From shoens@almaden.ibm.com Thu Jul  1 10:39:22 1993
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From: "Kurt A. Shoens" <shoens@almaden.ibm.com>
To: Hector Garcia-Molina <hector@db.stanford.edu>
Subject: Re: reminder
In-Reply-To: Your note of Thursday, July 1, 1993 08:06
Date: Thu, 01 Jul 93 10:39:26 -0800
Sender: <shoens@almaden.ibm.com>
Status: R


Hector ... since we're going to talk about property extraction, this
might be a good time to send along that classifier stuff I promised
long long ago.

I'll just put them all together in a long message.  The first thing is
the "schema" file, which describes the data types the classifier is
looking for and the regular expression based features.  The keyword
"extract" means that there is a C function named "ex_DATATYPE" that
finds other features.  "firstpats" are regular expressions that must
appear in the first line.  "restpats" can occur anywhere.  "filename"
gives regular expression patterns on the file name.  | in the patterns
below means alternation.

There are currently 17 programmed features:

Binary_isbinary                 has unprintable characters
CProgram_dirmake                directory has a Makefile/makefile
CProgram_dotc                   directory has .c files
CProgram_doth                   directory has .h files
CProgram_manpage                directory has man page nroff source
Compress_magic                  file starts with the compressed file magic #
Dir_isdir                       file is a directory
File_fileopen                   file is readable
MHFolder_numbered               directory contains numbered files
MHFolder_rfc822s                dir contains files class as RFC822
MHFolder_unnumbered             dir contains unnumbered files
Symlink_islink                  file is a symbolic link
Tar_Blockandcheck               first block correctly cksums as tar file
Text_istext                     file contains printable characters
Uuencode_terminator             file end looks like end of uuencoded file
exe6000_magic                   file has magic # to be AIX/6000 a.out
obj6000_magic                   file has magic # to be AIX/6000 .o file

I was going to put the output of the training process in this same
message, but it's huge, so I'll send it separately.

File {
        extract
}

Text {
        extract
}

Binary {
        extract
}

Directory {
        extract
}

RFC822 {
        firstpats {
                "^Received:|^Delivery-Date:" regexp must
        }
        restpats {
                "^From:" regexp
                "^To:" regexp
                "^Message-Id:" regexp
        }
}

Usenet {
        firstpats {
                "^Path:" regexp must
        }
        restpats {
                "^Message-ID:" regexp
                "^Newsgroups:" regexp
                "^Lines:" regexp
        }
}

Mbox {
        firstpats {
                "^From " regexp must
        }
        restpats {
                "^From:" regexp
                "^To:" regexp
                "^Message-Id:" regexp
        }
}

Compress {
        extract
        filenames {
                ".Z$|.z$" regexp
        }
}

Tar {
        extract
}

Lib6000 {
        filenames {
                "\\.a$" regexp
        }
        firstpats {
                "<aiaff>" must
        }
}

Obj6000 {
        extract
        filenames {
                "\\.o$" regexp
        }
}

Exe6000 {
        extract
}

PostScript {
        firstpats {
                "^%!" regexp must
        }
        restpats {
                "%EndComments"
                "currentmatrix"
                "newpath"
                "%Creator:"
                "showpage"
                "grestore"
                "EndProlog"
                "closepath"
                "setmatrix"
                "definefont"
                "itransform"
        }
}

CSource {
        filenames {
                "\\.c$" regexp must
        }
        restpats {
                "^#include" regexp
                "&#define" regexp
                "stdio"
                "struct"
                "printf"
                "NULL"
                "argv"
                "argc"
        }
}

Troffman {
        restpats {
                "^\\.TH" regexp
                "^\\.IR" regexp
                "^\\.SH *SEE ALSO" regexp
                "^\\.SH *AUTHOR" regexp
                "^\\.SH *SYNOPSIS" regexp
                "^\\.SH *DESCRIPTION" regexp
        }
}

