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>
140 lines
4.4 KiB
Rust
140 lines
4.4 KiB
Rust
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_lazy::dsl::col;
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use crate::values::{CustomValueSupport, NuDataFrame};
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use crate::PolarsPlugin;
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use super::super::values::utils::convert_columns_string;
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use super::super::values::{Column, NuLazyFrame};
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#[derive(Clone)]
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pub struct DropNulls;
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impl PluginCommand for DropNulls {
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type Plugin = PolarsPlugin;
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fn name(&self) -> &str {
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"polars drop-nulls"
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}
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fn usage(&self) -> &str {
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"Drops null values in 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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.optional(
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"subset",
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SyntaxShape::Table(vec![]),
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"subset of columns to drop nulls",
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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".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: "drop null values in dataframe",
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example: r#"let df = ([[a b]; [1 2] [3 0] [1 2]] | polars into-df);
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let a = ($df | polars with-column [((polars col b) / (polars col b) | polars as res)]);
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$a | polars drop-nulls"#,
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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(1)],
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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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"res".to_string(),
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vec![Value::test_int(1), 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: "drop null values in dataframe",
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example: r#"let s = ([1 2 0 0 3 4] | polars into-df);
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($s / $s) | polars drop-nulls"#,
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result: Some(
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NuDataFrame::try_from_columns(
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vec![Column::new(
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"div_0_0".to_string(),
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vec![
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Value::test_int(1),
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Value::test_int(1),
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Value::test_int(1),
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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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]
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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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command(plugin, engine, call, input).map_err(LabeledError::from)
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}
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}
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fn command(
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plugin: &PolarsPlugin,
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engine: &EngineInterface,
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call: &EvaluatedCall,
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input: PipelineData,
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) -> Result<PipelineData, ShellError> {
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let df = NuLazyFrame::try_from_pipeline_coerce(plugin, input, call.head)?;
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let columns: Option<Vec<Value>> = call.opt(0)?;
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let (subset, _col_span) = match columns {
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Some(cols) => {
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let (agg_string, col_span) = convert_columns_string(cols, call.head)?;
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let agg_expr = agg_string.iter().map(|s| col(s)).collect();
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(Some(agg_expr), col_span)
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}
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None => (None, call.head),
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};
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let polars_df = df.to_polars().drop_nulls(subset);
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let df = NuLazyFrame::new(polars_df);
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df.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(&DropNulls)
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}
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}
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