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0.10.1 | Jun 21, 2024 |
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0.9.2 | Apr 11, 2023 |
0.9.1 | Jan 26, 2023 |
0.7.5 | Jun 7, 2022 |
0.5.4 | Jul 17, 2021 |
#85 in Text processing
130KB
2.5K
SLoC
🪓 hck
hck
is a shortening of hack
, a rougher form of cut
.
A close to drop in replacement for cut that can use a regex delimiter instead of a fixed string. Additionally this tool allows for specification of the order of the output columns using the same column selection syntax as cut (see below for examples).
No single feature of hck
on its own makes it stand out over awk
, cut
, xsv
or other such tools. Where hck
excels is making common things easy, such as reordering output fields, or splitting records on a weird delimiter.
It is meant to be simple and easy to use while exploring datasets.
Think of this as filling a gap between cut
and awk
.
hck
is dual-licensed under MIT or the UNLICENSE.
Features
- Reordering of output columns! i.e. if you use
-f4,2,8
the output columns will appear in the order4
,2
,8
- Delimiter treated as a regex, i.e. you can split on multiple spaces without an extra pipe to
tr
! - Specification of output delimiter
- Selection of columns by header string literal with the
-F
option, or by regex by setting the-r
flag - Input files will be automatically decompressed if their file extension is recognizable and a local binary exists to perform the decompression (similar to ripgrep). See Decompression.
- Output can be gzip compressed using the multi-threaded compressors from
gzp
with-Z
flag- This gzipped output is in BGZF format and can be indexed and queried with
tabix
- This gzipped output is in BGZF format and can be indexed and queried with
- Exclude fields by index or by header.
- Speed
Non-goals
hck
does not aim to be a complete CSV / TSV parser a laxsv
which will respect quoting rules. It acts similar tocut
in that it will split on the delimiter no matter where in the line it is.- Delimiters cannot contain newlines... well they can, they will just never be seen.
hck
will always be a line-by-line tool where newlines are the standard\n
\r\n
.
Install
- Homebrew / Linuxbrew
brew tap sstadick/hck
brew install hck
- Conda
# Note, this version lags by about a day
conda install -c conda-forge hck
- MacPorts
# Note, version may lag behind latest
sudo port selfupdate
sudo port install hck
- Debian (Ubuntu)
curl -LO https://github.com/sstadick/hck/releases/download/<latest>/hck-linux-amd64.deb
sudo dpkg -i hck-linux-amd64.deb
* Built with profile guided optimizations
- With the Rust toolchain:
export RUSTFLAGS='-C target-cpu=native'
cargo install hck
-
From the releases page (the binaries have been built with profile guided optimizations)
-
Or, if you want the absolute fastest possible build that makes use of profile guided optimizations AND native cpu features:
# Assumes you are on stable rust
# NOTE: this won't work on windows, see CI for linked issue
cargo install just
git clone https://github.com/sstadick/hck
cd hck
just install-native
- PRs are both welcome and encouraged for adding more packaging options and build types! I'd especially welcome PRs for the windows family of package managers / general making sure things are windows friendly.
