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fix Makefile and README.md for 2019/mill

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Landon Curt Noll committed 2023-03-25 04:11:54 -07:00
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2019/mills/Makefile
+140 -333
View File
@@ -1,14 +1,41 @@
#!/usr/bin/env make
#
# 2019 makefile
# IOCCC 2019 winning entry - mills
################################################################################
#
# This work by Landon Curt Noll, Simon Cooper, and Leonid A. Broukhis
# is licensed under:
# Regarding individual entries:
#
# IOCCC winning entry code may not work on your system. Even with standards,
# conditions and build environments change, especially when it comes to more
# extreme code such you might find in an IOCCC winner. Moreover, what was
# allowed and liked in one IOCCC contest may no longer be liked/allowed in
# later IOCCC years.
#
# Corrections on winning author and fixing typos in remarks are VERY WELCOME.
#
# GitHub pull requests are welcome:
#
# If you have a patch that might make running an entry work in modern Unix-like
# environments, please create a GitHub pull request for the IOCCC judges to
# consider.
#
# Suggestions and corrections regarding Makefiles, winning author information,
# fixing typos in remarks, and code patches are welcome via opening a GitHub
# issue or better yet, by creating a GitHub pull request for the IOCCC judges
# to consider. To form a GitHub issue or GitHub pull, please visit:
#
# https://github.com/ioccc-src/winner
#
################################################################################
# This work by Landon Curt Noll and Leonid A. Broukhis is licensed under:
#
# Creative Commons Attribution-ShareAlike 3.0 Unported License.
#
# See: http://creativecommons.org/licenses/by-sa/3.0/
#############################
# shell used by this Makefile
#############################
@@ -19,262 +46,7 @@ SHELL= bash
# common tool locations
#######################
#
A2P= a2p
AR= ar
ASA= asa
AT= at
ATQ= atq
ATRM= atrm
AWK= awk
BANNER= banner
BASE64= base64
BASENAME= basename
BATCH= batch
BC= bc
BINHEX= binhex
BISON= bison
BUNZIP2= bunzip2
BZCAT= bzcat
BZCMP= bzcmp
BZDIFF= bzdiff
BZEGREP= bzegrep
BZFGREP= bzfgrep
BZGREP= bzgrep
BZIP2= bzip2
BZLESS= bzless
BZMORE= bzmore
C2PH= c2ph
C89= c89
C99= c99
CAL= cal
CALC= calc
CAT= cat
CD= cd
CHFLAGS= chflags
CHGRP= chgrp
CHMOD= chmod
CKSUM= cksum
CLANG= clang
CLANG_PLUSPLUS= clang++
CLEAR= clear
CMP= cmp
COL= col
COLLDEF= colldef
COLRM= colrm
COLUMN= column
COMPRESS= compress
CP= cp
CPIO= cpio
CPP= cpp
CRC32= crc32
CSH= csh
CSPLIT= csplit
CURL= curl
CUT= cut
C_PLUSPLUS= c++
C_PLUSPLUS_FILT= c++filt
DATE= date
DC= dc
DD= dd
DF= df
DIFF3= diff3
DIFF= diff
DIG= dig
DIRNAME= dirname
ED= ed
EGREP= egrep
ENV= env
EQN= eqn
ETAGS= etags
EXPECT= expect
EXPR= expr
FALSE= false
FGREP= fgrep
FILE= file
FIND2PERL= find2perl
FIND= find
FLEX= flex
FLEX_PLUSPLUS= flex++
FMT= fmt
FOLD= fold
FS_USAGE= fs_usage
FUNZIP= funzip
FUSER= fuser
GCC= gcc
GDIFFMK= gdiffmk
