) `BeautifulSoup` (69) `WikipediaPage` (65) `dict` (51) `Any` (37) `Union[int, None]` (37) `pywikibot.Page` (33) `HtmlPage` (32)
128,332	stride	`int` (2,579)	`Union[int, Sequence[int]]` (187) `Union[int, tuple[int, int]]` (116) `tuple[int, int]` (92) `size` (85) `Union[_int, _size]` (66) `MaybeTuple[int]` (44) `list[int]` (36) `Optional[int]` (34) `tuple` (33) `IntOrTuple` (30)
115,820	filepath	`str` (5,826)	`Path` (663) `Union[str, Path]` (150) `pathlib.Path` (113) `Optional[str]` (107) `Union[Path, str]` (67) `PathLike` (54) `Union[str, pathlib.Path]` (51) `tp.Union[str, Path]` (24) `Any` (19) `FilePath` (15)
115,068	col	`int` (2,999)	`ColumnOrName` (890) `str` (717) `Column` (128) `Collection` (126) `anki.collection.Collection` (86) `Any` (80) `pd.Series` (75) `Union[QtGui.QColor, QtCore.Qt.GlobalColor]` (58) `anki.storage._Collection` (47) `Optional[int]` (44)
114,989	epoch	`int` (3,306)	`Epoch` (262) `Optional[int]` (157) `str` (121) `float` (78) `Union[int, str]` (43) `EpochNumber` (30) `datetime.datetime` (28) `tls.Epoch` (16) `num` (14) `datetime` (12)
114,904	amount	`int` (7,714)	`float` (3,682) `Decimal` (627) `str` (405) `Wad` (312) `PaymentAmount` (179) `TokenAmount` (147) `Any` (138) `Optional[int]` (118) `FVal` (71) `NumberConverter` (66)
111,421	attr	`str` (2,541)	`Any` (321) `Optional[str]` (258) `int` (229) `list` (59) `dict` (57) `Attribute` (28) `Optional[Mapping[str, str]]` (27) `EpiAttribute` (24) `Mapping[str, str]` (18) `QWebEngineSettings.WebAttribute` (18)
110,364	year	`int` (4,031)	`str` (567) `Optional[int]` (205) `Year` (77) `Any` (30) `Union[str, int]` (25) `dt.datetime` (18) `Optional[str]` (18) `float` (14) `Union[int, str]` (14) `Optional[Any]` (12)
100,540	depth	`int` (4,097)	`float` (321) `Optional[int]` (168) `str` (63) `torch.Tensor` (20) `np.ndarray` (20) `np.array` (19) `bool` (16) `tuple` (16) `DepthData` (15) `Optional[float]` (14)
97,732	directory	`str` (4,303)	`Path` (702) `Optional[str]` (188) `pathlib.Path` (141) `Union[str, Path]` (69) `PathLike` (44) `Directory` (37) `Union[Path, str]` (35) `Optional[Path]` (32) `pathx.Path` (32) `RecordsDirectory` (31)
97,433	debug	`bool` (4,591)	`int` (236) `Optional[bool]` (81) `Any` (58) `str` (50) `Optional[int]` (20) `Union[str, bool]` (19) `Optional[str]` (17) `Debug` (15) `dict` (11) `Optional[TextIO]` (9)
95,157	num_classes	`int` (2,738)	`Optional[int]` (265) `FloatTensorLike` (20) `Any` (5) `Optional[dict[str, int]]` (3) `Optional[Union[Sequence[int], int]]` (3) `object` (2) `float` (2) `10` (1) `Union[int, Mapping[int, int]]` (1) `Optional[bool]` (1)
93,040	column	`int` (4,118)	`str` (1,996) `Column` (231) `Any` (107) `pd.Series` (100) `Optional[str]` (93) `NumberColumn` (79) `Optional[int]` (70) `list` (50) `DateColumn` (48) `Union[field.Field, str]` (39)
92,462	symbol	`str` (5,653)	`Symbol` (485) `QuantConnect.Symbol` (448) `int` (233) `Optional[str]` (146) `SymbolNode` (57) `bool` (35) `PAIR` (25) `Any` (24) `Union[list, str]` (23) `mx.sym.Symbol` (20)
90,995	threshold	`float` (3,053)	`int` (1,432) `Optional[float]` (141) `Optional[int]` (63) `str` (49) `Number` (29) `Any` (26) `bool` (21) `Union[float, int]` (20) `datetime.datetime` (19) `Union[int, float]` (18)
90,946	namespace	`str` (4,560)	`Any` (1,042) `Optional[str]` (960) `Namespace` (417) `dict[str, Any]` (204) `dict` (192) `argparse.Namespace` (171) `Optional[Any]` (73) `Optional[Namespace]` (56) `list[str]` (36) `Optional[argparse.Namespace]` (30)
90,155	str	`str` (1,779)	`OCP.IGESData.IGESData_IGESEntity` (140) `Any` (101) `bool` (54) `bytes` (52) `ColumnOrName` (39) `OCP.TCollection.TCollection_AsciiString` (18) `capsule` (12) `IGESData_IGESEntity` (12) `Column` (10) `Optional[str]` (6)
88,179	pattern	`str` (4,338)	`Pattern` (463) `Optional[str]` (175) `Any` (145) `int` (90) `AnyStr` (85) `Union[str, Pattern]` (82) `bytes` (70) `Pattern[str]` (63) `DFPattern` (61) `Pattern[AnyStr]` (54)
85,030	matrix	`list[list[int]]` (4,515)	`list[list[str]]` (871) `np.ndarray` (851) `list` (550) `Matrix` (299) `int` (127) `torch.Tensor` (120) `Tensor` (112) `Any` (84) `np.array` (79) `list[list]` (75)
83,924	monkeypatch	`MonkeyPatch` (835)	`Any` (354) `pytest.monkeypatch.MonkeyPatch` (25) `pytest.MonkeyPatch` (20) `monkeypatch.MonkeyPatch` (2) `monkeypatch` (2) `pytest.monkeypatch.monkeypatch` (1) `Mock` (1) `object` (1)
82,461	force	`bool` (4,711)	`Optional[bool]` (190) `float` (63) `int` (48) `str` (38) `Any` (33) `Optional[Any]` (25) `Vector2d` (10) `numpy.ndarray[float32]` (10) `Vector` (9) `np.ndarray` (8)
81,027	theta	`float` (1,078)	`np.ndarray` (173) `Tensor` (121) `np.array` (66) `torch.Tensor` (40) `int` (36) `list` (23) `Any` (20) `Array` (19) `Variable` (18) `tf.Tensor` (17)
79,864	encoding	`str` (3,951)	`Optional[str]` (1,382) `Optional[Any]` (160) `Any` (114) `Encoding` (102) `None` (98) `serialization.Encoding` (50) `tp.Optional[str]` (36) `OptStr` (26) `n_7_t_0` (24) `int` (21)
79,240	dim	`int` (2,995)	`str` (153) `Optional[int]` (129) `Union[str, None]` (120) `Union[_int, _size]` (90) `Hashable` (85) `Union[str, ellipsis, None]` (65) `tuple` (52) `Optional[_int]` (50) `list` (26) `list[int]` (24)
78,849	category	`str` (2,686)	`Optional[str]` (525) `Category` (270) `discord.CategoryChannel` (179) `int` (149) `type[Warning]` (44) `Any` (34) `QPlaceCategory` (32) `dict` (31) `Optional[type[Warning]]` (29) `type` (27)
75,529	game	`Game` (3,107)	`str` (639) `Any` (128) `object` (122) `Chess` (97) `GameDescription` (65) `GameOptions` (62) `GameState` (56) `dict` (47) `Board` (39) `arcade.Window` (38)
73,980	uri	`str` (3,986)	`Optional[str]` (243) `URI` (83) `URL` (76) `Any` (64) `Union[str, Sequence[str]]` (45) `Uri` (34) `URIRef` (29) `bytes` (27) `ParseResult` (22) `bool` (16)
73,892	subject	`str` (2,248)	`Subject` (345) `Optional[str]` (257) `HTLCOwner` (145) `Any` (72) `URIRef` (49) `int` (33) `Union[Group, Friend]` (31) `Union[str, Any]` (30) `Callable` (23) `dict` (18)
73,796	radius	`float` (2,141)	`int` (1,031) `Optional[float]` (50) `Any` (47) `Tensor` (47) `Number` (46) `Optional[int]` (31) `Union[int, float]` (28) `np.ndarray` (21) `Quantity` (18) `torch.Tensor` (17)
72,429	head	`ListNode` (14,500)	`Node` (1,404) `str` (196) `int` (147) `Optional[int]` (63) `Query` (42) `RDD` (41) `ImmutableListNode` (38) `TreeNode` (35) `bool` (34) `dict` (33)
72,411	prop	`str` (1,089)	`Property` (131) `dict` (38) `Any` (31) `Prop` (25) `GObject.GParamSpec` (24) `float` (20) `Optional[Any]` (15) `Optional[str]` (14) `list` (13) `VisualStyleProperty` (12)
72,344	beta	`float` (2,060)	`Number` (222) `int` (174) `np.ndarray` (59) `Tensor` (53) `Vector` (45) `Union[float, int]` (37) `Any` (30) `Optional[float]` (25) `bool` (21) `ndarray` (19)
72,321	sigma	`float` (1,497)	`int` (98) `np.ndarray` (57) `Optional[float]` (53) `Array` (45) `tuple[float, float]` (41) `torch.Tensor` (41) `Tensor` (39) `list[float]` (33) `Union[Number, tuple[Number]]` (23) `Any` (22)
71,836	reason	`str` (5,595)	`Optional[str]` (1,255) `int` (221) `ActionReason` (173) `Reason` (167) `Any` (149) `Optional[Any]` (145) `DisconnectReason` (93) `Exception` (56) `undefined.UndefinedOr[str]` (54) `DialogReason` (41)
70,807	gamma	`float` (2,378)	`Optional[float]` (52) `int` (38) `Any` (28) `np.ndarray` (22) `CSP` (21) `types.Float` (12) `FloatTensorLike` (10) `Tensor` (10) `Union[float, torch.Tensor]` (10) `bool` (8)
70,577	region	`str` (2,977)	`Region` (773) `Optional[str]` (653) `Union[Region, str]` (245) `RegionTyping` (119) `sublime.Region` (100) `AWSRegion` (94) `PolygonLike.TYPE` (80) `int` (56) `Rectangle` (55) `Optional[Region]` (38)
70,559	outfile	`str` (672)	`TextIO` (121) `Path` (56) `Optional[str]` (52) `IO[str]` (44) `Any` (23) `BinaryIO` (22) `file` (16) `IO` (11) `Union[str, Path]` (9) `TextIOWrapper` (8)
68,756	project_id	`str` (3,394)	`int` (1,490) `Optional[str]` (1,402) `hug.types.uuid` (60) `UUID` (45) `ObjectId` (30) `Any` (27) `ProjectID` (21) `Optional[int]` (21) `Union[int, str]` (19) `bson.ObjectId` (14)
67,358	comment	`str` (2,060)	`Optional[str]` (660) `Comment` (180) `dict` (47) `bool` (31) `praw.models.Comment` (25) `Commentator` (24) `Leaf` (22) `Any` (21) `int` (18) `Optional[LangString]` (14)
67,171	words	`list[str]` (4,525)	`list` (739) `str` (613) `Iterable[str]` (118) `list[Word]` (89) `set` (78) `Sequence[str]` (68) `dict` (53) `int` (52) `set[str]` (42) `Any` (35)
67,060	queryset	`QuerySet` (477)	`Any` (46) `models.QuerySet` (25) `Optional[QuerySet]` (20) `Optional[Any]` (19) `models.query.QuerySet` (7) `InvitationQuerySet` (7) `str` (6) `BaseQuerySet` (6) `Iterator[jina_pb2.QueryLang]` (5) `Union[AcceptQueryLangType, Iterator[AcceptQueryLangType]]` (5)
66,206	learning_rate	`float` (2,104)	`Union[float, Callable]` (38) `int` (37) `Union[FloatTensorLike, Callable]` (33) `Any` (30) `Optional[float]` (24) `Union[float, Schedule]` (19) `Union[str, float]` (16) `PositiveFloat` (9) `Union[float, list[float]]` (9) `Union[float, LearningRateSchedule]` (8)
65,139	lst	`list` (1,409)	`list[int]` (216) `list[str]` (98) `list[Any]` (96) `Any` (83) `Iterable` (34) `str` (28) `Sequence` (28) `list[float]` (18) `Sequence[Any]` (18) `Iterable[bytes]` (16)
64,667	kernel_size	`int` (1,282)	`tuple[int, int]` (214) `Union[int, tuple[int, int]]` (192) `Union[int, Sequence[int]]` (129) `tuple` (60) `list[int]` (58) `Union[Sequence[int], int]` (50) `Any` (33) `Union[_int, _size]` (33) `size_2_t` (32) `tuple[int, int, int]` (30)
64,637	folder	`str` (2,301)	`Path` (456) `PathOrStr` (177) `Optional[str]` (66) `list[str]` (59) `Union[str, Path]` (58) `Union[str, None]` (57) `pathlib.Path` (55) `Folder` (53) `CdmFolderDefinition` (33) `Union[Path, str]` (33)
64,434	angle	`float` (2,277)	`int` (391) `torch.Tensor` (55) `Angle` (36) `Optional[float]` (21) `Any` (20) `np.float32` (17) `asarray` (16) `NumberType` (13) `str` (11) `ParameterDesignator` (9)
61,798	lang	`str` (3,000)	`Language` (188) `Optional[str]` (172) `MorphLang` (83) `Lang` (50) `Union[Languages, str]` (28) `LangEnum` (27) `Any` (22) `dict` (19) `LanguageDictionary` (17) `Optional[Any]` (13)
61,608	listener	`ParseTreeListener` (38,465)	`Callable` (156) `Listener` (105) `Any` (46) `AbstractViewListener` (27) `logging.handlers.QueueListener` (23) `socket.socket` (20) `IRListener` (20) `EventListener` (20) `BaseListener` (17) `UserListener` (15)
61,486	dir	`str` (1,270)	`Path` (170) `Optional[str]` (94) `int` (57) `Optional[_DirT[AnyStr]]` (52) `QDir` (42) `Any` (32) `Dir` (30) `Optional[AnyStr]` (30) `Direction` (22) `Union[bytes, str]` (20)
61,391	database	`str` (3,588)	`Database` (1,188) `Optional[str]` (365) `DBHandler` (141) `DatabasePool` (112) `PgRawDatabase` (104) `ModuleDB` (74) `DatabaseEntry` (70) `dict` (59) `SqliteUtil` (56) `Optional[Database]` (36)
61,381	language	`str` (2,941)	`Optional[str]` (369) `Language` (332) `Optional[Language]` (79) `QLocale.Language` (40) `list` (35) `Any` (26) `dict` (25) `AnyStr` (25) `settings.i18n.Language` (22) `TypeModeLanguage` (16)
60,659	sentence	`str` (2,495)	`list[str]` (251) `Sentence` (225) `list` (106) `dict[str, torch.Tensor]` (44) `Span` (38) `dict[str, torch.LongTensor]` (38) `nnf.NNF` (35) `torch.Tensor` (30) `dict` (26) `AMSentence` (18)
60,160	link	`str` (2,131)	`Link` (508) `Optional[str]` (154) `bool` (46) `dict` (33) `Optional[bool]` (20) `Any` (15) `QtCore.QUrl` (15) `Node` (14) `object` (14) `markdown.util.etree.Element` (12)
59,802	resource_ group_name	`str` (13,605)	`Optional[str]` (3,685)
59,643	kind	`str` (3,640)	`Optional[str]` (1,156) `int` (365) `Optional[Any]` (137) `Kind` (121) `Any` (87) `SharedTextKind` (59) `Optional[pulumi.Input[Union[str, Kind]]]` (50) `type` (37) `PartitionKind` (34) `schemas.ScheduleKinds` (33)
59,584	dropout	`float` (2,924)	`Optional[float]` (188) `bool` (96) `int` (48) `Optional[Union[tuple, str, float]]` (15) `list[float]` (15) `Union[float, Sequence[float]]` (12) `numbers.Real` (11) `Union[float, None]` (11) `Union[float, list[float]]` (10) `tuple` (9)
58,779	table_name	`str` (4,880)	`Optional[str]` (136) `Any` (135) `TableName` (22) `Optional[Any]` (11) `bytes` (10) `object` (8) `Union[str, Sequence[str]]` (4) `dict` (4) `consts.TABLE_NAME` (4) `Optional[TableName]` (4)
58,134	fileName	`str` (2,008)	`Path` (18) `Any` (14) `Union[BytesIO, str]` (11) `Optional[Union[Path, str]]` (7) `String` (4) `bytes` (4) `Optional[str]` (4) `Optional[Path]` (3) `Union[str, Path]` (3) `object` (2)
57,650	epsilon	`float` (1,727)	`Optional[float]` (34) `FloatTensorLike` (34) `np.ndarray` (21) `int` (20) `Any` (19) `Array` (13) `vfield_t` (13) `tf.Tensor` (11) `bool` (9) `array` (7)
57,613	in_channels	`int` (2,131)	`list[int]` (59) `Union[int, tuple[int, int]]` (26) `Optional[int]` (7) `object` (6) `list` (3) `Union[int, list[int]]` (2) `Union[int, list]` (1) `Tensor` (1) `Any` (1) `Union[str, list]` (1)
57,259	eps	`float` (2,258)	`Optional[float]` (70) `NDArray` (30) `Any` (25) `str` (24) `int` (20) `Epsilon` (17) `np.ndarray` (14) `Union[int, float, np.ndarray]` (13) `list[np.ndarray]` (12) `numbers.Real` (11)
57,005	data_dir	`str` (1,579)	`Path` (435) `Optional[str]` (150) `pathlib.Path` (53) `Union[str, Path]` (28) `FilePath` (21) `Optional[Path]` (16) `PathLike` (14) `Any` (14) `RichPath` (12) `os.PathLike` (10)
56,478	html	`str` (1,694)	`bool` (132) `HTML` (57) `Optional[str]` (56) `bytes` (53) `Element` (43) `BeautifulSoup` (23) `Any` (21) `list[str]` (21) `bs4.BeautifulSoup` (20) `int` (13)
56,447	model_name	`str` (3,595)	`Optional[str]` (157) `ModelName` (53) `Any` (23) `Union[str, Any]` (7) `dsl.PipelineParam` (6) `AnyStr` (6) `Optional[Any]` (3) `Union[str, None]` (2) `Model` (2) `Union[str, GraphModel, MEGNetModel]` (2)
55,543	train	`bool` (1,437)	`pd.DataFrame` (196) `str` (119) `Train` (38) `list` (38) `DataTuple` (38) `np.ndarray` (37) `PathOrStr` (31) `ItemList` (23) `list[list]` (20) `NumpyOrPandas` (20)
55,542	identifier	`str` (3,551)	`int` (422) `ID` (288) `Optional[str]` (268) `Identifier` (236) `PaymentID` (163) `StrID` (102) `Any` (78) `Optional[Any]` (38) `bytes` (36) `dict` (28)
54,028	output_dir	`str` (2,964)	`Path` (619) `Optional[str]` (238) `pathlib.Path` (55) `Optional[Path]` (40) `Any` (39) `Union[str, Path]` (38) `Pathlike` (31) `Optional[Pathlike]` (26) `Union[Path, str]` (17) `OutputFiles` (16)
53,610	uuid	`str` (1,799)	`UUID` (513) `Optional[str]` (126) `int` (85) `Optional[UUID]` (67) `Uuid` (34) `uuid.UUID` (30) `Union[str, silaFW_pb2.CommandExecutionUUID]` (18) `bytes` (16) `Union[str, None]` (15) `bool` (13)
53,502	suffix	`str` (2,385)	`Optional[str]` (292) `Optional[AnyStr]` (72) `Union[str, tuple[str, ...]]` (41) `Any` (31) `bool` (29) `Union[bytes, str]` (20) `bytes` (19) `Optional[Any]` (16) `AnyStr` (15) `Union[bytes, tuple[bytes, ...]]` (14)
53,491	pid	`int` (1,738)	`str` (327) `document.convert_doc_id` (257) `PID` (88) `Optional[int]` (49) `list[int]` (38) `Pid` (34) `Union[int, str]` (25) `Any` (19) `subprocess.Popen` (18) `UUID` (11)
52,756	endpoint	`str` (3,494)	`Endpoint` (448) `EndpointConfig` (326) `Optional[str]` (223) `Callable` (128) `Optional[Filter]` (80) `bool` (78) `Any` (60) `helics_endpoint` (37) `int` (35) `Optional[Endpoint]` (24)
51,983	activation	`str` (1,098)	`Activation` (150) `Optional[str]` (97) `nn.Module` (77) `Callable` (59) `ActivationFunction` (45) `Any` (40) `Callable[[tf.Tensor], tf.Tensor]` (36) `torch.nn.Module` (31) `Callable[[torch.Tensor], torch.Tensor]` (29) `Optional[Union[str, callable]]` (26)
