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|---|---|---|---|
| 53ea542f36 | |||
| d246c54cd9 | |||
| 2a89d061a0 | |||
| 7add8793a5 | 
							
								
								
									
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							| @@ -6,18 +6,17 @@ edition = "2021" | ||||
| # See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html | ||||
|  | ||||
| [dependencies] | ||||
| bstr = "1.9.1" | ||||
| bstr = "1.10.0" | ||||
| fast-float = "0.2.0" | ||||
| memchr = "2.7.4" | ||||
| memmap = "0.7.0" | ||||
| polars = { version = "0.36.2", features = ["csv", "lazy", "nightly", "streaming"]} | ||||
| memmap2 = "0.9.4" | ||||
| rayon = "1.10.0" | ||||
| rustc-hash = "2.0.0" | ||||
| libc = "0.2.155" | ||||
| smol = "2.0.0" | ||||
| libc = "0.2.158" | ||||
| smol = "2.0.1" | ||||
|  | ||||
| [dev-dependencies] | ||||
| criterion = { version = "0.5", features = ["html_reports"] } | ||||
| criterion = { version = "0.5.1", features = ["html_reports"] } | ||||
|  | ||||
| [features] | ||||
| json = [] | ||||
| @@ -36,7 +35,7 @@ name = "multi_threaded" | ||||
| harness = false | ||||
|  | ||||
| [[bench]] | ||||
| name = "polars" | ||||
| name = "multi_threaded_smol" | ||||
| harness = false | ||||
|  | ||||
| [[bench]] | ||||
|   | ||||
| @@ -1,8 +1,9 @@ | ||||
| use criterion::{Criterion, criterion_group, criterion_main}; | ||||
| use onebrc::implementations::libraries::run; | ||||
| 
 | ||||
| pub fn criterion_benchmark(c: &mut Criterion) { | ||||
|     c.bench_function("polars", |b| {b.iter(|| /*run_polars()*/ ())}); | ||||
|     c.bench_function("libraries", |b| {b.iter(|| run())}); | ||||
| } | ||||
| 
 | ||||
| criterion_group!(benches, criterion_benchmark); | ||||
| criterion_main!(benches); | ||||
| criterion_main!(benches); | ||||
							
								
								
									
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								src/main/rust/benches/multi_threaded_smol.rs
									
									
									
									
									
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							| @@ -0,0 +1,9 @@ | ||||
| use criterion::{Criterion, criterion_group, criterion_main}; | ||||
| use onebrc::implementations::multi_threaded_smol::run; | ||||
|  | ||||
| pub fn criterion_benchmark(c: &mut Criterion) { | ||||
|     c.bench_function("multithreadedsmol", |b| {b.iter(|| run())}); | ||||
| } | ||||
|  | ||||
| criterion_group!(benches, criterion_benchmark); | ||||
| criterion_main!(benches); | ||||
| @@ -1,4 +0,0 @@ | ||||
|  | ||||
| fn main() { | ||||
|     // let _ = run_polars(); | ||||
| } | ||||
| @@ -4,7 +4,6 @@ pub mod multi_threaded; | ||||
| pub mod multi_threaded_smol; | ||||
| pub mod multi_threaded_structured; | ||||
| pub mod phcs; | ||||
| pub mod polars; | ||||
| pub mod reference_impl; | ||||
| pub mod single_thread; | ||||
| pub mod smol; | ||||
|   | ||||
| @@ -1,67 +1,57 @@ | ||||
| use std::collections::HashMap; | ||||
| use std::io::{BufRead, Seek, SeekFrom}; | ||||
| use std::sync::mpsc; | ||||
| use std::time::Instant; | ||||
| use std::{fs::File, io::BufReader, thread}; | ||||
| use memmap::MmapOptions; | ||||
| use crate::models::station_measurements::StationMeasurements; | ||||
| use crate::utils::parse; | ||||
| use crate::utils::parse::hashstr; | ||||
| use memmap2::MmapOptions; | ||||
| use rustc_hash::{FxBuildHasher, FxHashMap as HashMap}; | ||||
| use std::sync::mpsc; | ||||
| use std::time::Instant; | ||||
| use std::{fs::File, thread}; | ||||
|  | ||||
| const DEFAULT_HASHMAP_LENGTH: usize = 10000; | ||||
|  | ||||
| pub fn run() { | ||||
|     const FILE_PATH: &str = "../../../measurements.txt"; | ||||
|     let now = Instant::now(); | ||||
|     const FILE_PATH: &str = "../../../measurements.txt"; | ||||
|     let file = File::open(FILE_PATH).expect("File measurements.txt not found"); | ||||
|     let mmap = unsafe { MmapOptions::new().map(&file).unwrap() }; | ||||
|     let file_length = mmap.len(); | ||||
|     let hasher = FxBuildHasher::default(); | ||||
|     let mut stations: HashMap<String, StationMeasurements> = | ||||
|         HashMap::with_capacity_and_hasher(DEFAULT_HASHMAP_LENGTH, hasher); | ||||
|     let (tx, rx) = mpsc::channel(); | ||||
