use crate::PolarsPlugin;
use crate::values::{
Column, CustomValueSupport, NuLazyFrame, PolarsPluginObject, PolarsPluginType, cant_convert_err,
};
use crate::{dataframe::values::NuExpression, values::NuDataFrame};
use nu_plugin::{EngineInterface, EvaluatedCall, PluginCommand};
use nu_protocol::{
Category, Example, LabeledError, PipelineData, ShellError, Signature, Span, Value,
};
use polars::df;
pub struct ExprStd;
impl PluginCommand for ExprStd {
type Plugin = PolarsPlugin;
fn name(&self) -> &str {
"polars std"
}
fn description(&self) -> &str {
"Creates a std expression for an aggregation of std value from columns in a dataframe."
}
fn signature(&self) -> Signature {
Signature::build(self.name())
.input_output_types(vec![
(
PolarsPluginType::NuExpression.into(),
PolarsPluginType::NuExpression.into(),
),
(
PolarsPluginType::NuDataFrame.into(),
PolarsPluginType::NuDataFrame.into(),
),
(
PolarsPluginType::NuLazyFrame.into(),
PolarsPluginType::NuLazyFrame.into(),
),
])
.category(Category::Custom("dataframe".into()))
}
fn examples(&self) -> Vec<Example<'_>> {
vec![
Example {
description: "Std value from columns in a dataframe",
example: "[[a b]; [6 2] [4 2] [2 2]] | polars into-df | polars std | polars collect",
result: Some(
NuDataFrame::try_from_columns(
vec![
Column::new("a".to_string(), vec![Value::test_float(2.0)]),
Column::new("b".to_string(), vec![Value::test_float(0.0)]),
],
None,
Span::test_data(),
)
.expect("simple df for test should not fail")
.into_value(Span::test_data()),
),
},
Example {
description: "Std aggregation for a group-by",
example: r#"[[a b]; [one 2] [one 2] [two 1] [two 1]]
| polars into-df
| polars group-by a
| polars agg (polars col b | polars std)
| polars collect
| polars sort-by a"#,
result: Some(
NuDataFrame::from(
df!(
"a" => &["one", "two"],
"b" => &[0.0f64, 0.0],
)
.expect("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_lazy(plugin, engine, call, df.lazy()),
PolarsPluginObject::NuLazyFrame(lazy) => command_lazy(plugin, engine, call, lazy),
PolarsPluginObject::NuExpression(expr) => command_expr(plugin, engine, call, expr),
_ => Err(cant_convert_err(
&value,
&[
PolarsPluginType::NuDataFrame,
PolarsPluginType::NuLazyFrame,
PolarsPluginType::NuExpression,
],
)),
}
.map_err(LabeledError::from)
.map(|pd| pd.set_metadata(metadata))
}
}
fn command_expr(
plugin: &PolarsPlugin,
engine: &EngineInterface,
call: &EvaluatedCall,
expr: NuExpression,
) -> Result<PipelineData, ShellError> {
NuExpression::from(expr.into_polars().std(1)).to_pipeline_data(plugin, engine, call.head)
}
fn command_lazy(
plugin: &PolarsPlugin,
engine: &EngineInterface,
call: &EvaluatedCall,
lazy: NuLazyFrame,
) -> Result<PipelineData, ShellError> {
let res: NuLazyFrame = lazy.to_polars().std(1).into();
res.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(&ExprStd)
}
}