51,342	iterable	`Iterable` (2,175)	`Iterable[Any]` (343) `list` (86) `Iterable[str]` (78) `Any` (73) `Iterable[tuple[_KT, _VT]]` (70) `Iterable[Iterable[Any]]` (46) `Optional[Iterable]` (44) `list[Any]` (37) `iter` (32) `Iterable[_T_co]` (32)
50,947	topic	`str` (2,957)	`Optional[str]` (230) `Topic` (167) `bytes` (102) `Any` (81) `int` (64) `TopicT` (47) `dict` (44) `Union[str, TopicProperties]` (39) `TopicMenuTopic` (26) `list` (17)
50,500	member	`discord.Member` (12,411)	`Member` (1,293) `str` (615) `ChatMember` (303) `discord.User` (291) `Optional[discord.Member]` (185) `Any` (165) `SafeMember` (118) `bytes` (95) `MemberID` (82) `fortnitepy.PartyMember` (78)
49,652	epochs	`int` (2,224)	`Any` (41) `Optional[int]` (34) `list` (24) `mne.Epochs` (16) `tuple[int, ...]` (16) `np.ndarray` (9) `range` (8) `Iterable[int]` (5) `list[int]` (5) `Iterable[float]` (5)
48,685	age	`int` (1,032)	`str` (105) `float` (90) `Age` (45) `Optional[int]` (41) `hug.types.number` (36) `Union[Age, int]` (22) `Union[CommonAge, Age, int]` (20) `Optional[AgeClass]` (15) `Integer` (13) `Union[int, str]` (10)
48,348	hostname	`str` (2,008)	`HostName` (737) `Optional[str]` (218) `bytes` (72) `Any` (38) `Str` (28) `list[str]` (20) `Optional[Any]` (18) `Optional[google.protobuf.wrappers_pb2.StringValue]` (11) `None` (8) `String` (6)
47,802	is_training	`bool` (674)	`tf.Tensor` (34) `Optional[bool]` (15) `tf.Variable` (7) `Optional[tf.Tensor]` (6) `tf.placeholder` (4) `Union[bool, tf.Tensor]` (4) `Tensor` (4) `tf.Session` (4) `types.BoolLike` (3) `tp.Optional[bool]` (1)
47,795	txt	`str` (1,954)	`Optional[str]` (9) `list` (7) `Any` (6) `Union[str, bytes]` (5) `bytes` (5) `AnyStr` (5) `Optional[ba.Widget]` (4) `Union[bytearray, bytes, str]` (3) `tf.Tensor` (3) `Path` (3)
47,518	indent	`int` (2,173)	`str` (586) `Optional[int]` (119) `bool` (97) `Union[None, int, str]` (31) `Optional[str]` (20) `Any` (17) `Optional[Union[int, str]]` (13) `Union[int, str]` (5) `float` (5) `Union[int, None]` (4)
47,037	bias	`bool` (1,334)	`Optional[Tensor]` (253) `float` (248) `np.ndarray` (62) `Tensor` (53) `int` (37) `Optional[mx.sym.Symbol]` (34) `torch.Tensor` (33) `Optional[Sequence[float]]` (30) `Optional[torch.Tensor]` (27) `str` (16)
46,384	sql	`str` (2,291)	`Optional[str]` (40) `bool` (35) `Any` (34) `Query` (21) `ClauseElement` (15) `SQL_sqlite3` (12) `SQLConnectionManager` (11) `object` (11) `bytes` (11) `Union[str, Iterable[str]]` (11)
45,550	card	`Card` (1,649)	`str` (156) `int` (97) `MonsterCard` (72) `dict` (70) `BDFCard` (49) `Optional[Card]` (22) `BookCard` (21) `Any` (19) `anki.cards.Card` (15) `dict[str, Any]` (12)
44,469	task_id	`str` (1,571)	`int` (883) `TaskId` (113) `Optional[str]` (101) `TaskID` (85) `UUID` (68) `Optional[int]` (58) `uuid.UUID` (30) `UUID_EXPANSION` (24) `Hashable` (22) `Optional[TaskID]` (16)
44,313	desc	`str` (1,397)	`Optional[str]` (282) `bool` (120) `Any` (74) `OpDescription` (51) `dict` (35) `descriptor.Descriptor` (28) `Option[str]` (21) `ModelDesc` (19) `tgmodel.TGAttributeDescriptor` (14) `AttackDesc` (13)
44,051	day	`int` (1,376)	`str` (447) `date` (129) `Optional[int]` (80) `datetime.date` (56) `datetime.datetime` (49) `datetime` (48) `Any` (36) `Optional[str]` (32) `Day` (22) `Union[str, int]` (19)
43,824	slug	`str` (1,262)	`Optional[str]` (80) `Optional[LocalizedString]` (20) `LocalizedString` (18) `Union[list, str]` (4) `TaxonExpressionStr` (3) `Any` (2) `Union[str, Callable]` (1) `utils.Slug` (1) `Slug` (1) `Union[None, str]` (1)
43,624	fmt	`str` (1,549)	`Optional[str]` (116) `Any` (54) `AnyStr` (44) `int` (34) `Format` (25) `CogFrameFormat` (21) `PySide2.QtGui.QTextFormat` (18) `bytes` (17) `Optional[Any]` (16) `Optional[PlistFormat]` (16)
43,558	month	`int` (1,715)	`str` (269) `Optional[int]` (101) `HistoryMonth` (28) `Any` (19) `Optional[Any]` (16) `Optional[str]` (14) `Union[str, int]` (12) `DateMonth` (9) `bool` (8) `Month` (8)
43,145	out_channels	`int` (1,507)	`Optional[int]` (14) `list[int]` (12) `object` (6) `Union[Sequence[int], int]` (4) `Sequence[Sequence[int]]` (3) `list` (2) `Sequence[int]` (2) `Union[list[int], int]` (2) `Channels` (2) `Any` (1)
42,035	shuffle	`bool` (1,942)	`Literal[tasks]` (86) `Literal[disk]` (68) `Optional[bool]` (49) `int` (17) `Any` (11) `None` (11) `str` (10) `Union[bool, str]` (5) `Optional[int]` (3) `list` (2)
42,019	show	`bool` (1,205)	`Optional[bool]` (142) `Show` (96) `str` (70) `int` (24) `Any` (23) `Optional[int]` (14) `Optional[str]` (8) `list[str]` (7) `APIShow` (5) `Optional[list[str]]` (5)
41,106	lat	`float` (1,015)	`str` (93) `Optional[float]` (56) `np.ndarray` (37) `deg` (27) `int` (23) `Any` (18) `Optional[int]` (18) `Optional[BaseBoolInt]` (16) `xr.DataArray` (15) `ArrayLike` (15)
40,058	input_size	`int` (1,431)	`tuple` (43) `tuple[int, int]` (34) `list[int]` (22) `tuple[int, int, int]` (15) `SizeTwoDimensional` (12) `CORRECTED_INPUT_SIZE_TYPE` (9) `Optional[int]` (8) `Any` (7) `torch.Tensor` (7) `list` (6)
40,007	training	`bool` (1,003)	`Optional[bool]` (98) `dict[int, WarmStartUser]` (46) `Union[bool, tf_compat.Tensor]` (40) `Training` (27) `Optional[Union[tf.Tensor, bool]]` (25) `Subview` (12) `tf.Tensor` (10) `float` (10) `combo.variable` (7) `str` (7)
39,698	load	`bool` (216)	`str` (32) `int` (22) `float` (16) `list[int]` (14) `Load` (13) `Callable[[], Any]` (9) `list` (9) `Any` (7) `Callable` (5) `Optional[str]` (5)
39,287	tol	`float` (998)	`Optional[float]` (63) `Any` (27) `int` (20) `Union[float, int]` (8) `double` (7) `Union[int, float]` (7) `numbers.Real` (7) `ty.Optional[float]` (6) `Optional[Any]` (6) `dict[str, float]` (6)
39,261	steps	`int` (1,606)	`list` (100) `list[Step]` (41) `list[int]` (31) `float` (31) `PlayingStepsType` (29) `Optional[int]` (26) `Union[Num, Vector]` (19) `list[str]` (19) `list[dict]` (18) `str` (18)
38,892	rate	`float` (1,100)	`int` (431) `Optional[float]` (94) `str` (34) `Decimal` (32) `FVal` (31) `Price` (28) `parameter_spec` (26) `Union[int, Sequence[int]]` (25) `Any` (19) `Fraction` (14)
38,850	hidden_size	`int` (1,686)	`list[int]` (20) `Optional[int]` (13) `Any` (10) `list` (5) `Iterable[int]` (4) `tuple` (3) `OnnxAttribute` (3) `Sequence[int]` (2) `float` (2) `tuple[int, ...]` (1)
38,757	total	`int` (1,193)	`Optional[int]` (359) `float` (141) `Decimal` (45) `bool` (30) `str` (23) `list[int]` (19) `Any` (15) `list` (15) `Optional[bool]` (14) `Optional[float]` (10)
38,109	sid	`str` (856)	`int` (341) `ObjectId` (47) `Optional[str]` (33) `Any` (31) `n_4_t_1` (30) `SimulationID` (29) `Optional[int]` (9) `uuid.UUID` (7) `list` (6) `NumberLike` (3)
37,756	attribute	`str` (2,035)	`Attribute` (139) `Optional[str]` (92) `Any` (72) `attr.Attribute` (43) `MISPAttribute` (37) `Union[MISPAttribute, int, str, UUID]` (27) `ResourceAttribute` (23) `Qt.ApplicationAttribute` (20) `QXmlStreamAttribute` (20) `QGeoPositionInfo.Attribute` (20)
37,379	pretrained	`bool` (846)	`str` (62) `Union[bool, str]` (25) `Optional[bool]` (13) `Optional[str]` (5) `torch.nn.Module` (2) `Union[str, Path, None, bool]` (2) `Path` (1) `Tensor` (1) `Optional[Path]` (1) `keras.layers.Layer` (1)
36,383	low	`int` (1,050)	`float` (453) `pd.Series` (118) `str` (58) `Union[np.array, pd.Series]` (38) `Any` (25) `ArrayLikeInt_co` (25) `Number` (23) `Optional[int]` (22) `Union[None, int, float, np.ndarray]` (14) `Optional[float]` (13)
36,167	expression	`str` (1,843)	`Expression` (356) `Optional[str]` (118) `Any` (113) `Expr` (71) `cirtree.CirNode` (47) `BooleanRuleExpression` (43) `CSymbolNode` (43) `list` (25) `bool` (24) `Node` (23)
36,078	term	`str` (1,056)	`Term` (308) `int` (86) `Terminal` (82) `Optional[str]` (47) `SMTLIB26Parser.TermContext` (44) `Any` (39) `PPTerm` (37) `dict[str, Any]` (28) `float` (26) `list` (16)
36,054	apps	`StateApps` (322)	`Apps` (82) `list` (22) `AppsV1Api` (22) `dict[str, Any]` (18) `Element` (14) `list[Application]` (13) `list[str]` (12) `list[App]` (11) `Optional[list[MicrosoftGraphManagedMobileApp]]` (8) `Optional[list[str]]` (7)
36,035	char	`str` (1,299)	`Character` (95) `int` (69) `SenderObj` (21) `chr` (19) `NabChar` (16) `dict` (13) `object` (12) `Optional[str]` (11) `Investigator` (11) `Char` (9)
35,876	output_file	`str` (1,240)	`Path` (162) `Optional[str]` (99) `TextIO` (71) `KGTKFiles` (51) `Optional[IO]` (19) `dict` (18) `Union[str, Path]` (14) `IO[str]` (14) `Union[Path, str]` (13) `Optional[IO[str]]` (13)
35,660	base_url	`str` (1,835)	`Optional[str]` (529) `URL` (24) `AnyStr` (22) `Optional[Any]` (14) `QUrl` (8) `Url` (8) `URLTypes` (6) `Union[str, URL]` (6) `ValidURL` (6) `Any` (6)
35,287	ext	`str` (1,190)	`Optional[str]` (70) `Any` (70) `extension.Extensions` (65) `Extension` (46) `dict` (18) `bool` (16) `list[str]` (10) `int` (10) `Extensions` (9) `nitf_Extensions` (9)
35,270	split	`str` (1,215)	`int` (157) `bool` (147) `Split` (121) `float` (104) `Optional[str]` (42) `list` (17) `Optional[NamedSplit]` (14) `tfds.Split` (13) `Node` (12) `example_gen_pb2.Input.Split` (12)
35,269	high	`int` (1,044)	`float` (456) `pd.Series` (118) `str` (57) `Union[np.array, pd.Series]` (38) `Optional[int]` (34) `bool` (28) `Optional[_ArrayLikeInt_co]` (25) `Number` (23) `Any` (23) `Optional[float]` (20)
34,688	job_id	`str` (1,873)	`int` (442) `Optional[str]` (213) `UUID` (88) `Any` (43) `UUID_EXPANSION` (41) `BackendJobId` (36) `uuid.UUID` (32) `ClientJobId` (31) `bson.ObjectId` (30) `Union[int, str]` (16)
34,410	sep	`str` (1,766)	`Optional[str]` (197) `bytes` (71) `AnyStr` (59) `Any` (47) `Optional[bytes]` (46) `Optional[Any]` (22) `int` (16) `float` (13) `bytearray` (10) `bool` (9)
34,401	save	`bool` (967)	`str` (57) `Optional[bool]` (51) `Union[bool, str, None]` (37) `Union[str, bool, None]` (26) `Path` (25) `Optional[Union[str, Path]]` (24) `Union[str, None]` (19) `Any` (13) `Optional[str]` (12) `Optional[_Union[_Dict, str]]` (11)
33,917	priority	`int` (2,055)	`Optional[int]` (282) `str` (233) `float` (174) `Optional[str]` (111) `bool` (61) `Priority` (57) `Optional[Spri]` (39) `Optional[jsii.Number]` (33) `Optional[float]` (30) `QThread.Priority` (29)
33,897	overwrite	`bool` (2,337)	`Optional[bool]` (93) `str` (21) `Any` (14) `object` (14) `int` (10) `Bool` (7) `dict[str, Any]` (5) `discord.PermissionOverwrite` (4) `PermissionOverwrite` (4) `Optional[str]` (3)
33,822	bucket	`str` (1,975)	`Bucket` (163) `Optional[str]` (83) `dist._GradBucket` (63) `Any` (50) `aws_cdk.aws_s3.IBucket` (47) `dict` (44) `int` (42) `Optional[Any]` (34) `NodeBucket` (27) `dist.GradBucket` (23)
33,683	input_file	`str` (1,100)	`Path` (262) `IO` (193) `KGTKFiles` (56) `TextIO` (30) `Optional[str]` (30) `InputFile` (19) `BinaryIO` (18) `pathlib.Path` (16) `os.PathLike` (15) `Union[str, Path]` (10)
33,541	keyword	`str` (1,464)	`Optional[str]` (21) `Token` (20) `Keyword` (17) `int` (16) `Any` (10) `UniqueKeyword` (8) `Union[str, Pattern]` (7) `KeywordSet` (6) `Optional[google.ads.googleads.v5.common.criteria_pb2.KeywordInfo]` (6) `Optional[google.ads.googleads.v6.common.criteria_pb2.KeywordInfo]` (6)
33,515	seconds	`int` (1,977)	`float` (773) `Union[int, float]` (61) `Optional[int]` (58) `Any` (23) `str` (23) `Union[float, int]` (21) `Optional[float]` (18) `Number` (15) `bool` (14) `Union[int, str]` (12)
33,090	reward	`float` (706)	`int` (152) `np.ndarray` (134) `numpy.ndarray` (59) `str` (40) `Any` (37) `Reward` (30) `torch.Tensor` (26) `Optional[float]` (18) `RewardType` (15) `rewards.Reward` (13)
32,810	output_path	`str` (2,321)	`Path` (437) `Optional[str]` (267) `pathlib.Path` (106) `Optional[Path]` (22) `Union[str, Path]` (17) `Any` (15) `Union[str, os.PathLike[Any]]` (12) `os.path` (8) `TypePath` (7) `Union[Path, str]` (7)
32,709	schema_editor	`DatabaseSchemaEditor` (294)	`BaseDatabaseSchemaEditor` (67) `Any` (30) `PostGISSchemaEditor` (11) `Optional[BaseDatabaseSchemaEditor]` (6) `PostgresSchemaEditor` (4) `SchemaEditor` (2)
32,634	client_id	`str` (1,855)	`int` (525) `Optional[str]` (287) `Optional[int]` (76) `UUID` (62) `bytes` (19) `ClientId` (16) `Any` (14) `Optional[UUID]` (13) `Optional[Any]` (7) `UniqueID` (5)
32,597	resource_name	`str` (14,977)	`Optional[str]` (874) `ResourceName` (10) `Any` (5) `Union[str, TrainingDataImporter]` (3) `RelativeResourceName` (2) `models.CheckNameRequest` (1)
32,544	soup	`BeautifulSoup` (1,126)	`bs4.BeautifulSoup` (166) `Any` (51) `Optional[BeautifulSoup]` (29) `Tag` (29) `bs` (18) `object` (16) `Soup` (12) `str` (11) `PageElement` (8) `BS` (5)
32,405	question	`str` (1,496)	`Question` (262) `dict[str, torch.LongTensor]` (117) `dict` (54) `list[str]` (37) `Optional[str]` (23) `commands.clean_content` (23) `int` (21) `dict[str, torch.Tensor]` (18) `Any` (16) `QuestionInput` (16)
31,514	factor	`float` (1,058)	`int` (369) `str` (71) `Factor` (36) `Optional[float]` (33) `Union[torch.Tensor, float]` (30) `pd.Series` (24) `Union[int, float]` (20) `SDLData` (19) `Union[float, value.Symbol]` (18) `pd.DataFrame` (11)
31,339	api_key	`str` (2,166)	`Optional[str]` (204) `ApiKey` (133) `hug.types.text` (105) `APIKey` (50) `bytes` (10) `Any` (5) `Optional[Any]` (4) `api_key_model.APIKeyModel` (4) `rest_models.BaseApiKey` (3) `int` (3)
31,323	normalize	`bool` (1,226)	`Optional[bool]` (31) `str` (29) `Any` (17) `tuple` (16) `Optional[str]` (13) `bool_t` (9) `Optional[Union[str, Callable[[Token], str]]]` (9) `int` (7) `Optional[Union[str, Callable[[Union[Span, Token]], str]]]` (7) `Optional[AbsNormalize and InversibleInterface]` (5)
31,281	data_path	`str` (1,317)	`Path` (238) `Union[str, Path]` (46) `Any` (33) `Union[Path, str, None]` (31) `Optional[str]` (28) `Union[Path, str]` (19) `pathlib.Path` (17) `DataPath` (9) `Union[str, list]` (7) `PurePath` (5)
30,992	template_name	`str` (721)	`Optional[str]` (44) `Any` (19) `TemplateNameLike` (10) `Optional[Any]` (7) `Union[list[str], str]` (5) `TypeConName` (5) `dict` (5) `Union[str, Sequence[str]]` (4) `Union[str, list[str]]` (4) `Optional[Union[bytes, str]]` (3)
30,906	rank	`int` (1,510)	`str` (175) `Rank` (170) `Optional[int]` (117) `float` (32) `list` (15) `bool` (14) `UserRank` (8) `SensitivityLabelRank` (7) `Ranking` (7) `Any` (6)
30,891	extension	`str` (1,454)	`Optional[str]` (147) `Extension` (48) `Any` (23) `Optional[list[message.Message]]` (19) `Optional[Any]` (16) `float` (15) `int` (14) `ExtensionType` (12) `message.Message` (9) `str.lower` (9)
30,844	vocab	`Vocabulary` (1,903)	`Vocab` (638) `dict[str, int]` (117) `dict` (80) `list` (72) `list[str]` (60) `Optional[Vocab]` (31) `str` (28) `Dictionary` (22) `int` (21) `vocabulary.VocabularyZipFile` (20)
30,794	infile	`str` (292)	`Path` (67) `BinaryIO` (35) `TextIO` (8) `Optional[str]` (8) `Any` (7) `click.File` (6) `Optional[Union[str, gpd.GeoDataFrame, pd.DataFrame]]` (6) `IO[Any]` (5) `Union[str, Path]` (5) `Keyring` (4)
30,751	content_type	`str` (1,695)	`Optional[str]` (561) `ContentType` (49) `type[Response]` (46) `Optional[Any]` (18) `ty.Optional[str]` (14) `bytes` (13) `ContentTypeHeader` (12) `FileContentType` (10) `Optional[Union[str, MicrosoftGraphBodyType]]` (10) `Optional[ContentType]` (9)
30,509	reverse	`bool` (1,599)	`Optional[bool]` (56) `str` (35) `int` (12) `Any` (9) `Optional[Any]` (8) `types.tuple[bool]` (4) `torch.ByteTensor` (3) `Optional[str]` (3) `Optional[BaseBoolInt]` (2) `docspec.ReverseMap` (2)
30,019	success	`bool` (797)	`int` (129) `str` (52) `Optional[bool]` (27) `Any` (23) `Optional[Callable]` (18) `None` (15) `float` (12) `list` (9) `list[bool]` (9) `hug.types.smart_boolean` (8)

