nushell/crates/nu_plugin_polars/src/dataframe/series/unique.rs
Jack Wright 68adc4657f
Polars lazy refactor (#12669)
This moves to predominantly supporting only lazy dataframes for most
operations. It removes a lot of the type conversion between lazy and
eager dataframes based on what was inputted into the command.

For the most part the changes will mean:
* You will need to run `polars collect` after performing operations
* The into-lazy command has been removed as it is redundant.
* When opening files a lazy frame will be outputted by default if the
reader supports lazy frames

A list of individual command changes can be found
[here](https://hackmd.io/@nucore/Bk-3V-hW0)

---------

Co-authored-by: Ian Manske <ian.manske@pm.me>
2024-05-06 23:19:11 +00:00

183 lines
5.9 KiB
Rust

use crate::{
dataframe::{utils::extract_strings, values::NuLazyFrame},
values::CustomValueSupport,
PolarsPlugin,
};
use super::super::values::{Column, NuDataFrame};
use nu_plugin::{EngineInterface, EvaluatedCall, PluginCommand};
use nu_protocol::{
Category, Example, LabeledError, PipelineData, ShellError, Signature, Span, SyntaxShape, Type,
Value,
};
use polars::prelude::UniqueKeepStrategy;
#[derive(Clone)]
pub struct Unique;
impl PluginCommand for Unique {
type Plugin = PolarsPlugin;
fn name(&self) -> &str {
"polars unique"
}
fn usage(&self) -> &str {
"Returns unique values from a dataframe."
}
fn signature(&self) -> Signature {
Signature::build(self.name())
.named(
"subset",
SyntaxShape::Any,
"Subset of column(s) to use to maintain rows (lazy df)",
Some('s'),
)
.switch(
"last",
"Keeps last unique value. Default keeps first value (lazy df)",
Some('l'),
)
.switch(
"maintain-order",
"Keep the same order as the original DataFrame (lazy df)",
Some('k'),
)
.input_output_type(
Type::Custom("dataframe".into()),
Type::Custom("dataframe".into()),
)
.category(Category::Custom("dataframe or lazyframe".into()))
}
fn examples(&self) -> Vec<Example> {
vec![
Example {
description: "Returns unique values from a series",
example: "[2 2 2 2 2] | polars into-df | polars unique",
result: Some(
NuDataFrame::try_from_columns(
vec![Column::new("0".to_string(), vec![Value::test_int(2)])],
None,
)
.expect("simple df for test should not fail")
.into_value(Span::test_data()),
),
},
Example {
description: "Returns unique values in a subset of lazyframe columns",
example: "[[a b c]; [1 2 1] [2 2 2] [3 2 1]] | polars into-df | polars unique --subset [b c] | polars collect",
result: Some(
NuDataFrame::try_from_columns(
vec![
Column::new(
"a".to_string(),
vec![Value::test_int(1), Value::test_int(2)]
),
Column::new(
"b".to_string(),
vec![Value::test_int(2), Value::test_int(2)]
),
Column::new(
"c".to_string(),
vec![Value::test_int(1), Value::test_int(2)]
)
],
None,
)
.expect("simple df for test should not fail")
.into_value(Span::test_data()),
),
},
Example {
description: "Returns unique values in a subset of lazyframe columns",
example: r#"[[a b c]; [1 2 1] [2 2 2] [3 2 1]]
| polars into-df
| polars unique --subset [b c] --last
| polars collect"#,
result: Some(
NuDataFrame::try_from_columns(
vec![
Column::new(
"a".to_string(),
vec![Value::test_int(2), Value::test_int(3)]
),
Column::new(
"b".to_string(),
vec![Value::test_int(2), Value::test_int(2)]
),
Column::new(
"c".to_string(),
vec![Value::test_int(2), Value::test_int(1)]
)
],
None,
)
.expect("simple df for test should not fail")
.into_value(Span::test_data()),
),
},
Example {
description: "Creates a is unique expression from a column",
example: "col a | unique",
result: None,
},
]
}
fn run(
&self,
plugin: &Self::Plugin,
engine: &EngineInterface,
call: &EvaluatedCall,
input: PipelineData,
) -> Result<PipelineData, LabeledError> {
let value = input.into_value(call.head);
let df = NuLazyFrame::try_from_value_coerce(plugin, &value)?;
command_lazy(plugin, engine, call, df).map_err(LabeledError::from)
}
}
fn command_lazy(
plugin: &PolarsPlugin,
engine: &EngineInterface,
call: &EvaluatedCall,
lazy: NuLazyFrame,
) -> Result<PipelineData, ShellError> {
let last = call.has_flag("last")?;
let maintain = call.has_flag("maintain-order")?;
let subset: Option<Value> = call.get_flag("subset")?;
let subset = match subset {
Some(value) => Some(extract_strings(value)?),
None => None,
};
let strategy = if last {
UniqueKeepStrategy::Last
} else {
UniqueKeepStrategy::First
};
let lazy = lazy.to_polars();
let lazy: NuLazyFrame = if maintain {
lazy.unique(subset, strategy).into()
} else {
lazy.unique_stable(subset, strategy).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(&Unique)
}
}