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 # The very last HW Igor Tomic and Mahmoud Shaqfa
 
 ## Ex. 1
 
 - 1.1 `CMakeLists.txt` has been changed to include `pybind11` in a subdirectory `./pybind11`; Ubuntu 18.04.1 LTS (Bionic Beaver) has been used (the latest stable version).
 
 - 1.2 Python bindings have been included in `./py_wrap.cc` file accordingly to `./main.py` file includes.
 
 - 1.3 Overloading `creatSimulation` in `MaterialPointsFactory` to take a functor that defines non-default input parameters for the simulation or else the simulation will run under default parameters. Those parameters could be Conductivity, Capacity .. etc.
 
 ## Ex. 2
 
 - 2.1 Referencing to `compute` objects should be guaranteed by binding with `shared_pointers`. This should remove any memory conflicts in handling objects between Python and C++.
 
 - 2.2 We used reference returning policy for factory interfaces to avoid problems in reference counting again between Python and C++.
 
 ## Ex. 3
 
 To build and make the project's binaries call the following shell script. This shell script will make a `build` file, call out `Cmake` and `make`.
 
 - 3.1.1 to make excecutable (if not) and run `C/P`:
 ```
 chmod +x compile.sh && ./compile.sh 
 
 ```
 
 - 3.1.2 to run only `C/P`:
 ```
 ./compile.sh
 ```
 
 - 3.1.3 to run the final `python` file use the following command `C/P`:
 ```
 cd build && python3 main.py nsteps freq filename particle_type timestep
 
 ```
 
-### The End
+**The End**