The text was updated successfully, but these errors were encountered:

Zac-HD · 2022-04-27T00:52:33Z

Yet more of this table, results only

Count	Arg name	Most common	Next ten
29,997	model_path	`str` (1,738)	`Optional[str]` (140) `Path` (120) `Any` (36) `Union[str, Path]` (20) `Union[Path, str]` (16) `pathlib.Path` (12) `RichPath` (12) `ty.Union[str, pathlib.Path]` (6) `Union[str, pathlib.Path]` (4) `Optional[Path]` (4)
29,953	branch	`str` (1,595)	`Branch` (219) `Optional[str]` (201) `CellBranch` (44) `blocks.Branch` (22) `int` (18) `bool` (16) `CurvedBranch` (12) `DataBranch` (11) `Any` (11) `Union[str, _NotSetType]` (10)
29,902	city	`str` (1,015)	`City` (134) `Optional[str]` (124) `int` (27) `Optional[int]` (13) `dict` (9) `Optional[google.protobuf.wrappers_pb2.StringValue]` (8) `list[str]` (6) `str.title` (6) `CityIn_Pydantic` (5) `list` (5)
29,800	dirname	`str` (718)	`Path` (46) `Optional[str]` (24) `PathLike` (14) `AnyStr` (11) `Any` (9) `Union[Path, str]` (8) `Union[str, str]` (6) `Union[str, Path]` (5) `AnyPath` (5) `string` (4)
29,683	program	`int` (3,005)	`Program` (755) `str` (615) `list[int]` (175) `cirq.Circuit` (125) `Union[circuits.Circuit, schedules.Schedule]` (75) `Optional[str]` (68) `list` (51) `list[str]` (39) `ast.Program` (36) `moderngl.Program` (26)
29,561	visitor	`ParseTreeVisitor` (12,677)	`NodeVisitor` (861) `ExpressionVisitor` (389) `Visitor` (304) `TypeVisitor` (303) `OpVisitor` (262) `StatementVisitor` (258) `CSTVisitorT` (218) `DocxTranslator` (110) `AstVisitor` (77) `RTypeVisitor` (75)
29,451	config_file	`str` (1,205)	`Optional[str]` (226) `Path` (113) `pathlib.Path` (43) `Optional[Path]` (29) `TextIO` (22) `dict` (15) `Union[Path, str]` (13) `Iterable[str]` (12) `Union[str, Path]` (11) `bytes` (11)
29,118	enabled	`bool` (3,620)	`Optional[bool]` (655) `str` (27) `Any` (25) `ty.Optional[bool]` (20) `Optional[Union[bool, aws_cdk.core.IResolvable]]` (16) `int` (14) `Optional[Any]` (14) `Union[bool, aws_cdk.core.IResolvable]` (9) `Bool` (8) `Optional[BaseBoolInt]` (5)
29,012	lon	`float` (668)	`str` (71) `np.ndarray` (33) `Optional[float]` (22) `int` (13) `deg` (12) `list` (11) `Union[int, float]` (9) `ArrayLike` (8) `ndarray` (8) `xr.DataArray` (7)
28,788	device_id	`str` (1,472)	`int` (457) `Optional[str]` (152) `DeviceID` (60) `Optional[int]` (19) `uuid.UUID` (14) `list` (10) `uuid` (10) `ID` (9) `ResourceID` (9) `DeviceId` (8)
28,586	iterations	`int` (1,616)	`Optional[int]` (23) `list[int]` (8) `str` (6) `size_nat` (6) `dict[str, int]` (4) `float` (3) `Union[int, list[int]]` (3) `Any` (3) `size_nat_t` (3) `Iteration` (3)
28,478	data_type	`str` (1,284)	`DataType` (154) `Optional[str]` (96) `type` (86) `DataTypeStr` (72) `Any` (67) `SubscribeMessageType` (40) `int` (39) `tbase.DataType` (22) `c_types.CType` (14) `uint32_t` (12)
28,291	quantity	`int` (1,322)	`float` (522) `str` (104) `Optional[int]` (93) `Dec` (71) `Quantity` (61) `Decimal` (60) `Any` (21) `Optional[float]` (18) `list[int]` (15) `Union[float, str]` (11)
27,950	input_dim	`int` (1,029)	`numbers.Integral` (37) `Optional[int]` (10) `IntArgType` (10) `Size` (7) `list[int]` (6) `tuple` (5) `Union[int, tuple[int, ...]]` (4) `str` (4) `list` (3) `tuple[int, int, int]` (2)
27,931	status_code	`int` (2,005)	`str` (214) `Optional[int]` (53) `HTTPStatus` (37) `Optional[str]` (28) `Any` (16) `Optional[pulumi.Input[Union[str, ApplicationGatewayCustomErrorStatusCode]]]` (14) `Union[str, int]` (9) `StatusCode` (9) `http.HTTPStatus` (7) `Optional[HTTPStatus]` (6)
27,663	vocab_size	`int` (1,039)	`Optional[int]` (60) `Optional[numbers.Integral]` (7) `10000` (5) `numbers.Integral` (2) `Any` (1) `object` (1) `Union[int, tf.Tensor]` (1)
27,621	country	`str` (1,362)	`Country` (232) `Optional[str]` (166) `QLocale.Country` (78) `int` (52) `AnyStr` (46) `PySide2.QtCore.QLocale.Country` (32) `Optional[int]` (23) `constants.Country` (16) `Countries` (12) `Union[Countries, str]` (5)
27,568	numbers	`list[int]` (1,128)	`list` (492) `int` (110) `str` (67) `Sequence[int]` (42) `Iterable[int]` (40) `list[float]` (33) `bool` (19) `Optional[list[int]]` (19) `float` (18) `tuple` (16)
27,444	save_path	`str` (1,236)	`Path` (162) `Optional[str]` (80) `PathType` (25) `Union[str, Path]` (20) `Union[Path, str]` (17) `pathlib.Path` (13) `Optional[Union[str, Path]]` (11) `tp.Optional[pathlib.PurePath]` (10) `PosixPath` (5) `Union[str, None]` (5)
27,222	output_size	`int` (714)	`Optional[list[int]]` (33) `Union[int, Iterable[int]]` (27) `Optional[int]` (24) `list[int]` (22) `tuple[int, int]` (19) `Union[_int, _size]` (18) `Optional[tuple]` (14) `BroadcastingList2[int]` (12) `OutputSize` (12) `Any` (11)
27,133	module_name	`str` (1,910)	`Optional[str]` (114) `Any` (13) `ModuleName` (10) `Optional[Any]` (10) `Optional[ModuleName]` (3) `Sequence[str]` (2) `ModuleNames` (2) `String` (2) `object` (2) `AnyStr` (2)
27,096	secret	`str` (1,678)	`Secret` (424) `bytes` (310) `Optional[str]` (139) `bool` (83) `ApiSecret` (67) `int` (62) `AbstractTensor` (20) `Optional[Volume.Secret]` (15) `Union[str, bytes]` (14) `Union[int, bytes]` (12)
27,036	wait	`bool` (953)	`int` (178) `float` (147) `str` (21) `WebDriverWait` (15) `Optional[float]` (14) `Union[float, int]` (10) `Optional[bool]` (9) `Union[bool, int]` (8) `WaitType` (7) `Union[int, float]` (7)
27,031	what	`str` (750)	`Any` (48) `int` (45) `AVObjectType` (29) `easy` (17) `Optional[str]` (16) `dict` (15) `ConfigEntry` (11) `CensorType` (9) `TCollection_AsciiString` (8) `TCollection_ExtendedString` (8)
26,741	item_id	`int` (1,368)	`str` (823) `Optional[str]` (56) `ItemId` (40) `ItemID` (33) `float` (29) `Union[UnitTypeId, UpgradeId, AbilityId]` (22) `PublicId` (18) `ObjectId` (17) `Optional[int]` (16) `Any` (13)
26,728	max_length	`int` (1,762)	`Optional[int]` (468) `float` (39) `Optional[Any]` (21) `Optional[str]` (11) `str` (8) `LengthV0` (8) `bool` (5) `Union[int, None]` (4) `Any` (4) `Optional[jsii.Number]` (4)
26,688	ind	`int` (378)	`Individual` (48) `str` (27) `np.ndarray` (23) `Any` (18) `ArrayLikeIntOrBool` (12) `Union[str, int]` (6) `list[int]` (6) `bt.Indicator` (6) `ExprRef` (6) `list` (6)
26,655	num_layers	`int` (1,546)	`Optional[int]` (30) `Optional[Union[int, hyperparameters.Choice]]` (5) `Optional[Union[int, list[int]]]` (2) `list[int]` (2) `Any` (2) `numbers.Integral` (2) `Union[list[int], int]` (1) `kfp.PipelineParam` (1) `Union[int, list]` (1)
26,502	alias	`str` (1,623)	`Optional[str]` (446) `Alias` (95) `Optional[ExpressionAttributeNamesType]` (26) `Any` (25) `TypeAliasExpr` (18) `Optional[Any]` (18) `AliasEntry` (14) `bool` (13) `tuple[str, str, bool, int]` (8) `list` (7)
26,281	caplog	`LogCaptureFixture` (185)	`pytest.fixture` (64) `Any` (57) `pytest.LogCaptureFixture` (18) `CaptureFixture` (5) `tp.Any` (3) `CaptureLogFuncArg` (3) `CapLog` (2) `pytest.logging.LogCaptureFixture` (1) `pytest.capture.CaptureFixture` (1) `CompatLogCaptureFixture` (1)
26,235	testdir	`Testdir` (366)	`Any` (36) `str` (22) `Path` (12) `TestDir` (12) `pytester.Testdir` (2)
26,216	selector	`str` (1,694)	`Selector` (227) `Any` (84) `Callable[[QuantConnect.Data.IBaseData], QuantConnect.Data.Market.IBaseDataBar]` (82) `Optional[str]` (76) `Callable[[QuantConnect.Data.IBaseData], float]` (48) `dict` (45) `Callable[[CorpusObject], bool]` (42) `Callable[[CorpusComponent], bool]` (37) `TargetSelector` (27) `Optional[Union[Selector, str]]` (25)
26,006	image_path	`str` (863)	`Path` (89) `pathlib.Path` (20) `Union[Path, str]` (10) `Any` (8) `Optional[str]` (6) `Union[str, Path]` (5) `Optional[Union[str, Path]]` (3) `Union[str, BytesIO]` (3) `list` (2) `np` (2)
25,706	login	`str` (1,153)	`Optional[str]` (60) `bool` (38) `Login` (18) `bytes` (14) `Optional[outputs.LoginScopesResponse]` (12) `Roll20Login` (9) `int` (8) `EarthdataLogin` (8) `login_typing` (7) `Any` (7)
25,698	tmp_path	`Path` (2,511)	`pathlib.Path` (191) `str` (128) `pathlib2.Path` (112) `PurePath` (50) `Any` (27) `PosixPath` (11) `PathLike` (7) `Union[Path, str]` (2) `pathlib.PosixPath` (2) `Optional[Path]` (2)
25,681	precision	`int` (1,019)	`float` (246) `Optional[int]` (163) `str` (112) `Optional[Any]` (48) `JaxPrecisionType` (30) `Any` (28) `Optional[PrecisionType]` (28) `Optional[float]` (17) `np.ndarray` (17) `Precision` (12)
25,602	instance_id	`str` (1,076)	`int` (249) `Optional[str]` (150) `list` (16) `InstanceID` (9) `Optional[int]` (8) `model_types.InstanceId` (6) `UUID` (6) `Optional[InstanceID]` (4) `Optional[Any]` (4) `Any` (3)
25,561	access_token	`str` (1,514)	`Optional[str]` (221) `dict[str, Any]` (13) `AccessToken` (11) `JwtToken` (10) `AuthToken` (6) `Any` (5) `aws_cdk.core.SecretValue` (4) `Optional[int]` (2) `access.TokenType` (2) `access.AccessTokenRequest` (2)
25,537	strict	`bool` (1,634)	`Optional[bool]` (145) `Optional[Any]` (16) `Value` (13) `int` (8) `Optional[dict]` (7) `StrictModeT` (4) `Boolean` (4) `Any` (4) `Union[bool, _NotSetType]` (2) `Union[_NotSetType, bool]` (2)
25,508	exc_tb	`Optional[` `TracebackType]` (473)	`Any` (189) `TracebackType` (83) `Optional[types.TracebackType]` (64) `Traceback` (13) `types.TracebackType` (11) `str` (8) `Optional[python_types.TracebackType]` (7) `object` (7) `ty.Any` (7) `None` (5)
25,396	tau	`float` (582)	`int` (47) `Tensor` (37) `np.ndarray` (16) `Optional[float]` (12) `Array` (9) `FloatTensorLike` (6) `complex` (6) `to.Tensor` (6) `tuple` (4) `tuple[float, float]` (4)
25,274	stage	`str` (1,316)	`Stage` (204) `int` (180) `Optional[str]` (67) `type[Stage]` (30) `bool` (28) `AmqpStage` (18) `tp.Union[Stage, tp.Iterable, pypeln_utils.Undefined]` (16) `aws_cdk.aws_codepipeline.IStage` (16) `Any` (14) `GameStage` (13)
25,071	copy	`bool` (2,348)	`bool_t` (92) `Optional[bool]` (37) `Any` (27) `ComponentWithChildren` (20) `int` (17) `QUrl` (10) `State` (9) `Union[QHostAddress, QHostAddress.SpecialAddress]` (4) `PySide2.QtCore.QUrl` (4) `Difference` (4)
25,057	user_name	`str` (1,644)	`Optional[str]` (255) `discord.Member` (12) `Optional[outputs.SecretObjectResponse]` (4) `discord.User` (4) `object` (4) `Any` (3) `string` (3) `uuid` (3) `SecretObjectArgs` (2) `UserName` (2)
24,693	pair	`str` (2,063)	`Pair` (233) `list` (105) `TradePair` (79) `tuple` (48) `Optional[str]` (34) `TradingPair` (25) `tuple[str, str]` (20) `bool` (19) `tuple[int, int]` (12) `CurrencyPair` (12)
24,589	transport	`str` (2,709)	`Transport` (389) `asyncio.Transport` (150) `asyncio.BaseTransport` (143) `transports.Transport` (136) `Any` (61) `transports.BaseTransport` (57) `TransportT` (49) `Optional[Transport]` (45) `BaseTransport` (43) `TransportAPI` (40)