Packaging status
Examples
Splitting with a string literal
❯ hck -Ld' ' -f1-3,5- ./README.md | head -n4
# 🪓 hck
<p align="center">
<a src="https://github.com/sstadick/hck/workflows/Check/badge.svg" alt="Build Status"></a>
Splitting with a regex delimiter
# note, '\s+' is the default
❯ ps aux | hck -f1-3,5- | head -n4
USER PID %CPU VSZ RSS TTY STAT START TIME COMMAND
root 1 0.0 169452 13472 ? Ss Jun21 0:19 /sbin/init splash
root 2 0.0 0 0 ? S Jun21 0:00 [kthreadd]
root 3 0.0 0 0 ? I< Jun21 0:00 [rcu_gp]
Reordering output columns
❯ ps aux | hck -f2,1,3- | head -n4
PID USER %CPU %MEM VSZ RSS TTY STAT START TIME COMMAND
1 root 0.0 0.0 169452 13472 ? Ss Jun21 0:19 /sbin/init splash
2 root 0.0 0.0 0 0 ? S Jun21 0:00 [kthreadd]
3 root 0.0 0.0 0 0 ? I< Jun21 0:00 [rcu_gp]
Excluding output columns
❯ ps aux | hck -e3,5 | head -n4
USER PID %MEM RSS TTY STAT START TIME COMMAND
root 1 0.0 14408 ? Ss Jun21 0:27 /sbin/init splash
root 2 0.0 0 ? S Jun21 0:01 [kthreadd]
root 3 0.0 0 ? I< Jun21 0:00 [rcu_gp]
Excluding output columns by header regex
❯ ps aux | hck -r -E "CPU" -E "^ST.*" | head -n4
USER PID %MEM VSZ RSS TTY TIME COMMAND
root 1 0.0 170224 14408 ? 0:27 /sbin/init splash
root 2 0.0 0 0 ? 0:01 [kthreadd]
root 3 0.0 0 0 ? 0:00 [rcu_gp]
Changing the output record separator
❯ ps aux | hck -D'___' -f2,1,3 | head -n4
PID___USER___%CPU
1___root___0.0
2___root___0.0
3___root___0.0
Select columns with regex
# Note the order match the order of the -F args
ps aux | hck -r -F '^ST.*' -F '^USER$' | head -n4
STAT START USER
Ss Jun21 root
S Jun21 root
I< Jun21 root
Automagic decompresion
❯ gzip ./README.md
❯ hck -Ld' ' -f1-3,5- -z ./README.md.gz | head -n4
# 🪓 hck
<p align="center">
<a src="https://github.com/sstadick/hck/workflows/Check/badge.svg" alt="Build Status"></a>
Splitting on multiple characters
# with string literal
❯ printf 'this$;$is$;$a$;$test\na$;$b$;$3$;$four\n' > test.txt
❯ hck -Ld'$;$' -f3,4 ./test.txt
a test
3 four
# with an interesting regex
❯ printf 'this123__is456--a789-test\na129_-b849-_3109_-four\n' > test.txt
❯ hck -d'\d{3}[-_]+' -f3,4 ./test.txt
a test
3 four
Splitting by-index and by-header
This one requires some explaining first. Basically, by-index and by-header selections each have their own "order", and then the orders are merged ex:
❯ printf 'a,b,c,d,e\n1,2,3,4,5\n' | hck -d, -D: -f3 -F 'b' -F 'a'
b:c:a
2:3:1
In the by-index group, we've specified column 3 to be in output position 0. In the by-header group, we've specified that column b
be in position 0. They by-index and by-header selections are merged together and when merging, if there are two outputs specified to be in the same output position the are output in input order (input meaning the order of columns in the input data).
This can lead to unexpected outcomes, such as the following example where a
now comes first in the output when compared to the example above.
❯ printf 'a,b,c,d,e\n1,2,3,4,5\n' | hck -d, -D: -f3 -F 'a'
a:c
1:3
Takeaway: be careful when a specific output order is desired and you are mixing and matching by-index and by-header field selections.
Benchmarks
This set of benchmarks is simply meant to show that hck
is in the same ballpark as other tools. These are meant to capture real world usage of the tools, so in the multi-space delimiter benchmark for gcut
, for example, we use tr
to convert the space runs to a single space and then pipe to gcut
.
Note this is not meant to be an authoritative set of benchmarks, it is just meant to give a relative sense of performance of different ways of accomplishing the same tasks.
Hardware
Ubuntu 20 AMD Ryzen 9 3950X 16-Core Processor w/ 64 GB DDR4 memory and 1TB NVMe Drive
Data
The all_train.csv data is used.
This is a CSV dataset with 7 million lines. We test it both using ,
as the delimiter, and then also using \s\s\s
as a delimiter.
PRs are welcome for benchmarks with more tools, or improved (but still realistic) pipelines for commands.
Tools
cut
:
mawk
:
xsv
:
- https://github.com/BurntSushi/xsv
- v0.13.0 (compiled locally with optimizations)
tsv-utils
:
- https://github.com/eBay/tsv-utils
- v2.2.0 (ldc2, compiled locally with optimizations)
choose
:
- https://github.com/theryangeary/choose
- v1.3.2 (compiled locally with optimizations)
Single character delimiter benchmark
Command | Mean [s] | Min [s] | Max [s] | Relative |
---|---|---|---|---|
hck -Ld, -f1,8,19 ./hyper_data.txt > /dev/null |
1.198 ± 0.015 | 1.185 | 1.215 | 1.00 |
hck -Ld, -f1,8,19 --no-mmap ./hyper_data.txt > /dev/null |
1.349 ± 0.029 | 1.320 | 1.389 | 1.13 ± 0.03 |
hck -d, -f1,8,19 ./hyper_data.txt > /dev/null |
1.649 ± 0.023 | 1.624 | 1.673 | 1.38 ± 0.03 |
hck -d, -f1,8,19 --no-mmap ./hyper_data.txt > /dev/null |
1.869 ± 0.019 | 1.842 | 1.894 | 1.56 ± 0.02 |
tsv-select -d, -f 1,8,19 ./hyper_data.txt > /dev/null |
1.702 ± 0.021 | 1.687 | 1.734 | 1.42 ± 0.02 |
choose -f , -i ./hyper_data.txt 0 7 18 > /dev/null |
4.285 ± 0.092 | 4.214 | 4.428 | 3.58 ± 0.09 |
xsv select -d, 1,8,19 ./hyper_data.txt > /dev/null |
5.693 ± 0.042 | 5.635 | 5.745 | 4.75 ± 0.07 |
awk -F, '{print $1, $8, $19}' ./hyper_data.txt > /dev/null |
4.993 ± 0.029 | 4.959 | 5.030 | 4.17 ± 0.06 |
cut -d, -f1,8,19 ./hyper_data.txt > /dev/null |
7.541 ± 1.250 | 6.827 | 9.769 | 6.30 ± 1.05 |
Multi-character delimiter benchmark
Command | Mean [s] | Min [s] | Max [s] | Relative |
---|---|---|---|---|
hck -Ld' ' -f1,8,19 ./hyper_data_multichar.txt > /dev/null |
1.718 ± 0.003 | 1.715 | 1.722 | 1.00 |
hck -Ld' ' -f1,8,19 --no-mmap ./hyper_data_multichar.txt > /dev/null |
2.191 ± 0.072 | 2.135 | 2.291 | 1.28 ± 0.04 |
hck -d' ' -f1,8,19 ./hyper_data_multichar.txt > /dev/null |
2.180 ± 0.029 | 2.135 | 2.208 | 1.27 ± 0.02 |
hck -d' ' --no-mmap -f1,8,19 ./hyper_data_multichar.txt > /dev/null |
2.542 ± 0.014 | 2.529 | 2.565 | 1.48 ± 0.01 |
hck -d'[[:space:]]+' -f1,8,19 ./hyper_data_multichar.txt > /dev/null |
8.597 ± 0.023 | 8.575 | 8.631 | 5.00 ± 0.02 |
hck -d'[[:space:]]+' --no-mmap -f1,8,19 ./hyper_data_multichar.txt > /dev/null |
8.890 ± 0.013 | 8.871 | 8.903 | 5.17 ± 0.01 |
hck -d'\s+' -f1,8,19 ./hyper_data_multichar.txt > /dev/null |
10.014 ± 0.247 | 9.844 | 10.449 | 5.83 ± 0.14 |
hck -d'\s+' -f1,8,19 --no-mmap ./hyper_data_multichar.txt > /dev/null |
10.173 ± 0.035 | 10.111 | 10.193 | 5.92 ± 0.02 |
choose -f ' ' -i ./hyper_data_multichar.txt 0 7 18 > /dev/null |
6.537 ± 0.148 | 6.452 | 6.799 | 3.80 ± 0.09 |
choose -f '[[:space:]]' -i ./hyper_data_multichar.txt 0 7 18 > /dev/null |
10.656 ± 0.219 | 10.484 | 10.920 | 6.20 ± 0.13 |
choose -f '\s' -i ./hyper_data_multichar.txt 0 7 18 > /dev/null |
37.238 ± 0.153 | 37.007 | 37.383 | 21.67 ± 0.10 |
awk -F' ' '{print $1, $8 $19}' ./hyper_data_multichar.txt > /dev/null |
6.673 ± 0.064 | 6.595 | 6.734 | 3.88 ± 0.04 |
