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#![allow(clippy::type_complexity)] use crate::value::unsafe_compute_values; use derive_new::new; use nu_errors::ShellError; use nu_protocol::hir::Operator; use nu_protocol::{UntaggedValue, Value}; use nu_source::{SpannedItem, Tag, TaggedItem}; use nu_value_ext::ValueExt; #[derive(Debug, Ord, PartialOrd, Eq, PartialEq, Clone, new)] pub struct Labels { pub x: Vec<String>, pub y: Vec<String>, } impl Labels { pub fn at(&self, idx: usize) -> Option<&str> { self.x.get(idx).map(|k| &k[..]) } pub fn at_split(&self, idx: usize) -> Option<&str> { self.y.get(idx).map(|k| &k[..]) } pub fn grouped(&self) -> impl Iterator<Item = &String> { self.x.iter() } pub fn grouping_total(&self) -> Value { UntaggedValue::int(self.x.len()).into_untagged_value() } pub fn splits(&self) -> impl Iterator<Item = &String> { self.y.iter() } pub fn splits_total(&self) -> Value { UntaggedValue::int(self.y.len()).into_untagged_value() } } #[derive(Debug, Ord, PartialOrd, Eq, PartialEq, Clone, new)] pub struct Range { pub start: Value, pub end: Value, } fn formula( acc_begin: Value, calculator: Box<dyn Fn(Vec<&Value>) -> Result<Value, ShellError> + Send + Sync + 'static>, ) -> Box<dyn Fn(&Value, Vec<&Value>) -> Result<Value, ShellError> + Send + Sync + 'static> { Box::new(move |acc, datax| -> Result<Value, ShellError> { let result = match unsafe_compute_values(Operator::Multiply, &acc, &acc_begin) { Ok(v) => v.into_untagged_value(), Err((left_type, right_type)) => { return Err(ShellError::coerce_error( left_type.spanned_unknown(), right_type.spanned_unknown(), )) } }; match calculator(datax) { Ok(total) => Ok( match unsafe_compute_values(Operator::Plus, &result, &total) { Ok(v) => v.into_untagged_value(), Err((left_type, right_type)) => { return Err(ShellError::coerce_error( left_type.spanned_unknown(), right_type.spanned_unknown(), )) } }, ), Err(reason) => Err(reason), } }) } pub fn reducer_for( command: &Reduction, ) -> Box<dyn Fn(&Value, Vec<&Value>) -> Result<Value, ShellError> + Send + Sync + 'static> { match command { Reduction::Accumulate => Box::new(formula( UntaggedValue::int(1).into_untagged_value(), Box::new(sum), )), Reduction::Count => Box::new(formula( UntaggedValue::int(0).into_untagged_value(), Box::new(sum), )), } } pub fn max(values: &Value, tag: impl Into<Tag>) -> Result<Value, ShellError> { let tag = tag.into(); let mut x = UntaggedValue::int(0); for split in values.table_entries() { match split.value { UntaggedValue::Table(ref values) => { let inner = inner_max(values)?; if let Ok(greater_than) = crate::value::compare_values(Operator::GreaterThan, &inner.value, &x) { if greater_than { x = inner.value.clone(); } } else { return Err(ShellError::unexpected(format!( "Could not compare\nleft: {:?}\nright: {:?}", inner.value, x ))); } } _ => { return Err(ShellError::labeled_error( "Attempted to compute the sum of a value that cannot be summed.", "value appears here", split.tag.span, )) } } } Ok(x.into_value(&tag)) } pub fn inner_max(data: &[Value]) -> Result<Value, ShellError> { let mut biggest = data .first() .ok_or_else(|| { ShellError::unexpected("Cannot perform aggregate math operation on empty data") })? .value .clone(); for value in data.iter() { if let Ok(greater_than) = crate::value::compare_values(Operator::GreaterThan, &value.value, &biggest) { if greater_than { biggest = value.value.clone(); } } else { return Err(ShellError::unexpected(format!( "Could not compare\nleft: {:?}\nright: {:?