24,523	cmap	`str` (330)	`Any` (47) `Optional[Any]` (33) `Colormap` (25) `Optional[str]` (23) `dict` (20) `Union[str, Colormap]` (9) `Optional[Colormap]` (9) `matplotlib.colors.Colormap` (8) `BitConstraintMap` (8) `ListedColormap` (6)
24,309	exc_val	`Optional[BaseException]` (463)	`Any` (183) `Optional[Exception]` (75) `BaseException` (63) `Exception` (30) `object` (18) `ty.Any` (7) `str` (7) `None` (5) `EV` (4) `Optional[Any]` (4)
24,280	search	`str` (1,314)	`Optional[str]` (101) `Search` (87) `int` (69) `dict` (52) `bool` (42) `Any` (13) `list` (9) `dict[str, Optional[str]]` (9) `HockeyStandings` (8) `Union[discord.Member, str]` (7)
24,276	iteration	`int` (1,094)	`str` (83) `Iteration` (80) `Optional[Iteration]` (53) `Optional[int]` (38) `TransitionResult` (35) `TransitionResult[ChainState]` (12) `float` (6) `Optional[str]` (6) `list[Any]` (5) `Union[str, int]` (4)
24,263	prompt	`str` (1,174)	`Union[bool, str]` (58) `bool` (54) `Optional[str]` (50) `dict` (46) `Prompt` (33) `TextType` (23) `Any` (20) `Optional[Union[str, Message, MessageSegment]]` (17) `Optional[Message_T]` (14) `Activity` (8)
24,083	service_name	`str` (2,465)	`Optional[str]` (420) `ServiceName` (31) `ExternalService` (11) `bytes` (6) `Any` (5) `Union[str, bytes]` (5) `Optional[Any]` (4) `None` (4) `Literal[ec2]` (3) `Optional[ServiceName]` (3)
24,025	quiet	`bool` (1,336)	`Optional[bool]` (54) `int` (51) `list[int]` (29) `Any` (9) `str` (3) `OptBool` (3) `Union[bool, StrictBool]` (3) `Optional[list[str]]` (2) `ctx.Flag` (2) `list` (1)
23,879	temperature	`float` (970)	`int` (99) `Optional[float]` (39) `str` (22) `np.ndarray` (22) `torch.Tensor` (15) `Any` (13) `Union[int, float]` (13) `Union[torch.Tensor, float]` (12) `bool` (9) `Scalar` (7)
23,796	arch	`str` (476)	`Callable` (105) `Architecture` (75) `Any` (45) `Arch` (38) `Optional[str]` (26) `archinfo.Arch` (22) `torch.nn.Module` (18) `int` (15) `ElfArchitectureTuple` (10) `Optional[Iterable[str]]` (7)
23,498	account_id	`str` (1,269)	`int` (853) `Optional[str]` (205) `Optional[int]` (43) `AccountID` (42) `Union[AccountId, str]` (20) `UUID` (19) `UniqueID` (14) `Union[str, uuid.UUID]` (14) `AccountId` (9) `AccountParam` (8)
23,468	days	`int` (1,243)	`list[int]` (262) `Optional[int]` (154) `float` (63) `str` (59) `list` (41) `Optional[Any]` (15) `list[list[int]]` (11) `Any` (10) `list[str]` (10) `bool` (9)
23,235	delimiter	`str` (1,372)	`Optional[str]` (167) `Optional[Any]` (31) `bytes` (30) `int` (16) `Optional[HTCStr]` (10) `tp.Optional[str]` (9) `Union[str, bytes]` (8) `Any` (7) `StringType` (6) `Union[str, None]` (5)
22,954	first_name	`str` (1,093)	`Optional[str]` (109) `String` (30) `Optional[String]` (3) `Any` (3) `object` (2) `fixture` (1) `dict` (1) `list[str]` (1) `hug.types.text` (1) `int` (1)
22,925	capacity	`int` (2,711)	`Optional[int]` (198) `float` (125) `str` (46) `Optional[float]` (29) `Optional[NodeDetail.Status.Capacity]` (11) `Optional[SkuCapacity]` (11) `Optional[str]` (10) `Any` (10) `IotHubCapacity` (5) `int64` (5)
22,925	ratio	`float` (569)	`int` (87) `tuple[float, float]` (35) `str` (21) `Optional[float]` (15) `AxesParams` (13) `tuple` (12) `np.ndarray` (11) `QtCore.QSize` (11) `list[float]` (10) `torch.Tensor` (8)
22,830	ship	`Ship` (213)	`str` (23) `ShipStats` (8) `bbShip.bbShip` (7) `shipItem.Ship` (6) `hlt.entity.Ship` (6) `tuple[str, int]` (6) `ShipSetup` (5) `dict` (4) `Structure` (4) `int` (4)
22,600	required	`bool` (1,562)	`Optional[bool]` (173) `int` (47) `list[str]` (42) `Optional[str]` (42) `str` (37) `Optional[Any]` (36) `Any` (27) `list` (25) `Literal[True]` (17) `Union[bool, list[str]]` (9)
22,589	dataframe	`DataFrame` (1,195)	`pd.DataFrame` (895) `pandas.DataFrame` (53) `bool` (27) `pd.core.frame.DataFrame` (12) `Any` (12) `object` (8) `Dataframe` (8) `pd.Dataframe` (6) `str` (6) `df` (5)
22,550	max_iter	`int` (845)	`tf.Tensor` (28) `Optional[int]` (26) `Union[int, float]` (4) `str` (3) `Int` (1) `Any` (1) `float` (1)
22,316	post_id	`int` (600)	`str` (209) `Optional[int]` (33) `ObjectId` (8) `Any` (5) `ObjectIdStr` (3) `IdType` (2) `BaseBoolInt` (2) `Union[str, None]` (2) `dict` (1) `Optional[Any]` (1)
22,277	parent_name	`str` (216)	`Optional[str]` (47) `Optional[Any]` (6) `Union[FilterExpression, Node]` (2) `Union[str, None]` (1) `Sequence[Token]` (1) `Any` (1)
22,190	rho	`float` (367)	`np.ndarray` (47) `Density` (39) `Array` (38) `np.float32` (16) `LabeledArray` (14) `Grid` (12) `Optional[Any]` (11) `Optional[float]` (11) `int` (9) `nn.Module` (8)
22,154	window_size	`int` (925)	`float` (54) `tuple[int, int]` (33) `Optional[int]` (24) `str` (21) `Union[int, float]` (21) `tuple` (15) `Optional[str]` (12) `Union[int, tuple[int, int]]` (11) `Optional[WindowSize]` (10) `IntNest` (9)
22,120	last_name	`str` (1,033)	`Optional[str]` (123) `Union[String, None]` (17) `Optional[String]` (16) `object` (2) `fixture` (1) `dict` (1) `list[str]` (1) `hug.types.text` (1) `int` (1) `PersonMorphCollection` (1)
22,002	tenant_id	`str` (669)	`Optional[str]` (223) `AnyStr` (72) `int` (22) `Any` (8) `ID` (4) `Optional[Any]` (4) `ResourceID` (3) `None` (1) `Union[None, str]` (1)
21,979	cid	`int` (785)	`str` (390) `bytes` (26) `Union[py_cid.CIDv0, py_cid.CIDv1]` (21) `Hashable` (18) `Union[int, str]` (13) `cid_t` (13) `Optional[int]` (12) `Optional[str]` (10) `Union[str, ContractId]` (10) `tuple` (9)
21,904	db_name	`str` (1,034)	`Optional[str]` (36) `Any` (25) `Path` (6) `DBName` (6) `Union[str, None]` (2) `string` (1) `PosixPath` (1) `DbName` (1) `tp.Optional[str]` (1) `ScimApiName` (1)
21,886	skip	`int` (1,863)	`bool` (229) `Optional[int]` (208) `list[str]` (54) `Optional[Union[str, list[str]]]` (16) `Any` (15) `str` (13) `tp.Optional[int]` (11) `Tensor` (11) `list` (11) `Optional[list[Origin]]` (10)
21,799	data_format	`str` (546)	`int` (38) `Optional[str]` (34) `DataFormat` (28) `ImageDataFormat` (26) `Union[str, int]` (18) `DataFormatInfo` (14) `Format` (12) `EasyDict` (9) `dict` (8) `DataFormatType` (8)
21,771	filePath	`str` (603)	`Path` (18) `pathlib.Path` (18) `QUrl` (9) `Optional[str]` (6) `PySide2.QtCore.QUrl` (4) `Union[str, Path]` (4) `Union[str, pathlib.Path]` (3) `cutil.RelFilePathT` (2) `RelFilePathT` (2) `FilePath` (2)
21,668	inplace	`bool` (2,116)	`Optional[bool]` (142) `Literal[True]` (100) `Literal[False]` (86) `bool_t` (85) `Any` (18) `Optional[str]` (10) `Optional[Literal[False]]` (9) `Inplace` (3) `Optional[Any]` (2) `list` (2)
21,645	project_name	`str` (1,545)	`Optional[str]` (105) `ProjectName` (15) `hug.types.text` (6) `Any` (3) `Optional[bool]` (2) `NormalizedName` (2) `tuple[str, ...]` (1) `Union[tuple[str, ...], str]` (1)
21,614	course_id	`int` (300)	`str` (212) `Any` (7) `models.BigIntegerField` (6) `ID` (4) `Optional[int]` (2) `Union[Course, int, None]` (2) `Union[course.Course, int, None]` (2) `hug.types.text` (1) `Union[int, None]` (1) `object` (1)
21,522	recursive	`bool` (1,433)	`Optional[bool]` (29) `Union[bool, _NotSetType]` (5) `Union[int, bool, float]` (5) `Union[str, bool]` (4) `Function` (3) `Any` (3) `int` (3) `Callable[[Container], bool]` (1) `None` (1) `RawOrVariable[bool]` (1)
21,467	dic	`dict` (505)	`DictionaryKey` (74) `Any` (56) `dict[str, Any]` (54) `dict[str, str]` (26) `Dictionary` (19) `str` (17) `defaultdict` (13) `list` (10) `DictionaryLemma` (7) `dict[str, int]` (6)
21,467	bucket_name	`str` (1,629)	`Optional[str]` (84) `Parameter` (3) `Optional[Any]` (3) `NonBinaryStr` (2) `Any` (1)
21,372	input_tensor	`torch.Tensor` (282)	`tf.Tensor` (101) `np.ndarray` (25) `Tensor` (22) `remote_blob_util.BlobDef` (19) `AnyTensor` (18) `Optional[utils.TensorType]` (10) `Optional[tf.Tensor]` (10) `Input` (8) `list[Tensor]` (6) `str` (4)
21,182	mid	`int` (524)	`str` (130) `ModuleId` (29) `float` (18) `Union[int, str]` (11) `ID.MID` (9) `Any` (8) `Union[QBrush, QColor, QtCore.Qt.GlobalColor, QGradient]` (8) `PySide2.QtGui.QBrush` (7) `Optional[str]` (5) `pretty_midi.PrettyMIDI` (5)
21,095	lineno	`int` (1,076)	`Optional[int]` (87) `Optional[Any]` (57) `Any` (44) `str` (9) `Optional[str]` (4) `LineNumber` (3) `bool` (1)
21,045	class_name	`str` (1,560)	`Optional[str]` (135) `Any` (12) `Union[str, type]` (7) `bool` (6) `ast.ComponentRef` (5) `type` (4) `ClassDefinitionName` (4) `Union[str, None]` (3) `Optional[Any]` (3) `int` (3)
21,038	output_dim	`int` (755)	`Optional[int]` (33) `Union[int, list[int]]` (12) `numbers.Integral` (6) `mtf.Dimension` (5) `IntArgType` (4) `str` (4) `Any` (3) `action` (2) `tuple[int]` (1) `tuple[int, ...]` (1)
20,576	tolerance	`float` (728)	`Tolerance` (194) `int` (132) `None` (60) `Optional[Any]` (49) `Any` (32) `Optional[float]` (26) `Number` (20) `n_2_t_5` (11) `str` (8) `bool` (5)
20,504	lista	`list` (197)	`CircularListInterface` (14) `SentryListInterface` (13) `TwoWayListInterface` (13) `OneWayListInterface` (11) `list[int]` (8) `list[str]` (7) `list[Union[float, str]]` (5) `str` (5) `object` (5) `Any` (4)
20,503	outdir	`str` (389)	`Path` (233) `pathlib.Path` (34) `Optional[str]` (31) `Union[Path, str]` (5) `PathOrStr` (4) `Optional[pathlib.Path]` (3) `Optional[IO]` (3) `IO` (2) `PathLike` (2) `Any` (2)
20,480	chunk_size	`int` (1,467)	`Optional[int]` (125) `Optional[Integer]` (9) `Any` (8) `ty.Optional[int]` (6) `str` (6) `Integer` (5) `Optional[Any]` (5) `float` (4) `tuple[int, int]` (4) `tuple[int, int, int]` (3)
20,458	n_classes	`int` (649)	`Optional[int]` (16) `Any` (7) `list[int]` (5) `Optional[Union[Sequence[int], int]]` (5) `Union[int, list[int]]` (4) `list` (3) `Union[int, None]` (3) `bool` (1) `tuple` (1)
20,446	max_len	`int` (1,000)	`Optional[int]` (108) `int > 0` (51) `numbers.Integral` (12) `Any` (8) `Optional[float]` (6) `float` (4) `str` (4) `int>0` (3) `Optional[jsii.Number]` (3) `int or None` (2)
20,413	currency	`str` (1,579)	`Currency` (165) `Optional[str]` (71) `Union[Currency, str]` (57) `int` (34) `FiatAsset` (25) `DiemCurrency` (23) `SearchStrategy[Currency]` (16) `CurrencyRefData` (15) `c.Currency` (13) `Asset` (12)
20,402	data_dict	`dict` (446)	`dict[str, Any]` (38) `dict[str, torch.Tensor]` (15) `OrderedDict` (10) `dict[str, Data]` (9) `utils.DataDict` (9) `dict[str, str]` (6) `Mapping[str, Any]` (6) `dict[str, pd.DataFrame]` (5) `DataTablesDict` (5) `Optional[ExternalAuthDataDict]` (4)
20,315	num1	`str` (914)	`int` (359) `float` (43) `list[int]` (21) `byte` (7) `list` (5) `WholeNumber` (5) `Node` (4) `int or str` (3) `np.int64` (3) `np.double` (3)
20,281	signum	`int` (285)	`Union[Callable[[Signals, FrameType], None], int, Handlers, None]` (35) `signal.Signals` (22) `Any` (11) `Signals` (10) `Optional[int]` (2) `Optional[Union[int, Signals]]` (1) `Union[str, object]` (1)
