mirror of
https://github.com/nushell/nushell
synced 2024-11-10 07:04:13 +00:00
Series arithmetic (#3602)
* operations with series * contains operations with series * Checked division and masked operations
This commit is contained in:
parent
1d7c909080
commit
c4163c3621
13 changed files with 812 additions and 90 deletions
25
Cargo.lock
generated
25
Cargo.lock
generated
|
@ -207,7 +207,7 @@ checksum = "23b62fc65de8e4e7f52534fb52b0f3ed04746ae267519eef2a83941e8085068b"
|
|||
[[package]]
|
||||
name = "arrow"
|
||||
version = "5.0.0-SNAPSHOT"
|
||||
source = "git+https://github.com/apache/arrow-rs?rev=f26ffb3091ae355d246edc4a6fcc2c8e5b9bc570#f26ffb3091ae355d246edc4a6fcc2c8e5b9bc570"
|
||||
source = "git+https://github.com/apache/arrow-rs?rev=0f55b828883b3b3afda43ae404b130d374e6f1a1#0f55b828883b3b3afda43ae404b130d374e6f1a1"
|
||||
dependencies = [
|
||||
"chrono",
|
||||
"csv",
|
||||
|
@ -3504,6 +3504,7 @@ dependencies = [
|
|||
"num-bigint 0.3.2",
|
||||
"num-format",
|
||||
"num-traits 0.2.14",
|
||||
"polars",
|
||||
"query_interface",
|
||||
"serde 1.0.126",
|
||||
"sha2 0.9.5",
|
||||
|
@ -4362,7 +4363,7 @@ dependencies = [
|
|||
[[package]]
|
||||
name = "parquet"
|
||||
version = "5.0.0-SNAPSHOT"
|
||||
source = "git+https://github.com/apache/arrow-rs?rev=f26ffb3091ae355d246edc4a6fcc2c8e5b9bc570#f26ffb3091ae355d246edc4a6fcc2c8e5b9bc570"
|
||||
source = "git+https://github.com/apache/arrow-rs?rev=0f55b828883b3b3afda43ae404b130d374e6f1a1#0f55b828883b3b3afda43ae404b130d374e6f1a1"
|
||||
dependencies = [
|
||||
"arrow",
|
||||
"base64 0.13.0",
|
||||
|
@ -4600,8 +4601,8 @@ dependencies = [
|
|||
|
||||
[[package]]
|
||||
name = "polars"
|
||||
version = "0.14.0"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd#a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd"
|
||||
version = "0.14.1"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=9e1506cca9fb646fc55f949ab6345290c3d198a7#9e1506cca9fb646fc55f949ab6345290c3d198a7"
|
||||
dependencies = [
|
||||
"polars-core",
|
||||
"polars-io",
|
||||
|
@ -4610,8 +4611,8 @@ dependencies = [
|
|||
|
||||
[[package]]
|
||||
name = "polars-arrow"
|
||||
version = "0.14.0"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd#a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd"
|
||||
version = "0.14.1"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=9e1506cca9fb646fc55f949ab6345290c3d198a7#9e1506cca9fb646fc55f949ab6345290c3d198a7"
|
||||
dependencies = [
|
||||
"arrow",
|
||||
"num 0.4.0",
|
||||
|
@ -4620,8 +4621,8 @@ dependencies = [
|
|||
|
||||
[[package]]
|
||||
name = "polars-core"
|
||||
version = "0.14.0"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd#a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd"
|
||||
version = "0.14.1"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=9e1506cca9fb646fc55f949ab6345290c3d198a7#9e1506cca9fb646fc55f949ab6345290c3d198a7"
|
||||
dependencies = [
|
||||
"ahash",
|
||||
"anyhow",
|
||||
|
@ -4646,8 +4647,8 @@ dependencies = [
|
|||
|
||||
[[package]]
|
||||
name = "polars-io"
|
||||
version = "0.14.0"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd#a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd"
|
||||
version = "0.14.1"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=9e1506cca9fb646fc55f949ab6345290c3d198a7#9e1506cca9fb646fc55f949ab6345290c3d198a7"
|
||||
dependencies = [
|
||||
"ahash",
|
||||
"anyhow",
|
||||
|
@ -4669,8 +4670,8 @@ dependencies = [
|
|||
|
||||
[[package]]
|
||||
name = "polars-lazy"
|
||||
version = "0.14.0"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd#a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd"
|
||||
version = "0.14.1"
|
||||
source = "git+https://github.com/pola-rs/polars?rev=9e1506cca9fb646fc55f949ab6345290c3d198a7#9e1506cca9fb646fc55f949ab6345290c3d198a7"
|
||||
dependencies = [
|
||||
"ahash",
|
||||
"itertools",
|
||||
|
|
|
@ -156,6 +156,7 @@ table-pager = ["nu-command/table-pager"]
|
|||
|
||||
#dataframe feature for nushell
|
||||
dataframe = [
|
||||
"nu-engine/dataframe",
|
||||
"nu-protocol/dataframe",
|
||||
"nu-command/dataframe",
|
||||
"nu-value-ext/dataframe",
|
||||
|
|
|