GENCAT= gencat
GENSTRINGS= genstrings
GETOPT= getopt
GETOPTS= getopts
GNUMAKE= gnumake
GREP= grep
GROFF= groff
GROFFER= groffer
GROG= grog
GROPS= grops
GROTTY= grotty
GUNZIP= gunzip
GVIM= gvim
GZCAT= gzcat
GZEXE= gzexe
GZIP_PROG= gzip
G_PLUSPLUS= g++
H2PH= h2ph
H2XS= h2xs
HASH= hash
HEAD= head
HOSTNAME_PROG= hostname
ICONV= iconv
ID= id
INDENT= indent
INFO= info
JOT= jot
KILL= kill
KSH= ksh
LAST= last
LD= ld
LEX= len
LINK= link
LN= ln
LS= ls
M4= m4
MAKE= make
MAN= man
MKDIR= mkdir
MKFIFO= mkfifo
MKTEMP= mktemp
MV= mv
NANO= nano
NASM= nasm
NEQN= neqn
NICE= nice
NL= nl
NM= nm
NOHUP= nohup
NROFF= nroff
NSLOOKUP= nslookup
OD= od
OPENSSL= openssl
PASTE= paste
PATCH= patch
PATHCHK= pathchk
PAX= pax
PERL= perl
PICO= pico
PR= pr
PRINTENV= printenv
PS= ps
PTAR= ptar
PTARDIFF= ptardiff
PTARGREP= ptargrep
PWD= pwd
PYDOC= pydoc
PYTHON= python
PYTHONW= pythonw
READLINK= readlink
RENICE= renice
RESET= reset
REV= rev
RI= ri
RM= rm
RMDIR= rmdir
RSYNC= rsync
RUBY= ruby
RVIM= rvim
SAY= say
SCP= scp
SCREEN= screen
SCRIPT= script
SDIFF= sdiff
SED= sed
SEQ= seq
SFTP= sftp
SH= sh
SHA1= sha1
SHA= sha
SHAR= shar
SHASUM5_18= shasum5.18
SHASUM= shasum
SIZE= size
SLEEP= sleep
SORT= sort
SSH= ssh
STAT= stat
STRIP= strip
STTY= stty
SUM= sum
SYNC= sync
TABS= tabs
TAIL= tail
TAR= tar
TEE= tee
TEST= test
TFTP= tftp
TIDY= tidy
TIME= time
TOP= top
TOUCH= touch
TPUT= tout
TPUT= tput
TR= tr
TROFF= troff
TRUE= true
TSET= tset
TSORT= tsort
UL= ul
UNAME= uname
UNCOMPRESS= uncompress
UNEXPAND= unexpand
UNIFDEF= unifdef
UNIFDEFALL= unifdefall
UNIQ= uniq
UNITS= units
UNLINK= unlink
UNZIP= unzip
UNZIPSFX= unzipsfx
UPTIME= uptime
UUDECODE= uudecode
UUENCODE= uuencode
UUIDGEN= uuidgen
VI= vi
VIEW= view
VIM= vim
VIMDIFF= vimdiff
W= w
WAIT4PATH= wait4path
WAIT= wait
WC= wc
WHAT= what
WHATIS= whatis
WHICH= which
WHO= who
WHOAMI= whoami
WHOIS= whois
WRTIE= write
XAR= xar
XARGS= xargs
XATTR= xattr
XXD= xxd
YACC= yacc
YES= yes
ZCAT= zcat
ZCMP= zcmp
ZDIFF= zdiff
ZEGREP= zegrep
ZFGREP= zfgrep
ZFORCE= zforce
ZGREP= zgrep
ZIP= zip
ZIPCLOAK= zipcloak
ZIPGREP= zipgrep
ZIPINFO= zipinfo
ZIPNOTE= zipnote
ZIPSPLIT= zipsplit
ZLESS= zless
ZMORE= zmore
ZNEW= znew
ZPRINT= zprint
ZSH= zsh
include ../../var.mk
# Set X11_LIBDIR to the directory where the X11 library resides
#
@@ -288,29 +60,25 @@ X11_LIBDIR= /opt/X11/lib
#X11_INCDIR= /usr/X11/include
X11_INCDIR= /opt/X11/include
# Compiler warnings
#
#CWARN=
#CWARN= -Wall
#CWARN= -Wall -Wextra
CWARN= -Wall -Wextra -pedantic ${CSILENCE}
#CWARN= -Wall -Wextra -Weverything
#CWARN= -Wall -Wextra -Weverything -pedantic
#CWARN= -Wall -Wextra -Weverything -pedantic ${CSILENCE}
# Silence warnings that ${CWARN} would normally complain about
# Common C compiler warnings to silence
#
#CSILENCE=
#CSILENCE= -Wno-implicit-int
CSILENCE= -Wno-missing-field-initializers -Wno-for-loop-analysis
CSILENCE= -Wno-for-loop-analysis -Wno-missing-field-initializers
# compiler standard
# Common C compiler warning flags
#
#CWARN= ${CSILENCE}
#CWARN= -Wall ${CSILENCE}
#CWARN= -Wall -Wextra ${CSILENCE}