19,948	eta	`float` (300)	`np.ndarray` (50) `Optional[date]` (27) `torch.Tensor` (24) `int` (23) `Optional[datetime]` (7) `Real` (6) `BlockArray` (5) `Texture` (4) `Any` (3) `bool` (3)
19,926	product_id	`int` (509)	`str` (388) `Optional[str]` (48) `UUID` (15) `uuid.UUID` (8) `Any` (6) `ObjectId` (6) `Union[int, str]` (5) `Optional[Any]` (4) `PositiveInt` (4) `traffic.ProductId` (3)
19,882	dry_run	`bool` (1,957)	`Optional[bool]` (78) `int` (39) `str` (8) `Optional[Any]` (6) `Any` (5) `Union[bool, int]` (4) `Union[bool, Callable[[set[int]], bool]]` (3) `False` (3) `None` (3) `list` (2)
19,798	done	`bool` (482)	`np.ndarray` (74) `Optional[Callable[[Empty], None]]` (33) `int` (27) `Optional[bool]` (18) `th.Tensor` (15) `torch.Tensor` (12) `set[str]` (11) `set` (9) `Event` (9) `str` (8)
19,738	dataset_name	`str` (1,560)	`Optional[str]` (120) `DatasetName` (12) `Any` (2) `DatasetNames` (2) `DatasetChoice` (2) `dsl.PipelineParam` (1) `Union[Literal[boston_housing, cifar10, cifar100, fashion_mnist, imdb, mnist, reuters], AnyStr]` (1) `Literal[CIFAR10, CIFAR100, Caltech101, Caltech256, CelebA, Cityscapes, CocoCaptions, CocoDetection, DatasetFolder, EMNIST, FakeData, FashionMNIST, Flickr30k, Flickr8k, HMDB51, ImageFolder, ImageNet, KMNIST, Kinetics400, LSUN, LSUNClass, MNIST, Omniglot, PhotoTour, Places365, QMNIST, SBDataset, SBU, SEMEION, STL10, SVHN, UCF101, USPS, VOCDetection, VOCSegmentation]` (1) `list` (1) `str in [train, valid, test]` (1)
19,668	ticker	`str` (1,308)	`Ticker` (77) `list` (35) `dict[str, float]` (32) `dict` (27) `XTPSpecificTickerStruct` (24) `Optional[str]` (17) `list[str]` (16) `TokenTicker` (15) `yf.Ticker` (12) `StockTicker` (7)
19,666	locator	`str` (581)	`tuple` (139) `Locator` (99) `Union[selenium.webdriver.remote.webelement.WebElement, str]` (85) `Union[WebElement, str]` (48) `LocatorType` (18) `tuple[str, str]` (15) `dict` (15) `Union[selenium.webdriver.remote.webelement.WebElement, None, str]` (15) `QXmlLocator` (12) `Any` (9)
19,588	thresh	`float` (444)	`int` (103) `Union[float, torch.Tensor]` (82) `str` (77) `Optional[float]` (15) `dict` (10) `Optional[int]` (10) `None` (7) `Optional[Any]` (5) `Union[float, int]` (4) `Union[int, float]` (4)
19,511	nick	`str` (487)	`Optional[str]` (19) `IrcNickWithMode` (13) `Any` (10) `bool` (4) `Nickname` (3) `discord.Member` (2) `undefined.UndefinedOr[str]` (2) `undefined.UndefinedNoneOr[str]` (2) `Optional` (1) `Nick` (1)
19,509	num_epochs	`int` (808)	`Optional[int]` (27) `Union[int, float]` (10) `PositiveInt` (9) `float` (3) `Union[None, int]` (1) `object` (1) `list[int]` (1)
19,382	fpath	`str` (743)	`Path` (139) `Union[str, Path]` (40) `Optional[str]` (12) `Union[str, pathlib.Path]` (12) `Union[Path, str]` (6) `pathlib.Path` (6) `Union[S3Path, Path]` (4) `Union[str, os.PathLike[str]]` (4) `str or Path` (4) `AnyStr` (4)
19,359	num2	`str` (913)	`int` (354) `float` (45) `list[int]` (21) `byte` (7) `list` (5) `WholeNumber` (5) `Node` (4) `int or str` (3) `np.int64` (3) `np.double` (3)
19,294	silent	`bool` (1,066)	`Optional[bool]` (42) `Any` (7) `Union[bool, int]` (2) `str` (2) `Optional[str]` (2) `boolean` (2) `Optional[Any]` (1)
19,009	num_samples	`int` (1,256)	`Optional[int]` (351) `Union[int, tuple[int, int]]` (19) `list[int]` (5) `Sequence[types.Int]` (4) `float` (4) `str` (2) `Optional[Union[int, torch.Tensor]]` (2) `Union[int, Iterable[int]]` (1) `PositiveInt` (1) `tuple[int, int]` (1)
18,916	group_name	`str` (1,153)	`Optional[str]` (81) `Any` (14) `str.title` (3) `Union[str, Undefined]` (2) `AnyStr` (1) `Union[str, None]` (1) `models.group.GroupName` (1) `Union[str, list[str]]` (1) `list` (1) `Union[str, int]` (1)
18,798	cutoff	`float` (455)	`int` (160) `Optional[Any]` (61) `datetime.datetime` (43) `Optional[float]` (31) `Optional[int]` (19) `Any` (14) `Optional[tuple[float, float]]` (12) `np.ndarray` (8) `list[int]` (6) `numbers.Real` (6)
18,769	workspace	`Workspace` (846)	`str` (325) `Optional[str]` (83) `String` (39) `core.workspace` (31) `Path` (27) `workspace.Workspace` (17) `DefaultWorkspace` (17) `data.Workspace` (15) `ProjectFolders` (14) `int` (13)
18,670	is_train	`bool` (784)	`Optional[bool]` (7) `Union[bool, tf.Tensor]` (1) `Any` (1)
18,670	retry	`retries.Retry` (2,357)	`Optional[Retry]` (1,254) `bool` (462) `int` (225) `Optional[str]` (104) `Retry` (80) `Optional[int]` (37) `Optional[google.api_core.retry.Retry]` (30) `Any` (26) `Optional[Any]` (18) `str` (6)
18,667	resource_group	`str` (418)	`Optional[str]` (139) `ResourceGroupIdentity` (5) `Optional[AzureResourceGroup]` (4) `ResourceGroupReference` (2) `core.ResourceGroup` (2) `ResourceGroup` (2) `Optional[pulumi.Input[pulumi.InputType[UptimeCheckConfigResourceGroupArgs]]]` (2) `bool` (1)
18,642	enable	`bool` (1,574)	`Optional[bool]` (57) `str` (14) `int` (10) `Any` (6) `Optional[str]` (6) `uint8_t` (4) `DeviceLightEnable` (3) `Optional[_Enable]` (2) `Union[int, str]` (2) `Optional[int]` (2)
18,447	other_msg	`google.protobuf.` `message.Message` (18,248)	`Message` (108) `Any` (4) `SimpleMessage.InnerMessage` (2) `SimpleMessage.InnerMessage1` (2) `SimpleMessage.InnerMessage2` (2) `SimpleMessage.InnerMessage3` (2) `SimpleMessage` (2) `bytes` (1)
18,412	active	`bool` (891)	`Optional[bool]` (96) `int` (30) `str` (28) `Union[bool, _NotSetType]` (12) `StreamT` (12) `Any` (8) `Tensor` (7) `Active` (7) `Optional[np.ndarray]` (7) `set[str]` (7)
18,391	separator	`str` (928)	`bytes` (35) `Optional[str]` (31) `bool` (17) `int` (6) `Optional[AnyStr]` (5) `Any` (5) `object` (4) `Separator` (4) `SomeText` (4) `EvaluationExpressionSeparator` (4)
18,381	db_session	`Session` (1,253)	`SessionLocal` (241) `sqlalchemy.orm.Session` (37) `orm.Session` (18) `scoped_session` (11) `DBSession` (10) `graph_tuple_database.Database.SessionType` (7) `Optional[Session]` (6) `SESSION` (6) `object` (5) `TracimSession` (4)
18,346	gid	`int` (804)	`str` (159) `Any` (41) `Optional[int]` (21) `Optional[str]` (12) `GradId` (8) `Int` (3) `GameID` (3) `Union[c_uint, int]` (3) `Optional[Any]` (3) `Block.GlobalID` (2)
18,315	page_size	`int` (994)	`Optional[int]` (480) `str` (28) `Any` (13) `Vector` (11) `float` (6) `Optional[tuple[float, float]]` (6) `tuple` (4) `Size` (3) `Optional[Union[int, str]]` (2) `Union[int, str]` (2)
18,278	out_file	`str` (441)	`Path` (63) `TextIO` (58) `BinaryIO` (11) `Any` (10) `IO` (9) `Union[str, Path]` (6) `pathlib.Path` (6) `File` (5) `h5py.File` (5) `Optional[str]` (4)
18,275	prices	`list[int]` (3,675)	`list` (248) `int` (114) `list or None` (79) `Optional[Array]` (64) `pd.DataFrame` (60) `Optional[Any]` (41) `list[float]` (38) `MoneyRange` (32) `dict` (26) `np.ndarray` (25)
18,222	dir_path	`str` (1,058)	`Path` (205) `pathlib.Path` (35) `Union[str, Path]` (30) `Optional[str]` (23) `Union[Path, str]` (10) `pathlib.PurePath` (3) `DescribedPath` (3) `pl.Path` (3) `Any` (3) `primitives.Directory` (2)
18,199	locale	`str` (935)	`Optional[str]` (237) `QLocale` (110) `Locale` (86) `PySide2.QtCore.QLocale` (86) `QtCore.QLocale` (47) `Optional[Any]` (16) `Any` (15) `PO.Locale` (6) `AnyStr` (5) `Union[_str, Iterable[_str], None]` (4)
18,173	display_name	`str` (1,481)	`Optional[str]` (1,294) `Optional[Any]` (31) `Optional[pulumi.Input[Mapping[str, str]]]` (30) `Any` (10) `LocalizedString` (6) `Optional[Mapping[str, str]]` (4) `Optional[google.protobuf.wrappers_pb2.StringValue]` (4) `Union[str, Callable[[EntityInfo, tuple[EntitiesData, ...]], str], EntityDetailProperty]` (2) `Union[Optional[str], DefaultArg]` (2) `list` (2)
18,137	n_samples	`int` (818)	`Optional[int]` (57) `Union[None, int]` (6) `Union[int, Iterable[int]]` (4) `Union[int, None]` (3) `Any` (2) `list[int]` (2) `set[int]` (2) `float` (2) `np.ndarray` (1) `Collection[int]` (1)
18,061	save_dir	`str` (878)	`Optional[str]` (104) `Path` (99) `Union[str, Path]` (23) `pathlib.Path` (20) `Union[Path, str]` (11) `Any` (9) `Union[str, None]` (8) `PathLike` (7) `Optional[Path]` (4) `StoragePath` (3)
17,934	next_link	`Optional[str]` (1,150)	`str` (118) `Link` (4)
17,926	root_dir	`str` (692)	`Path` (154) `Optional[str]` (57) `pathlib.Path` (25) `Optional[Pathlike]` (19) `Union[str, Path]` (17) `Optional[Path]` (8) `dict[str, str]` (6) `os.PathLike` (4) `PosixPath` (4) `PageDir` (3)
17,836	app_id	`str` (968)	`int` (222) `Optional[str]` (174) `dict` (30) `AppId` (23) `Any` (19) `bytes` (16) `Optional[google.protobuf.wrappers_pb2.StringValue]` (16) `Optional[int]` (15) `Optional[Any]` (10) `bool` (5)
17,796	phone	`str` (757)	`Optional[str]` (84) `Phonet` (53) `int` (27) `Phone` (11) `Union[str, int]` (5) `Any` (4) `Optional[list[FaxElement]]` (4) `Union[int, str]` (4) `Optional[Union[str, Iterable[str]]]` (4) `Union[Phone, str]` (3)
17,765	dimension	`int` (910)	`Dimension` (216) `str` (206) `Optional[Dimension]` (14) `Optional[str]` (14) `Optional[list[Dimension]]` (14) `tuple` (10) `Optional[int]` (8) `SkyPixDimension` (7) `LinearDimension` (6) `AngularDimension` (6)
17,643	img_path	`str` (506)	`Path` (31) `Union[PathLike, str]` (11) `Any` (9) `Union[str, Path]` (3) `tf.Tensor` (3) `PathLike` (2) `np.ndarray` (1) `str or Path` (1) `pathlib.Path` (1) `Union[Path, str]` (1)
17,598	create	`bool` (718)	`Any` (23) `ap.Create` (15) `Optional[Any]` (10) `Sequence[str]` (9) `Optional[bool]` (9) `str` (8) `Optional[MicrosoftGraphItemActionStat]` (5) `CreateInput` (4) `Callable[[], None]` (4) `Optional[str]` (3)
17,559	method_name	`str` (1,326)	`Optional[str]` (27) `Any` (22) `MethodName` (12) `Literal[query_endpoint_histohour, query_endpoint_price, query_endpoint_pricehistorical]` (5) `Union[str, DEFAULT]` (3) `RPCEndpoint` (3) `UdonMethodName` (2) `Literal[query_endpoint_histohour, query_current_price, query_endpoint_pricehistorical]` (2) `nodes.SpecialMethods` (1) `bytes` (1)
17,536	app_name	`str` (1,164)	`Optional[str]` (60) `Any` (12) `Optional[Any]` (7) `NAUTAAppNames` (3) `AppName` (3) `KeyType` (3) `list` (1) `AppNames` (1) `uuid.UUID` (1) `pathlib.Path` (1)
17,524	verbosity	`int` (801)	`bool` (86) `str` (85) `Optional[int]` (33) `Verbosity` (33) `EventVerbosity` (11) `Any` (10) `Optional[hypothesis.Verbosity]` (4) `Optional[str]` (4) `Union[int, bool]` (2) `Union[Verbosity, int, str]` (2)
17,440	degree	`int` (565)	`float` (104) `Any` (45) `bool` (30) `Number` (21) `str` (8) `Union[int, float]` (7) `Optional[int]` (6) `SDLData` (6) `Optional[str]` (5) `Degree` (5)
17,175	prob	`float` (484)	`Problem` (52) `list[float]` (27) `torch.Tensor` (22) `np.ndarray` (17) `Any` (12) `str` (11) `int` (10) `list` (8) `bool` (8) `Optional[float]` (5)