@ -101,10 +101,10 @@ zip = { version = "0.5.9", optional = true }
|
|||
|
||||
[dependencies.polars]
|
||||
git = "https://github.com/pola-rs/polars"
|
||||
rev = "a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd"
|
||||
version = "0.14.0"
|
||||
rev = "9e1506cca9fb646fc55f949ab6345290c3d198a7"
|
||||
version = "0.14.1"
|
||||
optional = true
|
||||
features = ["parquet", "json", "random", "pivot"]
|
||||
features = ["parquet", "json", "random", "pivot", "strings"]
|
||||
|
||||
[target.'cfg(unix)'.dependencies]
|
||||
umask = "1.0.0"
|
||||
|
|
|
@ -12,7 +12,7 @@ pub struct DataFrame;
|
|||
|
||||
impl WholeStreamCommand for DataFrame {
|
||||
fn name(&self) -> &str {
|
||||
"pls groupby"
|
||||
"pls group-by"
|
||||
}
|
||||
|
||||
fn usage(&self) -> &str {
|
||||
|
@ -20,7 +20,7 @@ impl WholeStreamCommand for DataFrame {
|
|||
}
|
||||
|
||||
fn signature(&self) -> Signature {
|
||||
Signature::build("pls groupby").required(
|
||||
Signature::build("pls group-by").required(
|
||||
"by columns",
|
||||
SyntaxShape::Table,
|
||||
"groupby columns",
|
||||
|
@ -34,7 +34,7 @@ impl WholeStreamCommand for DataFrame {
|
|||
fn examples(&self) -> Vec<Example> {
|
||||
vec![Example {
|
||||
description: "Grouping by column a",
|
||||
example: "[[a b]; [one 1] [one 2]] | pls to-df | pls groupby [a]",
|
||||
example: "[[a b]; [one 1] [one 2]] | pls to-df | pls group-by [a]",
|
||||
result: None,
|
||||
}]
|
||||
}
|
||||
|
|
|
@ -4,11 +4,11 @@ use nu_errors::ShellError;
|
|||
use nu_protocol::{
|
||||
dataframe::NuDataFrame,
|
||||
hir::{CapturedBlock, ClassifiedCommand, Expression, Literal, Operator, SpannedExpression},
|
||||
Primitive, Signature, SyntaxShape, UnspannedPathMember, UntaggedValue,
|
||||
Primitive, Signature, SyntaxShape, UnspannedPathMember, UntaggedValue, Value,
|
||||
};
|
||||
|
||||
use super::utils::parse_polars_error;
|
||||
use polars::prelude::{ChunkCompare, Series};
|
||||
use polars::prelude::{ChunkCompare, DataType, Series};
|
||||
|
||||
pub struct DataFrame;
|
||||
|
||||
|
@ -91,22 +91,8 @@ fn command(args: CommandArgs) -> Result<OutputStream, ShellError> {
|
|||
}?;
|
||||
|
||||
let rhs = evaluate_baseline_expr(&expression.right, &args.args.context)?;
|
||||
let right_condition = match &rhs.value {
|
||||
UntaggedValue::Primitive(primitive) => Ok(primitive),
|
||||
_ => Err(ShellError::labeled_error(
|
||||
"Incorrect argument",
|
||||
"Expected primitive values",
|
||||
&rhs.tag.span,
|
||||
)),
|
||||
}?;
|
||||
|
||||
filter_dataframe(
|
||||
args,
|
||||
&col_name,
|
||||
&col_name_span,
|
||||
&right_condition,
|
||||
&expression.op,
|
||||
)
|
||||
filter_dataframe(args, &col_name, &col_name_span, &rhs, &expression.op)
|
||||
}
|
||||
|
||||
macro_rules! comparison_arm {
|
||||
|
@ -145,16 +131,25 @@ fn filter_dataframe(
|
|||
mut args: EvaluatedCommandArgs,
|
||||
col_name: &str,
|
||||
col_name_span: &Span,
|
||||
right_condition: &Primitive,
|
||||
rhs: &Value,
|
||||
operator: &SpannedExpression,
|
||||
) -> Result<OutputStream, ShellError> {
|
||||
let right_condition = match &rhs.value {
|
||||
UntaggedValue::Primitive(primitive) => Ok(primitive),
|
||||
_ => Err(ShellError::labeled_error(
|
||||
"Incorrect argument",
|
||||
"Expected primitive values",
|
||||
&rhs.tag.span,
|
||||
)),
|
||||
}?;
|
||||
|
||||
let span = args.call_info.name_tag.span;
|
||||
let df = NuDataFrame::try_from_stream(&mut args.input, &span)?;
|
||||
|
||||
let col = df
|
||||
.as_ref()
|
||||
.column(col_name)
|
||||
.map_err(|e| parse_polars_error::<&str>(&e, &col_name_span, None))?;
|
||||
.map_err(|e| parse_polars_error::<&str>(&e, col_name_span, None))?;
|
||||
|
||||
let op = match &operator.expr {
|
||||
Expression::Literal(Literal::Operator(op)) => Ok(op),
|
||||
|
@ -176,6 +171,33 @@ fn filter_dataframe(
|
|||
Operator::GreaterThanOrEqual => {
|
||||
comparison_arm!(Series::gt_eq, col, right_condition, operator.span)
|
||||
}
|
||||
Operator::Contains => match col.dtype() {
|
||||
DataType::Utf8 => match right_condition {
|
||||
Primitive::String(pat) => {
|
||||
let casted = col.utf8().map_err(|e| {
|
||||
parse_polars_error::<&str>(&e, &args.call_info.name_tag.span, None)
|
||||
})?;
|
||||
|
||||
casted.contains(pat).map_err(|e| {
|
||||
parse_polars_error::<&str>(&e, &args.call_info.name_tag.span, None)
|
||||
})
|
||||
}
|
||||
_ => Err(ShellError::labeled_error_with_secondary(
|
||||
"Incorrect argument",
|
||||
"Can't perform contains with this value",
|
||||
&rhs.tag.span,
|
||||
"Contains only works with strings",
|
||||
&rhs.tag.span,
|
||||
)),
|
||||
},
|
||||
_ => Err(ShellError::labeled_error_with_secondary(
|
||||
"Incorrect datatype",
|
||||
format!("The selected column is of type '{}'", col.dtype()),
|
||||
col_name_span,
|
||||
"Perhaps you want to select a column of 'str' type",
|
||||
col_name_span,
|
||||
)),
|
||||
},
|
||||
_ => Err(ShellError::labeled_error(
|
||||
"Incorrect operator",
|
||||
"Not implemented operator for dataframes filter",
|
||||
|
|
|
@ -37,10 +37,17 @@ nu-test-support = { version = "0.32.1", path = "../nu-test-support" }
|
|||
nu-value-ext = { version = "0.32.1", path = "../nu-value-ext" }
|
||||
nu-ansi-term = { version = "0.32.1", path = "../nu-ansi-term" }
|
||||
|
||||
[dependencies.polars]
|
||||
git = "https://github.com/pola-rs/polars"
|
||||
rev = "9e1506cca9fb646fc55f949ab6345290c3d198a7"
|
||||
version = "0.14.1"
|
||||
optional = true
|
||||
features = ["strings", "checked_arithmetic"]
|
||||
|
||||
[target.'cfg(unix)'.dependencies]
|
||||
users = "0.11.0"
|
||||
|
||||
[features]
|
||||
directories = ["directories-next"]
|
||||
dirs = ["dirs-next"]
|
||||
dataframe = ["nu-protocol/dataframe"]
|
||||
dataframe = ["nu-protocol/dataframe", "polars"]
|
||||
|
|
717
crates/nu-data/src/dataframe.rs
Normal file
717
crates/nu-data/src/dataframe.rs
Normal file
|
@ -0,0 +1,717 @@
|
|||
use bigdecimal::BigDecimal;
|
||||
use nu_errors::ShellError;
|
||||
use nu_protocol::hir::Operator;
|
||||
use nu_protocol::{
|
||||
dataframe::{NuSeries, PolarsData},
|
||||
Primitive, ShellTypeName, UntaggedValue, Value,
|
||||
};
|
||||
use nu_source::Span;
|
||||
use num_traits::ToPrimitive;
|
||||
|
||||
use num_bigint::BigInt;
|
||||
use polars::prelude::{
|
||||
BooleanType, ChunkCompare, ChunkedArray, DataType, Float64Type, Int64Type, IntoSeries,
|
||||
NumOpsDispatchChecked, Series,
|
||||
};
|
||||
use std::ops::{Add, BitAnd, BitOr, Div, Mul, Sub};
|
||||
|
||||
pub fn compute_between_series(
|
||||
operator: Operator,
|
||||
left: &Value,
|
||||
right: &Value,
|
||||
) -> Result<UntaggedValue, (&'static str, &'static str)> {
|
||||
if let (
|
||||
UntaggedValue::DataFrame(PolarsData::Series(lhs)),
|
||||
UntaggedValue::DataFrame(PolarsData::Series(rhs)),
|
||||
) = (&left.value, &right.value)
|
||||
{
|
||||
if lhs.as_ref().dtype() != rhs.as_ref().dtype() {
|
||||
return Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Mixed datatypes",
|
||||
"this datatype does not match the right hand side datatype",
|
||||
&left.tag.span,
|
||||
format!(
|
||||
"Perhaps you want to change this datatype to '{}'",
|
||||
lhs.as_ref().dtype()
|
||||
),
|
||||
&right.tag.span,
|
||||
),
|
||||
));
|
||||
}
|
||||
|
||||
if lhs.as_ref().len() != rhs.as_ref().len() {
|
||||
return Ok(UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Different length",
|
||||
"this column length does not match the right hand column length",
|
||||
&left.tag.span,
|
||||
)));
|
||||
}
|
||||
|
||||
match operator {
|
||||
Operator::Plus => {
|
||||
let mut res = lhs.as_ref() + rhs.as_ref();
|
||||
let name = format!("sum_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Operator::Minus => {
|
||||
let mut res = lhs.as_ref() - rhs.as_ref();
|
||||
let name = format!("sub_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Operator::Multiply => {
|
||||
let mut res = lhs.as_ref() * rhs.as_ref();
|
||||
let name = format!("mul_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Operator::Divide => {
|
||||
let res = lhs.as_ref().checked_div(rhs.as_ref());
|
||||
match res {
|
||||
Ok(mut res) => {
|
||||
let name = format!("div_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Err(e) => Ok(UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Division error",
|
||||
format!("{}", e),
|
||||
&left.tag.span,
|
||||
))),
|
||||
}
|
||||
}
|
||||
Operator::Equal => {
|
||||
let mut res = Series::eq(lhs.as_ref(), rhs.as_ref()).into_series();
|
||||
let name = format!("eq_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Operator::NotEqual => {
|
||||
let mut res = Series::neq(lhs.as_ref(), rhs.as_ref()).into_series();
|
||||
let name = format!("neq_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Operator::LessThan => {
|
||||
let mut res = Series::lt(lhs.as_ref(), rhs.as_ref()).into_series();
|
||||
let name = format!("lt_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Operator::LessThanOrEqual => {
|
||||
let mut res = Series::lt_eq(lhs.as_ref(), rhs.as_ref()).into_series();
|
||||
let name = format!("lte_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Operator::GreaterThan => {
|
||||
let mut res = Series::gt(lhs.as_ref(), rhs.as_ref()).into_series();
|
||||
let name = format!("gt_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Operator::GreaterThanOrEqual => {
|
||||
let mut res = Series::gt_eq(lhs.as_ref(), rhs.as_ref()).into_series();
|
||||
let name = format!("gte_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
Operator::And => match lhs.as_ref().dtype() {
|
||||
DataType::Boolean => {
|
||||
let lhs_cast = lhs.as_ref().bool();
|
||||
let rhs_cast = rhs.as_ref().bool();
|
||||
|
||||
match (lhs_cast, rhs_cast) {
|
||||
(Ok(l), Ok(r)) => {
|
||||
let mut res = l.bitand(r).into_series();
|
||||
let name =
|
||||
format!("and_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Casting error",
|
||||
"unable to cast to boolean",
|
||||
&left.tag.span,
|
||||
"unable to cast to boolean",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
}
|
||||
}
|
||||
_ => Ok(UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Incorrect datatype",
|
||||
"And operation can only be done with boolean values",
|
||||
&left.tag.span,
|
||||
))),
|
||||
},
|
||||
Operator::Or => match lhs.as_ref().dtype() {
|
||||
DataType::Boolean => {
|
||||
let lhs_cast = lhs.as_ref().bool();
|
||||
let rhs_cast = rhs.as_ref().bool();
|
||||
|
||||
match (lhs_cast, rhs_cast) {
|
||||
(Ok(l), Ok(r)) => {
|
||||
let mut res = l.bitor(r).into_series();
|
||||
let name =
|
||||
format!("or_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
res.rename(name.as_ref());
|
||||
Ok(NuSeries::series_to_untagged(res))
|
||||
}
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Casting error",
|
||||
"unable to cast to boolean",
|
||||
&left.tag.span,
|
||||
"unable to cast to boolean",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
}
|
||||
}
|
||||
_ => Ok(UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Incorrect datatype",
|
||||
"And operation can only be done with boolean values",
|
||||
&left.tag.span,
|
||||
))),
|
||||
},
|
||||
_ => Ok(UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Incorrect datatype",
|
||||
"unable to use this datatype for this operation",
|
||||
&left.tag.span,
|
||||
))),
|
||||
}
|
||||
} else {
|
||||
Err((left.type_name(), right.type_name()))
|
||||
}
|
||||
}
|
||||
|
||||
pub fn compute_series_single_value(
|
||||
operator: Operator,
|
||||
left: &Value,
|
||||
right: &Value,
|
||||
) -> Result<UntaggedValue, (&'static str, &'static str)> {
|
||||
if let (UntaggedValue::DataFrame(PolarsData::Series(lhs)), UntaggedValue::Primitive(_)) =
|
||||
(&left.value, &right.value)
|
||||
{
|
||||
match operator {
|
||||
Operator::Plus => match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => Ok(compute_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Int64Type>>::add,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => Ok(compute_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Int64Type>>::add,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => Ok(compute_series_decimal(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Float64Type>>::add,
|
||||
&left.tag.span,
|
||||
)),
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to sum this value to the series",
|
||||
&right.tag.span,
|
||||
"Only int, bigInt or decimal values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
},
|
||||
Operator::Minus => match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => Ok(compute_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Int64Type>>::sub,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => Ok(compute_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Int64Type>>::sub,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => Ok(compute_series_decimal(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Float64Type>>::sub,
|
||||
&left.tag.span,
|
||||
)),
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to subtract this value to the series",
|
||||
&right.tag.span,
|
||||
"Only int, bigInt or decimal values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
},
|
||||
Operator::Multiply => match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => Ok(compute_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Int64Type>>::mul,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => Ok(compute_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Int64Type>>::mul,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => Ok(compute_series_decimal(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Float64Type>>::mul,
|
||||
&left.tag.span,
|
||||
)),
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to multiply this value to the series",
|
||||
&right.tag.span,
|
||||
"Only int, bigInt or decimal values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
},
|
||||
Operator::Divide => match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => {
|
||||
if *val == 0 {
|
||||
Ok(UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Division by zero",
|
||||
"Zero value found",
|
||||
&right.tag.span,
|
||||
)))
|
||||
} else {
|
||||
Ok(compute_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Int64Type>>::div,
|
||||
&left.tag.span,
|
||||
))
|
||||
}
|
||||
}
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => {
|
||||
if val.eq(&0.into()) {
|
||||
Ok(UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Division by zero",
|
||||
"Zero value found",
|
||||
&right.tag.span,
|
||||
)))
|
||||
} else {
|
||||
Ok(compute_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Int64Type>>::div,
|
||||
&left.tag.span,
|
||||
))
|
||||
}
|
||||
}
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => {
|
||||
if val.eq(&0.into()) {
|
||||
Ok(UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Division by zero",
|
||||
"Zero value found",
|
||||
&right.tag.span,
|
||||
)))
|
||||
} else {
|
||||
Ok(compute_series_decimal(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
<&ChunkedArray<Float64Type>>::div,
|
||||
&left.tag.span,
|
||||
))
|
||||
}
|
||||
}
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to divide this value to the series",
|
||||
&right.tag.span,
|
||||
"Only primary values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
},
|
||||
Operator::Equal => {
|
||||
match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => Ok(compare_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::eq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => Ok(compare_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::eq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => Ok(
|
||||
compare_series_decimal(lhs.as_ref(), val, ChunkedArray::eq, &left.tag.span),
|
||||
),
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to compare this value to the series",
|
||||
&right.tag.span,
|
||||
"Only primary values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
}
|
||||
}
|
||||
Operator::NotEqual => match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => Ok(compare_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::neq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => Ok(compare_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::neq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => Ok(compare_series_decimal(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::neq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to compare this value to the series",
|
||||
&right.tag.span,
|
||||
"Only primary values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
},
|
||||
Operator::LessThan => {
|
||||
match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => Ok(compare_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::lt,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => Ok(compare_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::lt,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => Ok(
|
||||
compare_series_decimal(lhs.as_ref(), val, ChunkedArray::lt, &left.tag.span),
|
||||
),
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to compare this value to the series",
|
||||
&right.tag.span,
|
||||
"Only primary values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
}
|
||||
}
|
||||
Operator::LessThanOrEqual => match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => Ok(compare_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::lt_eq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => Ok(compare_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::lt_eq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => Ok(compare_series_decimal(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::lt_eq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to compare this value to the series",
|
||||
&right.tag.span,
|
||||
"Only primary values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
},
|
||||
Operator::GreaterThan => {
|
||||
match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => Ok(compare_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::gt,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => Ok(compare_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::gt,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => Ok(
|
||||
compare_series_decimal(lhs.as_ref(), val, ChunkedArray::gt, &left.tag.span),
|
||||
),
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to compare this value to the series",
|
||||
&right.tag.span,
|
||||
"Only primary values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
}
|
||||
}
|
||||
Operator::GreaterThanOrEqual => match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::Int(val)) => Ok(compare_series_i64(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::gt_eq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::BigInt(val)) => Ok(compare_series_bigint(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::gt_eq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
UntaggedValue::Primitive(Primitive::Decimal(val)) => Ok(compare_series_decimal(
|
||||
lhs.as_ref(),
|
||||
val,
|
||||
ChunkedArray::gt_eq,
|
||||
&left.tag.span,
|
||||
)),
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to compare this value to the series",
|
||||
&right.tag.span,
|
||||
"Only primary values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
},
|
||||
Operator::Contains => match &right.value {
|
||||
UntaggedValue::Primitive(Primitive::String(val)) => {
|
||||
Ok(contains_series_pat(lhs.as_ref(), val, &left.tag.span))
|
||||
}
|
||||
_ => Ok(UntaggedValue::Error(
|
||||
ShellError::labeled_error_with_secondary(
|
||||
"Operation unavailable",
|
||||
"unable to perform this value to the series",
|
||||
&right.tag.span,
|
||||
"Only primary values are allowed",
|
||||
&right.tag.span,
|
||||
),
|
||||
)),
|
||||
},
|
||||
_ => Ok(UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Incorrect datatype",
|
||||
"unable to use this value for this operation",
|
||||
&left.tag.span,
|
||||
))),
|
||||
}
|
||||
} else {
|
||||
Err((left.type_name(), right.type_name()))
|
||||
}
|
||||
}
|
||||
|
||||
fn compute_series_i64<'r, F>(series: &'r Series, val: &i64, f: F, span: &Span) -> UntaggedValue
|
||||
where
|
||||
F: Fn(&'r ChunkedArray<Int64Type>, i64) -> ChunkedArray<Int64Type>,
|
||||
{
|
||||
let casted = series.i64();
|
||||
match casted {
|
||||
Ok(casted) => {
|
||||
let res = f(casted, *val);
|
||||
let res = res.into_series();
|
||||
NuSeries::series_to_untagged(res)
|
||||
}
|
||||
Err(e) => UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Casting error",
|
||||
format!("{}", e),
|
||||
span,
|
||||
)),
|
||||
}
|
||||
}
|
||||
|
||||
fn compute_series_bigint<'r, F>(
|
||||
series: &'r Series,
|
||||
val: &BigInt,
|
||||
f: F,
|
||||
span: &Span,
|
||||
) -> UntaggedValue
|
||||
where
|
||||