CWARN= -Wall -Wextra -pedantic ${CSILENCE}
# Compiler standard
#
#CSTD=
#CSTD= -ansi
CSTD= -std=c11
CSTD= -std=gnu17
# compiler bit architecture
# Compiler bit architecture
#
# Some entries require 32-bitness:
# ARCH= -m32
@@ -322,21 +90,21 @@ CSTD= -std=c11
#
ARCH=
# defines that are needed to compile
# Defines that are needed to compile
#
#CDEFINE=
#CDEFINE= -DIOCCC=26
CDEFINE= ${param}
# include files that are needed to compile
# Include files that are needed to compile
#
CINCLUDE=
#CINCLUDE= -include stdlib.h
#CINCLUDE= -include stdio.h
#CINCLUDE= -include stdlib.h -include stdio.h
#CINCLUDE= -I ${X11_INCDIR}
#CINCLUDE= -I ${X11_INCDIR} -I ${X11_INCDIR}/X11
#CINCLUDE= `${SDL2_CONFIG} --cflags`
# optimization
# Optimization
#
# Most compiles will safely use -O2. Some can use only -O1 or -O.
# A few compilers have broken optimizers or this entry make break
@@ -349,37 +117,58 @@ CINCLUDE=
#OPT= -O2
OPT= -O3
# default flags for ANSI C compilation
# Default flags for ANSI C compilation
#
CFLAGS= ${CSTD} ${CWARN} ${ARCH} ${CDEFINE} ${CINCLUDE} ${OPT}
# Libraries needed to build
#
#LIBS=
#LIBS= -L ${X11_LIBDIR}
LIBS= -lm
#LIBS= -L ${X11_LIBDIR} -lX11
#LIBS= `${SDL2_CONFIG} --libs`
# ANSI compiler
#
# Set CC to the name of your ANSI compiler.
#
# Some entries seem to need gcc. If you have gcc, set
# both CC and MAY_NEED_GCC to gcc.
#
# If you do not have gcc, set CC to the name of your ANSI compiler, and
# set MAY_NEED_GCC to either ${CC} (and hope for the best) or to just :
# to disable such programs.
# C compiler to use
#
CC= cc
#CC=clang
MAY_NEED_GCC= gcc
#CC=gcc
# Compiler add-ons or replacements for clang only
#
ifeq ($(CC),clang)
#
CSILENCE+= -Wno-double-promotion -Wno-float-conversion -Wno-format-nonliteral \
-Wno-implicit-float-conversion -Wno-implicit-int-conversion \
-Wno-missing-prototypes -Wno-missing-variable-declarations \
-Wno-poison-system-directories -Wno-shadow -Wno-shorten-64-to-32 \
-Wno-sign-conversion -Wno-strict-prototypes -Wno-vla
#
CWARN+= -Weverything
#
endif
# Specific add-ons or replacements for gcc only
#
ifeq ($(CC),gcc)
#
#CSILENCE+=
#
#CWARN+=
#
endif
##############################
# Special flags for this entry
##############################
#
OBJ= prog.o
ENTRY= mills
PROG= prog
#
OBJ= ${PROG}.o
CSRC= ${PROG}.o
#
INPUTS_GZ= IOCCC-hints.txt.gz Shakespeare.txt.gz \
IOCCC-Rules-Guidelines.txt.gz Eugene_Onegin.txt.gz
INPUTS= IOCCC-hints.txt Shakespeare.txt \
@@ -398,7 +187,7 @@ ALT_TARGET=
# hyperparameters
param = -DRS=.15 -DTR=.95 -DLR=.002 -DLD=.97 -DLE=10 -DCL=5 -DB1=.9 -DB2=.999 \
-DEP=1e-8 -DWD=8e-5 -DDI=100 -DSL=200 -DN=50 -DTP=1 \
-DPF='"cp%02d_%.3f"'
-DPF='"cp%02d_%.3f"'
##############################################################
# Networks
@@ -540,14 +329,19 @@ gru3 = ${gru} ${three_layer}
#
prog = ${rnn1}
#################
# build the entry
#################
#
all: ${TARGET} ${DATA}
all: data ${TARGET}
@${TRUE}
${TARGET}: prog.c Makefile ${INPUTS}
.PHONY: all alt data everything clean clobber install \
love haste waste maker easter_egg sandwich \