|     let cores = thread::available_parallelism().unwrap().into(); | ||||
|     let chunk_length = file_length / cores; | ||||
|     let mut bounds = Vec::with_capacity(cores + 1); | ||||
|     let mut start = 0; | ||||
|     for _ in 0..cores { | ||||
|         let end = (start + chunk_length).min(mmap.len()); | ||||
|         let next_new_line = match memchr::memchr(b'\n', &mmap[end..]) { | ||||
|             Some(v) => v, | ||||
|             None => { | ||||
|                 assert_eq!(end, mmap.len()); | ||||
|                 0 | ||||
|             } | ||||
|         }; | ||||
|         let end = end + next_new_line; | ||||
|         bounds.push((start, end)); | ||||
|         start = end + 1; | ||||
|     } | ||||
|     thread::scope(|s| { | ||||
|         let mut stations: HashMap<usize, (String, StationMeasurements)> = | ||||
|             HashMap::with_capacity(DEFAULT_HASHMAP_LENGTH); | ||||
|         let (tx, rx) = mpsc::channel(); | ||||
|         let cores = thread::available_parallelism().unwrap().into(); | ||||
|         let file = File::open(FILE_PATH).expect("File measurements.txt not found"); | ||||
|         let mmap = unsafe { MmapOptions::new().map(&file).unwrap() }; | ||||
|         let file_length = mmap.len(); | ||||
|         let chunk_length = file_length / cores; | ||||
|         let mut bounds = Vec::with_capacity(cores + 1); | ||||
|         bounds.push(0); | ||||
|         for i in 1..cores { | ||||
|             let mut reader = BufReader::new(&file); | ||||
|             let mut byte_start = chunk_length * i; | ||||
|             reader | ||||
|                 .seek(SeekFrom::Start(byte_start as u64)) | ||||
|                 .expect("could not seek"); | ||||
|             let mut line = Vec::with_capacity(108); | ||||
|             let line_len = reader | ||||
|                 .read_until(b'\n', &mut line) | ||||
|                 .expect("could not read bytes"); | ||||
|             byte_start += line_len; | ||||
|             bounds.push(byte_start); | ||||
|         } | ||||
|         bounds.push(file_length); | ||||
|         for i in 0..cores { | ||||
|             let tx = tx.clone(); | ||||
|             let mut currposition = *bounds.get(i).unwrap(); | ||||
|             let end = *bounds.get(i + 1).unwrap(); | ||||
|             let (start, end) = *bounds.get(i).unwrap(); | ||||
|             let mmap_slice = &mmap[start..end]; | ||||
|             s.spawn(move || { | ||||
|                 let file = File::open(FILE_PATH).expect("File measurements.txt not found"); | ||||
|                 let mut reader = BufReader::new(&file); | ||||
|                 reader.seek(SeekFrom::Start(currposition as u64)).unwrap(); | ||||
|                 let mut t_stations: HashMap<usize, (String, StationMeasurements)> = | ||||
|                     HashMap::with_capacity(DEFAULT_HASHMAP_LENGTH); | ||||
|                 let mut line = Vec::with_capacity(108); | ||||
|                 loop { | ||||
|                     let line_len = reader | ||||
|                         .read_until(b'\n', &mut line) | ||||
|                         .expect("could not read bytes"); | ||||
|                     if line_len == 0 { | ||||
|                 let mut t_stations: HashMap<String, StationMeasurements> = | ||||
|                     HashMap::with_capacity_and_hasher(DEFAULT_HASHMAP_LENGTH, hasher); | ||||
|                 for line in mmap_slice.split(|&byte| { byte == b'\n' }) { | ||||
|                     if line.len() == 0 { | ||||
|                         break; | ||||
|                     } | ||||
|                     let (station, temp) = line.rsplit_once(|&byte| byte == b';').unwrap(); | ||||
|                     let hash = hashstr(station); | ||||
|                     let station = unsafe { String::from_utf8_unchecked(Vec::from(station)) }; | ||||
|                     let temp = parse::temp(temp.split_last().unwrap().1); | ||||
|                     let measurements_option = t_stations.get_mut(&hash); | ||||
|                     if let Some((_, measurements)) = measurements_option { | ||||
|                     let temp = parse::temp(temp); | ||||
