-
Notifications
You must be signed in to change notification settings - Fork 122
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
1 parent
85a2b4c
commit 6af274c
Showing
3 changed files
with
86 additions
and
0 deletions.
There are no files selected for viewing
Empty file.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,75 @@ | ||
from __future__ import annotations | ||
|
||
import enum | ||
from typing import Any | ||
|
||
from narwhals import dtypes | ||
|
||
|
||
class DtypeKind(enum.IntEnum): | ||
# https://data-apis.org/dataframe-protocol/latest/API.html | ||
INT = 0 | ||
UINT = 1 | ||
FLOAT = 2 | ||
BOOL = 20 | ||
STRING = 21 # UTF-8 | ||
DATETIME = 22 | ||
CATEGORICAL = 23 | ||
|
||
|
||
def map_interchange_dtype_to_narwhals_dtype( | ||
interchange_dtype: tuple[DtypeKind, int, Any, Any], | ||
) -> dtypes.DType: | ||
if interchange_dtype[0] == DtypeKind.INT: | ||
if interchange_dtype[1] == 64: | ||
return dtypes.Int64() | ||
if interchange_dtype[1] == 32: | ||
return dtypes.Int32() | ||
if interchange_dtype[1] == 16: | ||
return dtypes.Int16() | ||
if interchange_dtype[1] == 8: | ||
return dtypes.Int8() | ||
raise AssertionError("Invalid bit width for INT") | ||
if interchange_dtype[0] == DtypeKind.UINT: | ||
if interchange_dtype[1] == 64: | ||
return dtypes.UInt64() | ||
if interchange_dtype[1] == 32: | ||
return dtypes.UInt32() | ||
if interchange_dtype[1] == 16: | ||
return dtypes.UInt16() | ||
if interchange_dtype[1] == 8: | ||
return dtypes.UInt8() | ||
raise AssertionError("Invalid bit width for UINT") | ||
if interchange_dtype[0] == DtypeKind.FLOAT: | ||
if interchange_dtype[1] == 64: | ||
return dtypes.Float64() | ||
if interchange_dtype[1] == 32: | ||
return dtypes.Float32() | ||
raise AssertionError("Invalid bit width for FLOAT") | ||
if interchange_dtype[0] == DtypeKind.BOOL: | ||
return dtypes.Boolean() | ||
if interchange_dtype[0] == DtypeKind.STRING: | ||
return dtypes.String() | ||
if interchange_dtype[0] == DtypeKind.DATETIME: | ||
return dtypes.Datetime() | ||
if interchange_dtype[0] == DtypeKind.CATEGORICAL: | ||
return dtypes.Categorical() | ||
msg = f"Invalid dtype, got: {interchange_dtype}" | ||
raise AssertionError(msg) | ||
|
||
|
||
class InterchangeFrame: | ||
def __init__(self, df: Any) -> None: | ||
self._df = df | ||
|
||
def __narwhals_dataframe__(self) -> Any: | ||
return self | ||
|
||
@property | ||
def schema(self) -> dict[str, dtypes.DType]: | ||
return { | ||
column_name: map_interchange_dtype_to_narwhals_dtype( | ||
self._df.get_column_by_name(column_name).dtype | ||
) | ||
for column_name in self._df.column_names() | ||
} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters