forked from extern/nushell
Support Arrow IPC file format with dataframes (#6548)
* Add support for Arrow IPC file format Add support for Arrow IPC file format to dataframes commands. Support opening of Arrow IPC-format files with extension '.arrow' or '.ipc' in the open-df command. Add a 'to arrow' command to write a dataframe to Arrow IPC format. * Add unit test for open-df on Arrow * Add -t flag to open-df command Add a `--type`/`-t` flag to the `open-df` command, to explicitly specify the type of file being used. Allowed values are the same at the set of allowed file extensions.
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4490e97a13
commit
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2
Cargo.lock
generated
2
Cargo.lock
generated
@ -167,12 +167,14 @@ dependencies = [
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"indexmap",
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"json-deserializer",
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"lexical-core",
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"lz4",
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"multiversion",
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"num-traits",
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"parquet2",
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"simdutf8",
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"streaming-iterator",
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"strength_reduce",
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"zstd",
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]
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[[package]]
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@ -115,6 +115,7 @@ features = [
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"dtype-struct",
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"dtype-categorical",
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"dynamic_groupby",
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"ipc",
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"is_in",
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"json",
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"lazy",
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@ -18,6 +18,7 @@ mod sample;
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mod shape;
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mod slice;
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mod take;
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mod to_arrow;
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mod to_csv;
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mod to_df;
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mod to_nu;
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@ -46,6 +47,7 @@ pub use sample::SampleDF;
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pub use shape::ShapeDF;
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pub use slice::SliceDF;
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pub use take::TakeDF;
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pub use to_arrow::ToArrow;
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pub use to_csv::ToCSV;
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pub use to_df::ToDataFrame;
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pub use to_nu::ToNu;
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@ -84,6 +86,7 @@ pub fn add_eager_decls(working_set: &mut StateWorkingSet) {
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ShapeDF,
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SliceDF,
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TakeDF,
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ToArrow,
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ToCSV,
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ToDataFrame,
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ToNu,
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@ -9,8 +9,8 @@ use nu_protocol::{
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use std::{fs::File, io::BufReader, path::PathBuf};
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use polars::prelude::{
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CsvEncoding, CsvReader, JsonReader, LazyCsvReader, LazyFrame, ParallelStrategy, ParquetReader,
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ScanArgsParquet, SerReader,
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CsvEncoding, CsvReader, IpcReader, JsonReader, LazyCsvReader, LazyFrame, ParallelStrategy,
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ParquetReader, ScanArgsIpc, ScanArgsParquet, SerReader,
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};
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#[derive(Clone)]
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@ -22,7 +22,7 @@ impl Command for OpenDataFrame {
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}
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fn usage(&self) -> &str {
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"Opens csv, json or parquet file to create dataframe"
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"Opens csv, json, arrow, or parquet file to create dataframe"
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}
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fn signature(&self) -> Signature {
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@ -33,6 +33,12 @@ impl Command for OpenDataFrame {
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"file path to load values from",
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)
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.switch("lazy", "creates a lazy dataframe", Some('l'))
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.named(
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"type",
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SyntaxShape::String,
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"File type: csv, tsv, json, parquet, arrow. If omitted, derive from file extension",
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Some('t'),
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)
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.named(
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"delimiter",
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SyntaxShape::String,
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@ -93,15 +99,33 @@ fn command(
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) -> Result<PipelineData, ShellError> {
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let file: Spanned<PathBuf> = call.req(engine_state, stack, 0)?;
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match file.item.extension() {
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Some(e) => match e.to_str() {
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Some("csv") | Some("tsv") => from_csv(engine_state, stack, call),
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Some("parquet") => from_parquet(engine_state, stack, call),
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Some("json") => from_json(engine_state, stack, call),
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_ => Err(ShellError::FileNotFoundCustom(
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"Not a csv, tsv, parquet or json file".into(),
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let type_option: Option<Spanned<String>> = call.get_flag(engine_state, stack, "type")?;
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let type_id = match &type_option {
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Some(ref t) => Some((t.item.to_owned(), "Invalid type", t.span)),
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None => match file.item.extension() {
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Some(e) => Some((
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e.to_string_lossy().into_owned(),
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"Invalid extension",
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file.span,
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)),
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None => None,
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},
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};
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match type_id {
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Some((e, msg, blamed)) => match e.as_str() {
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"csv" | "tsv" => from_csv(engine_state, stack, call),
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"parquet" => from_parquet(engine_state, stack, call),
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"ipc" | "arrow" => from_ipc(engine_state, stack, call),
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"json" => from_json(engine_state, stack, call),
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_ => Err(ShellError::FileNotFoundCustom(
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format!(
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"{}. Supported values: csv, tsv, parquet, ipc, arrow, json",
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msg
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),
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blamed,
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)),
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},
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None => Err(ShellError::FileNotFoundCustom(
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"File without extension".into(),
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@ -177,6 +201,70 @@ fn from_parquet(
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}
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}
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fn from_ipc(
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engine_state: &EngineState,
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stack: &mut Stack,
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call: &Call,
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) -> Result<Value, ShellError> {
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if call.has_flag("lazy") {
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let file: String = call.req(engine_state, stack, 0)?;
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let args = ScanArgsIpc {
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n_rows: None,
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cache: true,
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rechunk: false,
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row_count: None,
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};
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let df: NuLazyFrame = LazyFrame::scan_ipc(file, args)
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.map_err(|e| {
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ShellError::GenericError(
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"IPC reader error".into(),
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format!("{:?}", e),
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Some(call.head),
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None,
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Vec::new(),
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)
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})?