Troffme {
        restpats {
                "^\\.bp" regexp
                "^\\.de" regexp
                "^\\.he *'" regexp
                "^\\.fi" regexp
                "^\\.na" regexp
                "^\\.nr" regexp
                "^\\.po" regexp
                "^\\.pp" regexp
                "^\\.sz" regexp
        }
}

GIF {
        firstpats {
                "^GIF87a" regexp must
        }
}

Frame {
        firstpats {
                "^<MakerFile" regexp must
        }
}

PBM {
        firstpats {
                "^P[0-9] |^P[0-9]$" regexp must
        }
}

CHeader {
        filenames {
                "\\.h$" regexp
        }
}

Shellscript {
        firstpats {
                "^#! */bin/[a-z]*sh" regexp must
        }
        restpats {
                "alias"
                "cd"
                "elseif"
                "export"
                "foreach"
                "login"
                "logout"
                "nice"
                "popd"
                "pushd"
                "rehash"
                "set"
                "setenv"
                "source"
                "umask"
                "unalias"
                "unset"
                "unsetenv"
        }
}

Tele {
        restpats {
                "IBM Internal Use Only"
                "^\\.\\. *VERSION" regexp
                "^\\.\\. *Security" regexp
                "^\\.\\. *Data|^\\.\\. *DATA" regexp
                "^\\.\\. *Field|^\\.\\. *FIELD" regexp
                ":Details.Employee"
                ":Details.Department"
        }
}

PALS {
        restpats {
                "^NUMBER " regexp
                "^DATE " regexp
                "^CATAGORY " regexp
                "^TYPE " regexp
                "^TITLE " regexp
                "^ABSTRACT " regexp
        }
}

Script {
        restpats {
                "^\\.\\*" regexp
                "^\\.cm" regexp
                "^\\.pm" regexp
                "^\\.rf" regexp
                "^\\.rh" regexp
                "^\\.se" regexp
                ":address."
                ":aline."
                ":body."
                ":date."
                ":dd."
                ":dl."
                ":dt."
                ":eaddress."
                ":edl."
                ":ehp2."
                ":eol."
                ":eul."
                ":exmp."
                ":frontm."
                ":h1."
                ":h2."
                ":hp2."
                ":li."
                ":ol."
                ":p."
                ":q."
                ":ul."
        }
}

TeX {
        restpats {
                "\\bf"
                "\\def\\"
                "\\hbox{"
                "\\noindent"
        }
}

LaTeX {
        restpats {
                "\\end{"
                "\\begin{"
                "{document}"
                "{article}"
                "\\section{"
                "\\textwidth{"
        }
}

FoilTeX {
        restpats {
                "\\Restriction{"
                "{foils}"
                "\\itemize{"
                "\\foilhead{"
        }
}

BibTeX {
        restpats {
                "^@manual\\{" regexp
                "^@inproceedings\\{" regexp
                "^@article\\{" regexp
                "^@techreport\\{" regexp
                "^title *=" regexp
                "^author *=" regexp
                "^keywords *=" regexp
                "^readers *=" regexp
                "^random1 *=" regexp
        }
}

CMakefile {
        filenames {
                "/[Mm]akefile$|^[Mm]akefile$" regexp
        }
}

MHFolder {
        extract
}

CProgram {
        extract
}

Slate {
        firstpats {
                "^<list>" regexp must
        }
        restpats {
                "^<protocol bbn-multimedia-format>" regexp must
        }
}

Notebook {
        firstpats {
                "^==========" regexp
        }
}

Core {
        filenames {
                "^core|/core" regexp
        }
}

Xdefaults {
        filenames {
                "^\\.Xdefaults|/\\.Xdefaults" regexp
        }
        restpats {
                "^Mwm\\*" regexp
                ":[     ]*pointer" regexp
                "*fontList:"
                "*geometry:"
                "*keyboardFocusPolicy:"
                "*background:"
                "*foreground:"
        }
}

