diff options
-rw-r--r-- | .gitignore | 8 | ||||
-rw-r--r-- | avg.py | 14 | ||||
-rw-r--r-- | doc/Makefile | 3 | ||||
-rw-r--r-- | doc/array_naive_vs_episodic.gnuplot | 6 | ||||
-rw-r--r-- | doc/array_naive_vs_episodic_deriv.gnuplot | 5 | ||||
-rw-r--r-- | doc/derivs/new.log | 5000 | ||||
-rw-r--r-- | doc/derivs/old.log | 5000 | ||||
-rw-r--r-- | doc/doc.tex | 35 | ||||
-rw-r--r-- | doc/logs/new.log | 5000 | ||||
-rw-r--r-- | doc/logs/old.log | 5000 | ||||
-rw-r--r-- | shift.py | 17 | ||||
-rw-r--r-- | test.sh | 23 |
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 @@ -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 @@ +0 2.000000e-03 1.000000e-01 0.000000e+00 +1 2.000000e-03 1.000000e-01 0.000000e+00 +2 2.000000e-03 1.000000e-01 0.000000e+00 +3 4.000000e-03 2.000000e-01 0.000000e+00 +4 4.000000e-03 2.000000e-01 0.000000e+00 +5 6.000000e-03 3.000000e-01 0.000000e+00 +6 6.000000e-03 3.000000e-01 0.000000e+00 +7 1.000000e-02 5.000000e-01 0.000000e+00 +8 1.200000e-02 6.000000e-01 0.000000e+00 +9 1.200000e-02 6.000000e-01 0.000000e+00 +10 1.600000e-02 8.000000e-01 0.000000e+00 +11 1.800000e-02 9.000000e-01 0.000000e+00 +12 2.200000e-02 1.100000e+00 0.000000e+00 +13 2.200000e-02 1.100000e+00 0.000000e+00 +14 2.600000e-02 1.300000e+00 0.000000e+00 +15 3.000000e-02 1.500000e+00 0.000000e+00 +16 3.600000e-02 1.800000e+00 0.000000e+00 +17 4.400000e-02 2.200000e+00 0.000000e+00 +18 5.600000e-02 2.800000e+00 0.000000e+00 +19 6.400000e-02 3.200000e+00 0.000000e+00 +20 7.400000e-02 3.700000e+00 0.000000e+00 +21 8.600000e-02 4.300000e+00 0.000000e+00 +22 9.800000e-02 4.900000e+00 0.000000e+00 +23 1.100000e-01 5.500000e+00 0.000000e+00 +24 1.200000e-01 6.000000e+00 0.000000e+00 +25 1.320000e-01 6.600000e+00 0.000000e+00 +26 1.460000e-01 7.300000e+00 0.000000e+00 +27 1.620000e-01 8.100000e+00 0.000000e+00 +28 1.820000e-01 9.100000e+00 0.000000e+00 +29 1.980000e-01 9.900000e+00 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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 new file mode 100644 index 0000000..7e2f223 --- /dev/null +++ b/doc/logs/new.log @@ -0,0 +1,5000 @@ +0.000000e+00 1.000000e-01 +1.000000e+00 1.000000e-01 +2.000000e+00 1.000000e-01 +3.000000e+00 2.000000e-01 +4.000000e+00 2.000000e-01 +5.000000e+00 3.000000e-01 +6.000000e+00 3.000000e-01 +7.000000e+00 5.000000e-01 +8.000000e+00 6.000000e-01 +9.000000e+00 6.000000e-01 +1.000000e+01 8.000000e-01 +1.100000e+01 9.000000e-01 +1.200000e+01 1.100000e+00 +1.300000e+01 1.100000e+00 +1.400000e+01 1.300000e+00 +1.500000e+01 1.500000e+00 +1.600000e+01 1.800000e+00 +1.700000e+01 2.200000e+00 +1.800000e+01 2.800000e+00 +1.900000e+01 3.200000e+00 +2.000000e+01 3.700000e+00 +2.100000e+01 4.300000e+00 +2.200000e+01 4.900000e+00 +2.300000e+01 5.500000e+00 +2.400000e+01 6.000000e+00 +2.500000e+01 6.600000e+00 +2.600000e+01 7.300000e+00 +2.700000e+01 8.100000e+00 +2.800000e+01 9.100000e+00 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print("%i\t%e\t%e\t%e" % (a,(b-log[-shift])/shift,b,log[-shift])) + +infile.close() @@ -0,0 +1,23 @@ +#!/bin/bash + +name=$1 +num=$2 +shift 2 + +mkdir -p derivs +mkdir -p logs +mkdir -p logtmp + +for ((i=0;i<$num;i++)); do + if [ ! -e logtmp/$name.$i.log ]; then + python sol.py $@ --file logtmp/$name.$i.log + fi +done + +python avg.py logs/$name.log logtmp/$name.*.log +python shift.py logs/$name.log 50 > derivs/$name.log + +echo "plot 'logs/$name.log' with lines" > $name.gnuplot +echo "pause -1" >> $name.gnuplot +echo "plot 'derivs/$name.log' with lines" > $name.d.gnuplot +echo "pause -1" >> $name.d.gnuplot |