|                     let measurements_option = t_stations.get_mut(&station); | ||||
|                     if let Some(measurements) = measurements_option { | ||||
|                         measurements.update(temp); | ||||
|                     } else { | ||||
|                         let measurements = StationMeasurements { | ||||
| @@ -70,31 +60,26 @@ pub fn run() { | ||||
|                             count: 1, | ||||
|                             sum: temp, | ||||
|                         }; | ||||
|                         t_stations.insert(hash, (station, measurements)); | ||||
|                         t_stations.insert(station, measurements); | ||||
|                     } | ||||
|                     currposition += line_len; | ||||
|                     if currposition >= end { | ||||
|                         break; | ||||
|                     } | ||||
|                     line.clear(); | ||||
|                 } | ||||
|                 let _ = tx.send(t_stations); | ||||
|             }); | ||||
|         } | ||||
|         drop(tx); | ||||
|         while let Ok(t_stations) = rx.recv() { | ||||
|             for (&hash, (station, measurements)) in t_stations.iter() { | ||||
|                 let joined_measurements_options = stations.get_mut(&hash); | ||||
|                 if let Some((_, joined_measurements)) = joined_measurements_options { | ||||
|             for (station, measurements) in t_stations.iter() { | ||||
|                 let joined_measurements_options = stations.get_mut(station); | ||||
|                 if let Some(joined_measurements) = joined_measurements_options { | ||||
|                     joined_measurements.merge(measurements); | ||||
|                 } else { | ||||
|                     stations.insert(hash, (station.to_owned(), *measurements)); | ||||
|                     stations.insert(station.to_owned(), *measurements); | ||||
|                 } | ||||
|             } | ||||
|         } | ||||
|         let mut stations: Vec<String> = stations | ||||
|             .iter() | ||||
|             .map(|(_, (station, measurements))| { | ||||
|             .map(|(station, measurements)| { | ||||
|                 let measurements = measurements.to_string(); | ||||
|                 #[cfg(feature = "json")] | ||||
|                 { | ||||
|   | ||||
| @@ -1,10 +1,9 @@ | ||||
| use smol::fs::File; | ||||
| use smol::io::{AsyncBufReadExt, AsyncSeekExt, BufReader, SeekFrom}; | ||||
| use rustc_hash::{FxHashMap as HashMap, FxBuildHasher}; | ||||
|  | ||||
| use crate::models::station_measurements::StationMeasurements; | ||||
| use crate::utils::parse; | ||||
| use crate::utils::parse::hashstr; | ||||
| use std::collections::HashMap; | ||||
| use std::sync::mpsc; | ||||
| use std::thread; | ||||
| use std::time::Instant; | ||||
| @@ -15,8 +14,9 @@ pub fn run() { | ||||
|     const FILE_PATH: &str = "../../../measurements.txt"; | ||||
|     let now = Instant::now(); | ||||
|     thread::scope(|s| { | ||||
|         let mut stations: HashMap<usize, (String, StationMeasurements)> = | ||||
|             HashMap::with_capacity(DEFAULT_HASHMAP_LENGTH); | ||||
|         let hasher = FxBuildHasher::default(); | ||||
|         let mut stations: HashMap<String, StationMeasurements> = | ||||
|             HashMap::with_capacity_and_hasher(DEFAULT_HASHMAP_LENGTH, hasher); | ||||
|         let (tx, rx) = mpsc::channel(); | ||||
|         let cores = thread::available_parallelism().unwrap().into(); | ||||
|         let bounds = smol::block_on(async { | ||||
| @@ -57,8 +57,8 @@ pub fn run() { | ||||
|                         .expect("File measurements.txt not found"); | ||||
|                     let mut reader = BufReader::new(&mut file); | ||||
|                     reader.seek(SeekFrom::Start(currposition)).await.unwrap(); | ||||
|                     let mut t_stations: HashMap<usize, (String, StationMeasurements)> = | ||||
|                         HashMap::with_capacity(DEFAULT_HASHMAP_LENGTH); | ||||
|                     let mut t_stations: HashMap<String, StationMeasurements> = | ||||