Newsrc {
        filenames {
                "^\\.newsrc|/\\.newsrc" regexp
        }
        restpats {
                "^[a-z]+(\\.[a-z]+)*[:!]( [0-9]+)|^[a-z]+(\\.[a-z]+)*[:!]$" regexp
        }
}

Mod3Inter {
        filenames {
                "\\.i3$" regexp must
        }
        restpats {
                "INTERFACE "
        }
}

Mod3Impl {
        filenames {
                "\\.m3$" regexp must
        }
        restpats {
                "^[     ]*IF " regexp
                "^[     ]*VAR |\\([     ]*VAR |;[       ]*VAR " regexp
                "^[     ]*BEGIN$" regexp
                "^[     ]*MODULE .*;$" regexp
                "RETURN .*;" regexp
                "^[     ]*IMPORT " regexp
        }
}

RnKill {
        filenames {
                "^KILL|/KILL" regexp must
        }
        firstpats {
                "^THRU" regexp must
        }
}

Bitmap {
        firstpats {
                "_width " must
        }
        restpats {
                "_height " must
                "_bits[] = {" must
        }
}

Lispemacs {
        restpats {
                "\\(interactive[ )]" regexp
                "\\(if *\\(" regexp
                "-to-"
                "-char "
                "save-"
                "(setq "
                "(defun "
        }
}

TeXsty {
        filenames {
                "\\.sty$" regexp must
        }
        restpats {
                "\\def\\|\\def "
        }
}

Uuencode {
        extract
        firstpats {
                "^begin [0-9][0-9][0-9] " regexp
        }
}

Yacc {
        filenames {
                "\\.y$" regexp
        }
        restpats {
                "%prec "
                "yyerror"
                "^%token[       ]" regexp
                "%type[         ]" regexp
                "%union |%union$" regexp
        }
}

Dvi {
        filenames {
                "\\.dvi$" regexp must
        }
        firstpats {
                "\xf7\x02\x01\x83\x92\xc0\x1c\x3b"
        }
}

Tif {
        firstpats {
                "^II\\*|^MM\\*" regexp must
        }
}

From shoens@almaden.ibm.com Thu Jul  1 10:41:54 1993
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From: "Kurt A. Shoens" <shoens@almaden.ibm.com>
To: Hector Garcia-Molina <hector@db.stanford.edu>
Subject: Output of training phase
In-Reply-To: Your note of Thursday, July 1, 1993 08:06
Date: Thu, 01 Jul 93 10:41:52 -0800
Sender: <shoens@almaden.ibm.com>
Status: R


Hector ...

Here is the output from the training phase of the classifier.  It is
a large structure initialization that gives the centroid of the
feature vector for each type.  To decode the rest of this, throw it
through uudecode to create output.Z, then uncompress it.
    -- Kurt