}", biggest, value.value ))); } } Ok(Value { value: biggest, tag: Tag::unknown(), }) } pub fn sum(data: Vec<&Value>) -> Result<Value, ShellError> { let mut acc = UntaggedValue::int(0); for value in data { match value.value { UntaggedValue::Primitive(_) => { acc = match unsafe_compute_values(Operator::Plus, &acc, &value) { Ok(v) => v, Err((left_type, right_type)) => { return Err(ShellError::coerce_error( left_type.spanned_unknown(), right_type.spanned_unknown(), )) } }; } _ => { return Err(ShellError::labeled_error( "Attempted to compute the sum of a value that cannot be summed.", "value appears here", value.tag.span, )) } } } Ok(acc.into_untagged_value()) } pub fn sort_columns( values: &[String], format: &Option<Box<dyn Fn(&Value, String) -> Result<String, ShellError>>>, ) -> Result<Vec<String>, ShellError> { let mut keys = values.to_vec(); if format.is_none() { keys.sort(); } Ok(keys) } pub fn sort(planes: &Labels, values: &Value, tag: impl Into<Tag>) -> Result<Value, ShellError> { let tag = tag.into(); let mut x = vec![]; for column in planes.splits() { let key = column.clone().tagged_unknown(); let groups = values .get_data_by_key(key.borrow_spanned()) .ok_or_else(|| { ShellError::labeled_error("unknown column", "unknown column", key.span()) })?; let mut y = vec![]; for inner_column in planes.grouped() { let key = inner_column.clone().tagged_unknown(); let grouped = groups.get_data_by_key(key.borrow_spanned()); if let Some(grouped) = grouped { y.push(grouped); } else { y.push(UntaggedValue::Table(vec![]).into_value(&tag)); } } x.push(UntaggedValue::table(&y).into_value(&tag)); } Ok(UntaggedValue::table(&x).into_value(&tag)) } pub fn evaluate( values: &Value, evaluator: &Option<Box<dyn Fn(usize, &Value) -> Result<Value, ShellError> + Send>>, tag: impl Into<Tag>, ) -> Result<Value, ShellError> { let tag = tag.into(); let mut x = vec![]; for split in values.table_entries() { let mut y = vec![]; for (idx, subset) in split.table_entries().enumerate() { if let UntaggedValue::Table(values) = &subset.value { if let Some(ref evaluator) = evaluator { let mut evaluations = vec![]; for set in values.iter() { evaluations.push(evaluator(idx, set)?); } y.push(UntaggedValue::Table(evaluations).into_value(&tag)); } else { y.push( UntaggedValue::Table( values .iter() .map(|_| UntaggedValue::int(1).into_value(&tag)) .collect::<Vec<_>>(), ) .into_value(&tag), ); } } } x.push(UntaggedValue::table(&y).into_value(&tag)); } Ok(UntaggedValue::table(&x).into_value(&tag)) } pub enum Reduction { Count, Accumulate, } pub fn reduce( values: &Value, reduction_with: &Reduction, tag: impl Into<Tag>, ) -> Result<Value, ShellError> { let tag = tag.into(); let reduce_with = reducer_for(reduction_with); let mut datasets = vec![]; for dataset in values.table_entries() { let mut acc = UntaggedValue::int(0).into_value(&tag); let mut subsets = vec![]; for subset in dataset.table_entries() { acc = reduce_with(&acc, subset.table_entries().collect::<Vec<_>>())?; subsets.push(acc.clone()); } datasets.push(UntaggedValue::table(&subsets).into_value(&tag)); } Ok(UntaggedValue::table(&datasets).into_value(&tag)) } pub fn percentages( maxima: &Value, values: &Value, tag: impl Into<Tag>, ) -> Result<Value, ShellError> { let tag = tag.into(); let mut x = vec![]; for split in values.table_entries() { x.push( UntaggedValue::table( &split .table_entries() .filter_map(|s| { let hundred = UntaggedValue::decimal_from_float(100.0, tag.span); match unsafe_compute_values(Operator::Divide, &hundred, &maxima) { Ok(v) => match unsafe_compute_values(Operator::Multiply, &s, &v) { Ok(v) => Some(v.into_untagged_value()), Err(_) => None, }, Err(_) => None, } }) .collect::<Vec<_>>(), ) .into_value(&tag), ); } Ok(UntaggedValue::table(&x).into_value(&tag)) }