17,143	order_id	`str` (883)	`int` (580) `OrderID` (86) `UUID` (24) `Optional[str]` (22) `OrderId` (21) `Hashable` (14) `PositiveInt` (13) `Optional[int]` (10) `Union[str, int]` (7) `Union[int, str]` (7)
17,120	resource_id	`str` (1,074)	`Optional[str]` (378) `int` (74) `ResourceId` (14) `drive_api.ResourceID` (9) `Optional[int]` (5) `Union[str, int]` (4) `str or ObjectId` (3) `SRN` (3) `Hashable` (2) `Union[str, Any]` (2)
17,074	message_id	`int` (1,835)	`str` (910) `Optional[int]` (154) `Optional[str]` (149) `Union[str, int]` (78) `Union[int, str]` (36) `Integer` (36) `Optional[Integer]` (32) `Union[Integer, None]` (23) `Any` (19) `objectid.ObjectId` (18)
16,808	ylabel	`str` (361)	`Optional[str]` (39) `Union[bool, str]` (9) `Optional[Label]` (3) `wrap.YLabel` (3) `Any` (2) `str or None` (1) `list` (1) `AnyStr` (1) `wrap_base.YLabel` (1) `Optional[Union[str, Sequence[str]]]` (1)
16,659	passwd	`str` (466)	`Optional[str]` (15) `Optional[HTTPPasswordMgr]` (12) `Any` (10) `bytes` (6) `IO[str]` (3) `PasswordForm` (2) `list[str]` (1) `pwd.struct_passwd` (1) `string` (1) `Passwd` (1)
16,645	n_jobs	`int` (758)	`Optional[int]` (149) `Union[int, None]` (14) `Int` (3) `int or None` (1)
16,643	model_dir	`str` (986)	`Optional[str]` (192) `Path` (92) `pathlib.Path` (14) `Any` (9) `Union[str, Path]` (8) `dsl.PipelineParam` (3) `PathLike` (3) `PathSdv` (3) `types.Channel` (2) `None` (2)
16,492	ident	`str` (651)	`int` (133) `Any` (25) `Optional[str]` (12) `Header` (9) `ASTIdentifier` (8) `Union[str, int]` (8) `IDENT_TYPE` (7) `DashletId` (6) `DidKey` (5) `ID[Add]` (5)
16,436	robot	`cozmo.robot.Robot` (865)	`Robot` (247) `str` (40) `robot.Robot` (39) `robot_arm.RobotArm` (26) `Any` (22) `BuilderState` (19) `anki_vector.robot.Robot` (12) `RobotInterface` (9) `anki_vector.Robot` (9) `cozmo.robot` (7)
16,417	entity_id	`str` (1,258)	`int` (254) `Optional[str]` (76) `UUID` (49) `EntityId` (12) `Any` (10) `EntityID` (10) `Uuid` (5) `Union[int, str]` (4) `ObjectId` (4) `ProgramTreeVersionIdentity` (4)
16,379	block_size	`int` (652)	`Optional[int]` (25) `SizeTwoDimensional` (13) `Any` (9) `float` (8) `tuple` (5) `Int` (5) `str` (3) `Optional[Union[str, pd.Timedelta]]` (2) `Block.BlockSize` (2) `Number` (2)
16,353	hidden_dim	`int` (714)	`numbers.Integral` (21) `Optional[int]` (9) `list[int]` (5) `tuple[int, ...]` (4) `Any` (2)
16,322	max_size	`int` (939)	`Optional[int]` (147) `Union[int, tuple[int, int]]` (25) `float` (24) `tuple[MemoryGranularity, int]` (17) `Any` (14) `list[int]` (14) `str` (12) `tuple[int, int]` (9) `Optional[float]` (8) `DOMSize` (7)
16,242	image_name	`str` (894)	`ImageName` (178) `Optional[str]` (52) `ImageNameT` (6) `KS001` (3) `bytes` (2) `Path` (1) `list` (1) `Union[str, Iterable]` (1) `Any` (1) `str or None` (1)
16,118	package_name	`str` (1,658)	`Optional[str]` (78) `ValidPythonIdentifier` (12) `PackageName` (6) `Union[str, None]` (3) `Any` (3) `Optional[Any]` (2) `PkgName` (1) `ID` (1) `int` (1) `NodePackageName` (1)
16,078	weight_decay	`float` (891)	`Union[FloatTensorLike, Callable]` (22) `Optional[float]` (20) `FloatTensorLike` (6) `Union[FloatTensorLike, Callable, dict]` (6) `Union[str, float]` (5) `Union[float, int]` (4) `list[float]` (4) `Union[Sequence[float], float]` (2) `int` (2)
16,066	xlabel	`str` (320)	`Optional[str]` (41) `Union[bool, str]` (12) `Optional[Label]` (3) `wrap.XLabel` (3) `Any` (1) `str or None` (1) `list` (1) `wrap_base.XLabel` (1)
15,984	config_path	`str` (1,727)	`Path` (179) `Optional[str]` (145) `Union[str, Path]` (23) `pathlib.Path` (21) `Optional[Path]` (19) `Any` (19) `Union[str, pathlib.Path]` (8) `Description.Script.CONFIG_PATH` (7) `Union[Path, str]` (5) `Union[str, list[str]]` (5)
15,939	replace	`bool` (734)	`str` (172) `Any` (39) `int` (32) `object` (18) `dict` (14) `list` (11) `Optional[str]` (11) `Optional[bool]` (8) `TensorLike` (6) `Union[str, list]` (5)
15,870	new_name	`str` (1,140)	`Optional[str]` (101) `Any` (12) `dict` (5) `sn.Name` (5) `TagName` (4) `str or bytes` (4) `Stringish` (3) `String` (3) `Optional[sn.Name]` (2) `EmojiName` (2)
15,805	logfile	`str` (198)	`Optional[str]` (29) `Union[str, IO]` (19) `Any` (16) `pathlib.Path` (7) `Path` (7) `TextIO` (6) `bool` (6) `Optional[IO]` (4) `Optional[Any]` (4) `Optional[pathlib.Path]` (4)
15,745	question_id	`int` (164)	`str` (128) `object` (6) `list` (2) `Any` (1) `Optional[str]` (1) `ObjectId` (1)
15,683	latitude	`float` (849)	`Optional[float]` (90) `str` (87) `Float` (78) `int` (29) `Any` (23) `Optional[int]` (19) `Optional[str]` (18) `Decimal` (16) `Latitude` (9) `deg` (8)
15,624	candidates	`list[int]` (1,325)	`list` (123) `int` (58) `list[str]` (52) `list[Candidate]` (40) `np.ndarray` (24) `Iterable[Candidate]` (23) `Candidates` (21) `pandas.DataFrame` (21) `set` (18) `list[CandidateFeature]` (18)
15,612	market	`str` (609)	`Market` (187) `Optional[str]` (50) `dict` (23) `pmd.ProcessedMarketData` (22) `TwoSidedPayAsBid` (20) `MarketBase` (13) `MarketManager` (11) `ConnectorBase` (11) `Optional[BaseBoolInt]` (10) `int` (9)
15,564	event_type	`str` (990)	`EventType` (219) `int` (103) `Optional[str]` (32) `constants.EventType` (25) `type` (22) `type[Event]` (17) `metadata_store_pb2.Event.type` (17) `Events` (16) `Any` (12) `Event` (12)
15,553	dbname	`str` (387)	`Optional[str]` (18) `Any` (6) `Path` (2) `pyodbc.Connection` (1) `Optional[Any]` (1) `object` (1)
15,532	num_workers	`int` (2,103)	`Optional[int]` (156) `Union[str, int]` (2) `str` (1) `dict[str, int]` (1) `Iterable[int]` (1) `Union[tuple, int]` (1) `DictConfig` (1)
15,511	cluster_id	`str` (815)	`int` (110) `Optional[str]` (59) `ClusterIDType` (8) `Optional[int]` (5) `ClusterID` (5) `float` (4) `Union[str, list[str]]` (2) `str or None` (1) `list or None` (1)
15,452	letter	`str` (637)	`Letter` (50) `int` (20) `chr` (13) `Any` (7) `ndarray` (4) `LETTER_FWD_REF` (4) `models.Letter` (4) `CellLetter` (4) `HumanLetter` (3) `models.LetterRequest` (3)
15,387	worker	`AbstractWorker` (859)	`Worker` (253) `RolloutWorker` (83) `str` (52) `int` (42) `BaseWorker` (37) `list[int]` (37) `Unit` (27) `pl.task.Worker` (26) `sy.workers.AbstractWorker` (16) `ConcreteQueueWorker` (15)
15,384	gender	`str` (400)	`Gender` (123) `bool` (51) `int` (41) `Optional[Gender]` (39) `Optional[str]` (21) `MorphGender` (15) `GrammaticalGender` (15) `CommonGender` (5) `PySide2.QtTextToSpeech.QVoice.Gender` (4) `Union[Gender, CommonGender, int]` (3)
15,274	base_dir	`str` (787)	`Path` (122) `Optional[str]` (61) `pathlib.Path` (25) `Union[str, Path]` (21) `Optional[Path]` (11) `Optional[Any]` (8) `Union[Path, str]` (4) `Any` (4) `Optional[Union[str, Path]]` (3) `Union[str, None]` (3)
15,236	momentum	`float` (458)	`Optional[float]` (22) `tuple[float, float]` (8) `np.ndarray` (7) `Union[str, float]` (6) `bool` (5) `State` (5) `Union[FloatTensorLike, Callable]` (5) `tuple` (5) `jnp.DeviceArray` (3) `Union[float, list[float]]` (3)
15,235	checked	`bool` (442)	`Optional[bool]` (70) `int` (17) `str` (12) `np.ndarray` (8) `StringSourceContents` (3) `Any` (3) `set[Any]` (2) `StringSource` (2) `list` (2) `list[int]` (2)
15,204	painter	`QPainter` (650)	`QtGui.QPainter` (293) `PySide2.QtGui.QPainter` (189) `Painter` (66) `SimPainter` (30) `Qt.QPainter` (8) `qg.QPainter` (4) `gui.QPainter` (4) `HipsPainter` (2) `quite.Painter` (2) `Optional[QPainter]` (2)
15,073	guild	`discord.Guild` (2,733)	`Guild` (525) `int` (292) `snowflakes.SnowflakeishOr[guilds.PartialGuild]` (170) `Optional[discord.Guild]` (147) `str` (95) `GuildConverter` (66) `Union[Guild, str]` (35) `discord.guild` (34) `Union[discord.Guild, int]` (30) `Optional[Guild]` (28)
15,073	max_depth	`int` (634)	`Optional[int]` (62) `float` (18) `bool_or_int` (6) `Optional[WithToString]` (4) `INT` (3) `float or int or None` (3) `Number` (2) `int or None` (1) `Union[float, int, None]` (1) `Union[int, None]` (1)
15,006	service_id	`str` (432)	`int` (104) `Optional[str]` (50) `UUID` (16) `Any` (10) `ServiceID` (7) `Services` (5) `ServiceType` (4) `bytes` (3) `Union[str, int]` (3) `ServiceId` (2)
15,002	longitude	`float` (832)	`Optional[float]` (92) `str` (85) `Float` (78) `int` (29) `Any` (23) `Optional[int]` (19) `Optional[str]` (18) `Decimal` (15) `list` (7) `decimal` (6)
14,938	fps	`int` (460)	`float` (198) `Any` (37) `Optional[Any]` (17) `str` (16) `Optional[float]` (16) `Optional[int]` (8) `list` (7) `Union[float, int]` (5) `mp.Value` (4) `typ.Union[Fraction, int]` (3)
14,916	nome	`str` (435)	`list[str]` (1) `object` (1) `int` (1) `Optional[str]` (1) `discord.Member` (1) `Any` (1)
14,889	pwd	`str` (464)	`Optional[str]` (31) `Optional[bytes]` (27) `int` (20) `bytes` (17) `Path` (15) `OptBytes` (12) `list` (7) `bytearray` (5) `Any` (4) `str or None` (3)
14,804	reset	`bool` (1,671)	`Union[float, torch.Tensor]` (59) `str` (27) `int` (16) `float` (13) `Optional[bool]` (9) `PySide2.QtGui.QOpenGLTexture.TextureUnitReset` (8) `torch.Tensor` (7) `QOpenGLTexture.TextureUnitReset` (6) `Char` (6) `machine.Pin` (5)
14,677	experiment	`Experiment` (1,097)	`str` (228) `core.experiment.Experiment` (36) `Optional[Experiment]` (26) `Union[str, QuantumCircuit, Schedule, int]` (22) `FCSExperiment` (20) `Optional[str]` (16) `Union[Experiment, str]` (16) `Any` (15) `QasmQobjExperiment` (12) `ExperimentConfig` (11)
14,673	file_id	`str` (856)	`int` (333) `Union[str, int]` (31) `Optional[str]` (22) `ObjectId` (21) `Optional[int]` (21) `objectid.ObjectId` (18) `FileId` (12) `String` (10) `UUID` (10) `Any` (8)
14,567	scheme	`str` (689)	`Optional[str]` (174) `list` (122) `Scheme` (39) `int` (24) `dict` (19) `bytes` (19) `SignatureScheme` (18) `Union[QtCore.QByteArray, bytes, bytearray]` (18) `Mapping` (18) `http.Scheme` (14)
14,559	workers	`int` (760)	`list[list[int]]` (118) `WorkerSet` (81) `BaseWorker` (22) `list[Worker]` (18) `Optional[int]` (13) `list` (11) `list[BaseWorker]` (7) `str` (6) `Any` (6) `Workers` (5)
14,534	train_loader	`DataLoader` (234)	`torch.utils.data.DataLoader` (36) `Any` (20) `torch.utils.data.dataloader.DataLoader` (10) `data.DataLoader` (8) `Iterable` (7) `object` (6) `dataloader.DataLoader` (4) `BatchedIterator` (4) `dataloader` (3) `data.BucketIterator` (2)
14,446	caption	`str` (1,107)	`Optional[str]` (238) `Optional[String]` (108) `Union[String, None]` (96) `String` (66) `Any` (17) `list[int]` (12) `dict[str, torch.LongTensor]` (11) `Caption` (9) `object` (6) `Str` (5)
14,439	retries	`int` (797)	`Optional[int]` (200) `Optional[Any]` (38) `Any` (16) `RetryStrategy` (8) `Union[RetryStrategy, int]` (6) `Retries` (5) `retries_module.RetryStrategy` (4) `Optional[dict[Retry, RetryConfig]]` (3) `Union[int, Retry]` (2) `Session` (2)