begin 664 output.Z
M'YV01HH$H5)%2A$09NQ\,9*&39DM74#T`+%'00(1#!U^,=.PS!LX9=R(8`$B
MA@L8+"R*H%(&#YTO:>;0:4EG)`@8+FRDO"@DC9LP<O+`G"/&)]`\-G'2V"F"
M2!HY0\D\37J2J10C0W#(D/'%BY0R8\JDL5.&C`X^7HB483.V3-`61,+,U$$U
MAE6L6KEZ,2+G31NZ)'':57DUZ]:N5-X`ONEB\,7">;LV*3-G3I@S95HD,5N7
M:94Y(<N\]`)%+IK%.%&J_!QZ].3*ES,G(8*ZZFK0;D1W=5+FSIPS?>O`F5-;
M]476N4<S\4FY.-,F8M[@Z<K7;V>5T*53[_OW^L7LT[TDKNU8!'C)E"UCULPY
M<&.F0_S"D9/^BPLM)/BXT$/"NXCX;<Q77QN7I3&&?U0`]840;+PQQAIAN$'&
M&&B`M89_RXEA`PP<VA=&?^X9)T*&&W;(0QAIA&&&&3Y0)>(38JA1(@SVO0$B
M8^6]$>.,7Q!XAH%4R<!42V7PZ".0(3(%Q1LR33&&'&G`,5H)(;BH))-T.`FE
ME%^44(2$`+81$AUS6*G2DDT^&>5+8]0A!WUNT$$@'5#B8>9%:&:I)I>YW0&'
M:7>*D*>6:W8Y!'URO2&'<V=B22B7<Z#QAI^Q!3KHGB\!1QD=BI9AJ:.8?O$E
M&5#TU>`9GZ:Y)9L-@O8G'6BDJN>J7X`FIUQUROKH2V24P5%N9KP1IZZAID%G
MA',$*T<;@0XQQ1MNAF7?&#>F!M^ST9;1U0@^C<%&';TVBZT<TIHP0J^_>IJD
M2LY"2ZZV,DGUAKCN2BN3''6,4=.Z%[6;[1?S^42'&?3^ZT053#!1\+M?`'6&
M'0M+Z_"!_*[4UXH$NM&5"U0@$2@5%YN1\<9)2/%QR"-[X<(42*@P11$",3'%
M$R>_@7&$&[.L0A!5=/R$R16#;+/(.*NL\Q19./$$%%,D,47--VML=,M$%#'%
M$%(D`04523SA!-0B:ZNR&'"`+>;&X0:-LM@N5*C""6:SS5'<&_]$M\INR'&W
M"W#,J_;09ZL,1]E_8\SV''H$>D021G2UN!$XW!"&?WR%$3@/382QAEL9J<N8
MB%`(T4174&P!0PLY=(%6Z:>G7JUM_2)11AB]0M7VZR).42$;;,P1JA<CA*#"
M"T6Y\<(68;2@1Q<J1!JH[FOU'FH8;(519L70\^X[K6.0\?SNTM.Z%FAI$(P]
M^-L7VE+?<NS[.5/9AU^HLK-3^'WTZ7-YJD_W:Q_JJ=!RG[54$K_\O<0-!O+<
M`"]2P%#U#0[>.Q_^'%B'2$7P?01$7ZCH@P;KQ4J"_J.5K?HG/TB))B00`V$)
M7S*'>BD0=B)H(*WJ0*`Y7$B%!OQ"'7Y2O>MAD($:G*$;1HC#4.W05BC\V%JT
ME031)2%.;N$A:Y[@!C8@)6A+W)@+5&"%(DBA:5Y3HD94ML4I@,5-QKKB#U>2
M13*J("YT"`-:7+!%(@PD"&)DVQ89LA8RS'&/22@"$XB0QR_H0"UQ;,@<7%"$
M`#4H#V5XH8A8HI%#B@9%O7.!6O[4/C$-JV)0"(+,=E.%)@C!BY82Y12Z8D<J
M%"&5H_3"$.YXA)]E`9:K%$\6H/!*4*H2,4F@`A-ZN<90QC((0I@"%:00A"%0
MX7F_VZ)_=K6Q,3`+>]&$PS772$V5R<%\W(RF'#X83EJI##30I)4.:$<&^E3&
M!>DLU#K9DAMX8E.=T2%#'NR)(_B%2@=DD$L9^+G`&/Z3#&0@Z'L(>%`V*+0\
MU`0H'1[J3W7.#J'N7&0\N:2#LCATFO\L`QK@(`.%YBZD;_CH/>59ACJHM)\,
MM2@>`F32BLK3#'V)4QMJ&E-YHL$D&WV)#M!04I"J<Z1%72E'V4+1GG(TI3QE
MX#_AT%2IJC,.436H.EU:539BX0MB`&=!6?)5="GQJVB(#A[V<-8ON.$-/NG5