supernova deep_magic magic charon pluto
${TARGET}: ${PROG}.c Makefile ${INPUTS}
${CC} ${CFLAGS} -o $@ $< $($@) ${LIBS}
# alternative executable
@@ -583,14 +377,21 @@ IOCCC-Rules-Guidelines.output.txt: IOCCC-Rules-Guidelines.cp98_0.175 ${generator
Eugene_Onegin.output.txt: Eugene_Onegin.cp11_1.188 ${generator}
${generator} < $< | ${HEAD} -n 1000 > $@
# both all and alt
#
everything: all alt
###############
# utility rules
###############
#
everything: all alt
clean:
${RM} -f ${OBJ} ${ALT_OBJ}
@-if [ -f indent.c ]; then \
echo ${RM} -f indent.c; \
${RM} -f indent.c; \
fi
cpclean:
${RM} -f cp*_*.*
@@ -604,20 +405,28 @@ clobber: clean cpclean
echo 'ate sandwich'; \
fi
nuke: clobber
@${TRUE}
dist_clean: nuke
@${TRUE}
install:
@echo "Surely you are performing, Dr. May!"
@echo "Dr. Spock says that is not logical!"
@${TRUE}
# backwards compatibility
# you may be able to misunderstand the source by reading indent.c
#
build: all
@${TRUE}
indent.c: ${PROG}.c
@if which "${GINDENT}" >/dev/null 2>&1; then \
echo ${RM} -f $@; \
${RM} -f $@; \
echo "${GINDENT} < $< > $@"; \
${GINDENT} < $< > $@; \
elif which "${INDENT}" >/dev/null 2>&1; then \
echo ${RM} -f $@; \
${RM} -f $@; \
echo "${INDENT} < $< > $@"; \
${INDENT} < $< > $@; \
else \
echo "no intent tool found, ident $< yourself, sorry"; \
echo "exit 1"; \
exit 1; \
fi
##################
@@ -636,22 +445,19 @@ waste:
@echo 'haste'
@${TRUE}
make:
@echo 'Attend a maker faire'
maker:
@echo 'Participate in a maker faire'
@${TRUE}
easter_egg:
@echo you expected to often mis-understand this $${RANDOM} magic
@echo chongo '<was here>' "/\\oo/\\"
@echo Eggy
@echo "you expected to often misunderstand this $${RANDOM} magic"
@echo "chongo '<was here>' /\\oo/\\"
@echo "Eggy"
fabricate fashion form frame manufacture produce: make
@${TRUE}
sandwich:
sandwich: easter_egg
@if [ `id -u` -eq 0 ]; then \
echo 'Okay.'; \
echo $${RANDOM}`date +%s`$${RANDOM} > $@; \
echo "$${RANDOM}`date +%s`$${RANDOM}" > $@; \
else \
echo 'What? Make it yourself.'; \
exit 1; \
@@ -661,18 +467,19 @@ sandwich:
# as well as the West Coast Computer Faire and
# you might be confused different. :-)
#
supernova: nuke
supernova: sandwich
@-if [ -r .code_anal ]; then \
${RM} -f .code_anal_v6; \
else \
echo "planet deniers, like some members of the IAU, are so cute when they try to defend their logic"; \
fi
@echo A $@ helps ${MAKE} the elements that help form planets
@echo "A $@ helps ${MAKE} the elements that help form planets"
@${TRUE}
deep_magic:
deep_magic: supernova
@-if [ -r .code_anal ]; then \
ccode_analysis --deep_magic fc6b6af226b7cc598de3d48fc20ed0bd54f7b4f7f0f651a32b9cf8345b2a3b3f --FNV1a_hash_512_bit "prog"; \
ccode_analysis --deep_magic 7889066cdbdf09b0408021754586e895be641cc9be29e7eafd3ca65359541f17 \
--FNV1a_hash_512_bit -v2 "${PROG}" "${PROG}.c"; \
else \
echo "Wrong! Do it again!"; \
sleep 2; \
@@ -684,7 +491,7 @@ deep_magic:
magic: deep_magic
@-if [ -r .code_anal ]; then \
ccode_analysis --level 391581 --mode 216193 --FNV1a_hash_512_bit "prog"; \
