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authorFlorian Jung <flo@windfisch.org>2016-01-07 00:44:01 +0100
committerFlorian Jung <flo@windfisch.org>2016-01-07 00:44:01 +0100
commita7763a22a08117dca62a6e9616ecea33fe7e4c65 (patch)
tree92d0340418bdc9326479f0f01ca58d1226fdd5f6
parentf9a9a51884aadef97b8952b2807541d31b7e9917 (diff)
doc
-rw-r--r--.gitignore8
-rw-r--r--avg.py14
-rw-r--r--doc/Makefile3
-rw-r--r--doc/array_naive_vs_episodic.gnuplot6
-rw-r--r--doc/array_naive_vs_episodic_deriv.gnuplot5
-rw-r--r--doc/derivs/new.log5000
-rw-r--r--doc/derivs/old.log5000
-rw-r--r--doc/doc.tex35
-rw-r--r--doc/logs/new.log5000
-rw-r--r--doc/logs/old.log5000
-rw-r--r--shift.py17
-rw-r--r--test.sh23
12 files changed, 20111 insertions, 0 deletions
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..fdaec47
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,8 @@
+40-40.log
+derivs/
+logs/
+logtmp/
+doc/doc-gnuplottex-*
+doc/doc.aux
+doc/doc.log
+doc/doc.pdf
diff --git a/avg.py b/avg.py
new file mode 100644
index 0000000..bbcb920
--- /dev/null
+++ b/avg.py
@@ -0,0 +1,14 @@
+from sys import argv
+
+#usage: avg.py outfile infile1 infile2 ...
+
+outfile, infiles = open(argv[1],"w"), [open(arg,"r") for arg in argv[2:]]
+
+# hell yea! i f***ing love python :'D
+for lines in zip(*infiles):
+ for columns in zip(*[l.split() for l in lines]):
+ print("%e" % ( sum([float(c) for c in columns])/len(columns) ) ,file=outfile, end="\t")
+ print("", file=outfile)
+
+for f in [outfile]+infiles:
+ f.close()
diff --git a/doc/Makefile b/doc/Makefile
new file mode 100644
index 0000000..e0120fd
--- /dev/null
+++ b/doc/Makefile
@@ -0,0 +1,3 @@
+doc.pdf: doc.tex *.gnuplot
+ echo 'hit enter a couple of times for every `pause` in the gnuplot scripts'
+ pdflatex -shell-escape doc.tex
diff --git a/doc/array_naive_vs_episodic.gnuplot b/doc/array_naive_vs_episodic.gnuplot
new file mode 100644
index 0000000..3f7ea0e
--- /dev/null
+++ b/doc/array_naive_vs_episodic.gnuplot
@@ -0,0 +1,6 @@
+set xrange [0: 1000]
+
+plot 'logs/old.log' with lines,\
+ 'logs/new.log' with lines
+pause -1
+
diff --git a/doc/array_naive_vs_episodic_deriv.gnuplot b/doc/array_naive_vs_episodic_deriv.gnuplot
new file mode 100644
index 0000000..0900f2e
--- /dev/null
+++ b/doc/array_naive_vs_episodic_deriv.gnuplot
@@ -0,0 +1,5 @@
+set xrange [0: 1000]
+
+plot 'derivs/old.log' with lines,\
+ 'derivs/new.log' with lines
+pause -1
diff --git a/doc/derivs/new.log b/doc/derivs/new.log
new file mode 100644
index 0000000..d16ef94
--- /dev/null
+++ b/doc/derivs/new.log
@@ -0,0 +1,5000 @@
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diff --git a/doc/derivs/old.log b/doc/derivs/old.log
new file mode 100644
index 0000000..2ac6ddd
--- /dev/null
+++ b/doc/derivs/old.log
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diff --git a/doc/doc.tex b/doc/doc.tex
new file mode 100644
index 0000000..6eef2cb
--- /dev/null
+++ b/doc/doc.tex
@@ -0,0 +1,35 @@
+\documentclass[ngerman]{scrartcl} %l├Ądt die Dokumentklasse
+
+\usepackage{gnuplottex}
+\usepackage{amsmath}
+
+\begin{document}
+\section{Naive vs Episodic array learning}
+Using the \verb+QArray+ function approximator, different training strategies can be used:
+
+\begin{itemize}
+\item Immediately when a new $(\text{oldstate}, \text{action}, \text{newstate}, \text{reward})$ pair has been learned,
+ update the $Q$ array by:
+ $$Q_{\text{oldstate},\text{action}} = Q_{\text{oldstate},\text{action}} + \alpha \cdot (\text{reward} + \gamma \max_{a'} Q_{\text{newstate},{a'}} - Q_{\text{oldstate},\text{action}})$$
+
+ This is standard textbook reinforcement learning, and referred to as the "old" approach.
+
+\item Alternatively, we can store the $(\text{oldstate}, \text{action}, \text{newstate}, \text{reward})$ pairs in an array,
+ without instantly training them into out array. Then, at the end of an episode, we go through this list \emph{reversed}, and update as above.
+
+ This has two effects:
+ \begin{itemize}
+ \item During an episode, we don't learn anything about former actions done during this episode
+ \item At the end of an episode, a newly discovered path is completely learned, as opposed to the above approach, where for any newly discovered path only the last state before known terrain is learned.
+ \end{itemize}
+\end{itemize}
+
+In the graphs, which show the total reward earned as a function of the episodes ran, we see, that the second ("new") approach converges to an equally good training result, however it gets good faster.
+
+\gnuplotloadfile[terminal=pdf]{array_naive_vs_episodic.gnuplot}
+
+\gnuplotloadfile[terminal=pdf]{array_naive_vs_episodic_deriv.gnuplot}
+
+Code used: \verb+f9a9a51884aadef97b8952b2807541d31b7e9917+ for the "new" plots, and the same code with the line 254 (\verb+self.flush_learnbuffer() # TODO TRYME+) enabled for the "old" plots. Use \verb+sol.py+, or the \verb+test.sh+ script.
+
+\end{document}
diff --git a/doc/logs/new.log b/doc/logs/new.log
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diff --git a/doc/logs/old.log b/doc/logs/old.log
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index 0000000..19b617e
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