F: Fn(&'r ChunkedArray<Int64Type>, i64) -> ChunkedArray<Int64Type>,
|
||||
{
|
||||
let casted = series.i64();
|
||||
match casted {
|
||||
Ok(casted) => {
|
||||
let res = f(
|
||||
casted,
|
||||
val.to_i64()
|
||||
.expect("Internal error: protocol did not use compatible decimal"),
|
||||
);
|
||||
let res = res.into_series();
|
||||
NuSeries::series_to_untagged(res)
|
||||
}
|
||||
Err(e) => UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Casting error",
|
||||
format!("{}", e),
|
||||
span,
|
||||
)),
|
||||
}
|
||||
}
|
||||
|
||||
fn compute_series_decimal<'r, F>(
|
||||
series: &'r Series,
|
||||
val: &BigDecimal,
|
||||
f: F,
|
||||
span: &Span,
|
||||
) -> UntaggedValue
|
||||
where
|
||||
F: Fn(&'r ChunkedArray<Float64Type>, f64) -> ChunkedArray<Float64Type>,
|
||||
{
|
||||
let casted = series.f64();
|
||||
match casted {
|
||||
Ok(casted) => {
|
||||
let res = f(
|
||||
casted,
|
||||
val.to_f64()
|
||||
.expect("Internal error: protocol did not use compatible decimal"),
|
||||
);
|
||||
let res = res.into_series();
|
||||
NuSeries::series_to_untagged(res)
|
||||
}
|
||||
Err(e) => UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Casting error",
|
||||
format!("{}", e),
|
||||
span,
|
||||
)),
|
||||
}
|
||||
}
|
||||
|
||||
fn compare_series_i64<'r, F>(series: &'r Series, val: &i64, f: F, span: &Span) -> UntaggedValue
|
||||
where
|
||||
F: Fn(&'r ChunkedArray<Int64Type>, i64) -> ChunkedArray<BooleanType>,
|
||||
{
|
||||
let casted = series.i64();
|
||||
match casted {
|
||||
Ok(casted) => {
|
||||
let res = f(casted, *val);
|
||||
let res = res.into_series();
|
||||
NuSeries::series_to_untagged(res)
|
||||
}
|
||||
Err(e) => UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Casting error",
|
||||
format!("{}", e),
|
||||
span,
|
||||
)),
|
||||
}
|
||||
}
|
||||
|
||||
fn compare_series_bigint<'r, F>(
|
||||
series: &'r Series,
|
||||
val: &BigInt,
|
||||
f: F,
|
||||
span: &Span,
|
||||
) -> UntaggedValue
|
||||
where
|
||||
F: Fn(&'r ChunkedArray<Int64Type>, i64) -> ChunkedArray<BooleanType>,
|
||||
{
|
||||
let casted = series.i64();
|
||||
match casted {
|
||||
Ok(casted) => {
|
||||
let res = f(
|
||||
casted,
|
||||
val.to_i64()
|
||||
.expect("Internal error: protocol did not use compatible decimal"),
|
||||
);
|
||||
let res = res.into_series();
|
||||
NuSeries::series_to_untagged(res)
|
||||
}
|
||||
Err(e) => UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Casting error",
|
||||
format!("{}", e),
|
||||
span,
|
||||
)),
|
||||
}
|
||||
}
|
||||
|
||||
fn compare_series_decimal<'r, F>(
|
||||
series: &'r Series,
|
||||
val: &BigDecimal,
|
||||
f: F,
|
||||
span: &Span,
|
||||
) -> UntaggedValue
|
||||
where
|
||||
F: Fn(&'r ChunkedArray<Float64Type>, i64) -> ChunkedArray<BooleanType>,
|
||||
{
|
||||
let casted = series.f64();
|
||||
match casted {
|
||||
Ok(casted) => {
|
||||
let res = f(
|
||||
casted,
|
||||
val.to_i64()
|
||||
.expect("Internal error: protocol did not use compatible decimal"),
|
||||
);
|
||||
let res = res.into_series();
|
||||
NuSeries::series_to_untagged(res)
|
||||
}
|
||||
Err(e) => UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Casting error",
|
||||
format!("{}", e),
|
||||
span,
|
||||
)),
|
||||
}
|
||||
}
|
||||
|
||||
fn contains_series_pat(series: &Series, pat: &str, span: &Span) -> UntaggedValue {
|
||||
let casted = series.utf8();
|
||||
match casted {
|
||||
Ok(casted) => {
|
||||
let res = casted.contains(pat);
|
||||
|
||||
match res {
|
||||
Ok(res) => {
|
||||
let res = res.into_series();
|
||||
NuSeries::series_to_untagged(res)
|
||||
}
|
||||
Err(e) => UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Search error",
|
||||
format!("{}", e),
|
||||
span,
|
||||
)),
|
||||
}
|
||||
}
|
||||
Err(e) => UntaggedValue::Error(ShellError::labeled_error(
|
||||
"Casting error",
|
||||
format!("{}", e),
|
||||
span,
|
||||
)),
|
||||
}
|
||||
}
|
|
@ -7,4 +7,7 @@ pub mod types;
|
|||
pub mod utils;
|
||||
pub mod value;
|
||||
|
||||
#[cfg(feature = "dataframe")]
|
||||
pub mod dataframe;
|
||||
|
||||
pub use dict::TaggedListBuilder;
|
||||
|
|
|
@ -12,9 +12,6 @@ use num_bigint::BigInt;
|
|||
use num_traits::{ToPrimitive, Zero};
