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#!/bin/sh # START-COMMIT HOOK # # The start-commit hook is invoked before a Subversion txn is created # in the process of doing a commit. Subversion runs this hook # by invoking a program (script, executable, binary, etc.) named # 'start-commit' (for which this file is a template) # with the following ordered...
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#!/bin/sh # PRE-COMMIT HOOK # # The pre-commit hook is invoked before a Subversion txn is # committed. Subversion runs this hook by invoking a program # (script, executable, binary, etc.) named 'pre-commit' (for which # this file is a template), with the following ordered arguments: # # [1] REPOS-PATH (t...
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#!/bin/sh # PRE-LOCK HOOK # # The pre-lock hook is invoked before an exclusive lock is # created. Subversion runs this hook by invoking a program # (script, executable, binary, etc.) named 'pre-lock' (for which # this file is a template), with the following ordered arguments: # # [1] REPOS-PATH (the pat...
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#!/bin/sh # POST-COMMIT HOOK # # The post-commit hook is invoked after a commit. Subversion runs # this hook by invoking a program (script, executable, binary, etc.) # named 'post-commit' (for which this file is a template) with the # following ordered arguments: # # [1] REPOS-PATH (the path to this rep...
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#!/bin/sh # PRE-COMMIT HOOK # # The pre-commit hook is invoked before a Subversion txn is # committed. Subversion runs this hook by invoking a program # (script, executable, binary, etc.) named 'pre-commit' (for which # this file is a template), with the following ordered arguments: # # [1] REPOS-PATH (t...
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#!/bin/sh # PRE-REVPROP-CHANGE HOOK # # The pre-revprop-change hook is invoked before a revision property # is added, modified or deleted. Subversion runs this hook by invoking # a program (script, executable, binary, etc.) named 'pre-revprop-change' # (for which this file is a template), with the following or...
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#!/bin/sh # PRE-LOCK HOOK # # The pre-lock hook is invoked before an exclusive lock is # created. Subversion runs this hook by invoking a program # (script, executable, binary, etc.) named 'pre-lock' (for which # this file is a template), with the following ordered arguments: # # [1] REPOS-PATH (the pat...
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#!/bin/sh # POST-REVPROP-CHANGE HOOK # # The post-revprop-change hook is invoked after a revision property # has been added, modified or deleted. Subversion runs this hook by # invoking a program (script, executable, binary, etc.) named # 'post-revprop-change' (for which this file is a template), with the # f...
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#!/bin/sh # POST-LOCK HOOK # # The post-lock hook is run after a path is locked. Subversion runs # this hook by invoking a program (script, executable, binary, etc.) # named 'post-lock' (for which this file is a template) with the # following ordered arguments: # # [1] REPOS-PATH (the path to this repos...
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#!/bin/sh # PRE-UNLOCK HOOK # # The pre-unlock hook is invoked before an exclusive lock is # destroyed. Subversion runs this hook by invoking a program # (script, executable, binary, etc.) named 'pre-unlock' (for which # this file is a template), with the following ordered arguments: # # [1] REPOS-PATH ...
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#!/bin/sh # START-COMMIT HOOK # # The start-commit hook is invoked before a Subversion txn is created # in the process of doing a commit. Subversion runs this hook # by invoking a program (script, executable, binary, etc.) named # 'start-commit' (for which this file is a template) # with the following ordered...
