Found 76 repositories(showing 30)
prawnpdf
A collection of PDF::Reader based analysis classes for inspecting PDF output. Mainly used for testing Prawn, but will work with any PDF.
CNTRUN
char const* const commands[] = { "aapt", " aapt", " zipalign", "abduco", " abduco", "abook", " abook", "alpine", " alpine", " pico", " pilot", " rpdump", " rpload", "angband", " angband", "apache2", " ab", " apachectl", " apxs", " checkgid", " dbmmanage", " envvars-std", " fcgistarter", " htcacheclean", " htdbm", " htdigest", " htpasswd", " httpd", " httxt2dbm", " logresolve", " rotatelogs", " suexec", "apr-dev", " apr-1-config", "apr-util-dev", " apu-1-config", "apt", " apt", " apt-cache", " apt-config", " apt-get", " apt-key", " apt-mark", "aria2", " aria2c", "atomicparsley", " AtomicParsley", "attr", " attr", " getfattr", " setfattr", "autossh", " autossh", "bash", " bash", "bc", " bc", " dc", "binutils", " addr2line", " ar", " arm-linux-androideabi-ar", " arm-linux-androideabi-ld", " arm-linux-androideabi-nm", " arm-linux-androideabi-objdump", " arm-linux-androideabi-ranlib", " arm-linux-androideabi-readelf", " arm-linux-androideabi-strip", " as", " c++filt", " elfedit", " gprof", " ld", " ldd", " nm", " objcopy", " objdump", " ranlib", " readelf", " size", " strings", " strip", "bison", " bison", " yacc", "blogc", " blogc", " blogc-make", " blogc-runserver", "bmon", " bmon", "brogue", " brogue", "bs1770gain", " bs1770gain", "bsdtar", " bsdcat", " bsdcpio", " bsdtar", "busybox", " busybox", " env", "bvi", " bmore", " bvedit", " bvi", " bview", "bzip2", " bunzip2", " bzcat", " bzcmp", " bzdiff", " bzgrep", " bzip2", " bzip2recover", " bzless", " bzmore", "cadaver", " cadaver", "calcurse", " calcurse", " calcurse-caldav", " calcurse-upgrade", "cava", " cava", "cboard", " cboard", "ccache", " ccache", "ccrypt", " ccat", " ccdecrypt", " ccencrypt", " ccguess", " ccrypt", "cgdb", " cgdb", "clang", " arm-linux-androideabi-clang", " arm-linux-androideabi-clang++", " arm-linux-androideabi-cpp", " arm-linux-androideabi-g++", " arm-linux-androideabi-gcc", " c++", " cc", " clang", " clang++", " clang-5.0", " clang-cl", " clang-cpp", " clang-format", " clang-rename", " cpp", " g++", " gcc", "cmake", " cmake", " cpack", " ctest", "cmake-curses-gui", " ccmake", "cmark", " cmark", "cmatrix", " cmatrix", "cmus", " cmus", " cmus-remote", "coreutils", " [", " b2sum", " base32", " base64", " basename", " cat", " chcon", " chgrp", " chmod", " chown", " cksum", " comm", " coreutils", " cp", " csplit", " cut", " date", " dd", " dir", " dircolors", " dirname", " du", " echo", " expand", " expr", " factor", " false", " fmt", " fold", " groups", " head", " id", " install", " join", " kill", " link", " ln", " logname", " ls", " md5sum", " mkdir", " mkfifo", " mknod", " mktemp", " mv", " nice", " nl", " nohup", " nproc", " numfmt", " od", " paste", " pathchk", " pr", " printenv", " printf", " ptx", " pwd", " readlink", " realpath", " rm", " rmdir", " runcon", " seq", " sha1sum", " sha224sum", " sha256sum", " sha384sum", " sha512sum", " shred", " shuf", " sleep", " sort", " split", " stat", " stdbuf", " stty", " sum", " sync", " tac", " tail", " tee", " test", " timeout", " touch", " tr", " true", " truncate", " tsort", " tty", " uname", " unexpand", " uniq", " unlink", " vdir", " wc", " whoami", " yes", "corkscrew", " corkscrew", "cpio", " cpio", "cppi", " cppi", "cscope", " cscope", " ocs", "ctags", " ctags", " readtags", "curl", " curl", "curseofwar", " curseofwar", "cvs", " cvs", " rcs2log", "daemonize", " daemonize", "darkhttpd", " darkhttpd", "dash", " dash", " sh", "datamash", " datamash", "db", " db_archive", " db_checkpoint", " db_convert", " db_deadlock", " db_dump", " db_hotbackup", " db_load", " db_log_verify", " db_printlog", " db_recover", " db_replicate", " db_stat", " db_tuner", " db_upgrade", " db_verify", "dcraw", " dcraw", "ddrescue", " ddrescue", " ddrescuelog", "debianutils", " add-shell", " ischroot", " remove-shell", " run-parts", " savelog", " tempfile", " which", "dialog", " dialog", " whiptail", "diffutils", " cmp", " diff", " diff3", " sdiff", "direvent", " direvent", "dirmngr", " dirmngr", " dirmngr-client", "dnsutils", " dig", " host", " nslookup", " nsupdate", "dos2unix", " dos2unix", " mac2unix", " unix2dos", " unix2mac", "dpkg", " dpkg", " dpkg-deb", " dpkg-divert", " dpkg-genbuildinfo", " dpkg-query", " dpkg-split", " dpkg-trigger", "dropbear", " dbclient", " dropbear", " dropbearconvert", " dropbearkey", " dropbearmulti", "dvtm", " dvtm", " dvtm-status", "ed", " ed", " red", "elfutils", " eu-addr2line", " eu-elfcmp", " eu-elfcompress", " eu-elflint", " eu-findtextrel", " eu-make-debug-archive", " eu-nm", " eu-objdump", " eu-ranlib", " eu-readelf", " eu-size", " eu-stack", " eu-strings", " eu-strip", " eu-unstrip", "elinks", " elinks", "emacs", " ebrowse", " emacs", " emacs-25.3", " emacsclient", " etags", "erlang", " ct_run", " dialyzer", " epmd", " erl", " erlc", " escript", " run_erl", " to_erl", "espeak", " espeak", "expect", " autoexpect", " expect", " timed-read", " timed-run", " unbuffer", "fdupes", " fdupes", "ffmpeg", " ffmpeg", " ffprobe", "fftw-dev", " fftw-wisdom", " fftw-wisdom-to-conf", " fftwf-wisdom", " fftwl-wisdom", "figlet", " chkfont", " figlet", " figlist", " showfigfonts", "file", " file", "finch", " finch", "findutils", " find", " xargs", "fish", " column", " fish", " fish_indent", " fish_key_reader", "flac", " flac", " metaflac", "flex", " flex", " flex++", "fontconfig-utils", " fc-cache", " fc-cat", " fc-list", " fc-match", " fc-pattern", " fc-query", " fc-scan", " fc-validate", "fortune", " fortune", "fossil", " fossil", "freetype-dev", " freetype-config", "frobtads", " frob", " t3make", " tadsc", "frotz", " frotz", " zgames", "fsmon", " fsmon", "fwknop", " fwknop", "fzf", " fzf", " fzf-tmux", "gawk", " awk", " gawk", "gbt", " gbt", "gcal", " gcal", " gcal2txt", " tcal", " txt2gcal", "gdb", " gcore", " gdb", " gdbserver", "gdbm", " gdbm_dump", " gdbm_load", " gdbmtool", "gdk-pixbuf", " gdk-pixbuf-csource", " gdk-pixbuf-pixdata", " gdk-pixbuf-query-loaders", "gegl", " gcut", " gegl", " gegl-imgcmp", "getconf", " getconf", "gettext", " autopoint", " envsubst", " gettext", " gettext.sh", " gettextize", " msgattrib", " msgcat", " msgcmp", " msgcomm", " msgconv", " msgen", " msgexec", " msgfilter", " msgfmt", " msggrep", " msginit", " msgmerge", " msgunfmt", " msguniq", " ngettext", " recode-sr-latin", " xgettext", "ghostscript", " dvipdf", " eps2eps", " gs", " gsbj", " gsdj", " gsdj500", " gslj", " gslp", " gsnd", " lprsetup.sh", " pdf2dsc", " pdf2ps", " pf2afm", " pfbtopfa", " pphs", " printafm", " ps2ascii", " ps2epsi", " ps2pdf", " ps2pdf12", " ps2pdf13", " ps2pdf14", " ps2pdfwr", " ps2ps", " ps2ps2", " unix-lpr.sh", "gifsicle", " gifdiff", " gifsicle", "git", " git", " git-receive-pack", " git-upload-archive", " git-upload-pack", "glib-bin", " gapplication", " gdbus", " gio", " gio-querymodules", " glib-compile-resources", " glib-compile-schemas", " glib-genmarshal", " glib-mkenums", " gobject-query", " gresource", " gsettings", " gtester