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Nushell table list columns -> dataframe list columns. Explode / Flatten dataframe support. (#9951)
# Description - Adds support for conversion between nushell lists and polars lists instead of treating them as a polars object. - Fixed explode and flatten to work both as expressions or lazy dataframe commands. The previous item was required to make this work. --------- Co-authored-by: Jack Wright <jack.wright@disqo.com> Co-authored-by: Darren Schroeder <343840+fdncred@users.noreply.github.com>
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@ -344,36 +344,6 @@ expr_command!(
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test_groups
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);
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// ExprFlatten command
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// Expands to a command definition for a flatten expression
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expr_command!(
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ExprFlatten,
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"dfr flatten",
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"creates a flatten expression",
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vec![Example {
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description: "",
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example: "",
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result: None,
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}],
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flatten,
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test_flatten
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);
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// ExprExplode command
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// Expands to a command definition for a explode expression
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expr_command!(
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ExprExplode,
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"dfr explode",
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"creates an explode expression",
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vec![Example {
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description: "",
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example: "",
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result: None,
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}],
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explode,
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test_explode
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);
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// ExprCount command
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// Expands to a command definition for a count expression
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expr_command!(
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@ -47,8 +47,6 @@ pub fn add_expressions(working_set: &mut StateWorkingSet) {
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ExprQuantile,
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ExprList,
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ExprAggGroups,
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ExprFlatten,
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ExprExplode,
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ExprCount,
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ExprIsIn,
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ExprNot,
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158
crates/nu-cmd-dataframe/src/dataframe/lazy/explode.rs
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158
crates/nu-cmd-dataframe/src/dataframe/lazy/explode.rs
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@ -0,0 +1,158 @@
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use crate::dataframe::values::{Column, NuDataFrame, NuExpression, NuLazyFrame};
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use nu_protocol::{
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ast::Call,
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engine::{Command, EngineState, Stack},
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Category, Example, PipelineData, ShellError, Signature, Span, SyntaxShape, Type, Value,
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};
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#[derive(Clone)]
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pub struct LazyExplode;
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impl Command for LazyExplode {
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fn name(&self) -> &str {
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"dfr explode"
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}
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fn usage(&self) -> &str {
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"Explodes a dataframe or creates a explode expression."
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}
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fn signature(&self) -> Signature {
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Signature::build(self.name())
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.rest(
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"columns",
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SyntaxShape::String,
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"columns to explode, only applicable for dataframes",
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)
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.input_output_types(vec![
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(
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Type::Custom("expression".into()),
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Type::Custom("expression".into()),
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),
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(
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Type::Custom("dataframe".into()),
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Type::Custom("dataframe".into()),
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),
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])
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.category(Category::Custom("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: "Explode the specified dataframe",
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example: "[[id name hobbies]; [1 Mercy [Cycling Knitting]] [2 Bob [Skiing Football]]] | dfr into-df | dfr explode hobbies | dfr collect",
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result: Some(
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NuDataFrame::try_from_columns(vec![
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Column::new(
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"id".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(2),
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Value::test_int(2),
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]),
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Column::new(
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"name".to_string(),
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vec![
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Value::test_string("Mercy"),
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Value::test_string("Mercy"),
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Value::test_string("Bob"),
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Value::test_string("Bob"),
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]),
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Column::new(
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"hobbies".to_string(),
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vec![
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Value::test_string("Cycling"),
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Value::test_string("Knitting"),
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Value::test_string("Skiing"),
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Value::test_string("Football"),
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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: "Select a column and explode the values",
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example: "[[id name hobbies]; [1 Mercy [Cycling Knitting]] [2 Bob [Skiing Football]]] | dfr into-df | dfr select (dfr col hobbies | dfr explode)",
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result: Some(
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NuDataFrame::try_from_columns(vec![
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Column::new(
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"hobbies".to_string(),
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vec![
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Value::test_string("Cycling"),
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Value::test_string("Knitting"),
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Value::test_string("Skiing"),
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Value::test_string("Football"),
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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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_engine_state: &EngineState,
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_stack: &mut Stack,
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call: &Call,
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input: PipelineData,
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) -> Result<PipelineData, ShellError> {
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explode(call, input)
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}
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}
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pub(crate) fn explode(call: &Call, input: PipelineData) -> Result<PipelineData, ShellError> {
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let value = input.into_value(call.head);
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if NuDataFrame::can_downcast(&value) {
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let df = NuLazyFrame::try_from_value(value)?;
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let columns: Vec<String> = call
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.positional_iter()
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.filter_map(|e| e.as_string())
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.collect();
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let exploded = df
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.into_polars()
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.explode(columns.iter().map(AsRef::as_ref).collect::<Vec<&str>>());
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Ok(PipelineData::Value(
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NuLazyFrame::from(exploded).into_value(call.head)?,
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None,
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))
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} else {
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let expr = NuExpression::try_from_value(value)?;
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let expr: NuExpression = expr.into_polars().explode().into();
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Ok(PipelineData::Value(
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NuExpression::into_value(expr, call.head),
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None,
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))
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}
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}
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#[cfg(test)]
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mod test {
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use super::super::super::test_dataframe::{build_test_engine_state, test_dataframe_example};