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#!/bin/sh # POST-COMMIT HOOK # # The post-commit hook is invoked after a commit. Subversion runs # this hook by invoking a program (script, executable, binary, etc.) # named 'post-commit' (for which this file is a template) with the # following ordered arguments: # # [1] REPOS-PATH (the path to this rep...
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#!/bin/sh # POST-UNLOCK HOOK # # The post-unlock hook runs after a path is unlocked. Subversion runs # this hook by invoking a program (script, executable, binary, etc.) # named 'post-unlock' (for which this file is a template) with the # following ordered arguments: # # [1] REPOS-PATH (the path to this...
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#!/bin/sh # POST-UNLOCK HOOK # # The post-unlock hook runs after a path is unlocked. Subversion runs # this hook by invoking a program (script, executable, binary, etc.) # named 'post-unlock' (for which this file is a template) with the # following ordered arguments: # # [1] REPOS-PATH (the path to this...
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#!/bin/sh # PRE-REVPROP-CHANGE HOOK # # The pre-revprop-change hook is invoked before a revision property # is added, modified or deleted. Subversion runs this hook by invoking # a program (script, executable, binary, etc.) named 'pre-revprop-change' # (for which this file is a template), with the following or...
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#!/bin/sh # POST-LOCK HOOK # # The post-lock hook is run after a path is locked. Subversion runs # this hook by invoking a program (script, executable, binary, etc.) # named 'post-lock' (for which this file is a template) with the # following ordered arguments: # # [1] REPOS-PATH (the path to this repos...
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#!/bin/sh # POST-REVPROP-CHANGE HOOK # # The post-revprop-change hook is invoked after a revision property # has been added, modified or deleted. Subversion runs this hook by # invoking a program (script, executable, binary, etc.) named # 'post-revprop-change' (for which this file is a template), with the # f...
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#!/bin/sh # PRE-UNLOCK HOOK # # The pre-unlock hook is invoked before an exclusive lock is # destroyed. Subversion runs this hook by invoking a program # (script, executable, binary, etc.) named 'pre-unlock' (for which # this file is a template), with the following ordered arguments: # # [1] REPOS-PATH ...
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#!/bin/bash #=============================================================================== # FILE: wrapper.sh # USAGE: ./wrapper.sh executable [cmd-line-args] # DESCRIPTION: Wraps the execution of a programm or script. # Use with xterm: xterm -e wrapper.sh executable cmd-line-ar...
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#!/bin/bash #=============================================================================== # FILE: wrapper.sh # USAGE: ./wrapper.sh executable [cmd-line-args] # DESCRIPTION: Wraps the execution of a programm or script. # Use with xterm: xterm -e wrapper.sh executable cmd-line-ar...
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#!/bin/bash #=============================================================================== # FILE: wrapper.sh # USAGE: ./wrapper.sh scriptname [cmd-line-args] # DESCRIPTION: Wraps the execution of a programm or script. # Use with xterm: xterm -e wrapper.sh scriptname cmd-line-ar...
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#!/bin/bash #=============================================================================== # FILE: wrapper.sh # USAGE: ./wrapper.sh scriptname [cmd-line-args] # DESCRIPTION: Wraps the execution of a programm or script. # Use with xterm: xterm -e wrapper.sh scriptname cmd-line-ar...