", "global", " global", " globash", " gozilla", " gtags", " gtags-cscope", " htags", " htags-server", "glulxe", " glulxe", "gmic", " gmic", "gnuchess", " gnuchess", "gnugo", " gnugo", "gnuit", " .gitaction", " gitaction", " gitdpkgname", " gitfm", " gitkeys", " gitmkdirs", " gitmount", " gitps", " gitregrep", " gitrfgrep", " gitrgrep", " gitunpack", " gitview", " gitwhich", " gitwipe", " gitxgrep", "gnupg", " gpg", " gpg-zip", " gpgsplit", "gnupg2", " addgnupghome", " applygnupgdefaults", " gpg-agent", " gpg-connect-agent", " gpg2", " gpgconf", " gpgparsemail", " gpgscm", " gpgsm", " gpgtar", " gpgv2", " kbxutil", " watchgnupg", "gnuplot", " gnuplot", "gnushogi", " gnushogi", "gnutls", " certtool", " gnutls-cli", " gnutls-cli-debug", " gnutls-serv", " ocsptool", " psktool", " srptool", "golang", " go", " gofmt", "gperf", " gperf", "gpgme", " gpgme-tool", "gpgme-dev", " gpgme-config", "gpgv", " gpgv", "gpsbabel", " gpsbabel", "graphicsmagick", " gm", "graphviz", " acyclic", " bcomps", " ccomps", " circo", " cluster", " diffimg", " dijkstra", " dot", " dot2gxl", " dot_builtins", " edgepaint", " fdp", " gc", " gml2gv", " graphml2gv", " gv2gml", " gv2gxl", " gvcolor", " gvgen", " gvmap", " gvmap.sh", " gvpack", " gvpr", " gxl2dot", " gxl2gv", " mm2gv", " neato", " nop", " osage", " patchwork", " prune", " sccmap", " sfdp", " tred", " twopi", " unflatten", "greed", " greed", "grep", " egrep", " fgrep", " grep", "gst-plugins-base", " gst-device-monitor-1.0", " gst-discoverer-1.0", " gst-play-1.0", "gstreamer", " gst-inspect-1.0", " gst-launch-1.0", " gst-stats-1.0", " gst-typefind-1.0", "gtypist", " gtypist", "gzip", " gunzip", " gzexe", " gzip", " uncompress", " zcat", " zcmp", " zdiff", " zegrep", " zfgrep", " zforce", " zgrep", " zless", " zmore", " znew", "harfbuzz-utils", " hb-ot-shape-closure", " hb-shape", " hb-view", "hashdeep", " hashdeep", " md5deep", " sha1deep", " sha256deep", " tigerdeep", " whirlpooldeep", "hexcurse", " hexcurse", "heyu", " heyu", "hfsutils", " hattrib", " hcd", " hcopy", " hdel", " hdir", " hformat", " hfsutil", " hls", " hmkdir", " hmount", " hpwd", " hrename", " hrmdir", " humount", " hvol", "htop", " htop", "httping", " httping", "hub", " hub", "hunspell", " affixcompress", " analyze", " chmorph", " hunspell", " hunzip", " hzip", " ispellaff2myspell", " makealias", " munch", " unmunch", " wordforms", " wordlist2hunspell", "hydra", " dpl4hydra.sh", " hydra", " hydra-wizard.sh", " pw-inspector", "icecast", " icecast", "iconv", " iconv", "icu-devtools", " derb", " escapesrc", " genbrk", " genccode", " gencfu", " gencmn", " gencnval", " gendict", " gennorm2", " genrb", " gensprep", " icu-config", " icuinfo", " icupkg", " makeconv", " pkgdata", " uconv", "imagemagick", " animate", " compare", " composite", " conjure", " convert", " display", " identify", " import", " magick", " magick-script", " mogrify", " montage", " stream", "imgflo", " imgflo", " imgflo-graphinfo", " imgflo-runtime", "inetutils", " dnsdomainname", " ftp", " logger", " telnet", " tftp", " whois", "inotify-tools", " inotifywait", " inotifywatch", "iperf3", " iperf3", "ired", " bdiff", " ired", " vired", "irssi", " irssi", "jhead", " jhead", "joe", " jmacs", " joe", " jpico", " jstar", " rjoe", "jq", " jq", "jupp", " jmacs", " joe", " jpico", " jstar", " jupp", " rjoe", "kona", " k", "krb5", " compile_et", " gss-client", " gss-server", " k5srvutil", " kadmin", " kadmin.local", " kadmind", " kdb5_util", " kdestroy", " kinit", " klist", " kpasswd", " kprop", " kpropd", " kproplog", " krb5-config", " krb5-send-pr", " krb5kdc", " ksu", " kswitch", " ktutil", " kvno", " sclient", " sim_client", " sim_server", " sserver", " uuclient", " uuserver", "ldc", " dub", " ldc-build-runtime", " ldc2", " ldmd2", " rdmd", "ldns-dev", " ldns-config", "ledger", " ledger", "leptonica", " convertfilestopdf", " convertfilestops", " convertformat", " convertsegfilestopdf", " convertsegfilestops", " converttopdf", " converttops", " fileinfo", " xtractprotos", "less", " less", " lessecho", " lesskey", "lftp", " lftp", " lftpget", "libassuan-dev", " libassuan-config", "libcaca", " caca-config", " cacaclock", " cacademo", " cacafire", " cacaplay", " cacaserver", " cacaview", " img2txt", "libcairo", " cairo-trace", "libcroco", " croco-0.6-config", " csslint-0.6", "libcurl-dev", " curl-config", "libgcrypt", " dumpsexp", " hmac256", " libgcrypt-config", " mpicalc", "libgd", " annotate", " bdftogd", " gd2copypal", " gd2togif", " gd2topng", " gdcmpgif", " gdlib-config", " gdparttopng", " gdtopng", " giftogd2", " pngtogd", " pngtogd2", " webpng", "libgpg-error", " gpg-error", " gpg-error-config", "libgrpc", " check_epollexclusive", " gen_hpack_tables", " gen_legal_metadata_characters", " gen_percent_encoding_tables", " grpc_cpp_plugin", " grpc_create_jwt", " grpc_csharp_plugin", " grpc_node_plugin", " grpc_objective_c_plugin", " grpc_php_plugin", " grpc_print_google_default_creds_token", " grpc_python_plugin", " grpc_ruby_plugin", " grpc_verify_jwt", "libjasper-utils", " imgcmp", " imginfo", " jasper", "libjpeg-turbo-progs", " cjpeg", " djpeg", " jpegtran", " rdjpgcom", " tjbench", " wrjpgcom", "libksba-dev", " ksba-config", "libnpth", " npth-config", "liboggz", " oggz", " oggz-chop", " oggz-codecs", " oggz-comment", " oggz-diff", " oggz-dump", " oggz-info", " oggz-known-codecs", " oggz-merge", " oggz-rip", " oggz-scan", " oggz-sort", " oggz-validate", "libotr", " otr_mackey", " otr_modify", " otr_parse", " otr_readforge", " otr_remac", " otr_sesskeys", "libpng-dev", " libpng-config", " libpng16-config", "librsvg", " rsvg-convert", "libtiff-utils", " fax2ps", " fax2tiff", " pal2rgb", " ppm2tiff", " raw2tiff", " tiff2bw", " tiff2pdf", " tiff2ps", " tiff2rgba", " tiffcmp", " tiffcp", " tiffcrop", " tiffdither", " tiffdump", " tiffinfo", " tiffmedian", " tiffset", " tiffsplit", "libtool", " libtool", " libtoolize", "libxapian-dev", " xapian-config", "libxml2-dev", " xml2-config", "libxml2-utils", " xmlcatalog", " xmllint", "libxslt-dev", " xslt-config", "libzmq", " curve_keygen", "lighttpd", " lighttpd", "littlecms-utils", " jpgicc", " linkicc", " psicc", " tificc", " transicc", "lld", " ld.lld", " lld", " lld-link", "llvm", " llc", " lli", " llvm-ar", " llvm-as", " llvm-bcanalyzer", " llvm-c-test", " llvm-cat", " llvm-config", " llvm-cov", " llvm-cvtres", " llvm-cxxdump", " llvm-cxxfilt", " llvm-diff", " llvm-dis", " llvm-dlltool", " llvm-dsymutil", " llvm-dwarfdump", " llvm-dwp", " llvm-extract", " llvm-lib", " llvm-link", " llvm-lto", " llvm-lto2", " llvm-mc", " llvm-mcmarkup", " llvm-modextract", " llvm-mt", " llvm-nm", " llvm-objdump", " llvm-opt-report", " llvm-pdbutil", " llvm-profdata", " llvm-ranlib", " llvm-readelf", " llvm-readobj", " llvm-rtdyld", " llvm-size", " llvm-split", " llvm-stress", " llvm-strings", " llvm-symbolizer", " llvm-xray", " obj2yaml", " opt", " verify-uselistorder", " yaml2obj", "ltrace", " ltrace", "lua", " lua", " luac", "lynx", " lynx", "lzip", " lzip", "lzop", " lzop", "m4", " m4", "macchanger", " macchanger", "make", " make", "man", " apropos", " demandoc", " makewhatis", " man", " mandoc", " soelim", " whatis", "mariadb", " aria_chk", " aria_dump_log", " aria_ftdump", " aria_pack", " aria_read_log", " innochecksum", " mariadb_config", " msql2mysql", " my_print_defaults", " myisam_ftdump", " myisamchk", " myisamlog", " myisampack", " mysql", " mysql_client_test", " mysql_config", " mysql_convert_table_format", " mysql_find_rows", " mysql_fix_extensions", " mysql_install_db", " mysql_plugin", " mysql_secure_installation", " mysql_setpermission", " mysql_tzinfo_to_sql", " mysql_upgrade", " mysql_waitpid", " mysqlaccess", " mysqladmin", " mysqlbinlog", " mysqlcheck", " mysqld", " mysqld_multi", " mysqld_safe", " mysqld_safe_helper", " mysqldump", " mysqldumpslow", " mysqlhotcopy", " mysqlimport", " mysqlshow", " mysqlslap", " mytop", " perror", " replace", " resolve_stack_dump", " resolveip", "mathomatic", " mathomatic", "mc", " mc", " mcdiff", " mcedit", " mcview", "megatools", " megacopy", " megadf", " megadl", " megaget", " megals", " megamkdir", " megaput", " megareg", " megarm", "memcached", " memcached", "micro", " micro", "minicom", " ascii-xfr", " minicom", " runscript", " xminicom", "mlocate", " locate", " updatedb", "moon-buggy", " moon-buggy", "moria", " moria", "mosh", " mosh", " mosh-client", " mosh-server", " mosh.pl", "mosquitto", " mosquitto", " mosquitto_passwd", " mosquitto_pub", " mosquitto_sub", "mp3splt", " mp3splt", "mpc", " mpc", "mpd", " mpd", "mpv", " mpv", "mtools", " amuFormat.sh", " lz", " mattrib", " mbadblocks", " mcat", " mcd", " mcheck", " mclasserase", " mcomp", " mcopy", " mdel", " mdeltree", " mdir", " mdu", " mformat", " minfo", " mkmanifest", " mlabel", " mmd", " mmount", " mmove", " mpartition", " mrd", " mren", " mshortname", " mshowfat", " mtools", " mtoolstest", " mtype", " mxtar", " mzip", " tgz", " uz", "multitail", " multitail", "mutt", " mutt", " pgpewrap", " pgpring", " smime_keys", "nano", " nano", "ncdc", " ncdc", "ncdu", " ncdu", "ncmpcpp", " ncmpcpp", "ncurses-dev", " ncursesw6-config", "ncurses-utils", " clear", " infocmp", " reset", " tabs", " tic", " toe", " tput", " tset", "ne", " ne", "neovim", " nvim", "net-tools", " arp", " ifconfig", " ipmaddr", " iptunnel", " mii-tool", " nameif", " netstat", " plipconfig", " rarp", " route", " slattach", "netcat", " nc", " ncat", " netcat", "netpbm", " 411toppm", " anytopnm", " asciitopgm", " atktopbm", " avstopam", " bioradtopgm", " bmptopnm", " bmptoppm", " brushtopbm", " cameratopam", " cistopbm", " cmuwmtopbm", " ddbugtopbm", " escp2topbm", " eyuvtoppm", " fiascotopnm", " fitstopnm", " fstopgm", " g3topbm", " gemtopbm", " gemtopnm", " giftopnm", " gouldtoppm", " hdifftopam", " hipstopgm", " hpcdtoppm", " icontopbm", " ilbmtoppm", " imgtoppm", " infotopam", " jbigtopnm", " jpeg2ktopam", " jpegtopnm", " leaftoppm", " lispmtopgm", " macptopbm", " manweb", " mdatopbm", " mgrtopbm", " mrftopbm", " mtvtoppm", " neotoppm", " netpbm-config", " palmtopnm", " pamaddnoise", " pamarith", " pambackground", " pambayer", " pamchannel", " pamcomp", " pamcrater", " pamcut", " pamdeinterlace", " pamdepth", " pamdice", " pamditherbw", " pamedge", " pamendian", " pamenlarge", " pamexec", " pamfile", " pamfix", " pamfixtrunc", " pamflip", " pamfunc", " pamgauss", " pamgradient", " pamlookup", " pammasksharpen", " pammixinterlace", " pammosaicknit", " pamoil", " pampaintspill", " pamperspective", " pampick", " pampop9", " pamrecolor", " pamrgbatopng", " pamrubber", " pamscale", " pamseq", " pamshadedrelief", " pamsharpmap", " pamsharpness", " pamsistoaglyph", " pamslice", " pamsplit", " pamstack", " pamstereogram", " pamstretch", " pamstretch-gen", " pamsumm", " pamsummcol", " pamtable", " pamthreshold", " pamtilt", " pamtoavs", " pamtodjvurle", " pamtofits", " pamtogif", " pamtohdiff", " pamtohtmltbl", " pamtojpeg2k", " pamtompfont", " pamtooctaveimg", " pamtopam", " pamtopdbimg", " pamtopfm", " pamtopng", " pamtopnm", " pamtosrf", " pamtosvg", " pamtotga", " pamtotiff", " pamtouil", " pamtowinicon", " pamtoxvmini", " pamundice", " pamunlookup", " pamvalidate", " pamwipeout", " pbmclean", " pbmlife", " pbmmake", " pbmmask", " pbmminkowski", " pbmpage", " pbmpscale", " pbmreduce", " pbmtext", " pbmtextps", " pbmto10x", " pbmto4425", " pbmtoascii", " pbmtoatk", " pbmtobbnbg", " pbmtocis", " pbmtocmuwm", " pbmtodjvurle", " pbmtoepsi", " pbmtoepson", " pbmtoescp2", " pbmtog3", " pbmtogem", " pbmtogo", " pbmtoibm23xx", " pbmtoicon", " pbmtolj", " pbmtoln03", " pbmtolps", " pbmtomacp", " pbmtomatrixorbital", " pbmtomda", " pbmtomgr", " pbmtomrf", " pbmtonokia", " pbmtopgm", " pbmtopi3", " pbmtopk", " pbmtoplot", " pbmtoppa", " pbmtopsg3", " pbmtoptx", " pbmtosunicon", " pbmtowbmp", " pbmtox10bm", " pbmtoxbm", " pbmtoybm", " pbmtozinc", " pbmupc", " pc1toppm", " pcdovtoppm", " pcxtoppm", " pdbimgtopam", " pfmtopam", " pgmabel", " pgmbentley", " pgmcrater", " pgmdeshadow", " pgmedge", " pgmenhance", " pgmhist", " pgmkernel", " pgmmake", " pgmmedian", " pgmminkowski", " pgmmorphconv", " pgmnoise", " pgmnorm", " pgmoil", " pgmramp", " pgmslice", " pgmtexture", " pgmtofs", " pgmtolispm", " pgmtopbm", " pgmtopgm", " pgmtoppm", " pgmtosbig", " pgmtost4", " pi1toppm", " pi3topbm", " picttoppm", " pjtoppm", " pktopbm", " pngtopam", " pngtopnm", " pnmalias", " pnmarith", " pnmcat", " pnmcolormap", " pnmcomp", " pnmconvol", " pnmcrop", " pnmcut", " pnmdepth", " pnmenlarge", " pnmfile", " pnmflip", " pnmgamma", " pnmhisteq", " pnmhistmap", " pnmindex", " pnminterp", " pnminvert", " pnmmargin", " pnmmercator", " pnmmontage", " pnmnlfilt", " pnmnoraw", " pnmnorm", " pnmpad", " pnmpaste", " pnmpsnr", " pnmquant", " pnmquantall", " pnmremap", " pnmrotate", " pnmscale", " pnmscalefixed", " pnmshear", " pnmsmooth", " pnmsplit", " pnmstitch", " pnmtile", " pnmtoddif", " pnmtofiasco", " pnmtofits", " pnmtojbig", " pnmtojpeg", " pnmtopalm", " pnmtopclxl", " pnmtoplainpnm", " pnmtopng", " pnmtopnm", " pnmtops", " pnmtorast", " pnmtorle", " pnmtosgi", " pnmtosir", " pnmtotiff", " pnmtotiffcmyk", " pnmtoxwd", " ppm3d", " ppmbrighten", " ppmchange", " ppmcie", " ppmcolormask", " ppmcolors", " ppmdcfont", " ppmddumpfont", " ppmdim", " ppmdist", " ppmdither", " ppmdmkfont", " ppmdraw", " ppmfade", " ppmflash", " ppmforge", " ppmglobe", " ppmhist", " ppmlabel", " ppmmake", " ppmmix", " ppmnorm", " ppmntsc", " ppmpat", " ppmquant", " ppmquantall", " ppmrainbow", " ppmrelief", " ppmrough", " ppmshadow", " ppmshift", " ppmspread", " ppmtoacad", " ppmtoapplevol", " ppmtoarbtxt", " ppmtoascii", " ppmtobmp", " ppmtoeyuv", " ppmtogif", " ppmtoicr", " ppmtoilbm", " ppmtojpeg", " ppmtoleaf", " ppmtolj", " ppmtomap", " ppmtomitsu", " ppmtompeg", " ppmtoneo", " ppmtopcx", " ppmtopgm", " ppmtopi1", " ppmtopict", " ppmtopj", " ppmtopjxl", " ppmtoppm", " ppmtopuzz", " ppmtorgb3", " ppmtosixel", " ppmtospu", " ppmtoterm", " ppmtotga", " ppmtouil", " ppmtowinicon", " ppmtoxpm", " ppmtoyuv", " ppmtoyuvsplit", " ppmtv", " ppmwheel", " psidtopgm", " pstopnm", " qrttoppm", " rasttopnm", " rawtopgm", " rawtoppm", " rgb3toppm", " rlatopam", " rletopnm", " sbigtopgm", " sgitopnm", " sirtopnm", " sldtoppm", " spctoppm", " spottopgm", " sputoppm", " srftopam", " st4topgm", " sunicontopnm", " svgtopam", " tgatoppm", " thinkjettopbm", " tifftopnm", " wbmptopbm", " winicontopam", " winicontoppm", " xbmtopbm", " ximtoppm", " xpmtoppm", " xvminitoppm", " xwdtopnm", " ybmtopbm", " yuvsplittoppm", " yuvtoppm", " yuy2topam", " zeisstopnm", "nettle", " nettle-hash", " nettle-lfib-stream", " nettle-pbkdf2", " pkcs1-conv", " sexp-conv", "newsboat", " newsboat", " podboat", "nginx", " nginx", "ninja", " ninja", "nmap", " nmap", " nping", "nodejs", " node", " npm", " npx", "nodejs-current", " node", " npm", " npx", "notmuch", " notmuch", "nyancat", " nyancat", "nzbget", " nzbget", "oathtool", " oathtool", " pskctool", "ocrad", " ocrad", "openjpeg-tools", " opj_compress", " opj_decompress", " opj_dump", "openssh", " scp", " sftp", " source-ssh-agent", " ssh", " ssh-add", " ssh-agent", " ssh-copy-id", " ssh-keygen", " ssh-keyscan", " ssha", " sshd", "openssl-tool", " openssl", "optipng", " optipng", "opus-tools", " opusdec", " opusenc", " opusinfo", "p7zip", " 7z", " 7za", " 7zr", "pango", " pango-view", "par2", " par2", " par2create", " par2repair", " par2verify", "patch", " patch", "patchelf", " patchelf", "pcre-dev", " pcre-config", "pcre2-dev", " pcre2-config", "perl", " corelist", " cpan", " enc2xs", " encguess", " h2ph", " h2xs", " instmodsh", " json_pp", " libnetcfg", " perl", " perlbug", " perldoc", " perlivp", " perlthanks", " piconv", " pl2pm", " pod2html", " pod2man", " pod2text", " pod2usage", " podchecker", " podselect", " prove", " ptar", " ptardiff", " ptargrep", " shasum", " splain", " xsubpp", " zipdetails", "pforth", " pforth", "php", " phar", " phar.phar", " php", " php-cgi", " php-config", " phpdbg", " phpize", "php-fpm", " php-fpm", "pick", " pick", "picolisp", " picolisp", " pil", "pinentry", " pinentry", " pinentry-curses", "pkg-config", " pkg-config", "play-audio", " play-audio", "pngquant", " pngquant", "poppler", " pdfdetach", " pdffonts", " pdfimages", " pdfinfo", " pdfseparate", " pdftocairo", " pdftohtml", " pdftoppm", " pdftops", " pdftotext", " pdfunite", "postgresql", " clusterdb", " createdb", " createuser", " dropdb", " dropuser", " initdb", " pg_archivecleanup", " pg_basebackup", " pg_config", " pg_controldata", " pg_ctl", " pg_dump", " pg_dumpall", " pg_isready", " pg_receivewal", " pg_recvlogical", " pg_resetwal", " pg_restore", " pg_rewind", " pg_test_fsync", " pg_test_timing", " pg_upgrade", " pg_waldump", " pgbench", " postgres", " postmaster", " psql", " reindexdb", " vacuumdb", "potrace", " mkbitmap", " potrace", "privoxy", " privoxy", "procps", " free", " pgrep", " pidof", " pkill", " pmap", " ps", " pwdx", " slabtop", " sysctl", " tload", " top", " uptime", " vmstat", " w", " watch", "profanity", " profanity", "proot", " proot", " termux-chroot", "protobuf", " protoc", "psmisc", " fuser", " killall", " peekfd", " prtstat", " pstree", "pulseaudio", " esdcompat", " pacat", " pacmd", " pactl", " pasuspender", " pulseaudio", "pure-ftpd", " pure-authd", " pure-ftpd", " pure-ftpwho", " pure-mrtginfo", " pure-pw", " pure-pwconvert", " pure-quotacheck", " pure-statsdecode", " pure-uploadscript", "pv", " pv", "pwgen", " pwgen", "python", " 2to3", " 2to3-3.6", " pydoc3", " pydoc3.6", " python", " python3", " python3-config", " python3.6", " python3.6-config", " python3.6m-config", " pyvenv", " pyvenv-3.6", "python2", " idle", " pydoc", " python-config", " python2", " python2-config", " python2.7", " python2.7-config", " smtpd.py", "qalc", " qalc", "qpdf", " fix-qdf", " qpdf", " zlib-flate", "radare2", " r2", " r2agent", " r2pm", " rabin2", " radare2", " radiff2", " rafind2", " ragg2", " ragg2-cc", " rahash2", " rarun2", " rasm2", " rax2", "ragel", " ragel", "rcs", " ci", " co", " ident", " merge", " rcs", " rcsclean", " rcsdiff", " rcsmerge", " rlog", "rdiff", " rdiff", "redir", " redir", "redis", " redis-benchmark", " redis-check-aof", " redis-check-rdb", " redis-cli", " redis-sentinel", " redis-server", "remind", " rem", " rem2ps", " remind", "rgbds", " rgbasm", " rgbfix", " rgbgfx", " rgblink", "rlwrap", " rlwrap", "rsync", " rsync", "rtmpdump", " rtmpdump", " rtmpgw", " rtmpsrv", " rtmpsuck", "ruby", " erb", " gem", " irb", " rake", " rdoc", " ruby", "screen", " screen", " screen-4.6.2", "scrypt", " scrypt", "sed", " sed", "sensible-utils", " select-editor", " sensible-browser", " sensible-editor", " sensible-pager", "sharutils", " shar", " unshar", " uudecode", " uuencode", "silversearcher-ag", " ag", "sl", " sl", "socat", " filan", " procan", " socat", "sox", " play", " rec", " sox", " soxi", "sqlite", " sqlite3", "squid", " purge", " squid", " squidclient", "sshpass", " sshpass", "sslscan", " sslscan", "stag", " stag", "strace", " strace", " strace-log-merge", "stunnel", " stunnel", "subversion", " svn", " svnadmin", " svnbench", " svndumpfilter", " svnfsfs", " svnlook", " svnmucc", " svnrdump", " svnserve", " svnsync", " svnversion", "syncthing", " syncthing", "tar", " tar", "tasksh", " tasksh", "taskwarrior", " task", "tcl", " sqlite3_analyzer", " tclsh", " tclsh8.6", "tcsh", " tcsh", "teckit", " sfconv", " teckit_compile", " txtconv", "termux-api", " termux-audio-info", " termux-battery-status", " termux-camera-info", " termux-camera-photo", " termux-clipboard-get", " termux-clipboard-set", " termux-contact-list", " termux-dialog", " termux-download", " termux-infrared-frequencies", " termux-infrared-transmit", " termux-location", " termux-media-scan", " termux-notification", " termux-notification-remove", " termux-share", " termux-sms-inbox", " termux-sms-send", " termux-storage-get", " termux-telephony-call", " termux-telephony-cellinfo", " termux-telephony-deviceinfo", " termux-toast", " termux-tts-engines", " termux-tts-speak", " termux-vibrate", " termux-wifi-connectioninfo", " termux-wifi-scaninfo", "termux-elf-cleaner", " termux-elf-cleaner", "teseq", " reseq", " teseq", "tesseract", " tesseract", "texinfo", " info", " install-info", " makeinfo", " pdftexi2dvi", " pod2texi", " texi2any", " texi2dvi", " texi2pdf", " texindex", "texlive-bin", " a2ping", " a5toa4", " adhocfilelist", " afm2afm", " afm2pl", " afm2tfm", " aleph", " allcm", " allec", " allneeded", " arara", " arlatex", " authorindex", " autoinst", " autosp", " bbl2bib", " bbox", " bg5+latex", " bg5+pdflatex", " bg5conv", " bg5latex", " bg5pdflatex", " bibdoiadd", " bibexport", " bibmradd", " bibtex", " bibtex8", " bibzbladd", " bundledoc", " cachepic", " cef5conv", " cef5latex", " cef5pdflatex", " cefconv", " ceflatex", " cefpdflatex", " cefsconv", " cefslatex", " cefspdflatex", " cfftot1", " checkcites", " checklistings", " chktex", " chkweb", " cjk-gs-integrate", " context", " contextjit", " convbkmk", " ctangle", " ctanify", " ctanupload", " ctie", " cweave", " de-macro", " depythontex", " detex", " devnag", " deweb", " diadia", " disdvi", " dosepsbin", " dt2dv", " dtxgen", " dv2dt", " dvi2fax", " dvi2tty", " dviasm", " dvicopy", " dvidvi", " dvigif", " dvihp", " dvilj", " dvilj2p", " dvilj4", " dvilj4l", " dvilj6", " dvipdfm", " dvipdfmx", " dvipdft", " dvipng", " dvipos", " dvips", " dvired", " dvitomp", " dvitype", " e2pall", " ebb", " ebong", " epspdf", " epspdftk", " epstopdf", " eptex", " euptex", " exceltex", " extconv", " extractbb", " fig4latex", " findhyph", " fmtutil", " fmtutil-sys", " fmtutil-user", " fontinst", " fragmaster", " gbklatex", " gbkpdflatex", " getmapdl", " gftodvi", " gftopk", " gftype", " gsftopk", " hbf2gf", " ht", " htcontext", " htlatex", " htmex", " httex", " httexi", " htxelatex", " htxetex", " inimf", " initex", " installfont-tl", " jamo-normalize", " kanji-config-updmap", " kanji-config-updmap-sys", " kanji-config-updmap-user", " kanji-fontmap-creator", " komkindex", " kpseaccess", " kpsepath", " kpsereadlink", " kpsestat", " kpsetool", " kpsewhere", " kpsewhich", " kpsexpand", " lacheck", " latex-git-log", " latex-papersize", " latex2man", " latex2nemeth", " latexdiff", " latexdiff-vc", " latexfileversion", " latexindent", " latexmk", " latexpand", " latexrevise", " lily-glyph-commands", " lily-image-commands", " lily-rebuild-pdfs", " listbib", " listings-ext.sh", " ltx2crossrefxml", " ltxfileinfo", " ltximg", " lua2dox_filter", " luaotfload-tool", " luatex", " luatools", " lwarpmk", " m-tx", " make4ht", " makedtx", " makeglossaries", " makeglossaries-lite", " makeindex", " match_parens", " mathspic", " mf", " mf-nowin", " mf2pt1", " mfplain", " mft", " mk4ht", " mkgrkindex", " mkindex", " mkjobtexmf", " mkocp", " mkofm", " mkpic", " mkt1font", " mktexfmt", " mktexlsr", " mktexmf", " mktexpk", " mktextfm", " mmafm", " mmpfb", " mpost", " mptopdf", " mtxrun", " mtxrunjit", " multibibliography", " musixflx", " musixtex", " odvicopy", " odvitype", " ofm2opl", " omfonts", " opl2ofm", " ot2kpx", " otangle", " otfinfo", " otftotfm", " otp2ocp", " outocp", " ovf2ovp", " ovp2ovf", " patgen", " pbibtex", " pdf180", " pdf270", " pdf90", " pdfannotextractor", " pdfatfi", " pdfbook", " pdfbook2", " pdfcrop", " pdfflip", " pdfjam", " pdfjam-pocketmod", " pdfjam-slides3up", " pdfjam-slides6up", " pdfjoin", " pdflatexpicscale", " pdfnup", " pdfpun", " pdftex", " pdftosrc", " pdfxup", " pdvitomp", " pdvitype", " pedigree", " perltex", " pfarrei", " pkfix", " pkfix-helper", " pktogf", " pktype", " pltotf", " pmpost", " pmxchords", " pn2pdf", " pooltype", " ppltotf", " prepmx", " ps2eps", " ps2frag", " ps4pdf", " pslatex", " pst2pdf", " ptex", " ptex2pdf", " ptftopl", " purifyeps", " pygmentex", " pythontex", " repstopdf", " rpdfcrop", " rubibtex", " rubikrotation", " rumakeindex", " rungs", " simpdftex", " sjisconv", " sjislatex", " sjispdflatex", " splitindex", " srcredact", " sty2dtx", " svn-multi", " synctex", " t1dotlessj", " t1lint", " t1rawafm", " t1reencode", " t1testpage", " t4ht", " tangle", " tex", " tex4ebook", " tex4ht", " texconfig", " texconfig-dialog", " texconfig-sys", " texcount", " texdef", " texdiff", " texdirflatten", " texdoc", " texdoctk", " texexec", " texfot", " texhash", " texlinks", " texliveonfly", " texloganalyser", " texlua", " texluac", " texmfstart", " texosquery", " texosquery-jre5", " texosquery-jre8", " tftopl", " thumbpdf", " tie", " tlmgr", " tlmgr.ln", " tpic2pdftex", " ttf2afm", " ttf2kotexfont", " ttf2pk", " ttf2tfm", " ttftotype42", " typeoutfileinfo", " ulqda", " upbibtex", " updmap", " updmap-sys", " updmap-user", " updvitomp", " updvitype", " upmendex", " upmpost", " uppltotf", " uptex", " uptftopl", " urlbst", " vftovp", " vlna", " vpe", " vpl2ovp", " vpl2vpl", " vptovf", " weave", " wofm2opl", " wopl2ofm", " wovf2ovp", " wovp2ovf", " xdvipdfmx", " xetex", " xhlatex", " yplan", "tig", " tig", "timewarrior", " timew", "tintin++", " tt++", "tinyscheme", " tinyscheme", "tmate", " tmate", "tmux", " tmux", "toilet", " toilet", "tor", " tor", " tor-gencert", " tor-resolve", " torify", "torsocks", " torsocks", "tracepath", " tracepath", " traceroute", "transmission", " transmission-create", " transmission-daemon", " transmission-edit", " transmission-remote", " transmission-show", "tree", " tree", "tsocks", " tsocks", "tty-clock", " tty-clock", "tty-solitaire", " ttysolitaire", "ttyrec", " ttyplay", " ttyrec", " ttytime", "units", " units", " units_cur", "unrar", " unrar", "unzip", " funzip", " unzip", " unzipsfx", " zipgrep", " zipinfo", "utfdecode", " utfdecode", "util-linux", " addpart", " blkdiscard", " blkid", " blkzone", " blockdev", " cal", " chcpu", " chrt", " col", " colcrt", " colrm", " ctrlaltdel", " delpart", " dmesg", " fallocate", " fdformat", " fincore", " findfs", " flock", " fsck.cramfs", " fsck.minix", " fsfreeze", " getopt", " hexdump", " hwclock", " ionice", " isosize", " ldattach", " linux32", " linux64", " look", " losetup", " lscpu", " lsipc", " lsns", " mcookie", " mesg", " mkfs", " mkfs.bfs", " mkfs.cramfs", " mkfs.minix", " mkswap", " more", " namei", " nologin", " nsenter", " partx", " prlimit", " raw", " readprofile", " rename", " renice", " resizepart", " rev", " rtcwake", " script", " scriptreplay", " setarch", " setsid", " setterm", " swaplabel", " taskset", " ul", " uname26", " unshare", " wdctl", " whereis", " wipefs", " zramctl", "valac", " vala", " vala-0.38", " vala-gen-introspect", " vala-gen-introspect-0.38", " valac", " valac-0.38", " vapicheck", " vapicheck-0.38", " vapigen", " vapigen-0.38", "valadoc", " valadoc", " valadoc-0.38", "valgrind", " callgrind_annotate", " callgrind_control", " cg_annotate", " cg_diff", " cg_merge", " ms_print", " valgrind", " valgrind-di-server", " valgrind-listener", " vgdb", "vifm", " vifm", " vifm-convert-dircolors", " vifm-pause", " vifm-screen-split", "vim", " vi", " view", " vim", " vimdiff", " vimtutor", " xxd", "vim-python", " vi", " view", " vim", " vimdiff", " vimtutor", " xxd", "vorbis-tools", " oggdec", " oggenc", " ogginfo", " vcut", " vorbiscomment", "vttest", " vttest", "vtutils", " vtquery", " vtshowkeys", " vtsize", " vttitle", "w3m", " w3m", " w3mman", "wcalc", " wcalc", "weechat", " weechat", "wget", " wget", "wol", " wol", " wol-bootptab", " wol-dhcpdconf", "x264", " x264", "x265", " x265", "xapian-tools", " copydatabase", " quest", " simpleexpand", " simpleindex", " simplesearch", " xapian-check", " xapian-compact", " xapian-delve", " xapian-metadata", " xapian-progsrv", " xapian-replicate", " xapian-replicate-server", " xapian-tcpsrv", "xmlsec", " xmlsec1", " xmlsec1-config", "xmlstarlet", " xml", "xorriso", " osirrox", " xorrecord", " xorriso", " xorriso-tcltk", " xorrisofs", "xsltproc", " xsltproc", "xz-utils", " lzcat", " lzcmp", " lzdiff", " lzegrep", " lzfgrep", " lzgrep", " lzless", " lzma", " lzmadec", " lzmainfo", " lzmore", " unlzma", " unxz", " xz", " xzcat", " xzcmp", " xzdec", " xzdiff", " xzegrep", " xzfgrep", " xzgrep", " xzless", " xzmore", "yasm", " vsyasm", " yasm", " ytasm", "zbar", " zbarimg", "zile", " zile", "zip", " zip", " zipcloak", " zipnote", " zipsplit", "zsh", " zsh", "zstd", " unzstd", " zstd", " zstdcat", " zstdgrep", " zstdless", " zstdmt", "ack-grep", " ack", "apksigner", " apksigner", "asciinema", " asciinema", "autoconf", " autoconf", " autoheader", " autom4te", " autoreconf", " autoscan", " autoupdate", " ifnames", "automake", " aclocal", " aclocal-1.15", " automake", " automake-1.15", "byobu", " byobu", " byobu-config", " byobu-ctrl-a", " byobu-disable", " byobu-disable-prompt", " byobu-enable", " byobu-enable-prompt", " byobu-export", " byobu-janitor", " byobu-keybindings", " byobu-launch", " byobu-launcher", " byobu-launcher-install", " byobu-launcher-uninstall", " byobu-layout", " byobu-prompt", " byobu-quiet", " byobu-reconnect-sockets", " byobu-screen", " byobu-select-backend", " byobu-select-profile", " byobu-select-session", " byobu-shell", " byobu-silent", " byobu-status", " byobu-status-detail", " byobu-tmux", " byobu-ugraph", " byobu-ulevel", " col1", " ctail", " manifest", " purge-old-kernels", " vigpg", " wifi-status", "colordiff", " colordiff", "cowsay", " cowsay", "debootstrap", " debootstrap", "dx", " dx", "ecj", " ecj", "getmail", " getmail", " getmail_fetch", " getmail_maildir", " getmail_mbox", "luarocks", " luarocks", " luarocks-5.3", " luarocks-admin", " luarocks-admin-5.3", "neofetch", " neofetch", "parallel", " env_parallel", " env_parallel.ash", " env_parallel.bash", " env_parallel.csh", " env_parallel.dash", " env_parallel.fish", " env_parallel.ksh", " env_parallel.pdksh", " env_parallel.sh", " env_parallel.tcsh", " env_parallel.zsh", " niceload", " parallel", " parcat", " sem", " sql", "pass", " pass", "pastebinit", " pastebinit", "pathpicker", " fpp", "ranger", " ranger", " rifle", "ruby-ri", " ri", "screenfetch", " screenfetch", "stow", " chkstow", " stow", "termux-am", " am", "termux-apt-repo", " termux-apt-repo", "termux-create-package", " termux-create-package", "termux-tools", " chsh", " dalvikvm", " df", " getprop", " ip", " logcat", " login", " ping", " ping6", " pkg", " pm", " settings", " su", " termux-fix-shebang", " termux-info", " termux-open", " termux-open-url", " termux-reload-settings", " termux-setup-storage", " termux-wake-lock", " termux-wake-unlock", " xdg-open", "tsu", " tsu", "vcsh", " vcsh", "yarn", " yarn", }; Desktop version Sign out
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<!-- markdownlint-disable no-inline-html --> <!-- markdownlint-disable ol-prefix --> # GRAVITON (aka the TEAL Blackbox Toolkit): Program Reporting and Testing via Dry Runs <img width="345" alt="http://cds.cern.ch/record/2315186/files/scoap3-fulltext.pdf" src="https://user-images.githubusercontent.com/291133/160721859-21a3560a-0a82-4249-aa54-5ede4c60f8d2.png"> **NOTE: to get math formulas to render here using Chrome, add the [xhub extension](https://chrome.google.com/webstore/detail/xhub/anidddebgkllnnnnjfkmjcaallemhjee/related) and reload** **DISCLAIMER**: Graviton is subject to change and makes no backwards compatability guarantees. ## Blackbox Testing Howto ### What is TEAL Blackbox Testing? TEAL Blackbox Testing lets you gain confidence that your Algorand smart contracts are correct by writing assertions and and analyzing results via dry runs. ### Why Blackbox Testing? Here are some use cases: * by allowing you to assert that certain invariants hold over a large set of inputs you gain greater confidence that your TEAL programs and AVM smart contracts work as designed * when tweaking, refactoring or optimizing your TEAL source, ensure that no regressions have occured * allows AVM developers to practice the art of TTDD (TEAL Test Driven Development) ## Simple TEAL Blackbox Toolkit Example: Program for $`x^2`$ Consider this [TEAL program](./tests/teal/lsig_square.teal) for computing $`x^2`$: ```plain #pragma version 6 arg 0 btoi callsub square_0 return // square square_0: store 0 load 0 pushint 2 // 2 exp retsub ``` We'd like to write some unit tests to validate its correctness and make **assertions** about the: * program's opcode cost * program's stack * stack's height * scratch variables * final log message (this is especially useful for [ABI-compliant programs](https://developer.algorand.org/docs/get-details/dapps/smart-contracts/ABI/)) * status (**PASS** or **REJECT**) * error conditions that are and aren't encountered Even better, before making fine-grained assertions we'd like to get a sense of what the program is doing on a large set of inputs and discover _experimentally_ these **program invariants**. Let's go through how we can do this: * start by making basic assertions and validate them using dry runs (see "**Basic Assertions**" section below) * execute the program on a sequence of inputs and explore the results (see "**EDRA: Exploratory Dry Run Analysis**" section below) * create invariants for the entire sequence and assert that the invariants hold (see "**Advanced: Asserting Invariants on a Dry Run Sequence**" section below) > Becoming a TEAL Blackbox Toolkit Ninja involves 10 steps as described below ### Dry Run Environment Setup **STEP 1**. Start with a running local node and make note of Algod's port number (for our [standard sandbox](https://github.com/algorand/sandbox) this is `4001`) **STEP 2**. Set the `ALGOD_PORT` value in [tests/clients.py](./tests/clients.py#L7) to this port number. (The port is already pre-set to `4001` because [graviton](https://github.com/algorand/graviton)'s [CI process](https://en.wikipedia.org/wiki/Continuous_integration) uses the standad sandbox) ### TEAL Program for Testing: Logic Sig v. App **STEP 3**. Next, you'll need to figure out if your TEAL program should be a Logic Signature or an Application. Each of these program _modes_ has its merits, but we won't get into the pros/cons here. From a Blackbox Test's perspective, the main difference is how external arguments are handled. Logic sigs rely on the [arg opcode](https://developer.algorand.org/docs/get-details/dapps/avm/teal/opcodes/#arg-n) while apps rely on [txna ApplicationArgs i](https://developer.algorand.org/docs/get-details/dapps/avm/teal/opcodes/#txna-f-i). In our $`x^2`$ **logic sig** example, you can see on [line 2](./tests/teal/lsig_square.teal#L2) that the `arg` opcode is used. Because each argument opcode (`arg` versus `ApplicationArgs`) is mode-exclusive, any program that takes input will execute succesfully in _one mode only_. **STEP 4**. Write the TEAL program that you want to test. You can inline the test as described here or follow the approach of `./tests/integration/blackbox_test.py` and save under `./tests/teal`. So following the inline appraoch we begin our TEAL Blackbox script with an <a name="teal">inline teal source variable</a>: ```python teal = """#pragma version 6 arg 0 btoi callsub square_0 return // square square_0: store 0 load 0 pushint 2 // 2 exp retsub""" ``` ### The TEAL Blackbox Toolkit's Utitlity Classes The TEAL Blackbox Toolkit comes with the following main classes: * `DryRunExecutor` - executes dry run's for apps and logic sigs for one or more inputs * `DryRunInspector` - encapsulates a dry run's result for a single input and allows inspecting and making assertions about it * `Invariant` - class for asserting invariants about a _sequence_ of dry run executions in a declarative fashion ### Basic Assertions When executing a dry run using `DryRunExecutor` you'll get back `DryRunInspector` objects. Such