README.md

Example usage:

journalctl --unit=NetworkManager --lines=500 | cut --bytes=72- | python log_markov_chain.py

The cut takes off the timestamp, so the logs actually contain verbatim repitions of some lines [A, B, C, A, ...]

log_markov_chain.py

import sys
import collections
import subprocess
import graphviz

raw_output = sys.stdin.read()
lines = [line for line in raw_output.strip().split("\n")]

possible_predecessors = {}
# If possible_predecessors[a] = [b0, b1, ...], then a is known to follow b0 or b1.
for first_line, second_line in zip(lines[:-1], lines[1:]):
    possible_predecessors.setdefault(second_line, []).append(first_line)

new_lines = [""]
for line in lines:
    if len(possible_predecessors[line]) == 1:
        # this line always follows the previous one
        # so we can combine the nodes
        new_lines[-1] += "\n" + line
    else:
        # this line has multiple predecessors
        # so we make it a new node
        new_lines.append(line)
# If new_lines = [a + "\n" + b, c, d, c, ...], then b always follows a (they are combined) but c and d can't be combined.
# The original log was a b c d c

# Count the edges
# if edges[a, b] = n, then a b occurs n times in the logs
edges = collections.Counter(zip(new_lines[:-1], new_lines[1:]))

# Graphviz doesn't like colons!!
sanitize = lambda stri: stri.strip().replace(":", "")

dot = graphviz.Digraph()
for (msg0, msg1), count in edges.most_common():
    dot.edge(sanitize(msg0), sanitize(msg1), penwidth=str(count))
try:
    print("Open", dot.render(engine="dot", format="svg"))
except graphviz.backend.execute.CalledProcessError:
    print("Some graphviz illegal character. Check this output:")
    print("".join(dot.body[:10]))

output.svg

<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
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<!-- Generated by graphviz version 3.0.0 (0)
 -->
<!-- Pages: 1 -->
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<!-- device (wlp3s0) supplicant interface state authenticating &#45;&gt; associating -->
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<title>device (wlp3s0) supplicant interface state authenticating &#45;&gt; associating</title>
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<!-- device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state scanning &#45;&gt; authenticating&#45;&gt;device (wlp3s0) supplicant interface state authenticating &#45;&gt; associating -->
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<title>device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state authenticating &#45;&gt; associating</title>
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<!-- device (wlp3s0) supplicant interface state associating &#45;&gt; 4way_handshake -->
<g id="node31" class="node">
<title>device (wlp3s0) supplicant interface state associating &#45;&gt; 4way_handshake</title>
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<text text-anchor="middle" x="457.56" y="-2030.28" font-family="Times,serif" font-size="14.00">device (wlp3s0) supplicant interface state associating &#45;&gt; 4way_handshake</text>
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<!-- device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state authenticating &#45;&gt; associating&#45;&gt;device (wlp3s0) supplicant interface state associating &#45;&gt; 4way_handshake -->
<g id="edge31" class="edge">
<title>device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state authenticating &#45;&gt; associating&#45;&gt;device (wlp3s0) supplicant interface state associating &#45;&gt; 4way_handshake</title>
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<!-- device (wlp3s0) supplicant interface state associating &#45;&gt; completed -->
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<title>device (wlp3s0) supplicant interface state associating &#45;&gt; completed</title>
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<text text-anchor="middle" x="996.56" y="-2030.28" font-family="Times,serif" font-size="14.00">device (wlp3s0) supplicant interface state associating &#45;&gt; completed</text>
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<!-- device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state authenticating &#45;&gt; associating&#45;&gt;device (wlp3s0) supplicant interface state associating &#45;&gt; completed -->
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<!-- device (wlp3s0) supplicant interface state associating &#45;&gt; associated -->
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<title>device (wlp3s0) supplicant interface state associating &#45;&gt; associated</title>
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<text text-anchor="middle" x="1511.56" y="-2030.28" font-family="Times,serif" font-size="14.00">device (wlp3s0) supplicant interface state associating &#45;&gt; associated</text>
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<title>device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state authenticating &#45;&gt; associating&#45;&gt;device (wlp3s0) supplicant interface state associating &#45;&gt; associated</title>
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<!-- Config added &#39;auth_alg&#39; value &#39;OPEN&#39; -->
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<title>Config added &#39;auth_alg&#39; value &#39;OPEN&#39;</title>
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<text text-anchor="middle" x="1960.56" y="-86.3" font-family="Times,serif" font-size="14.00">Config added &#39;auth_alg&#39; value &#39;OPEN&#39;</text>
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<!-- Config added &#39;psk&#39; value &#39;&lt;hidden&gt;&#39; -->
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<title>Config added &#39;psk&#39; value &#39;&lt;hidden&gt;&#39;</title>
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<text text-anchor="middle" x="2302.56" y="-14.3" font-family="Times,serif" font-size="14.00">Config added &#39;psk&#39; value &#39;&lt;hidden&gt;&#39;</text>
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<!-- Config added &#39;auth_alg&#39; value &#39;OPEN&#39;&#45;&gt;Config added &#39;psk&#39; value &#39;&lt;hidden&gt;&#39; -->
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dhcp4 (wlp3s0) state changed new lease, address=192.168.1.213
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device (wlp3s0) state change ip&#45;check &#45;&gt; secondaries (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change secondaries &#45;&gt; activated (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;) -->
<g id="node46" class="node">
<title>dhcp4 (wlp3s0) activation beginning transaction (timeout in 45 seconds)
dhcp4 (wlp3s0) state changed new lease, address=192.168.1.213
device (wlp3s0) state change ip&#45;config &#45;&gt; ip&#45;check (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change ip&#45;check &#45;&gt; secondaries (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change secondaries &#45;&gt; activated (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)</title>
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<text text-anchor="middle" x="874.56" y="-1552.11" font-family="Times,serif" font-size="14.00">dhcp4 (wlp3s0) activation beginning transaction (timeout in 45 seconds)</text>
<text text-anchor="middle" x="874.56" y="-1537.11" font-family="Times,serif" font-size="14.00">dhcp4 (wlp3s0) state changed new lease, address=192.168.1.213</text>
<text text-anchor="middle" x="874.56" y="-1522.11" font-family="Times,serif" font-size="14.00">device (wlp3s0) state change ip&#45;config &#45;&gt; ip&#45;check (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)</text>
<text text-anchor="middle" x="874.56" y="-1507.11" font-family="Times,serif" font-size="14.00">device (wlp3s0) state change ip&#45;check &#45;&gt; secondaries (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)</text>
<text text-anchor="middle" x="874.56" y="-1492.11" font-family="Times,serif" font-size="14.00">device (wlp3s0) state change secondaries &#45;&gt; activated (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)</text>
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<!-- device (wlp3s0) state change config &#45;&gt; ip&#45;config (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)&#45;&gt;dhcp4 (wlp3s0) activation beginning transaction (timeout in 45 seconds)
dhcp4 (wlp3s0) state changed new lease, address=192.168.1.213
device (wlp3s0) state change ip&#45;config &#45;&gt; ip&#45;check (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change ip&#45;check &#45;&gt; secondaries (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change secondaries &#45;&gt; activated (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;) -->
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dhcp4 (wlp3s0) state changed new lease, address=192.168.1.213
device (wlp3s0) state change ip&#45;config &#45;&gt; ip&#45;check (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change ip&#45;check &#45;&gt; secondaries (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change secondaries &#45;&gt; activated (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)</title>
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<title>device (wlp3s0) state change ip&#45;config &#45;&gt; failed (reason &#39;ip&#45;config&#45;unavailable&#39;, sys&#45;iface&#45;state &#39;managed&#39;)</title>
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<g id="edge9" class="edge">
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<title>device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state 4way_handshake &#45;&gt; completed</title>
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<title>device (wlp3s0) supplicant interface state associating &#45;&gt; associated&#45;&gt;device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state associating &#45;&gt; associated</title>
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<title>device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state associating &#45;&gt; associated
device (wlp3s0) supplicant interface state associated &#45;&gt; completed</title>
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<title>device (wlp3s0) supplicant interface state associated &#45;&gt; disconnected&#45;&gt;device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state associated &#45;&gt; disconnected</title>
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device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state associated &#45;&gt; completed -->
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device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state associated &#45;&gt; completed</title>
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device (wlp3s0) supplicant interface state associated &#45;&gt; completed&#45;&gt;device (wlp3s0) Activation (wifi) Stage 2 of 5 (Device Configure) successful. Connected to wireless network &quot;CaffeParadiso&quot;
device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state associated &#45;&gt; completed -->
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<title>device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state associating &#45;&gt; associated
device (wlp3s0) supplicant interface state associated &#45;&gt; completed&#45;&gt;device (wlp3s0) Activation (wifi) Stage 2 of 5 (Device Configure) successful. Connected to wireless network &quot;CaffeParadiso&quot;
device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state associated &#45;&gt; completed</title>
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device (p2p&#45;dev&#45;wlp3s0) supplicant management interface state associated &#45;&gt; completed&#45;&gt;device (wlp3s0) state change config &#45;&gt; ip&#45;config (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)</title>
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manager NetworkManager state is now CONNECTED_SITE
policy set &#39;CaffeParadiso&#39; (wlp3s0) as default for IPv4 routing and DNS
device (wlp3s0) Activation successful, device activated.
manager NetworkManager state is now CONNECTED_GLOBAL -->
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manager NetworkManager state is now CONNECTED_SITE
policy set &#39;CaffeParadiso&#39; (wlp3s0) as default for IPv4 routing and DNS
device (wlp3s0) Activation successful, device activated.
manager NetworkManager state is now CONNECTED_GLOBAL</title>
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dhcp4 (wlp3s0) state changed new lease, address=192.168.1.213
device (wlp3s0) state change ip&#45;config &#45;&gt; ip&#45;check (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change ip&#45;check &#45;&gt; secondaries (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change secondaries &#45;&gt; activated (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)&#45;&gt;manager NetworkManager state is now CONNECTED_LOCAL
manager NetworkManager state is now CONNECTED_SITE
policy set &#39;CaffeParadiso&#39; (wlp3s0) as default for IPv4 routing and DNS
device (wlp3s0) Activation successful, device activated.
manager NetworkManager state is now CONNECTED_GLOBAL -->
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dhcp4 (wlp3s0) state changed new lease, address=192.168.1.213
device (wlp3s0) state change ip&#45;config &#45;&gt; ip&#45;check (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change ip&#45;check &#45;&gt; secondaries (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)
device (wlp3s0) state change secondaries &#45;&gt; activated (reason &#39;none&#39;, sys&#45;iface&#45;state &#39;managed&#39;)&#45;&gt;manager NetworkManager state is now CONNECTED_LOCAL
manager NetworkManager state is now CONNECTED_SITE
policy set &#39;CaffeParadiso&#39; (wlp3s0) as default for IPv4 routing and DNS
device (wlp3s0) Activation successful, device activated.
manager NetworkManager state is now CONNECTED_GLOBAL</title>
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