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#!/bin/sh # # install - install a program, script, or datafile # This comes from X11R5 (mit/util/scripts/install.sh). # # Copyright 1991 by the Massachusetts Institute of Technology # # Permission to use, copy, modify, distribute, and sell this software and its # documentation for any purpose is hereby granted without ...
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#! /bin/sh # mkinstalldirs --- make directory hierarchy # Author: Noah Friedman <friedman@prep.ai.mit.edu> # Created: 1993-05-16 # Public domain # $Id$ errstatus=0 for file do set fnord `echo ":$file" | sed -ne 's/^:\//#/;s/^://;s/\// /g;s/^#/\//;p'` shift pathcomp= for d do pathcomp="$pathcomp$...
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#!/bin/bash # # softflowd Starts softflowd NetFlow probe # $Id$ # # chkconfig: 2345 95 02 # description: Starts and stops the softflowd Netflow probe # Source function library. . /etc/init.d/functions SOFTFLOW_CONF=/etc/sysconfig/softflowd SOFTFLOW_LOCK=/var/lock/subsys/softflowd SOFTFLOW_PROG=/usr/sbin/softflowd SOF...
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#!/bin/sh WITH_USB=1 LIBUSB_WIN32_BIN_VERSION="1.2.6.0" LIBUSB_WIN32_BIN_ARCHIVE="libusb-win32-bin-$LIBUSB_WIN32_BIN_VERSION.zip" LIBUSB_WIN32_BIN_URL="http://freefr.dl.sourceforge.net/project/libusb-win32/libusb-win32-releases/$LIBUSB_WIN32_BIN_VERSION/$LIBUSB_WIN32_BIN_ARCHIVE" LIBUSB_WIN32_BIN_DIR="libusb-win32-bi...
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#!/bin/sh cat << EOF | \ pn53x-tamashell |\ awk '\ /^> #.*:/{ sub(/^> #/,"") n=$0 for (i=0;i<8-length();i++) { n= n " " } getline getline getline sub(/Rx: 00/,"") gsub(/ +/," ") ...
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#!/bin/sh ID=$(cat << EOF | \ pn53x-tamashell |\ grep -A1 "^Tx: 42 01 0b 3f 80" |\ sed -e '1d' -e "s/^Rx: 00 .. .. \(.. .. .. ..\).*/\1/" -e 's/ //g' # Timeouts 3205000002 # ListTarget ModeB 4a010300 # TypeB' APGEN 42010b3f80 EOF ) if [ -z "$ID" ]; then echo "Error: I was not abble to read Nav...
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#! /bin/sh # Stop script on first error. set -e # Retrieve libnfc version from configure.ac LIBNFC_VERSION=$(grep AC_INIT configure.ac | sed 's/^.*\[libnfc\],\[\(.*\)\],\[.*/\1/g') echo "=== Building release archive for libnfc $LIBNFC_VERSION ===" # Easiest part: GNU/linux, BSD and other POSIX systems. LIBNFC_AUTOTO...
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#!/bin/sh export BASE_DIR="`dirname $0`" if test -z "$NO_MAKE"; then make -C "$BASE_DIR/../" > /dev/null || exit 1 fi if test -z "$CUTTER"; then CUTTER="`make -s -C "$BASE_DIR" echo-cutter`" fi "$CUTTER" --keep-opening-modules -s "$BASE_DIR" "$@" "$BASE_DIR" # ^^^^^^^^^^^^^^^^^^^^^^ # FIXME: Remove ...
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#!/bin/bash COMPILER="/Applications/Developer Tools/compiler.jar" SOURCE=./src/jquery.autocomplete.js TARGET=./src/jquery.autocomplete.min.js echo "Minifying ${SOURCE} to ${TARGET} ... " if `java -jar "${COMPILER}" "${SOURCE}" > "${TARGET}"` then echo "Minify succeeded." else echo "Minify failed." rm "${...
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#!/bin/bash getLangsForFiles () { echo "en" # default language for F in "$@" do find res/ -name "$F" done \ | sed -n ' s/.*res.[a-z]*-\(..\)-r\(..\).*/\1_\2/p; # yy-rXX => yy_XX s/.*res.[a-z]*-\(..\)\/.*/\1/p; # yy => yy ' } getLangsForDicts () { ls ../Dicts \ | sed 's/.*-//;...
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#!/bin/bash Res=res/ Alt=donottranslate-altchars.xml Map=donottranslate-keymap.xml Out=assets/kbd/ mkdir -p "$Out" for Dir in res/values res/values-* do [ -f $Dir/$Map ] || continue # -o -f $Dir/$Alt ] || continue Args="$Res/values/$Alt" [ -f $Dir/$Alt ] && Args="$Args $Dir/$Alt" Args="$Args $Res/values/$Map...