M)]?(A#"0]0LA(0-;W5.>NMY5#&7XD1OV"M.+^+4,7]T#&1Q$PS'U`4-V1>P7
M]@`4.AC((8^MV&&_"AI]I4%8A"WH9K\P$Y?<(0UD@%5H86@$N++AKE^YEX$L
M"]I`M;8A=]U#L!29V37>]K62-589VI`&/91AM2+Z[5UWRX8*T0ZY3.F)&.[J
M!2!DK`[4@ZY*I$M=(/AD/@Z*I%3<<(8Y:)<G:9BN9*M;V<L>-U#<72\09D(A
M^K"/#N<507R_Z@7+TL$A*NB!?_;;E3#4`5:*"O"`TTO=S>7A#HHBPQP4S-?H
M,GB]B*K=A`5<X>U>F+]RB-!BVQ`#"A?V/YG;'$<T<KPFM*$+FO-51_+CA2VX
M&,8JGK%_FH"$UK*A=E_XYACRXL."\MC'0'8##0%+GPL6=`BE>@-P+/<%J2PK
MQLV*\I3;4.4WT(%B:X1R7[;<95AE><PAYG+&_H29Y[%!H%WA`5MDTB+LO7DF
M<08OI\:04C&(P0TM:(-++2LFJ21/67.J\QJ=X.4R1.<-:^A*#R9-Z4HWJU-=
MX3-]^/`"34N2*5A`EX'90*:-A=I7HR83IUUP:C.DNL@P;/6K)7.'-J@@4+(>
M]!P,N84$,*]O`G,+KD6MZR^H(%AQ6HY,&'617)-ZURK`C%]$$Q1FB\#9I5:!
M@Z,#%#*TMDUS6!);QI`':V,;VF((PX.``RT)F9O8SS8V_=B]P_8LNC=S(%?=
M\$VN5?<IWV`N*&]\H^\:)V]Y*T"!"Y"GO"ZL(`4JV((.0M`%%)@.=0Y/`5H8
MCG"%<SSC$9]X%UY7GB:\@0PS>.),;)>&&>#N.2=/.12AD@0GN/(JS22FD6.>
M!$?:IPTN#Y3)4=YS.+"A*[UF'N.$SG.?U]C77`R"%/A@<:A;0>I\V$'2HPZT
M-0X]Y4[?^BD7YX278Z?I1D<ZU)OP!"(@K`A;W('9OX/VHQN$(%)P0MR93O2P
M0ST)38#"SYY9,2FX80D-.;H7EI"$A'&:\0D+E.$1SSO$($$*58"OL0@$AR]\
MX;2I)6=!>W*KSG^A0FDX`QH$"$/2<][S12$31'J07V6#A$!CV#4*@AUBSY)E
M"RGH0J!L/UQUZ[Y\*D#!\&-R>^-_H06<:L'RY]#\W#^?0D"9?O5W;1FR2%^S
MS"^^]5%@JSAH7_RZ1]<.SRH3H;B@_7/W:ONK["L^F+5B5:A#2/C<JZX`5K`7
MESH!V`4#&"CYMW\GIRTK1UP_P2EZ4S%9H&YC8!]Y$'\1.`836`("$G`P=($3
MF`>0]":*$B@>V!4EP"F;XP9)1X(2V"5TD`<@L8(0V((EL$.?Y09\4(,()"SQ
M1P1VD`;V008_V(,_^`5X8`8W@`<P(`-*&`-X@`,S@`<YP(1C``-X$`-C@`<S
M(`8?4SY=D01)H`)HT01-<&OKT@<[H``*$!`#41`'D1`+8A1!`1$201$JT3D;
MT1$?$1(V81*31!-#45JL)R(]\1-!,13%<Q1]"$-.`14Q8662AQ>'X15@(19D
M819HH19L019O`4=E8&V0,8G5T1V%)XEZ,1Z1:!AZ\1KJ(1OV5E#(H1ND81K6
M%HNND1ZQH1FT88"X(8L#]QO!,1RUV(O*P1S$(71JM1W643'GL1?<86W-B(K,
MF(Q>P(JYN!G6!B`"4AGV@1_ZP1^7%B`9U2,%PH&3I"`,XB`0(B$48B$8DEX\
MX@(?0A4UP!0DPB$T<B(ILB**AA/UJ!(P(B/X6".O(R0JH2,"V2%'PH$S,"1X
M4"0#N9#$8DY4,I&%XB5@XA>>1"86R25M\B9C,B>Y`DJ@0BM]\BJB!T.70BLE
M<"BSXX#6MI*%$BF3PF:?UBBJ4BB:(A.=TI$O,2I1=BH^^07>PB1E@))#:2LB
MF09V0I(YR27HPAS(-HA7\I0O82PA-D2(%C':X@+4PI7;TBW?DC9A-B[E<BXR