ccode_analysis --level 20003 --mode 5717175 --FNV1a_hash_512_bit -v2 "${PROG}" "${PROG}.c"; \
else \
echo "If you don't eat yer meat, you can't have any pudding!"; \
echo "How can you have any pudding if you don't eat yer meat?!"; \
@@ -693,14 +500,14 @@ magic: deep_magic
# The IOCCC resident astronomer states
#
charon: supernova
@echo $@ is a dwarf planet
@echo dwarf is a type of planet
@echo therefore IAU, $@ is a planet
charon: magic
@echo "$@ is a dwarf planet"
@echo "dwarf is a type of planet"
@echo "therefore IAU, $@ is a planet"
pluto: supernova
pluto: charon
${MAKE} charon
@echo $@ is a dwarf planet
@echo dwarf is a type of planet
@echo therefore, $@ is a planet
@echo get used to having lots of planets becasue supernovae can ${MAKE} a lot of them
@echo "$@ is a dwarf planet"
@echo "dwarf is a type of planet"
@echo "therefore, $@ is a planet"
@echo "having lots of planets is good feature because supernovae can help ${MAKE} a lot of them"
2019/mills/README.md
+110 -75
View File
@@ -1,35 +1,38 @@
# Most in need to be tweeted
Christopher Mills
Twitter: @MisterXopher
Christopher Mills
Twitter: @MisterXopher
# To build:
## Judges' comments:
### To use:
```sh
make
```
make
### To run:
make cpclean
# Let this run for about about an hour and then kill it:
./prog Shakespeare.txt
./prog < $(< ls -1tr cp* | tail -1) | head -100
```sh
make cpclean
# Let this run for about about an hour and then kill it:
./prog Shakespeare.txt
./prog < $(< ls -1tr cp* | tail -1) | head -100
```
### Try:
# If you are on a 64-bit system:
```sh
make test-64bit
make test-64bit
less IOCCC-Rules-Guidelines.output.txt
less IOCCC-Rules-Guidelines.output.txt
less IOCCC-hints.output.txt
less IOCCC-hints.output.txt
less Eugene_Onegin.output.txt
```
less Eugene_Onegin.output.txt
However, as the binary model files used to produce the output are in an implementation-specific format, your mileage may vary.
# However, as the binary model files used to produce the output are in an implementation-specific format,
# your mileage may vary.
### Selected Judges Remarks:
## Judges' comments:
Can a machine learn?
@@ -43,11 +46,9 @@ Can it write rules and guidelines for the IOCCC?
You decide. :-)
## Author's comments:
Welcome to OMLET! &#x1f373;
=================
### Welcome to OMLET! &#x1f373;
OMLET is the _Obfuscated Machine Learning Environment Toolkit_, a
micro-framework for experimenting with [recurrent neural networks][1]. OMLET
@@ -79,9 +80,7 @@ training, but you can have even more fun by downloading some larger datasets:
+ [_War and Peace_][31]
+ [Donald Trump's 2016 campaign speeches][32]
Getting started with OMLET
--------------------------
### Getting started with OMLET
OMLET has three operating modes:
@@ -92,15 +91,24 @@ OMLET has three operating modes:
For your first OMLET experiment, we will try training a simple single-level
RNN to write some [Shakespere][5] plays. Start by typing
make
```sh
make
```
After it builds, train it using
./prog shakespere.txt
```sh
./prog shakespere.txt
```
This will immediately start outputting gibberish to the output, e.g.