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#!/bin/bash # 打开apache.http调试信息 adb shell setprop log.tag.org.apache.http VERBOSE adb shell setprop log.tag.org.apache.http.wire VERBOSE adb shell setprop log.tag.org.apache.http.headers VERBOSE echo "Enable Debug"
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#!/bin/sh if [[ -z $ADB ]]; then ADB=adb; fi ./kill_process.sh $ADB shell rm -r /data/data/com.google.android.apps.iosched/*
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#!/bin/sh adb shell cat /data/data/com.google.android.apps.iosched/shared_prefs/com.google.android.apps.iosched_preferences.xml | xmllint --format -
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#!/bin/sh if [[ -z $ADB ]]; then ADB=adb; fi $ADB shell am start \ -a android.intent.action.MAIN \ -c android.intent.category.LAUNCHER \ -n com.google.android.apps.iosched/.ui.HomeActivity
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#!/bin/sh adb shell pm clear com.google.android.apps.iosched
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#!/bin/sh if [[ -z $ADB ]]; then ADB=adb; fi $ADB shell am force-stop com.google.android.apps.iosched
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#!/bin/sh if [[ -z $ADB ]]; then ADB=adb; fi MAC_UNAME="Darwin" if [[ "`uname`" == ${MAC_UNAME} ]]; then DATE_FORMAT="%Y-%m-%dT%H:%M:%S" else DATE_FORMAT="%Y-%m-%d %H:%M:%S" fi if [ -z "$1" ]; then NOW_DATE=$(date "+${DATE_FORMAT}") echo Please provide a mock time in the format \"${NOW_DATE}\" or \"d\" to del...
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#!/bin/sh # Remember VERBOSE only works on debug builds of the app adb shell setprop log.tag.iosched_SyncHelper VERBOSE adb shell setprop log.tag.iosched_SessionsHandler VERBOSE adb shell setprop log.tag.iosched_ImageCache VERBOSE adb shell setprop log.tag.iosched_ImageWorker VERBOSE adb shell setprop log.tag.iosched_I...
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#!/bin/sh if [[ -z $ADB ]]; then ADB=adb; fi $ADB shell "echo '$*' | sqlite3 -header -column /data/data/com.google.android.apps.iosched/databases/schedule.db"
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#!/bin/sh # Sessions list #adb shell am start -a android.intent.action.VIEW -d content://com.google.android.apps.iosched/tracks/android/sessions # Vendors list #adb shell am start -a android.intent.action.VIEW -d content://com.google.android.apps.iosched/tracks/android/vendors # Session detail #adb shell am start -a...
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zipBasePath="{TARGET_BUILD_DIR}/${ZipName}" echo "Removing zip file ${zipBasePath}.zip" rm -f "${zipBasePath}.zip" if [ x${ACTION} = xclean ]; then exit 0 fi echo "Removing .svn directories..." find "${BUILT_PRODUCTS_DIR}/${ZipProduct}" -name ".svn" -exec rm -rvf "{}" \; echo "...done" echo "Setting ownership..." c...
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#! /bin/sh # $Id: updateminiupnpcstrings.sh,v 1.2 2009/06/04 09:13:53 nanard Exp $ FILE=miniupnpcstrings.h # detecting the OS name and version OS_NAME=`uname -s` OS_VERSION=`uname -r` if [ -f /etc/debian_version ]; then OS_NAME=Debian OS_VERSION=`cat /etc/debian_version` fi # use lsb_release (Linux Standard Base) w...
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# adjust paths below and then run # . ./android-gcc-setup.sh # to setup build environment export NDK=/cygdrive/d/Code/android/android-ndk-r3 HOST_TYPE=windows ANDROID_VERSION=3 LIBDIR=$NDK/build/platforms/android-$ANDROID_VERSION/arch-arm/usr/lib export CFLAGS="-march=armv5te -mtune=xscale" export CC=$NDK/build/preb...