14,392	str1	`str` (738)	`bytes` (9) `list` (9) `Any` (5) `list[str]` (3) `Token` (3) `Optional[str]` (2) `original` (2) `b_text` (1) `string` (1) `Karaoke` (1)
14,387	mass	`float` (343)	`int` (188) `np.ndarray` (11) `list` (10) `Real` (10) `kg` (9) `Optional[float]` (8) `str` (8) `ti.f32` (5) `Number` (5) `Num` (4)
14,385	tracker	`Tracker` (3,566)	`DialogueStateTracker` (1,036) `BaseTracker` (35) `ProblemTracker` (25) `Optional[DialogueStateTracker]` (17) `str` (16) `TrackExtractor` (12) `AbbreviationTracker` (12) `OpTracker` (10) `type[Tracker]` (10) `AchievmentTracker` (10)
14,242	class_type	`str` (313)	`type` (39) `Any` (9) `type[Any]` (5) `type[Union[Performer, Director, Writer]]` (4) `ClassType` (4) `typ.ClassType` (4) `int` (4) `ToBuildType` (3) `type[ORecord]` (3) `object` (3)
14,171	mac	`str` (417)	`bytes` (30) `MacAddress` (29) `Optional[str]` (26) `tk.StringVar` (7) `Union[bytes, str]` (6) `netaddr.EUI` (6) `list[DataPoint]` (4) `int` (4) `ScannedMacAddress` (2) `Optional[bytes]` (2)
14,163	threads	`int` (670)	`Optional[int]` (69) `str` (16) `Any` (16) `list` (12) `Iterable[_threads.ThreadABC]` (12) `Optional[list[MicrosoftGraphConversationThread]]` (11) `list[threading.Thread]` (8) `bool` (6) `Optional[list[str]]` (6) `list[Thread]` (5)
14,152	nombre	`str` (274)	`int` (19) `nombre` (2) `astnodes.Name` (1) `voc.Nombre` (1)
14,092	exchange	`str` (1,060)	`Exchange` (536) `ExchangeType` (59) `Optional[str]` (36) `ExchangeType_` (32) `cro.Exchange` (24) `Optional[Exchange]` (23) `BackExchange` (16) `ccxt.Exchange` (16) `SearchStrategy[Optional[str]]` (14) `aio_pika.Exchange` (14)
14,084	visible	`bool` (914)	`Optional[bool]` (234) `int` (30) `str` (5) `PagePropertyOrValue[bool]` (4) `UnitLayer` (4) `Optional[int]` (3) `dict` (3) `Any` (3) `torch.Tensor` (3) `np.ndarray` (3)
14,063	var_name	`str` (1,200)	`Optional[str]` (29) `VarName` (17) `sym.Symbol` (14) `Any` (7) `Union[str, bytes]` (6) `Literal[myvar]` (4) `None` (4) `Optional[Any]` (4) `Union[str, None]` (4) `list` (3)
14,054	sample_rate	`int` (716)	`float` (256) `Optional[int]` (48) `Union[int, float, None]` (25) `Optional[float]` (17) `TimeType` (12) `typedefs.MSampleRate` (11) `Optional[typedefs.MSampleRate]` (9) `str` (7) `Union[float, int]` (6) `Real` (4)
14,032	run_id	`str` (999)	`int` (549) `Optional[str]` (84) `Optional[int]` (21) `ty.Union[str, tuple, list]` (18) `run_id_lib.RunId` (17) `ModelID` (9) `Union[uuid.UUID, str]` (6) `Id` (5) `UUID` (4) `Any` (3)
13,960	node_name	`str` (1,007)	`Optional[str]` (151) `Union[str, Node]` (10) `Optional[SomeSubstitutionsType]` (10) `Hashable` (9) `NodeName` (7) `Any` (6) `tuple` (5) `Optional[Any]` (5) `int` (3) `simple_node.Name` (3)
13,958	reduction	`str` (897)	`Optional[callable]` (120) `int` (60) `float` (40) `Callable` (37) `Union[LossReduction, str]` (33) `Callable[[np.ndarray], float]` (24) `tp.Optional[Reduction]` (21) `Optional[str]` (21) `MaybeStrOrCallable` (21) `Reduction` (19)
13,945	room_id	`str` (1,976)	`RoomID` (542) `int` (320) `MatrixRoomID` (48) `Optional[str]` (42) `Optional[_RoomID]` (7) `Any` (6) `Optional[RoomID]` (6) `Optional[int]` (5) `uuid.UUID` (4) `list[str]` (4)
13,854	api_version	`str` (1,138)	`Optional[str]` (508) `Optional[Any]` (63) `int` (52) `Optional[int]` (22) `Optional[ApiVersion]` (22) `APIVersion` (14) `float` (10) `Any` (7) `tuple[int, int]` (6) `tuple[int, str]` (4)
13,806	global_step	`int` (238)	`tf.Tensor` (26) `Optional[int]` (19) `Optional[tf.Variable]` (10) `tf_compat.Tensor` (8) `jnp.ndarray` (7) `Any` (4) `tf_compat.Variable` (4) `Optional[tf.Tensor]` (2) `Union[int, tf.Tensor]` (2) `Optional[tf_compat.Variable]` (2)
13,804	ip_address	`str` (914)	`Optional[str]` (207) `IPAddress` (46) `Optional[pulumi.Input[pulumi.InputType[IpAddressArgs]]]` (12) `ipaddress.IPv4Address` (11) `IPv4Address` (9) `Optional[ipaddress.IPv4Address]` (9) `Optional[Any]` (4) `ipaddress.IPv6Address` (3) `Union[str, list[str]]` (3) `MaybeIPAddress` (3)
13,780	validate	`bool` (739)	`Optional[ValueSpecValidateFunc]` (68) `Any` (27) `Union[Callable, Iterable[Callable]]` (25) `Literal[none, focus, focusin, focusout, key, all]` (24) `Optional[bool]` (20) `Validator` (18) `str` (17) `Optional[str]` (12) `Callable` (11) `Optional[ValidateCallback]` (9)
13,702	trainable	`bool` (228)	`Optional[bool]` (12) `Trainable` (7) `TrainableModelSDE` (3) `Union[bool, Sequence[bool]]` (3) `TrainableModel` (2) `ProjectOptimizationModifierTrainable` (1) `Union[str, type[Trainable], Callable]` (1) `object` (1)
13,680	cookie	`str` (377)	`Cookie` (78) `dict` (49) `TCookie` (42) `QNetworkCookie` (24) `QtNetwork.QNetworkCookie` (24) `int` (11) `bytes` (11) `Any` (10) `PySide2.QtNetwork.QNetworkCookie` (10) `Optional[str]` (7)
13,623	dropout_rate	`float` (851)	`Optional[float]` (38) `int` (8) `Union[int, tf.Tensor]` (6) `Union[float, str]` (2) `list` (2) `Union[float, list]` (2) `Union[float, tf.Tensor]` (1)
13,617	ttl	`int` (622)	`float` (76) `Optional[int]` (71) `str` (48) `Optional[aws_cdk.core.Duration]` (24) `Optional[float]` (23) `TTL` (23) `Optional[str]` (11) `bool` (10) `Optional[T_TTL]` (9) `T_TTL` (8)
13,613	column_name	`str` (1,282)	`Optional[str]` (74) `Hashable` (34) `Any` (21) `ColumnName` (10) `Union[str, None]` (9) `Union[str, int]` (5) `int or float or str` (5) `Union[int, str]` (3) `list` (3) `AnyStr` (3)
13,610	pname	`int` (3,269)	`str` (92) `Union[int, str]` (32) `Union[str, int]` (16) `PrefName` (6) `list[str]` (3) `pointname` (1)
13,581	Name	`str` (959)	`OCP.TCollection.TCollection_HAsciiString` (54) `TCollection_HAsciiString` (24) `Any` (11) `OSD_Path` (9) `NameId` (4) `Union[str, Any]` (4) `OCP.TCollection.TCollection_AsciiString` (3) `Optional[str]` (3) `TStrNone` (2) `int` (2)
13,467	lam	`float` (197)	`np.ndarray` (8) `Any` (7) `np.float` (7) `numpy.ndarray` (6) `int` (6) `Union[Number, Iterable[Number]]` (6) `Optional[float]` (5) `Number` (5) `Unary` (4) `ast.AST` (4)
13,380	log_file	`str` (416)	`Optional[str]` (168) `Any` (66) `Path` (48) `TextIO` (20) `pathlib.Path` (12) `Union[str, None]` (6) `Optional[Union[Logger, TextIO]]` (4) `bool` (4) `Optional[IO[str]]` (4) `Optional[Path]` (4)
13,337	asset	`Asset` (899)	`str` (381) `UAsset` (42) `Optional[str]` (31) `Union[str, AssetNamespace]` (20) `Optional[Asset]` (18) `dict` (18) `QuantConnect.Securities.Security` (17) `StellarAssetType` (16) `Expr` (13) `Any` (12)
13,274	data_list	`list` (212)	`Any` (20) `list[str]` (19) `Optional[DataList]` (11) `list[dict]` (10) `list[Any]` (10) `DataList` (9) `Sequence` (8) `list[Data]` (6) `Optional[list]` (5) `list[Optional[datetime]]` (4)
13,199	object_name	`str` (543)	`Optional[str]` (64) `ParameterName` (6) `ToStringObject` (1) `Union[str, None]` (1) `Any` (1) `RepCode.ObjectName` (1) `StrID` (1) `Union[str, bytes]` (1)
13,198	fullname	`str` (1,542)	`Optional[str]` (33) `Any` (13) `Path` (7) `SchemaName` (4) `AnyPath` (4) `sn.Name` (3) `ScopedName` (3) `Union[bool, str]` (2) `Name` (2) `bytes` (2)
13,192	refresh	`bool` (524)	`Optional[Any]` (64) `Optional[bool]` (26) `str` (13) `int` (8) `Optional[int]` (6) `Optional[Union[bool, str]]` (4) `dict[str, bool]` (4) `Callable` (3) `float` (2) `dict` (1)
13,114	input_path	`str` (787)	`Path` (169) `Optional[str]` (90) `pathlib.Path` (24) `Union[str, os.PathLike[Any]]` (8) `TypePath` (7) `PathLike` (6) `pathlib.Path or list` (4) `Union[str, Path]` (3) `InputPathDescription` (3) `Union[Iterable[str], str]` (3)
13,084	verify	`bool` (764)	`utils.Verify` (465) `VerifyTypes` (65) `Union[bool, str]` (28) `Optional[bool]` (27) `Verify` (21) `Optional[Union[bool, str]]` (15) `str` (11) `Optional[Union[str, bool]]` (10) `object` (9) `int` (8)
13,061	phrase	`str` (856)	`Phrase` (32) `Union[str, Phrase]` (15) `list` (13) `LineOrPhrase` (12) `Optional[str]` (11) `list[str]` (5) `Span` (5) `bytes` (4) `dict[str, torch.LongTensor]` (4) `Optional[list[int]]` (4)
13,003	organization	`str` (326)	`Optional[str]` (60) `Organization` (54) `k8spin_common.Organization` (12) `dict` (9) `Union[str, _NotSetType]` (3) `int` (3) `Optional[bytes]` (3) `bool` (3) `Optional[int]` (3) `Entity` (3)
12,953	model_type	`str` (630)	`ModelType` (56) `type` (19) `Optional[str]` (17) `SupportedModels` (17) `ModelTypesIdsEnum` (14) `int` (11) `Any` (9) `type[BaseModel]` (8) `type[AnalyzerModel]` (7) `DistributionalSemanticModel.ModelType` (6)
12,938	test_name	`str` (678)	`Optional[str]` (13) `Optional[PathOrStr]` (1)
12,927	log_dir	`str` (687)	`Path` (71) `Optional[str]` (54) `pathlib.Path` (19) `Union[str, Path]` (12) `Union[Path, str]` (11) `Optional[Any]` (6) `Optional[Union[str, Path]]` (4) `Union[str, None]` (2) `Optional[Path]` (2) `Optional[Union[Path, str]]` (1)
12,856	img_size	`int` (193)	`tuple` (37) `tuple[int, int]` (32) `types_of_loco.input_img_size` (9) `types_of_gan.input_img_size` (7) `Sequence[int]` (5) `list` (5) `str` (5) `list[int]` (4) `Optional[torch.Tensor]` (4) `ImgSize` (3)
12,844	resource_type	`str` (598)	`Optional[str]` (136) `ResourceType` (119) `int` (48) `type[Resource]` (36) `NodeType` (31) `type` (13) `Optional[EntityType]` (11) `EntityType` (8) `resourceType` (8) `Resource` (5)
12,823	func_name	`str` (910)	`Optional[str]` (26) `Any` (16) `FuncName` (10) `tuple[str, ...]` (8) `object` (2) `StmtNode` (1) `lib.String` (1) `callable` (1) `Union[str, Any]` (1) `Callable[[int], int]` (1)
12,778	repeat	`int` (395)	`bool` (204) `str` (19) `Optional[bool]` (12) `Optional[int]` (7) `Optional[str]` (6) `Single` (6) `Any` (5) `Optional[BaseBoolInt]` (4) `Optional[DiagramItem]` (3) `numbers.Integral` (2)
12,770	data_file	`str` (279)	`Union[str, Path]` (43) `File` (32) `Path` (30) `Optional[str]` (26) `DataFileExtended` (12) `RichPath` (11) `DataFile` (8) `TextIO` (6) `Union[str, bytes]` (6) `PathLike` (6)
12,733	use_bias	`bool` (320)	`Optional[bool]` (24) `tuple` (9) `Union[bool, list]` (2)
12,709	maxlen	`int` (540)	*`Optional[int]` (43) `object` (5) `None` (3) `float` (3) `types.Int` (2) `Optional[str]` (2) `int
12,652	artist	`str` (296)	`Artist` (75) `Optional[str]` (25) `Optional[Artist]` (11) `dict` (6) `plt.Artist` (6) `hug.types.text` (5) `ZgoubiPlot` (4) `IGH_TagArtist` (4) `ArtistModel` (4) `Multi` (3)
12,519	trainer	`Trainer` (925)	`Engine` (140) `pl.Trainer` (118) `CallbackTrainer` (115) `GradientDescentTrainer` (89) `pt.Trainer` (47) `MDNRNNTrainer` (26) `optimizers.XnmtOptimizer` (17) `RLTrainer` (14) `pytorch_lightning.Trainer` (14) `HogwildTrainer` (12)