|                         HashMap::with_capacity_and_hasher(DEFAULT_HASHMAP_LENGTH, hasher); | ||||
|                     let mut line = Vec::with_capacity(108); | ||||
|                     loop { | ||||
|                         let line_len = reader | ||||
| @@ -69,11 +69,10 @@ pub fn run() { | ||||
|                             break; | ||||
|                         } | ||||
|                         let (station, temp) = line.rsplit_once(|&byte| byte == b';').unwrap(); | ||||
|                         let hash = hashstr(station); | ||||
|                         let station = unsafe { String::from_utf8_unchecked(Vec::from(station)) }; | ||||
|                         let temp = parse::temp(temp.split_last().unwrap().1); | ||||
|                         let measurements_option = t_stations.get_mut(&hash); | ||||
|                         if let Some((_, measurements)) = measurements_option { | ||||
|                         let measurements_option = t_stations.get_mut(&station); | ||||
|                         if let Some(measurements) = measurements_option { | ||||
|                             measurements.update(temp); | ||||
|                         } else { | ||||
|                             let measurements = StationMeasurements { | ||||
| @@ -82,7 +81,7 @@ pub fn run() { | ||||
|                                 count: 1, | ||||
|                                 sum: temp, | ||||
|                             }; | ||||
|                             t_stations.insert(hash, (station, measurements)); | ||||
|                             t_stations.insert(station, measurements); | ||||
|                         } | ||||
|                         currposition += line_len as u64; | ||||
|                         if currposition >= end { | ||||
| @@ -96,18 +95,18 @@ pub fn run() { | ||||
|         } | ||||
|         drop(tx); | ||||
|         while let Ok(t_stations) = rx.recv() { | ||||
|             for (&hash, (station, measurements)) in t_stations.iter() { | ||||
|                 let joined_measurements_options = stations.get_mut(&hash); | ||||
|                 if let Some((_, joined_measurements)) = joined_measurements_options { | ||||
|             for (station, measurements) in t_stations.iter() { | ||||
|                 let joined_measurements_options = stations.get_mut(station); | ||||
|                 if let Some(joined_measurements) = joined_measurements_options { | ||||
|                     joined_measurements.merge(measurements); | ||||
|                 } else { | ||||
|                     stations.insert(hash, (station.to_owned(), *measurements)); | ||||
|                     stations.insert(station.to_owned(), *measurements); | ||||
|                 } | ||||
|             } | ||||
|         } | ||||
|         let mut stations: Vec<String> = stations | ||||
|             .iter() | ||||
|             .map(|(_, (station, measurements))| { | ||||
|             .map(|(station, measurements)| { | ||||
|                 let measurements = measurements.to_string(); | ||||
|                 #[cfg(feature = "json")] | ||||
|                 { | ||||
|   | ||||
| @@ -1,12 +1,11 @@ | ||||
| use std::collections::HashMap; | ||||
| use std::io::{Read, Seek, SeekFrom}; | ||||
| use std::sync::mpsc; | ||||
| use std::time::Instant; | ||||
| use std::{fs::File, io::BufReader, thread}; | ||||
| use std::{fs::File, thread}; | ||||
| use std::ffi::CStr; | ||||
| use memmap2::MmapOptions; | ||||
| use rustc_hash::{FxBuildHasher, FxHashMap}; | ||||
| use crate::models::station_measurements::StationMeasurements; | ||||
| use crate::utils::parse; | ||||
| use crate::utils::parse::hashstr; | ||||
|  | ||||
| const DEFAULT_HASHMAP_LENGTH: usize = 10000; | ||||
|  | ||||
| @@ -14,55 +13,54 @@ pub fn run() { | ||||
|     print!("\x1b[J"); | ||||
|     const FILE_PATH: &str = "structured_measurements.txt"; | ||||
|     let now = Instant::now(); | ||||
|     let file = File::open(FILE_PATH).expect("File structured_measurements.txt not found"); | ||||
|     let mmap = unsafe { MmapOptions::new().map(&file).unwrap() }; | ||||
|     let file_length = mmap.len(); | ||||
|     let hasher = FxBuildHasher::default(); | ||||
