nushell/crates/nu-cli/src/commands/math/variance.rs

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use crate::commands::math::utils::run_with_function;
use crate::commands::WholeStreamCommand;
use crate::data::value::compute_values;
use crate::prelude::*;
use bigdecimal::{FromPrimitive, Zero};
use nu_errors::ShellError;
use nu_protocol::{hir::Operator, Primitive, Signature, UntaggedValue, Value};
pub struct SubCommand;
#[async_trait]
impl WholeStreamCommand for SubCommand {
fn name(&self) -> &str {
"math variance"
}
fn signature(&self) -> Signature {
Signature::build("math variance")
}
fn usage(&self) -> &str {
"Finds the variance of a list of numbers or tables"
}
async fn run(
&self,
args: CommandArgs,
registry: &CommandRegistry,
) -> Result<OutputStream, ShellError> {
run_with_function(
RunnableContext {
input: args.input,
registry: registry.clone(),
shell_manager: args.shell_manager,
host: args.host,
ctrl_c: args.ctrl_c,
current_errors: args.current_errors,
name: args.call_info.name_tag,
raw_input: args.raw_input,
},
variance,
)
.await
}
fn examples(&self) -> Vec<Example> {
vec![Example {
description: "Get the variance of a list of numbers",
example: "echo [1 2 3 4 5] | math variance",
result: Some(vec![UntaggedValue::decimal(2).into()]),
}]
}
}
fn sum_of_squares(values: &[Value], name: &Tag) -> Result<Value, ShellError> {
let n = BigDecimal::from_usize(values.len()).ok_or_else(|| {
ShellError::labeled_error(
"could not convert to big decimal",
"could not convert to big decimal",
&name.span,
)
})?;
let mut sum_x = Value::zero();
let mut sum_x2 = Value::zero();
for value in values {
let v = match value {
Value {
value: UntaggedValue::Primitive(Primitive::Filesize(num)),
..
} => {
UntaggedValue::from(Primitive::Int(num.clone().into()))
},
Value {
value: UntaggedValue::Primitive(num),
..
} => {
UntaggedValue::from(num.clone())
},
_ => {
return Err(ShellError::labeled_error(
"Attempted to compute the sum of squared values of a value that cannot be summed or squared.",
"value appears here",
value.tag.span,
))
}
};
let v_squared = compute_values(Operator::Multiply, &v, &v);
match v_squared {
// X^2
Ok(x2) => sum_x2 = sum_x2 + x2.into_untagged_value(),
Err((left_type, right_type)) => {
return Err(ShellError::coerce_error(
left_type.spanned(value.tag.span),
right_type.spanned(value.tag.span),
))
}
};
sum_x = sum_x + v.into_untagged_value();
}
let sum_x_squared = match compute_values(Operator::Multiply, &sum_x, &sum_x) {
Ok(v) => v.into_untagged_value(),
Err((left_type, right_type)) => {
return Err(ShellError::coerce_error(
left_type.spanned(name.span),
right_type.spanned(name.span),
))
}
};
let sum_x_squared_div_n = match compute_values(Operator::Divide, &sum_x_squared, &n.into()) {
Ok(v) => v.into_untagged_value(),
Err((left_type, right_type)) => {
return Err(ShellError::coerce_error(
left_type.spanned(name.span),
right_type.spanned(name.span),
))
}
};
let ss = match compute_values(Operator::Minus, &sum_x2, &sum_x_squared_div_n) {
Ok(v) => v.into_untagged_value(),
Err((left_type, right_type)) => {
return Err(ShellError::coerce_error(
left_type.spanned(name.span),
right_type.spanned(name.span),
))
}
};
Ok(ss)
}
pub fn variance(values: &[Value], name: &Tag) -> Result<Value, ShellError> {
let ss = sum_of_squares(values, name)?;
let n = BigDecimal::from_usize(values.len()).ok_or_else(|| {
ShellError::labeled_error(
"could not convert to big decimal",
"could not convert to big decimal",
&name.span,
)
})?;
let variance = compute_values(Operator::Divide, &ss, &n.into());
match variance {
Ok(value) => Ok(value.into_value(name)),
Err((_, _)) => Err(ShellError::labeled_error(
"could not calculate variance of non-integer or unrelated types",
"source",
name,
)),
}
}
#[cfg(test)]
mod tests {
use super::SubCommand;
#[test]
fn examples_work_as_expected() {
use crate::examples::test as test_examples;
test_examples(SubCommand {})
}
}