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