./prog shakespere.txt
```sh
./prog shakespere.txt
```
produces:
sins ohennAu
T-teooclelp tiThoWy
@@ -240,7 +248,9 @@ doing `Control-C`.
You can continue training from a previous checkpoint by providing the
checkpoint file name as the second parameter, for example:
./prog shakespere.txt cp01_1.970
```sh
./prog shakespere.txt cp01_1.970
```
After the validation cycle finishes, OMLET begins the next epoch by restarting
training at the beginning of the training set. Training continues forever,
@@ -254,7 +264,9 @@ parameters to generate data. Inference mode takes the checkpoint file as
*standard input* (not on the command line) and hence must be run with a
command like
./prog < cp55_1.807
```sh
./prog < cp55_1.807
```
Running it produces an infinite amount of generated output, until you hit
`Control-C` to stop it.
@@ -264,15 +276,16 @@ will want to delete all the checkpoint files because the format depends on
both the network and the input -- using the wrong checkpoint is likely to
cause a crash.
Experimenting with different networks
-------------------------------------
### Experimenting with different networks
The default network for OMLET (the one you get if you type `make` with the
executable name `prog`) is the simplest recurrent neural network. It looks
like
h = tanh(Wxh * x + Whh * h' + Bh)
y = Why * h + By
```c
h = tanh(Wxh * x + Whh * h' + Bh)
y = Why * h + By
```
where
@@ -292,20 +305,31 @@ It is the presence of the hidden state vector that allows the RNN to
"remember" the past. We can see what would happen if we removed this hidden
state. If you type
make lin1
```sh
make lin1
```
OMLET will create an [ADALINE][10] network that does
y = Wxy * x + By
```c
y = Wxy * x + By
```
This simple [linear][11] [feed-forward network][12]. You can run it with
./lin1 shakespeare.txt
```sh
./lin1 shakespeare.txt
```
The linear network won't be able to get past the gibberish stage, because it
lacks history:
./lin1 shakespeare.txt
```sh
./lin1 shakespeare.txt
```
produces:
UERond w,
@@ -343,15 +367,16 @@ above. Alas, even adding a nonlinearity to the feed-forward network
still lack the history provided by the hidden state vector (although if you
want to try it yourself, you can do so with `make per1`).
Going deeper
------------
### Going deeper
We can try to improve the RNN's performance by stacking RNN modules atop each
other:
h1 = RNN(h1', x)
h2 = RNN(h2', h1)
y = Why * h2 + By
```c
h1 = RNN(h1', x)
h2 = RNN(h2', h1)
y = Why * h2 + By
```
with `RNN(h, x)` defined as above. Each RNN module has its own set of
parameters and its own hidden state vector. This will improve the network's
@@ -369,11 +394,15 @@ performance, at the cost of a much larger parameter space
You can try the deeper network by doing
make rnn2
```sh
make rnn2
```
(or even `make rnn3` if you want a three-layer RNN) and train it with
./rnn2 shakespeare.txt
```sh
./rnn2 shakespeare.txt
```
The additional depth should allow the network to make better predictions (it
can represent more complicated history), but it may take a long time to train
@@ -381,8 +410,7 @@ can represent more complicated history), but it may take a long time to train
because of the [vanishing and exploding gradient problem][17], which might
keep it from ever reaching its potential.