objects have **assertable properties** which can be used to validate the dry run. **STEP 4**. Back to our $`x^2`$ example, and assuming the `teal` variable is defined [as above](#teal). You can run the following: ```python from graviton.blackbox import DryRunExecutor from tests.clients import get_algod algod = get_algod() x = 9 args = (x,) inspector = DryRunExecutor.dryrun_logicsig(algod, teal, args) assert inspector.status() == "PASS" assert inspector.stack_top() == x**2 ``` Here we have executed a dry run on input $`x=9`$, then asserted that: * the program status was `PASS` * the program exited with the top of its stack containing $`x^2 = 9^2 = 81`$ Some available _assertable properties_ are: * `stack_top()` * `last_log()` * `cost()` * `status()` * `final_scratch()` * `error()` * `max_stack_height()` See the [DryRunInspector class comment](./graviton/blackbox.py#L387) for more assertable properties and details. ### Printing out the TEAL Stack Trace for a Failing Assertion **STEP 5**. The `DryRunInspector`'s `report()` method lets you print out a handy report in the case of a failing assertion. Let's intentionally break the test case above by claiming that $`x^2 = x^3`$ for $`x=2`$ and print out this _report_ when our silly assertion fails. ```python from graviton.blackbox import DryRunExecutor from tests.clients import get_algod algod = get_algod() x = 2 args = (x,) inspector = DryRunExecutor.dryrun_logicsig(algod, teal, args) # This one's ok expected, actual = "PASS", inspector.status() assert expected == actual, inspector.report( args, f"expected {expected} but got {actual}" ) # This one's absurd! x^3 != x^2 expected, actual = x**3, inspector.stack_top() assert expected == actual, inspector.report( args, f"expected {expected} but got {actual}" ) ``` If we run the test (e.g. with `pytest`) we'll see a printout such as: ```sh AssertionError: =============== <<<<<<<<<<<expected 8 but got 4>>>>>>>>>>> =============== App Trace: step | PC# | L# | Teal | Scratch | Stack --------+-------+------+-------------------+-----------+---------------------- 1 | 1 | 1 | #pragma version 6 | | [] 2 | 2 | 2 | arg_0 | | [0x0000000000000002] 3 | 3 | 3 | btoi | | [2] 4 | 7 | 6 | label1: | | [2] 5 | 9 | 7 | store 0 | 0->2 | [] 6 | 11 | 8 | load 0 | | [2] 7 | 13 | 9 | pushint 2 | | [2, 2] 8 | 14 | 10 | exp | | [4] 9 | 6 | 4 | callsub label1 | | [4] 10 | 15 | 11 | retsub | | [4] =============== MODE: ExecutionMode.Signature TOTAL COST: None =============== FINAL MESSAGE: PASS =============== Messages: ['PASS'] Logs: [] =============== -----BlackBoxResult(steps_executed=10)----- TOTAL STEPS: 10 FINAL STACK: [4] FINAL STACK TOP: 4 MAX STACK HEIGHT: 2 FINAL SCRATCH: {0: 2} SLOTS USED: [0] FINAL AS ROW: {'steps': 10, ' top_of_stack': 4, 'max_stack_height': 2, 's@000': 2} =============== Global Delta: [] =============== Local Delta: [] =============== TXN AS ROW: {' Run': 0, ' cost': None, ' last_log': '`None', ' final_message': 'PASS', ' Status': 'PASS', 'steps': 10, ' top_of_stack': 4, 'max_stack_height': 2, 's@000': 2, 'Arg_00': 2} =============== <<<<<<<<<<<expected 8 but got 4>>>>>>>>>>> =============== assert 8 == 4 ``` In particular, we can: * Track the program execution by viewing its **App Trace** * 2 was assigned to **scratch slot #0** at step 5 * the stack ended up with **4** on top * the run **PASS**'ed * Read the message parameter that was provided and which explains in English what went wrong: `expected 8 but got 4` ### EDRA: Exploratory Dry Run Analysis Let's expand our investigation from a single dry-run to multiple runs or a **run sequence**. We'll observe how _assertable properties_ depend on inputs and conjecture some program invariants. To aid in the investigation we'll generate a report in CSV format (Comma Separated Values) where: * columns represent _assertable properties_ of dry-runs, and * rows represents dry-run executions for specific inputs **STEP 6**. Back to our $`x^2`$ example, here's how to generate a report with 1 row for each of the inputs `0, 1, ... , 15`: ```python from graviton.blackbox import DryRunExecutor, DryRunInspector from tests.clients import get_algod algod = get_algod() inputs = [(x,) for x in range(16)] run_results = DryRunExecutor.dryrun_logicsig_on_sequence(algod, teal, inputs) csv = DryRunInspector.csv_report(inputs, run_results) print(csv) ``` Note that each element in the `inputs` array `(x,)` is itself a tuple as `args` given to a dry run execution need to be of type `Sequence` (remember, that these will be passed to a TEAL program which may take one, several, or no inputs at all). At this point, you'll be able to look at your [dry run sequence results](./graviton/blackbox.py#L752) and conduct some analysis. For the $`x^2`$ example, after loading the CSV in Google sheets and reformating a bit it will look like: <img width="465" alt="image" src="https://user-images.githubusercontent.com/291133/158812699-318169e2-487c-4dac-b97b-a9db8148b638.png"> Pointing out some interesting results: * column `D` **Arg 00** has the input $`x`$ (it's the argument at index 0) * column `A` contains the **Run** number * column `E` **top of stack** is the value at program's termination, i.e. $`x^2`$ * column `B` **Status** of each runs **PASS**es _except for **Run 1** with **Arg 00** = 0_. (The first run **REJECT**s because $`0^2 = 0`$ and TEAL programs reject when the top of the stack is 0) * column `G` shows scratch slot **s@000** which stores the value of $`x`$ (except for the case $`x = 0`$ in which appears empty; in fact, slots always default to the zero value and an **<a name="0val-artifact">artifact</a>** of dry-runs is that they do not report when 0-values get stored into previously empty slots as no state change actually occurs) * column `F` **max stack height** is always 2. The final observation makes sense because there is no branching or looping in the program. **STEP 7**. We can re-cast the observed effects in `Columns E, B, G, F` as **invariants** written in Python as follows: * `inspector.stack_top() == x ** 2` * `inspector.max_stack_height() == 2` * `inspector.status() == ("REJECT" if x == 0 else "PASS")` * `inspector.final_scratch() == ({} if x == 0 else {0: x})` ### Advanced: Asserting Invariants on a Dry Run Sequence The final and most advanced topic we'll cover is how to assert that invariants hold on a sequence of inputs. Lets take the information we gleaned in our EDRA CSV report, and create an integration test out of it. There are two ways to achieve this goal: * Procedural invariant assertions * Declarative invariant assertions #### Procedural Blackbox Dry Run Sequence Assertions **STEP 8**. The procedural approach takes the _invariants_ and simply asserts them inside of a for loop that iterates over the inputs and dry runs. One can call each dry run execution independently, or use `DryRunExecutor`'s convenience methods `dryrun_app_on_sequence()` and `dryrun_logicsig_on_sequence()`. For example, let's assert that the above invariants hold for all $`x \leq 100`$: ```python from graviton.blackbox import DryRunExecutor from