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Context Free/Switching DFA/NFA library

Project description

Topologic

A library to simulate DFAs and Probabilistic DFAs using context switching. This library provides a way to build and define the behavior of a graph. The client is able to define the function each vertex and edge of the graph make and how the graph transitions from one (the first valid edge) or to many states, as well as which states the graph starts in.

The library provides a way for the client to define what information is saved localy to each vertex and edge, as well as which information the vertex and edges originating at that edge share. In addition the client can pass information to each initial state that will be passed and modifyable by vertices at each state transition.

This library can be used to create AI, ML, and simulations (such as of stock options, electron-electron interaction, etc.).

Documentation

https://github.com/mstern98/topylogic-git/wiki

Installation

Pip

pip install topylogic

AUR

yay -S python-topylogic

Manualy

Build Python Library

make

Clean

make clean

Errata

Edge/vertex modification

Modifying/deleting vertices and edges inside f() not using submit request can lead to undefined behavior or dead locks. This is because in CONTEXT set to SWITCH or NONE with many starting vertices, can lead to a structure being NULL’d with its lock destroyed while another thread is holding that lock or two threads trying to modify each other and thus resulting in a dead lock. It is up to the client’s discretion to modify directly when in SWITCH or NONE with many starting vertices. Although in SINGLE, this should be fine. To mitigate this problem, the client should use submit request which will handle the requests sequentially with destroying structures last.

Graph modification

Trying to delete the graph while running will result in undefined behav- ior. Destroying the graph does not lock any thread and thus will cause race conditions. The graph should be deleted only once all threads reach a sink.

Parameter Passing

Parameters passed to edges or vertices functions will be free’d immediately after use and therefore will cause an error should they try and be accessed. To mitigate the values may be stored in the edge’s or vertex’s global or shared variables. Any non standard data type, such as struct, is dependent on the user to free its content as the library will only free the pointer to the struct and the pointer to the array of variables.

Illegal Arguments

Passing wrong values or wrong number of variables to any function will result in failure. A client should be aware of which vertices connect and what edges it has and the proper handling required between such connections. Should the client choose to dynamically add/remove vertices or edges or even modify while running should be aware of the changes that may occur in the graph and the resulting change in dependence on proper variable handling.

Graph Modification (cont.)

It is possible to modify the graph while it is running. To do so the client should submit request to add a change or pause the graph. Making any changes externally may result in undefined behavior if done improperly. Modifying the graph directly while running could result in failure. Should the number of init vertex args not much the number of vertices in the start set the program will result in an error.

Data Structure Errata

Stacks and AVLTree can take non malloc’d data and function normally within scope of those non malloc’d data. However, in another scope the memory will be unaddressable and thus should be malloc’d memory instead. The stack and AVL Tree wll not free the void * data since the void * data structure is unknown to them and thus the client should free the memory.

SWITCH_UNSAFE

Should SWITCH_USNAFE be used as the context, then the graph will run like how it runs in SWITCH, but the variables shared between the edge and the second vertex b will be passed to the edges function. Trying to read the shared variables may lead to a race condition in which vertex b or one/some of it's edges are modifying those varibales. The client is expected to handle such race conditions, and failing to do so can lead to a possibly unsafe execution. Thus this mode is UNSAFE. It is safe to use the shared variables with vertex b in context modes NONE and SINGLE since in NONE vertex b cannot also be active, and in SINGLE there is no threading.

Functions

Returning the variables is a way to update the variables Edge take a boolean result as well (0/1) to determine if the state can transition from A to B

vertex function

def fun(id, graph, vertex_result.vertex_argv, vertex_result.edge_argv, vertex global var, edge shared var)

return vertex_result.vertex_argv, vertex_result.edge_argv, vertex global var, edge shared var

edge function

def fun(id, edge arguments, edge global var, edge shared var with vertex a, edge shared var with vertex b)

return boolean result, edge global var

generic function

def fun(arguments)

return

Destroy

Should you not use a variable instantiated (as in not used by graph()) call .destroy() on them. Also do graph.destroy() when done with graph.

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