LSTMs and GRUs
--------------
### LSTMs and GRUs
RNNs are particularly hard to train because the they are trained using
[bankpropagation through time][18]. The RNN is trained by effectively
@@ -395,11 +423,15 @@ gradient, worsening the exploding and vanishing gradient problem.
solve this problem. Christopher Olah gives a good description of them
at his [blog posting][20]. You can build a two-level LSTM by doing
make lstm2
```sh
make lstm2
```
and train with it with
./lstm2 shakespeare.txt
```sh
./lstm2 shakespeare.txt
```
The LSTM is much easier to train because it explicitly decides how to update
its hidden state via "gates". These gates are called
@@ -411,11 +443,13 @@ its hidden state via "gates". These gates are called
The basic LSTM equations are
f = sigmoid(Wxf * x + Whf * h' + Bf)
i = sigmoid(Wxi * x + Whi * h' + Bi)
o = sigmoid(Wxo * x + Who * h' + Bo)
c = f * c' + i * tanh(Wxc * x + Whc * h' + Bc)
h = o * tanh(c)
```c
f = sigmoid(Wxf * x + Whf * h' + Bf)
i = sigmoid(Wxi * x + Whi * h' + Bi)
o = sigmoid(Wxo * x + Who * h' + Bo)
c = f * c' + i * tanh(Wxc * x + Whc * h' + Bc)
h = o * tanh(c)
```
Where
@@ -441,10 +475,11 @@ simplified versions of an LSTM which combine the gates together, meaning they
require fewer learned parameters. This allows them to train faster than a
generic LSTM. You can build a two-layer GRU with
make gru2
```sh
make gru2
```
Building your own networks
--------------------------
### Building your own networks
The OMLET `Makefile` comes with one-, two- and three-layer RNNs, LSTMs and
GRUs, along with simpler feed-forward networks like multi-layer perceptrons and
@@ -454,9 +489,11 @@ compiler's command-line by using `-D` directives. The network is defined by
a `-DNW='...'` command which consists of a series of comma-separated
assignments. For example, the simple one-layer RNN could be defined like
-DNW=` x = I(n), hp = I(128), \
h = C(hp, T(A(L(128, x), L(128, hp)))), \
y = L(n, h)'
```make
-DNW=` x = I(n), hp = I(128), \
h = C(hp, T(A(L(128, x), L(128, hp)))), \
y = L(n, h)'
```
The network declares `x` as an input vector (there must be a declaration for
`x`). It is declared as `I(n)`, which is an input vector of size `n`, which
@@ -497,16 +534,18 @@ training mode, this is used to generate the loss which is backpropagated.
As an example of a more complicated network, we can look at a two-layer
GRU network:
-DHS=128, \
-DNW=' x = I(n), \
y = L(n, MD(MD(x)))' \
-DBK=' hp = I(HS), \
z = S(A(L(HS, x), L(HS, hp))), \
r = S(A(L(HS, x), L(HS, hp))), \
c = T(A(L(HS, x), L(HS, hp))), \
zc = OG(1, -1, z), \
h = C(hp, A(M(zc, hp), M(z, c))), \
y = h'
```make
-DHS=128, \
-DNW=' x = I(n), \
y = L(n, MD(MD(x)))' \
-DBK=' hp = I(HS), \
z = S(A(L(HS, x), L(HS, hp))), \
r = S(A(L(HS, x), L(HS, hp))), \
c = T(A(L(HS, x), L(HS, hp))), \
zc = OG(1, -1, z), \
h = C(hp, A(M(zc, hp), M(z, c))), \
y = h'
```
We are using a few new tricks here -- first, we are defining `HS` as the size
of the hidden and cell vectors. There's nothing special about this name, its
@@ -544,8 +583,7 @@ Note: even if you don't use `MD` in your network, you should still define
`BK` by adding `-DBK='y=x'` to the command line, otherwise you will get a
compile-time error.
Hyperparameters
---------------
### Hyperparameters
OMLET has a large number of training and inference parameters which can be
changed by the user. All of these are set by `-D` on the compile command line.
@@ -586,7 +624,6 @@ The list of hyperparameters follows:
wish to add a subdirectory to the name to keep checkpoint files out of
the current directory.
[1]: https://en.wikipedia.org/wiki/Recurrent_neural_network
[2]: https://en.wikipedia.org/wiki/Deep_learning
[3]: https://www.tensorflow.org
@@ -625,12 +662,10 @@ The list of hyperparameters follows:
[43]: https://www.fast.ai/2018/07/02/adam-weight-decay/
[44]: http://karpathy.github.io/2015/05/21/rnn-effectiveness/
## Copyright:
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