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use super::*;
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use crate::dataframe::lazy::aggregate::LazyAggregate;
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use crate::dataframe::lazy::groupby::ToLazyGroupBy;
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#[test]
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fn test_examples_dataframe() {
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let mut engine_state = build_test_engine_state(vec![Box::new(LazyExplode {})]);
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test_dataframe_example(&mut engine_state, &LazyExplode.examples()[0]);
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}
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#[ignore]
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#[test]
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fn test_examples_expression() {
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let mut engine_state = build_test_engine_state(vec![
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Box::new(LazyExplode {}),
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Box::new(LazyAggregate {}),
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Box::new(ToLazyGroupBy {}),
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]);
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test_dataframe_example(&mut engine_state, &LazyExplode.examples()[1]);
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}
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}
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132
crates/nu-cmd-dataframe/src/dataframe/lazy/flatten.rs
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132
crates/nu-cmd-dataframe/src/dataframe/lazy/flatten.rs
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@ -0,0 +1,132 @@
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use nu_protocol::{
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ast::Call,
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engine::{Command, EngineState, Stack},
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Category, Example, PipelineData, ShellError, Signature, Span, SyntaxShape, Type, Value,
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};
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use crate::dataframe::values::{Column, NuDataFrame};
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use super::explode::explode;
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#[derive(Clone)]
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pub struct LazyFlatten;
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impl Command for LazyFlatten {
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fn name(&self) -> &str {
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"dfr flatten"
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}
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fn usage(&self) -> &str {
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"An alias for dfr explode"
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}
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fn signature(&self) -> Signature {
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Signature::build(self.name())
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.rest(
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"columns",
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SyntaxShape::String,
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"columns to flatten, only applicable for dataframes",
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)
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.input_output_types(vec![
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(
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Type::Custom("expression".into()),
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Type::Custom("expression".into()),
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),
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(
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Type::Custom("dataframe".into()),
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Type::Custom("dataframe".into()),
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),
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])
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.category(Category::Custom("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: "Flatten the specified dataframe",
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example: "[[id name hobbies]; [1 Mercy [Cycling Knitting]] [2 Bob [Skiing Football]]] | dfr into-df | dfr flatten hobbies | dfr collect",
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result: Some(
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NuDataFrame::try_from_columns(vec![
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Column::new(
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"id".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(2),
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Value::test_int(2),
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]),
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Column::new(
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"name".to_string(),
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vec![
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Value::test_string("Mercy"),
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Value::test_string("Mercy"),
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Value::test_string("Bob"),
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Value::test_string("Bob"),
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]),
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Column::new(
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"hobbies".to_string(),
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vec![
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Value::test_string("Cycling"),
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Value::test_string("Knitting"),
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Value::test_string("Skiing"),
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Value::test_string("Football"),
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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: "Select a column and flatten the values",
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example: "[[id name hobbies]; [1 Mercy [Cycling Knitting]] [2 Bob [Skiing Football]]] | dfr into-df | dfr select (dfr col hobbies | dfr flatten)",
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result: Some(
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NuDataFrame::try_from_columns(vec![
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Column::new(
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"hobbies".to_string(),
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vec![
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Value::test_string("Cycling"),
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Value::test_string("Knitting"),
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Value::test_string("Skiing"),
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Value::test_string("Football"),
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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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_engine_state: &EngineState,
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_stack: &mut Stack,
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call: &Call,
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input: PipelineData,
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) -> Result<PipelineData, ShellError> {
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explode(call, input)
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}
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}
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#[cfg(test)]
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mod test {
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use super::super::super::test_dataframe::{build_test_engine_state, test_dataframe_example};
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use super::*;
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use crate::dataframe::lazy::aggregate::LazyAggregate;
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use crate::dataframe::lazy::groupby::ToLazyGroupBy;
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#[test]
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fn test_examples_dataframe() {
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let mut engine_state = build_test_engine_state(vec![Box::new(LazyFlatten {})]);
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test_dataframe_example(&mut engine_state, &LazyFlatten.examples()[0]);
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}
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#[ignore]
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#[test]
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fn test_examples_expression() {
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let mut engine_state = build_test_engine_state(vec![
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Box::new(LazyFlatten {}),
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Box::new(LazyAggregate {}),
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Box::new(ToLazyGroupBy {}),
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]);
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test_dataframe_example(&mut engine_state, &LazyFlatten.examples()[1]);
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}
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}
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@ -1,9 +1,11 @@
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pub mod aggregate;
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mod collect;
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mod explode;
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mod fetch;
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mod fill_nan;
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mod fill_null;
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mod filter;
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mod flatten;
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pub mod groupby;
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mod join;
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mod macro_commands;
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@ -27,6 +29,8 @@ use crate::dataframe::lazy::quantile::LazyQuantile;
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pub(crate) use crate::dataframe::lazy::select::LazySelect;
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use crate::dataframe::lazy::sort_by_expr::LazySortBy;
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pub use crate::dataframe::lazy::to_lazy::ToLazyFrame;
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pub use explode::LazyExplode;
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pub use flatten::LazyFlatten;
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pub fn add_lazy_decls(working_set: &mut StateWorkingSet) {
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macro_rules! bind_command {
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@ -54,6 +58,8 @@ pub fn add_lazy_decls(working_set: &mut StateWorkingSet) {
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LazySelect,
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LazySortBy,
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ToLazyFrame,
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ToLazyGroupBy
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ToLazyGroupBy,
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LazyExplode,
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LazyFlatten
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);
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}
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