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#!/bin/sh SCRIPTDIR=`dirname $0` . $SCRIPTDIR/android-gcc-setup.sh cd $SCRIPTDIR/.. if [ ! -d "deps" ] then mkdir -p deps fi cd deps DEPSDIR=$PWD JNIDIR=$DEPSDIR/../jni if [ ! -d "$JNIDIR/pdfview2/lib" ] then mkdir -p $JNIDIR/pdfview2/lib fi if [ ! -d "$JNIDIR/pdfview2/include" ] then mkdir -p $JNIDIR/pd...
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#!/bin/bash # Tool mainly for U-Boot Quality Assurance: build one or more board # configurations with minimal verbosity, showing only warnings and # errors. usage() { # if exiting with 0, write to stdout, else write to stderr local ret=${1:-0} [ "${ret}" -eq 1 ] && exec 1>&2 cat <<-EOF Usage: MAKEALL [options] [-...
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#!/bin/sh usage() { ( echo "Usage: $0 [board IP] [board port]" echo "" echo "If IP is not specified, 'localhost' will be used" echo "If port is not specified, '2001' will be used" [ -z "$*" ] && exit 0 echo "" echo "ERROR: $*" exit 1 ) 1>&2 exit $? } while [ -n "$1" ] ; do case $1 in -h|--help) usage;; ...
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#!/bin/sh # This script converts binary files (u-boot.bin) into so called # bootstrap records that are accepted by Motorola's MC9328MX1/L # (a.k.a. DragaonBall i.MX) in "Bootstrap Mode" # # The code for the SynchFlash programming routines is taken from # Bootloader\Bin\SyncFlash\programBoot_b.txt contained in # Motor...
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#!/bin/sh make ./easylogo linux_logo.tga u_boot_logo video_logo.h mv video_logo.h ../../include
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#!/bin/sh usage() { ( echo "Usage: $0 <board IP> [board port]" echo "" echo "If port is not specified, '6666' will be used" [ -z "$*" ] && exit 0 echo "" echo "ERROR: $*" exit 1 ) 1>&2 exit $? } while [ -n "$1" ] ; do case $1 in -h|--help) usage;; --) break;; -*) usage "Invalid option $...
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#!/bin/sh # Adapted from Linux kernel's "Kbuild": # commit 1cdf25d704f7951d02a04064c97db547d6021872 # Author: Christoph Lameter <clameter@sgi.com> mkdir -p $(dirname $2) # Default sed regexp - multiline due to syntax constraints SED_CMD="/^->/{s:->#\(.*\):/* \1 */:; \ s:^->\([^ ]*\) [\$#]*\([-0-9]*\) \(.*\):#define...
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#!/bin/sh # # This scripts adds local version information from the version # control systems git, mercurial (hg) and subversion (svn). # # It was originally copied from the Linux kernel v3.2.0-rc4 and modified # to support the U-Boot build-system. # usage() { echo "Usage: $0 [--save-scmversion] [srctree]" >&2 exit 1...
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#!/bin/sh echo "------server pull--------" cd /home/wang/MyGitServer/uboot_src/ git pull /home/wang/port_uboot echo "-----pull done---------"
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#!/bin/sh -e # Script to create header files and links to configure # U-Boot for a specific board. # # Parameters: Target Architecture CPU Board [VENDOR] [SOC] # # (C) 2002-2010 DENX Software Engineering, Wolfgang Denk <wd@denx.de> # APPEND=no # Default: Create new config file BOARD_NAME="" # Name to print in mak...
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#!/bin/sh usage() { echo "Usage: $0 lzmaVERSION.tar.bz2" >&2 echo >&2 exit 1 } if [ "$1" = "" ] ; then usage fi if [ ! -f $1 ] ; then echo "$1 doesn't exist!" >&2 exit 1 fi BASENAME=`basename $1 .tar.bz2` TMPDIR=/tmp/tmp_lib_$BASENAME FILES="C/LzmaDec.h C/Types.h C/LzmaDec.c history.txt ...
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#! /bin/sh # depcomp - compile a program generating dependencies as side-effects scriptversion=2009-04-28.21; # UTC # Copyright (C) 1999, 2000, 2003, 2004, 2005, 2006, 2007, 2009 Free # Software Foundation, Inc. # This program is free software; you can redistribute it and/or modify # it under the terms of the GNU Ge...
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Shell-Code-Large