MEAM@&2^?M99TDB]4R2YFJ2T!$R=B!4/^PC`'$WD5DY<2(P</`Y838S9%PS$>
M4SA$(S4N4#*$J9A'`S.J1#.(F3(KTS(\XS-=-U8H4YA'DS1+TS1/,YF<2356
M@S5:PS5A-)EL0S9[0Y::"3ALXS9PHYH;,S>TB3>3<YLND#=[TS>]23AK)#2&
MLS&(HSB,XSB,$SFYZ5MI)C:8$V-RT#F6(CJD,X"K,X#Q-P2R0SMN81]H$'\R
M5"C`(SS$XQ/'<W#,XSQ%1"O4DR*PECM!5"C=0T(Y-#YB<9?P.4'B@P?W19^A
M0C_JEI+Y&4*%LC\BL9X%*F4!Y)\FF4`,6B@/Y&0P%)Y<`@<5A`82.J`K%&0B
MY4$/:D)Q"43Z.9,GY`8IQ$WQ"2DN]*$O04/6<T,H.J)<LD/M:3TLJD-#)!HW
M>D0E>J)CE45-U`0J%T74,T55I$8_.D9TQ$5>!$9?@T5*6D9G!"4O6$AN!$=R
M=*5W9*5+RD<_]D<J8`2!-$B%9$F)E$F-9'1O`$DW>1&4I"UFBDF+M$F5M9&X
M1$JFA$J^%$NMI',J^4NR1$NV=*>ZQ$N$RC7"Y*>@`ZC(I$S,Y$Q!M3%F6$[B
MZ97;5%#=Q#>7.J'BA)\VQ27>)*"?.AKOUZ9:)4_LE%%9%5'M64^1J@/YM$^O
M&E`SL:H'E5"S^E*8>E`3]:H7U4[I8:L610:ZRJD6A53"RE)0Y:M<Y:LS156O
MBE/"(B?)RE$_5:U"1538:DC(^JI,]:K+JE1"!:WB:DA8]:K-BD5?%59M=7_!
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1'S#'[0>@L0=";NR!,!E/40``
`
end

From shoens@almaden.ibm.com Thu Jul  1 11:01:27 1993
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From: "Kurt A. Shoens" <shoens@almaden.ibm.com>
To: Hector Garcia-Molina <hector@db.stanford.edu>
Subject: And finally, some classifier results
Date: Thu, 01 Jul 93 11:01:38 -0800
Sender: <shoens@almaden.ibm.com>
Status: R


Hector ...

I ran the classifier on the source code to the freely-distributed
"less" program as an example.  Since the size of the output + the size
of the source code to less is kind of big, I packaged the two of them
together and put them on our "sort of" anonymous FTP server.  To pick
this up, ftp to "envy.almaden.ibm.com"  logging in as "pseudo" with
password "pseudo" and retrieve the file "class.tar"

When unpacked, you will have the less source code (+ binaries, also of
interest to the classifier) in the subdirectory "less" along with
class.results, which gives non-zero features found for each file,
along with the similarity measure for each class.

Let me know when you've successfully retrieved this file; I've
borrowed access to this machine on a temporary basis.
    -- Kurt

