use std::path::{Path, PathBuf};
use polars_core::prelude::*;
use polars_io::cloud::CloudOptions;
use polars_io::parquet::read::ParallelStrategy;
use polars_io::{HiveOptions, RowIndex};
use crate::prelude::*;
#[derive(Clone)]
pub struct ScanArgsParquet {
pub n_rows: Option<usize>,
pub parallel: ParallelStrategy,
pub row_index: Option<RowIndex>,
pub cloud_options: Option<CloudOptions>,
pub hive_options: HiveOptions,
pub use_statistics: bool,
pub low_memory: bool,
pub rechunk: bool,
pub cache: bool,
pub glob: bool,
}
impl Default for ScanArgsParquet {
fn default() -> Self {
Self {
n_rows: None,
parallel: Default::default(),
row_index: None,
cloud_options: None,
hive_options: Default::default(),
use_statistics: true,
rechunk: false,
low_memory: false,
cache: true,
glob: true,
}
}
}
#[derive(Clone)]
struct LazyParquetReader {
args: ScanArgsParquet,
path: PathBuf,
paths: Arc<[PathBuf]>,
}
impl LazyParquetReader {
fn new(path: PathBuf, args: ScanArgsParquet) -> Self {
Self {
args,
path,
paths: Arc::new([]),
}
}
}
impl LazyFileListReader for LazyParquetReader {
fn finish(mut self) -> PolarsResult<LazyFrame> {
if !self.args.glob {
return self.finish_no_glob();
}
if let Some(paths) = self.iter_paths()? {
let paths = paths
.into_iter()
.collect::<PolarsResult<Arc<[PathBuf]>>>()?;
self.paths = paths;
}
self.finish_no_glob()
}
fn finish_no_glob(self) -> PolarsResult<LazyFrame> {
let row_index = self.args.row_index;
let paths = if self.paths.is_empty() {
Arc::new([self.path]) as Arc<[PathBuf]>
} else {
self.paths
};
let mut lf: LazyFrame = DslBuilder::scan_parquet(
paths,
self.args.n_rows,
self.args.cache,
self.args.parallel,
None,
self.args.rechunk,
self.args.low_memory,
self.args.cloud_options,
self.args.use_statistics,
self.args.hive_options,
)?
.build()
.into();
if let Some(row_index) = row_index {
lf = lf.with_row_index(&row_index.name, Some(row_index.offset))
}
lf.opt_state.file_caching = true;
Ok(lf)
}
fn path(&self) -> &Path {
self.path.as_path()
}
fn paths(&self) -> &[PathBuf] {
&self.paths
}
fn with_path(mut self, path: PathBuf) -> Self {
self.path = path;
self
}
fn with_paths(mut self, paths: Arc<[PathBuf]>) -> Self {
self.paths = paths;
self
}
fn with_n_rows(mut self, n_rows: impl Into<Option<usize>>) -> Self {
self.args.n_rows = n_rows.into();
self
}
fn with_row_index(mut self, row_index: impl Into<Option<RowIndex>>) -> Self {
self.args.row_index = row_index.into();
self
}
fn rechunk(&self) -> bool {
self.args.rechunk
}
fn with_rechunk(mut self, toggle: bool) -> Self {
self.args.rechunk = toggle;
self
}
fn cloud_options(&self) -> Option<&CloudOptions> {
self.args.cloud_options.as_ref()
}
fn n_rows(&self) -> Option<usize> {
self.args.n_rows
}
fn row_index(&self) -> Option<&RowIndex> {
self.args.row_index.as_ref()
}
}
impl LazyFrame {
pub fn scan_parquet(path: impl AsRef<Path>, args: ScanArgsParquet) -> PolarsResult<Self> {
LazyParquetReader::new(path.as_ref().to_owned(), args).finish()
}
pub fn scan_parquet_files(paths: Arc<[PathBuf]>, args: ScanArgsParquet) -> PolarsResult<Self> {
LazyParquetReader::new(PathBuf::new(), args)
.with_paths(paths)
.finish()
}
}