awk -F' ' '{print $1, $8, $19}' ./hyper_data_multichar.txt > /dev/null |
5.947 ± 0.098 | 5.896 | 6.121 | 3.46 ± 0.06 |
awk -F'[:space:]+' '{print $1, $8, $19}' ./hyper_data_multichar.txt > /dev/null |
11.080 ± 0.215 | 10.881 | 11.376 | 6.45 ± 0.13 |
< ./hyper_data_multichar.txt tr -s ' ' | cut -d ' ' -f1,8,19 > /dev/null |
7.471 ± 0.066 | 7.397 | 7.561 | 4.35 ± 0.04 |
< ./hyper_data_multichar.txt tr -s ' ' | xsv select -d ' ' 1,8,19 --no-headers > /dev/null |
6.172 ± 0.068 | 6.071 | 6.235 | 3.59 ± 0.04 |
< ./hyper_data_multichar.txt tr -s ' ' | hck -Ld' ' -f1,8,19 > /dev/null |
6.171 ± 0.112 | 5.975 | 6.243 | 3.59 ± 0.07 |
< ./hyper_data_multichar.txt tr -s ' ' | tsv-select -d ' ' -f 1,8,19 > /dev/null |
6.202 ± 0.130 | 5.984 | 6.290 | 3.61 ± 0.08 |
Decompression
The following table indicates the file extension / binary pairs that are used to try to decompress a file when the -z
option is specified:
Extension | Binary | Type |
---|---|---|
*.gz |
Native | gzip |
*.tgz |
gzip -d -c |
gzip |
*.bz2 |
bzip2 -d -c |
bzip2 |
*.tbz2 |
bzip2 -d -c |
bzip2 |
*.xz |
xz -d -c |
xz |
*.txz |
xz -d -c |
xz |
*.lz4 |
lz4 -d -c |
lz4 |
*.lzma |
xz --format=lzma -d -c |
lzma |
*.br |
brotli -d -c |
brotli |
*.zst |
zstd -d -c |
zstd |
*.zstd |
zstd -q -d -c |
zstd |
*.Z |
uncompress -c |
uncompress |
When a file with one of the extensions above is found, hck
will open a subprocess running the the decompression tool listed above and read from the output of that tool. If the binary can't be found then hck
will try to read the compressed file as is. See grep_cli
for source code. The end goal is to add a similar preprocessor as ripgrep. Where there are multiple binaries for a given type, they are tried in the order listed above.
Profile Guided Optimization
See the pgo*.sh
scripts for how to build this with optimizations. You will need to install the llvm tools via rustup component add llvm-tools-preview
for this to work. Building with PGO seems to improve performance anywhere from 5-30% depending on the platform and codepath. i.e. on mac os it seems to have a larger effect, and on the regex codepath it also seems to have a greater effect.
TODO
- Add output compression detection when writing to a file
- Don't reparse fields / headers for each new file
- Figure out how to better reuse / share a vec
- Support indexing from the end (unlikely though)
- Bake in grep / filtering somehow (this will not be done at the expense of the primary utility of
hck
) - Move tests from main to core
- Add more tests all around
- Experiment with parallel parser as described here This should be very doable given we don't care about escaping quotes and such.
More packages and builds
https://github.com/sharkdp/bat/blob/master/.github/workflows/CICD.yml
References
Dependencies
~9–19MB
~212K SLoC