|     let mut stations: FxHashMap<String, StationMeasurements> = | ||||
|         FxHashMap::with_capacity_and_hasher(DEFAULT_HASHMAP_LENGTH, hasher); | ||||
|     let (tx, rx) = mpsc::channel(); | ||||
|     let cores = thread::available_parallelism().unwrap().into(); | ||||
|     let chunk_length = file_length / cores; | ||||
|     let mut bounds = Vec::with_capacity(cores + 1); | ||||
|     let mut start = 0; | ||||
|     for _ in 0..cores { | ||||
|         let end = (start + chunk_length).min(mmap.len()); | ||||
|         let next_new_line = match memchr::memchr(b'\n', &mmap[end..]) { | ||||
|             Some(v) => v, | ||||
|             None => { | ||||
|                 assert_eq!(end, mmap.len()); | ||||
|                 0 | ||||
|             } | ||||
|         }; | ||||
|         let end = end + next_new_line; | ||||
|         bounds.push((start, end)); | ||||
|         start = end + 1; | ||||
|     } | ||||
|     thread::scope(|s| { | ||||
|         let mut stations: HashMap<usize, (String, StationMeasurements)> = | ||||
|             HashMap::with_capacity(DEFAULT_HASHMAP_LENGTH); | ||||
|         let (tx, rx) = mpsc::channel(); | ||||
|         let cores = thread::available_parallelism().unwrap().into(); | ||||
|         let file = File::open(FILE_PATH).expect("File structured_measurements.txt not found"); | ||||
|         let mut reader = BufReader::new(&file); | ||||
|         let file_length = reader.seek(SeekFrom::End(0)).unwrap(); | ||||
|         let chunk_length = file_length as usize / cores; | ||||
|         let mut bounds = Vec::with_capacity(cores + 1); | ||||
|         bounds.push(0); | ||||
|         for i in 0..cores { | ||||
|             let tx = tx.clone(); | ||||
|             let mut currposition = (i * chunk_length) as u64; | ||||
|             let end = ((i + 1) * chunk_length) as u64; | ||||
|             let (start, end) = *bounds.get(i).unwrap(); | ||||
|             let mmap_slice = &mmap[start..end]; | ||||
|             s.spawn(move || { | ||||
|                 let file = File::open(FILE_PATH).expect("File measurements.txt not found"); | ||||
|                 let mut reader = BufReader::new(&file); | ||||
|                 reader.seek(SeekFrom::Start(currposition)).unwrap(); | ||||
|                 let mut t_stations: HashMap<usize, (String, StationMeasurements)> = | ||||
|                     HashMap::with_capacity(DEFAULT_HASHMAP_LENGTH); | ||||
|                 let mut line = [0u8; 107]; | ||||
|                 let mut line_num = 0; | ||||
|                 loop { | ||||
|                 let mut t_stations: FxHashMap<String, StationMeasurements> = | ||||
|                     FxHashMap::with_capacity_and_hasher(DEFAULT_HASHMAP_LENGTH, hasher); | ||||
|                 let lines = mmap_slice.chunks_exact(107); | ||||
|                 for (line_num, line) in lines.enumerate() { | ||||
|                     if line_num % 100000 == 0 { | ||||
|                         print!("\x1b[{i};0Hlines: {line_num}"); | ||||
|                     } | ||||
|                     line_num += 1; | ||||
|                     let read_res = reader | ||||
|                         .read_exact(&mut line); | ||||
|                     match read_res { | ||||
|                         Ok(_) => (), | ||||
|                         Err(e) => match e.kind() { | ||||
|                             std::io::ErrorKind::UnexpectedEof => break, | ||||
|                             _ => panic!("Could not read") | ||||
|                         }, | ||||
|                     }; | ||||
|                     let (station, temp) = unsafe { line.split_at_unchecked(100) }; | ||||
|                     let hash = hashstr(station); | ||||
|                     let station = { | ||||
|                         if station[station.len() - 1] == 0u8 { | ||||
|                             unsafe { std::str::from_utf8_unchecked(CStr::from_bytes_until_nul(station).unwrap().to_bytes()) } | ||||
|                         } else { | ||||
|                             unsafe { std::str::from_utf8_unchecked(station) } | ||||
|                         } | ||||