tests.clients import get_algod algod = get_algod() inputs = [(x,) for x in range(101)] dryrun_results = DryRunExecutor.dryrun_logicsig_on_sequence(algod, teal, inputs) for i, inspector in enumerate(dryrun_results): args = inputs[i] x = args[0] assert inspector.stack_top() == x**2 assert inspector.max_stack_height() == 2 assert inspector.status() == ("REJECT" if x == 0 else "PASS") assert inspector.final_scratch() == ({} if x == 0 else {0: x}) ``` #### Declarative Blackbox Dry Run Sequence Assertions **STEP 9**. The TEAL Blackbox Toolkit also allows for declarative style test writing. Let's define some invariants for a particular sequence of `lsig_square` TEAL program dry runs: ```python scenario = { "inputs": [(i,) for i in range(100)], "invariants": { DRProp.stackTop: lambda args: args[0] ** 2, DRProp.maxStackHeight: 2, DRProp.status: lambda i: "REJECT" if i[0] = 0 else "PASS", DRProp.finalScratch: lambda args: ({} if args[0] else {0: args[0]}), }, } ``` In the parlance of the TEAL Blackbox Toolkit, a set of such declarative assertions is called a **test scenario**. Scenarios are dict's containing two keys `inputs` and `invariants` and follow [certain conventions](./graviton/invariant.py#L101). In particular: * **inputs** gives a list of tuples, each tuple representing the `args` to be fed into a single dry run execution * **invariants** gives a dict that maps [DryRunProperty](./graviton/blackbox.py#L25)'s to an invariant _predicate_ In English, letting $`x`$ be the input variable for our square function, the above **test scenario**: * provides a list of 100 tuples of the form $`(x)`$ that will serve as args. * IE: $`(0), (1), (2), ... , (99)`$ * establishes 4 different _invariants_ as follows: * the **stack's top** will contain $`x^2`$ * the **max stack height** during execution is always 2 * the executions' **status** is **PASS** except for the case $`x=0`$ * the **final scratch** will have $`x`$ stored at slot `0` except for that strange $`x=0`$ case (recall the [0-val scratch slot artifact](#0val-artifact)) Declarative invariants make use of the following: * `DryRunProperty` (aka `DRProp`): an enum that acts as a key in a scenario's assertions dict * class `Invariant` * its constructor takes in a predicate (there are [4 kinds of predicates](#predicate)) and returns a callable that is used for runtime assertions * method `inputs_and_assertions()` validates a scenario and extracts out its assertions * method `dryrun_assert()` evaluates the dry-run sequence using the constructed `SequenceAssertion` To employ the declarative test scenario above write the following: ```python from graviton.blackbox import ( DryRunExecutor, DryRunProperty as DRProp, ExecutionMode, ) from graviton.invariant import Invariant from tests.clients import get_algod algod = get_algod() scenario = { "inputs": [(i,) for i in range(100)], "invariants": { DRProp.stackTop: lambda args: args[0] ** 2, DRProp.maxStackHeight: 2, DRProp.status: lambda args: "REJECT" if args[0] == 0 else "PASS", DRProp.finalScratch: lambda args: ({0: args[0]} if args[0] else {}), }, } # Validate the scenario and dig out inputs/invariants: inputs, invariants = Invariant.inputs_and_invariants( scenario, ExecutionMode.Signature ) # Execute the dry runs and obtain a sequence of DryRunInspectors: inspectors = DryRunExecutor.dryrun_logicsig_on_sequence(algod, teal, inputs) # Invariant assertions on sequence: for dr_property, invariant in invariants.items(): invariant.validates(dr_property, inputs, inspectors) ``` **STEP 10**. _**Deep Dive into Invariants via Exercises**_ Four kinds of <a name="predicate">predicates</a> are used to define _invariants_: 1. _simple python types_ - these are useful in the case of _constant_ invariants. In the above `maxStackHeight` is asserted to _**ALWAYS**_ equal 2 by using `2` in the declaration: `DRProp.maxStackHeight: 2` 2. _1-variable functions_ -these are useful when you have a python "simulator" for the invariant. In the above `stackTop` is asserted to be $`x^2`$ by using a lambda expression for $`x^2`$ in the declaration: `DRProp.stackTop: lambda args: args[0] ** 2` 3. _dictionaries_ of type `Dict[Tuple, Any]` - these are useful when you want to assert a discrete set of input-output pairs. For example, if you have 4 inputs that you want to assert are being squared, you could use ```python DRProp.stackTop: { (2,): 4, (7,): 49, (13,): 169, (11,): 121, } ``` >Note that this case illustrates why each `args` container should be a tuple intead of a list. In order to specify a map from args to expected, we need to make `args` a key in a dictionary. Python dictionary keys must be hashable and lists are _not hashable_ while tuples _are_ hashable, hence the tuple-requirement. 4. _2-variable functions_ -these are useful when your assertion is more subtle than out-and-out equality. For example, suppose you want to assert that the `cost` of each run is _between_ $`2n \pm 5`$ where $`n`$ is the first arg of the input. Then you could declare: `DRProp.cost: lambda args, actual: 2*args[0] - 5 <= actual <= 2*args[0] + 5` #### **EXERCISE A** Convert each of the lambda expressions used above to dictionaries that assert the same thing. #### **EXERCISE B** Use 2-variable functions in order to _ignore_ the weird $`x=0`$ cases above. #### _PARTIAL SOLUTIONS to EXERCISES_ **Exercise A Partial Solution**. For `DRProp.status`'s declaration you could define the `dict` using dictionary comprehension syntax as follows: ```python DRProp.status: {(x,): "PASS" if x else "REJECT" for x in range(100)}, ``` **Exercise B Partial Solution**. For `DRProp.status`'s declaration you could ignore the case $`x=0`$ as follows: ```python DRProp.status: lambda args, actual: "PASS" == actual if args[0] else True, ``` ## Slow and Bad Fibonacci - Another Example Report [This](https://docs.google.com/spreadsheets/d/1ax-jQdYCkKT61Z6SPeGm5BqAMybgkWJa-Dv0yVjgFSA/edit?usp=sharing) is an example of `app_slow_fibonacci.teal`'s Dryrun stats: <img width="1231" alt="image" src="https://user-images.githubusercontent.com/291133/158705149-302d755f-afcc-4380-976a-ca14800c138f.png"> A few items to take note of: * $`n`$ is given by **Arg_00** * the app was **REJECT**ed for $`n = 0`$ because `fibonacci(0) == 0` is left at the top of the stack * the app was **REJECT**ed for $`n > 7`$ because of exceeding budget * the app **errored** only for $`n > 16`$ because of exceeding _dynamic_ budget * the **cost** is growing exponentially (poor algorithm design) * the **top of stack** contains `fibonacci(n)` except in the error case * the **final_log** contains `hex(fibonacci(n))` except in the error and reject cases * **max stack height** is $`2n`$ except for $`n=0`$ and the error case * you can see the final values of scratch slots **s@000** and **s@001** which are respectively $`n`$ and `fibonacci(n)` Here's an example of how [invariants can be asserted](https://github.com/algorand/graviton/blob/a8c7eab729a36503948849674ea55995d5fc4ec1/tests/integration/blackbox_test.py#L315) on this function.
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