Shell-Code-Large is a large-scale corpus of Shell scripting source code comprising approximately 640,000 code samples stored in JSON Lines (.jsonl) format. The dataset is designed to support research in large language model (LLM) pretraining, code intelligence, DevOps automation, cloud infrastructure engineering, system administration, and software engineering automation.

By providing a high-volume, language-specific corpus focused exclusively on Shell scripting, Shell-Code-Large enables systematic experimentation in automation workflows, deployment pipelines, infrastructure management, and command-line tooling. These domains remain foundational to Linux systems, cloud-native platforms, CI/CD environments, and modern DevOps practices.

Shell-Code-Large addresses the need for a dedicated Shell-focused dataset at substantial scale, enabling targeted research into scripting patterns, command composition, workflow orchestration, infrastructure automation, and operational engineering practices.


1. Dataset Composition

Programming Language

Shell Scripting

Including scripts written for:

  • Bash
  • POSIX Shell (sh)
  • Zsh
  • KornShell (ksh)
  • Common Unix/Linux shell environments

Total Size

Approximately 640,000 code samples

File Format

.jsonl (JSON Lines)


2. Content Overview

The dataset captures a broad range of Shell scripting constructs, from basic command execution to advanced automation, deployment, and systems administration workflows.

2.1 Core Shell Language Features

Variables and Parameters

  • Variable declarations and assignments
  • Environment variables
  • Positional parameters
  • Command substitution
  • Parameter expansion
  • Default value handling

Control Flow

  • Conditional statements (if, elif, else)

  • Case statements (case)

  • Loops:

    • for
    • while
    • until
  • Nested control structures

Functions

  • Function definitions
  • Function parameters
  • Return values
  • Modular script organization

Command Execution

  • External command invocation
  • Pipelines (|)
  • Command chaining (&&, ||)
  • Process substitution
  • Background execution (&)
  • Subshells

2.2 System Administration and Automation

Operating System Management

  • User and group management
  • File system operations
  • Permission management
  • Service administration
  • Process management

Monitoring and Diagnostics

  • Log analysis
  • Resource monitoring
  • System health checks
  • Network diagnostics
  • Performance reporting

Backup and Recovery

  • Backup automation
  • Archive creation
  • Data synchronization
  • Recovery workflows

Scheduling

  • Cron job automation
  • Periodic maintenance scripts
  • Task scheduling utilities

2.3 DevOps and Infrastructure Automation

CI/CD Pipelines

  • Build automation
  • Testing workflows
  • Deployment scripts
  • Release management

Container Ecosystem

  • Docker automation
  • Container lifecycle management
  • Image building workflows
  • Registry operations

Cloud Operations

  • AWS CLI automation
  • Azure CLI automation
  • Google Cloud automation
  • Multi-cloud orchestration

Infrastructure Management

  • Provisioning workflows
  • Infrastructure deployment
  • Environment configuration
  • Cluster administration

2.4 File and Text Processing

Shell scripting is widely used for manipulating structured and unstructured data.

Text Utilities

  • grep
  • sed
  • awk
  • cut
  • sort
  • uniq
  • tr

File Operations

  • Directory traversal
  • Batch file processing
  • File transformation
  • Data extraction

Log Processing

  • Log aggregation
  • Parsing workflows
  • Reporting automation
  • Alert generation

2.5 Networking and Security

Network Operations

  • HTTP requests
  • API integrations
  • SSH automation
  • FTP/SFTP workflows
  • DNS operations

Security Automation

  • Security auditing
  • Vulnerability scanning workflows
  • Certificate management
  • Access control automation

Authentication

  • Token handling
  • Credential management patterns
  • Secure environment configuration

2.6 Data Processing and ETL

Data Pipelines

  • CSV processing
  • JSON manipulation
  • XML parsing
  • Data transformation workflows

Database Automation

  • Backup scripts
  • Migration scripts
  • Query automation
  • Database maintenance

