use crate::{
PolarsPlugin,
dataframe::values::{NuExpression, NuLazyFrame},
values::{CustomValueSupport, PolarsPluginObject, PolarsPluginType, cant_convert_err},
};
use crate::values::{Column, NuDataFrame};
use nu_plugin::{EngineInterface, EvaluatedCall, PluginCommand};
use nu_protocol::{
Category, Example, LabeledError, PipelineData, ShellError, Signature, Span, SyntaxShape, Value,
};
use polars_plan::prelude::lit;
#[derive(Clone)]
pub struct Shift;
impl PluginCommand for Shift {
type Plugin = PolarsPlugin;
fn name(&self) -> &str {
"polars shift"
}
fn description(&self) -> &str {
"Shifts the values by a given period."
}
fn signature(&self) -> Signature {
Signature::build(self.name())
.required("period", SyntaxShape::Int, "Shift period.")
.named(
"fill",
SyntaxShape::Any,
"Expression used to fill the null values (lazy df).",
Some('f'),
)
.input_output_types(vec![
(
PolarsPluginType::NuDataFrame.into(),
PolarsPluginType::NuDataFrame.into(),
),
(
PolarsPluginType::NuLazyFrame.into(),
PolarsPluginType::NuLazyFrame.into(),
),
(
PolarsPluginType::NuExpression.into(),
PolarsPluginType::NuExpression.into(),
),
])
.category(Category::Custom("dataframe or lazyframe".into()))
}
fn examples(&self) -> Vec<Example<'_>> {
vec![
Example {
description: "Shifts the values by a given period",
example: "[1 2 2 3 3] | polars into-df | polars shift 2 | polars drop-nulls",
result: Some(
NuDataFrame::try_from_columns(
vec![Column::new(
"0".to_string(),
vec![Value::test_int(1), Value::test_int(2), Value::test_int(2)],
)],
None,
Span::test_data(),
)
.expect("simple df for test should not fail")
.into_value(Span::test_data()),
),
},
Example {
description: "Shifts the values by a given period, fill absent values with 0",
example: "[1 2 2 3 3] | polars into-lazy | polars shift 2 --fill 0 | polars collect",
result: Some(
NuDataFrame::try_from_columns(
vec![Column::new(
"0".to_string(),
vec![
Value::test_int(0),
Value::test_int(0),
Value::test_int(1),
Value::test_int(2),
Value::test_int(2),
],
)],
None,
Span::test_data(),
)
.expect("simple df for test should not fail")
.into_value(Span::test_data()),
),
},
Example {
description: "Shift values of a column, fill absent values with 0",
example: "[[a]; [1] [2] [2] [3] [3]]
| polars into-lazy
| polars with-column {b: (polars col a | polars shift 2 --fill 0)}
| polars collect",
result: Some(
NuDataFrame::try_from_columns(
vec![
Column::new(
"a".to_string(),
vec![
Value::test_int(1),
Value::test_int(2),
Value::test_int(2),
Value::test_int(3),
Value::test_int(3),
],
),
Column::new(
"b".to_string(),
vec![
Value::test_int(0),
Value::test_int(0),
Value::test_int(1),
Value::test_int(2),
Value::test_int(2),
],
),
],
None,
Span::test_data(),
)
.expect("simple df for test should not fail")
.into_value(Span::test_data()),
),
},
]
}
fn run(
&self,
plugin: &Self::Plugin,
engine: &EngineInterface,
call: &EvaluatedCall,
mut input: PipelineData,
) -> Result<PipelineData, LabeledError> {
let metadata = input.take_metadata();
let value = input.into_value(call.head)?;
match PolarsPluginObject::try_from_value(plugin, &value)? {
PolarsPluginObject::NuDataFrame(df) => command_eager(plugin, engine, call, df),
PolarsPluginObject::NuLazyFrame(lazy) => command_lazy(plugin, engine, call, lazy),
PolarsPluginObject::NuExpression(expr) => {
let shift: i64 = call.req(0)?;
let fill: Option<Value> = call.get_flag("fill")?;
let res: NuExpression = match fill {
Some(ref fill) => {
let fill_expr = NuExpression::try_from_value(plugin, fill)?.into_polars();
expr.into_polars()
.shift_and_fill(lit(shift), fill_expr)
.into()
}
None => expr.into_polars().shift(lit(shift)).into(),
};
res.to_pipeline_data(plugin, engine, call.head)
}
_ => Err(cant_convert_err(
&value,
&[
PolarsPluginType::NuDataFrame,
PolarsPluginType::NuLazyGroupBy,
PolarsPluginType::NuExpression,
],
)),
}
.map_err(LabeledError::from)
.map(|pd| pd.set_metadata(metadata))
}
}
fn command_eager(
plugin: &PolarsPlugin,
engine: &EngineInterface,
call: &EvaluatedCall,
df: NuDataFrame,
) -> Result<PipelineData, ShellError> {
let period: i64 = call.req(0)?;
let series = df.as_series(call.head)?.shift(period);
let df = NuDataFrame::try_from_series_vec(vec![series], call.head)?;
df.to_pipeline_data(plugin, engine, call.head)
}
fn command_lazy(
plugin: &PolarsPlugin,
engine: &EngineInterface,
call: &EvaluatedCall,
lazy: NuLazyFrame,
) -> Result<PipelineData, ShellError> {
let shift: i64 = call.req(0)?;
let fill: Option<Value> = call.get_flag("fill")?;
let lazy = lazy.to_polars();
let lazy: NuLazyFrame = match fill {
Some(ref fill) => {
let expr = NuExpression::try_from_value(plugin, fill)?.into_polars();
lazy.shift_and_fill(lit(shift), expr).into()
}
None => lazy.shift(shift).into(),
};
lazy.to_pipeline_data(plugin, engine, call.head)
}
#[cfg(test)]
mod test {
use super::*;
use crate::test::test_polars_plugin_command;
#[test]
fn test_examples() -> Result<(), ShellError> {
test_polars_plugin_command(&Shift)
}
}