PolarsChain
laktory.models.PolarsChain
¤
Bases: BaseChain
The PolarsChain
class defines a series of Polars transformation to be
applied to a dataframe. Each transformation is expressed as a node
(PolarsChainNode
object) that, upon execution, returns a new dataframe.
Each node is executed sequentially in the provided order. A node may also
be another PolarsChain
.
ATTRIBUTE | DESCRIPTION |
---|---|
dataframe_type |
Differentiator to select dataframe chain type
TYPE:
|
nodes |
The list of transformations to be executed.
TYPE:
|
Examples:
import polars as pl
from laktory import models
df0 = pl.DataFrame({"x": [1, 2, 3]})
# Build Chain
sc = models.PolarsChain(
nodes=[
{
"with_column": {
"name": "cos_x",
"type": "double",
"expr": "pl.col('x').cos()",
},
},
{
"nodes": [
{
"func_name": "rename",
"func_args": [
{"x": "x_tmp"},
],
},
{
"with_column": {
"name": "x2",
"type": "double",
"expr": "pl.col('x_tmp').sqrt()",
},
},
],
},
{
"func_name": "drop",
"func_args": [
"x_tmp",
],
},
],
)
# Execute Chain
df = sc.execute(df0)
# Print result
print(df.glimpse(return_as_string=True))
'''
Rows: 3
Columns: 2
$ cos_x <f64> 0.5403023058681398, -0.4161468365471424, -0.9899924966004454
$ x2 <f64> 1.0, 1.4142135623730951, 1.7320508075688772
'''
--
laktory.models.PolarsChainNode
¤
Bases: BaseChainNode
PolarsChain node that output a dataframe upon execution. As a convenience,
with_column
argument can be specified to create a new column from a
polars or sql expression.
ATTRIBUTE | DESCRIPTION |
---|---|
func_args |
List of arguments to be passed to the polars function. If the function
expects a polars expression, its string representation can be provided
with support for |
func_kwargs |
List of keyword arguments to be passed to the polars function.If the
function expects a polars expression, its string representation can be
provided with support for |
func_name |
Name of the polars function to build the dataframe. Mutually
exclusive to |
sql_expr |
SQL Expression using |
with_column |
Syntactic sugar for adding a column. Mutually exclusive to
TYPE:
|
with_columns |
Syntactic sugar for adding columns. Mutually exclusive to
TYPE:
|
Examples:
from laktory import models
import polars as pl
df0 = pl.DataFrame({"x": [1, 2, 2, 3]})
print(df0.glimpse(return_as_string=True))
'''
Rows: 4
Columns: 1
$ x <i64> 1, 2, 2, 3
'''
node = models.PolarsChainNode(
with_column={"name": "cosx", "type": "double", "expr": "pl.col('x').cos()"},
)
df = node.execute(df0)
node = models.PolarsChainNode(
with_column={
"name": "xy",
"type": "double",
"expr": "pl.coalesce('x')",
},
)
df = node.execute(df)
print(df.glimpse(return_as_string=True))
'''
Rows: 4
Columns: 3
$ x <i64> 1, 2, 2, 3
$ cosx <f64> 0.5403023058681398, -0.4161468365471424, -0.4161468365471424, -0.9899924966004454
$ xy <f64> 1.0, 2.0, 2.0, 3.0
'''
node = models.PolarsChainNode(
func_name="unique",
func_args=[["x"]],
func_kwargs={"maintain_order": True},
)
df = node.execute(df)
print(df.glimpse(return_as_string=True))
'''
Rows: 3
Columns: 3
$ x <i64> 1, 2, 3
$ cosx <f64> 0.5403023058681398, -0.4161468365471424, -0.9899924966004454
$ xy <f64> 1.0, 2.0, 3.0
'''
Functions¤
execute
¤
execute(df, udfs=None)
Execute polars chain node
PARAMETER | DESCRIPTION |
---|---|
df |
Input dataframe
TYPE:
|
udfs |
User-defined functions
TYPE:
|
RETURNS | DESCRIPTION |
---|---|
Output dataframe
|
|
Source code in laktory/models/transformers/polarschainnode.py
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|
--
laktory.models.PolarsChainNodeColumn
¤
Bases: BaseChainNodeColumn
Chain node column definition
ATTRIBUTE | DESCRIPTION |
---|---|
name |
Column name
TYPE:
|
type |
Column data type |
unit |
Column units |
expr |
String representation of a polars expression |
sql_expr |
SQL expression |
--
laktory.models.PolarsChainNodeSQLExpr
¤
Bases: BaseChainNodeSQLExpr
Chain node SQL expression
ATTRIBUTE | DESCRIPTION |
---|---|
expr |
SQL expression
|