(Did you know GitHub limits issues to 65535 characters per comment? I didn't, until now...)

hauntsaninja · 2023-02-04T06:36:41Z

I'm amused by your use of "polysemantic" here :-)

Zac-HD · 2023-02-04T06:42:45Z

Haha, I probably was talking about polysemantic neurons at about the time I opened this issue 😅

Zac-HD added the enhancement it's not broken, but we want it to be better label Apr 27, 2022

Zac-HD self-assigned this Apr 27, 2022

Zac-HD mentioned this issue Apr 28, 2022

Ghostwrite for many more names #3313

Merged

Zac-HD closed this as completed in #3313 Apr 30, 2022

Zac-HD pinned this issue Jul 12, 2022

Zac-HD unpinned this issue Jul 13, 2022

Zac-HD mentioned this issue Nov 19, 2022

Name-based type inference? JelleZijlstra/autotyping#46

Closed

Zac-HD mentioned this issue Dec 22, 2022

Add --guess-common-names JelleZijlstra/autotyping#51

Merged

Provide feedback

Saved searches

Use saved searches to filter your results more quickly

Ghostwriter: analysis of common argument names and type annotations #3311

Ghostwriter: analysis of common argument names and type annotations #3311

Zac-HD commented Apr 27, 2022 •

edited

Loading

Zac-HD commented Apr 27, 2022

hauntsaninja commented Feb 4, 2023

Zac-HD commented Feb 4, 2023

Ghostwriter: analysis of common argument names and type annotations #3311

Ghostwriter: analysis of common argument names and type annotations #3311

Comments

Zac-HD commented Apr 27, 2022 • edited Loading

Zac-HD commented Apr 27, 2022

hauntsaninja commented Feb 4, 2023

Zac-HD commented Feb 4, 2023

Zac-HD commented Apr 27, 2022 •

edited

Loading