|                     }; | ||||
|                     }.to_owned(); | ||||
|                     let temp = parse::temp_new(&temp[1..6]); | ||||
|                     let measurements_option = t_stations.get_mut(&hash); | ||||
|                     if let Some((_, measurements)) = measurements_option { | ||||
|                     let measurements_option = t_stations.get_mut(&station); | ||||
|                     if let Some(measurements) = measurements_option { | ||||
|                         measurements.update(temp); | ||||
|                     } else { | ||||
|                         let measurements = StationMeasurements { | ||||
| @@ -71,11 +69,7 @@ pub fn run() { | ||||
|                             count: 1, | ||||
|                             sum: temp, | ||||
|                         }; | ||||
|                         t_stations.insert(hash, (station.to_string(), measurements)); | ||||
|                     } | ||||
|                     currposition += 107; | ||||
|                     if currposition >= end { | ||||
|                         break; | ||||
|                         t_stations.insert(station, measurements); | ||||
|                     } | ||||
|                 } | ||||
|                 let _ = tx.send(t_stations); | ||||
| @@ -83,18 +77,18 @@ pub fn run() { | ||||
|         } | ||||
|         drop(tx); | ||||
|         while let Ok(t_stations) = rx.recv() { | ||||
|             for (&hash, (station, measurements)) in t_stations.iter() { | ||||
|                 let joined_measurements_options = stations.get_mut(&hash); | ||||
|                 if let Some((_, joined_measurements)) = joined_measurements_options { | ||||
|             for (station, measurements) in t_stations.iter() { | ||||
|                 let joined_measurements_options = stations.get_mut(station); | ||||
|                 if let Some(joined_measurements) = joined_measurements_options { | ||||
|                     joined_measurements.merge(measurements); | ||||
|                 } else { | ||||
|                     stations.insert(hash, (station.to_owned(), *measurements)); | ||||
|                     stations.insert(station.to_owned(), *measurements); | ||||
|                 } | ||||
|             } | ||||
|         } | ||||
|         let mut stations: Vec<String> = stations | ||||
|             .iter() | ||||
|             .map(|(_, (station, measurements))| { | ||||
|             .map(|(station, measurements)| { | ||||
|                 let measurements = measurements.to_string(); | ||||
|                 #[cfg(feature = "json")] | ||||
|                 { | ||||
|   | ||||
| @@ -1,31 +0,0 @@ | ||||
| use polars::prelude::*; | ||||
| use std::time::Instant; | ||||
| use std::vec; | ||||
|  | ||||
| pub fn run_polars() -> Result<DataFrame, PolarsError> { | ||||
|     let now = Instant::now(); | ||||
|  | ||||
|     let f1: Field = Field::new("station", DataType::String); | ||||
|     let f2: Field = Field::new("measure", DataType::Float64); | ||||
|     let sc: Schema = Schema::from_iter(vec![f1, f2]); | ||||
|  | ||||
|     let q = LazyCsvReader::new("../../../measurements.txt") | ||||
|         .has_header(false) | ||||
|         .with_schema(Some(Arc::new(sc))) | ||||
|         .with_separator(b';') | ||||
|         .finish()? | ||||
|         .group_by(vec![col("station")]) | ||||
|         .agg(vec![ | ||||
|             col("measure").alias("min").min(), | ||||
|             col("measure").alias("mean").mean(), | ||||
|             col("measure").alias("max").max(), | ||||
|         ]) | ||||
|         .sort("station", Default::default()) | ||||
|         .with_streaming(true); | ||||
|  | ||||
|     let df = q.collect()?; | ||||
|  | ||||
|     println!("Time={} μs", now.elapsed().as_micros()); | ||||
|  | ||||
|     Ok(df) | ||||
| } | ||||
| @@ -1,5 +1,5 @@ | ||||
| use bstr::{BStr, ByteSlice}; | ||||
| use memmap::MmapOptions; | ||||
| use memmap2::MmapOptions; | ||||
| use rayon::prelude::*; | ||||
| use rustc_hash::FxHashMap as HashMap; | ||||
| use std::time::Instant; | ||||
|   | ||||
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