Reporting

  • Metrics collection
  • Scheduled reports
  • Operational dashboards

3. Intended Research Applications

3.1 Fine-Tuning and Adaptation

Shell-Code-Large can be used for:

Code Generation

  • Shell script generation
  • Command-line assistant systems
  • Infrastructure automation generation
  • DevOps workflow generation

Intelligent Developer Tools

  • IDE assistants
  • CLI copilots
  • Automation recommendation systems
  • Deployment assistants

Conversational Coding Agents

  • Terminal-aware coding assistants
  • Infrastructure support agents
  • DevOps-focused AI systems

3.2 Code Intelligence Tasks

Understanding and Documentation

  • Code summarization
  • Script explanation
  • Documentation generation
  • Workflow extraction

Static Analysis

  • Bug detection
  • Syntax issue detection
  • Security analysis
  • Performance analysis

Code Quality

  • Refactoring suggestions
  • Complexity estimation
  • Maintainability analysis
  • Best-practice compliance

Similarity and Search

  • Semantic code search
  • Script retrieval
  • Clone detection
  • Duplicate identification

Security Research

  • Secret detection
  • Credential exposure analysis
  • Dangerous command detection
  • Privilege escalation pattern identification

3.3 DevOps and Infrastructure Research

The dataset is particularly valuable for:

  • Infrastructure-as-Code research
  • Cloud automation modeling
  • Deployment workflow understanding
  • CI/CD pipeline generation
  • Site Reliability Engineering (SRE) tooling
  • Platform engineering assistants

4. Key Advantages

Language-Specific

Focused purely on Shell scripting with minimal cross-language noise.

Automation-Rich

Contains extensive real-world automation workflows and operational scripting patterns.

DevOps-Oriented

Reflects modern infrastructure engineering, cloud-native deployment practices, and CI/CD ecosystems.

Systems-Focused

Includes practical examples from operating system management, networking, monitoring, and maintenance automation.

Research-Ready

Suitable for:

  • LLM pretraining
  • Fine-tuning
  • Static analysis
  • Security research
  • Tooling development
  • Code intelligence benchmarks

Large Scale

Approximately 640K code samples provide substantial coverage while remaining manageable for academic and industrial experimentation.


5. Example Research Tasks

Researchers can use Shell-Code-Large for:

Task Description
Code Completion Predict next commands and script segments
Script Generation Generate complete automation workflows
Code Summarization Produce natural language explanations
Vulnerability Detection Identify unsafe scripting practices
Secret Detection Detect embedded credentials and tokens
Semantic Search Retrieve relevant scripts from large corpora
Clone Detection Find duplicated or near-duplicated scripts
Refactoring Improve script maintainability
Documentation Generation Create script documentation automatically
Workflow Extraction Infer operational procedures from scripts

6. Potential Impact

Shell scripting remains one of the most widely used technologies in:

  • Linux and Unix administration
  • Cloud infrastructure
  • DevOps engineering
  • Continuous Integration/Continuous Deployment (CI/CD)
  • Security operations
  • Site Reliability Engineering (SRE)
  • Platform engineering

Shell-Code-Large provides a dedicated resource for advancing machine learning systems that understand, generate, analyze, and improve Shell scripts at scale.


Citation

If you use Shell-Code-Large in your research, please cite:

@dataset{shell_code_large,
  title={Shell-Code-Large: A Large-Scale Shell Scripting Dataset for Code Intelligence and Automation Research},
  author={Ajinkya Bawase},
  year={2026},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/ajibawa-2023/Shell-Code-Large}
}

License

Please refer to the dataset repository for licensing information and usage terms.


Acknowledgements

Shell-Code-Large was created to support research in:

  • Large Language Models for Code
  • DevOps Automation
  • Infrastructure Engineering
  • Software Maintenance
  • Security Analysis
  • Intelligent Developer Tooling

The dataset aims to provide a high-quality, large-scale resource for advancing Shell scripting understanding and generation systems.

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