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.into();
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df.into_value(call.head)
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} else {
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let file: Spanned<PathBuf> = call.req(engine_state, stack, 0)?;
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let columns: Option<Vec<String>> = call.get_flag(engine_state, stack, "columns")?;
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let r = File::open(&file.item).map_err(|e| {
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ShellError::GenericError(
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"Error opening file".into(),
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e.to_string(),
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Some(file.span),
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None,
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Vec::new(),
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)
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})?;
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let reader = IpcReader::new(r);
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let reader = match columns {
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None => reader,
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Some(columns) => reader.with_columns(Some(columns)),
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};
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let df: NuDataFrame = reader
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.finish()
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.map_err(|e| {
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ShellError::GenericError(
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"IPC reader error".into(),
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format!("{:?}", e),
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Some(call.head),
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None,
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Vec::new(),
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)
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})?
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.into();
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Ok(df.into_value(call.head))
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}
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}
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fn from_json(
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engine_state: &EngineState,
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stack: &mut Stack,
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94
crates/nu-command/src/dataframe/eager/to_arrow.rs
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94
crates/nu-command/src/dataframe/eager/to_arrow.rs
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@ -0,0 +1,94 @@
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use std::{fs::File, path::PathBuf};
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use nu_engine::CallExt;
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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, Spanned, SyntaxShape, Type, Value,
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};
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use polars::prelude::{IpcWriter, SerWriter};
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use super::super::values::NuDataFrame;
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#[derive(Clone)]
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pub struct ToArrow;
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impl Command for ToArrow {
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fn name(&self) -> &str {
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"to arrow"
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}
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fn usage(&self) -> &str {
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"Saves dataframe to arrow file"
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}
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fn signature(&self) -> Signature {
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Signature::build(self.name())
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.required("file", SyntaxShape::Filepath, "file path to save dataframe")
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.input_type(Type::Custom("dataframe".into()))
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.output_type(Type::Any)
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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![Example {
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description: "Saves dataframe to arrow file",
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example: "[[a b]; [1 2] [3 4]] | into df | to arrow test.arrow",
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result: None,
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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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command(engine_state, stack, call, input)
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}
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}
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fn command(
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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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let file_name: Spanned<PathBuf> = call.req(engine_state, stack, 0)?;
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let mut df = NuDataFrame::try_from_pipeline(input, call.head)?;
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let mut file = File::create(&file_name.item).map_err(|e| {
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ShellError::GenericError(
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"Error with file name".into(),
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e.to_string(),
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Some(file_name.span),
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None,
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Vec::new(),
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)
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})?;
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IpcWriter::new(&mut file).finish(df.as_mut()).map_err(|e| {
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ShellError::GenericError(
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"Error saving file".into(),
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e.to_string(),
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Some(file_name.span),
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None,
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Vec::new(),
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)
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})?;
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let file_value = Value::String {
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val: format!("saved {:?}", &file_name.item),
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span: file_name.span,
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};
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Ok(PipelineData::Value(
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Value::List {
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vals: vec![file_value],
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span: call.head,
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},
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None,
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))
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}
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@ -208,6 +208,22 @@ fn parses_utf16_ini() {
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assert_eq!(actual.out, "-236")
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}
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#[cfg(feature = "database")]
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#[test]
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fn parses_arrow_ipc() {
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let actual = nu!(
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cwd: "tests/fixtures/formats", pipeline(
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r#"
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open-df caco3_plastics.arrow
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| into nu
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| first 1
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| get origin
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"#
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));
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assert_eq!(actual.out, "SPAIN")
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}
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#[test]
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fn errors_if_file_not_found() {
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let actual = nu!(
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BIN
tests/fixtures/formats/caco3_plastics.arrow
vendored
Normal file
BIN
tests/fixtures/formats/caco3_plastics.arrow
vendored
Normal file
Binary file not shown.
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