|
||||
use std::collections::HashMap;
|
||||
|
||||
#[cfg(feature = "dataframe")]
|
||||
use nu_protocol::dataframe::{NuSeries, PolarsData};
|
||||
|
||||
pub struct Date;
|
||||
|
||||
impl Date {
|
||||
|
@ -494,51 +491,6 @@ pub fn compute_values(
|
|||
}
|
||||
_ => Err((left.type_name(), right.type_name())),
|
||||
},
|
||||
#[cfg(feature = "dataframe")]
|
||||
(
|
||||
UntaggedValue::DataFrame(PolarsData::Series(lhs)),
|
||||
UntaggedValue::DataFrame(PolarsData::Series(rhs)),
|
||||
) => {
|
||||
if lhs.as_ref().dtype() == rhs.as_ref().dtype() {
|
||||
let result = match operator {
|
||||
Operator::Plus => {
|
||||
let mut res = lhs.as_ref() + rhs.as_ref();
|
||||
let name = format!("sum_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
let res = res.rename(name.as_ref());
|
||||
Ok(res.clone())
|
||||
}
|
||||
Operator::Minus => {
|
||||
let mut res = lhs.as_ref() - rhs.as_ref();
|
||||
let name = format!("sub_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
let res = res.rename(name.as_ref());
|
||||
Ok(res.clone())
|
||||
}
|
||||
Operator::Multiply => {
|
||||
let mut res = lhs.as_ref() * rhs.as_ref();
|
||||
let name = format!("mul_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
let res = res.rename(name.as_ref());
|
||||
Ok(res.clone())
|
||||
}
|
||||
Operator::Divide => {
|
||||
let mut res = lhs.as_ref() / rhs.as_ref();
|
||||
let name = format!("div_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
let res = res.rename(name.as_ref());
|
||||
Ok(res.clone())
|
||||
}
|
||||
Operator::Modulo => {
|
||||
let mut res = lhs.as_ref() % rhs.as_ref();
|
||||
let name = format!("mod_{}_{}", lhs.as_ref().name(), rhs.as_ref().name());
|
||||
let res = res.rename(name.as_ref());
|
||||
Ok(res.clone())
|
||||
}
|
||||
_ => Err((left.type_name(), right.type_name())),
|
||||
}?;
|
||||
|
||||
Ok(NuSeries::series_to_untagged(result))
|
||||
} else {
|
||||
Err((left.type_name(), right.type_name()))
|
||||
}
|
||||
}
|
||||
_ => Err((left.type_name(), right.type_name())),
|
||||
}
|
||||
}
|
||||
|
|
|
@ -65,3 +65,4 @@ hamcrest2 = "0.3.0"
|
|||
rustyline-support = []
|
||||
dirs = ["dirs-next"]
|
||||
trash-support = ["trash"]
|
||||
dataframe = ["nu-protocol/dataframe"]
|
||||
|
|
|
@ -4,11 +4,29 @@ use nu_protocol::hir::Operator;
|
|||
use nu_protocol::{Primitive, ShellTypeName, UntaggedValue, Value};
|
||||
use std::ops::Not;
|
||||
|
||||
#[cfg(feature = "dataframe")]
|
||||
use nu_data::dataframe::{compute_between_series, compute_series_single_value};
|
||||
#[cfg(feature = "dataframe")]
|
||||
use nu_protocol::dataframe::PolarsData;
|
||||
|
||||
pub fn apply_operator(
|
||||
op: Operator,
|
||||
left: &Value,
|
||||
right: &Value,
|
||||
) -> Result<UntaggedValue, (&'static str, &'static str)> {
|
||||
#[cfg(feature = "dataframe")]
|
||||
if let (
|
||||
UntaggedValue::DataFrame(PolarsData::Series(_)),
|
||||
UntaggedValue::DataFrame(PolarsData::Series(_)),
|
||||
) = (&left.value, &right.value)
|
||||
{
|
||||
return compute_between_series(op, left, right);
|
||||
} else if let (UntaggedValue::DataFrame(PolarsData::Series(_)), UntaggedValue::Primitive(_)) =
|
||||
(&left.value, &right.value)
|
||||
{
|
||||
return compute_series_single_value(op, left, right);
|
||||
}
|
||||
|
||||
match op {
|
||||
Operator::Equal
|
||||
| Operator::NotEqual
|
||||
|
|
|
@ -32,10 +32,10 @@ toml = "0.5.8"
|
|||
|
||||
[dependencies.polars]
|
||||
git = "https://github.com/pola-rs/polars"
|
||||
rev = "a5f17b0a6e3e05ff6be789aa24a7cae54fd400dd"
|
||||
version = "0.14.0"
|
||||
rev = "9e1506cca9fb646fc55f949ab6345290c3d198a7"
|
||||
version = "0.14.1"
|
||||
optional = true
|
||||
features = ["serde"]
|
||||
features = ["serde", "rows"]
|
||||
|
||||
[features]
|
||||
dataframe = ["polars"]
|
||||
|
|
|
@ -185,7 +185,7 @@ impl NuDataFrame {
|
|||
}
|
||||
|
||||
pub fn to_rows(&self, from_row: usize, to_row: usize) -> Result<Vec<Value>, ShellError> {
|
||||
let df = &self.as_ref();
|
||||
let df = self.as_ref();
|
||||
let column_names = df.get_column_names();
|
||||
|
||||
let mut values: Vec<Value> = Vec::new();
|
||||
|
|
Loading…
Reference in a new issue