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Generates graphs of railroad networks from Minecraft worlds.

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mctrain.py

Author: Johan Gustafsson <johguse -human-test- student.chalmers.se>

A small command-line program used to generate graphs over railroad networks in Minecraft worlds. It takes as input files in the Anvil file format (.mca) and from these it generates output in .dot but also a basic .graphml version to use with appropriate graphing tools.

This document in large roughly explains the work-flow of the program, to quickly start using the program simply look to the usage examples in the section below.

Caching

To reduce run-time for repeated runs over the same data-set the program can cache the necessary data for a file for later use. You also have the option for forcing the cache to be used in which case any changes to the Minecraft world will not be reflected in the output. This option is best put to use when testing various parameters.

How does it work

The program does two passes over the data it gathers. Before the first pass the railroad network is represented as a graph where each node is a piece of rail and an edge from the node represents a possible way to travel by minecart.

The program looks for nodes with only one edge, these are termed end-nodes. These are fundamental to the graph that will be generated because they are in essence a source and destination.

###First pass During the first pass the program eliminates any nodes that are not used in the shortest path between any pair of end-nodes. This process also identifies strongly connected components in the graph and it discards any components which are made up of too few nodes (i.e rail). This count can be set by using the parameter --component-rail. It defaults to 30, which should be sufficient to filter out any rails present in mineshafts in the overworld.

Finally the program seeks to minimize the node count by eliminating any nodes with only two edges such that:

A-B-C --> A-C

At this point there should only be two different kinds of nodes. Nodes with only one edge which would be an end-node, and nodes with MORE than two edges which are termed intersections. These are points at which rails intersects in one way or another. Note that there's no data about which way a minecart actually would travel in-game.

###Second pass The second-pass is enabled by specifying a value for --distance-cluster, the recommended value is 40 (used in text below) but it is not set by default.

This pass works heuristically by combining end-nodes that are within the given radius of each other. Note that this implies that two end-nodes A & B that are seperated by 60 units CAN be combined into the same node if there's another node C in between them such that A and C are within each others radius and C and B also are within each others radius.

The resulting node that combines several end-nodes replaces them in the graph and is positioned at the average position of all its constituents.

Such a node is referred to as a cluster-node. In the event that a generated cluster-node only has one outgoing edge it will silently be downgraded to a regular end-node (with the modified position). As such it is possible to classify cluster-nodes as two different kinds. Those with only two edges and those with more than two. These are termed switches and stations respectively. Any cluster-node without an edge will be discarded.

The terms are logical consequences of the two cases. A clustered node with only two edges means you will have to leave the minecart and switch to a new rail to arrive at a destination, and you only have one option on where to travel. As such, it's a simple switch. The location of the switch might also be an intended destination, to treat it as such in the output use the flag --switch-as-endpoint. If a switch becomes labeled by using the flag --distance-label it will also be treated as an endpoint.

Stations are termed as such due to its multitude of edges, i.e selections in your destination.

After the cluster-nodes have been generated and replaced their end-nodes the graph is once again minimized as described in the first pass, first by removing nodes not used in the shortest path and then by removing any non-clustered nodes with only two edges.

NOTE: The algorithm for the shortest path is actually only a breadth-first search, and as such it only does an approximation.

###Drawing The program does no drawing by itself it only generates graph files in the formats .dot and .graphml. The former is mainly used in conjunction with the graphviz toolset. For the second format, yEd is highly recommended.

It does however set some properties of the nodes that dictate their drawing. Intersectons will be small black circular nodes. Switches are a bit larger orange circular nodes. Stations are blue larger circular nodes and end-nodes are drawn in green rectangles. By default, the position for stations and end-points are used as their labels. Custom labels are explained in the next section.

####DOT The program was made with the DOT format in mind, and as such it has some features which it only supports for the DOT format. If you wish to label edges with the geometric distance it spans in integer, use --label-edges.

If you wish to draw edges which are geometrically longer as thicker, use --edge-weight. The recommended value is 4. By default it is off.

###Labels The program can scan the Minecraft world for signs following a specific format. If the sign is in close proximity of one of the final nodes in the graph as specified by the option --distance-label then the second and third row of the sign will be concatenated to form the label. New-lines can be inserted by typing "\n" in the signs text. The first row of the sign must be "-MCTRAIN-" without the quotes. The last row of the sign is reserved for future use.

###Components By default the program outputs the whole graph to one file for each of the two formats. The graph might contain several different components that would fit to be rendered using different layouts. Specifying --component-divide as an option will divide all strongly connected components in the graph into their own respective file. The files are named mctrain-graph-.

Often there are many many components with only two end-nodes, to combine these into one output-file, specify --combine-pairs.

Some components might have most of its end-nodes geometrically close, even though they're made up of enough rail to not be discarded in the first pass.

To discard any components where the largest distance between two end-nodes is too small use the option --distance-min.

We use this library on GitHub when rendering your README or any other rich text file.

Usage examples

First time run, the folder myCacheFolder must exist:

--component-divide --combine-pairs myMinecraft/myWorld/region/*.mca```

Re-running over the cached data trying different parameters:
```./mctrain.py --only-cache --cache=myCacheFolder --distance-cluster=60
--component-rail=30 myMinecraft/myWorld/region/*.mca```

Remember to remove any output-files left over from a previous run as to not
confuse it with freshly generated output.

Do not re-use the same cache for different worlds. Be it overworld, nether,
the-end etc.

Graphviz example
----------------
```sfdp -Goverlap=prism -Gsplines=curved -Nmargin=0.02
-Tpng mctrain-graph-0.dot > mctrain-graph-0.png```

[Example 1](https://raw.githubusercontent.com/johguse/mctrain/master/examples/graphviz_example1.png), [Example 2](https://raw.githubusercontent.com/johguse/mctrain/master/examples/graphviz_example2.png)

yEd example
-----------
The .graphml file that is output has the bare minimum data so as to be able to
be used in yEd. The nodes will be mal-sized and all centered on top of each
other. To fix this, do the following in yEd with the graph loaded:

Tools -> Fit Node To Label

There are many layouts you can use in yEd, my favorite is the orthogonal.

Layout -> Orthogonal -> Classic
* Grid: 5
* Minimum First Segment Length: 2.0
* Minimum Last Segment Length: 2.0
* Minimum Segment Length: 2.0
	
[Example 1](https://raw.githubusercontent.com/johguse/mctrain/master/examples/yed_example_1.png)

Disclaimer
----------
I wrote this program mainly for my own personal use, as such you should not
have any expectations on the software.

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Generates graphs of railroad networks from Minecraft worlds.

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