Section 9: Dynamic Polymorphism Lab¶
In this discussion, we will implement, test, and evaluate an object-oriented list data structure that uses dynamic polymorphism and then compare it to an object-oriented list that is monomorphic.
1. Logging Into ecelinux
with VS Code¶
Follow the same process as in the last section. Find a free workstation and log into the workstation using your NetID and standard NetID password. Then complete the following steps (described in more detail in the last section):
- Start VS Code
- Use View > Command Palette to execute Remote-SSH: Connect Current Window to Host...
- Enter
netid@ecelinux.ece.cornell.edu
- Use View > Explorer to open folder on
ecelinux
- Use View > Terminal to open terminal on
ecelinux
Now clone the GitHub repo we will be using in this section using the following commands:
1 2 3 4 5 6 | % source setup-ece2400.sh % mkdir -p ${HOME}/ece2400 % cd ${HOME}/ece2400 % git clone git@github.com:cornell-ece2400/ece2400-sec09 sec09 % cd sec09 % tree |
The repository includes the following files:
CMakeLists.txt
: CMake configuration script to generate Makefilesrc/ece2400-stdlib.h
: Header file for course standard librarysrc/ece2400-stdlib.cc
: Source code for course standard librarysrc/types-dpoly.h
: Header fileIObject
typessrc/types-dpoly.cc
: Source code forIObject
typessrc/SListInt.h
: Header file for monomorphic listsrc/SListInt.cc
: Source code for monomorphic listsrc/SListIObj.h
: Header file for dynamic polymorphic listsrc/SListIObj.cc
: Source code for dynamic polymorphic listsrc/slist-int-adhoc.cc
: Ad-hoc test program for monorphic listsrc/slist-dpoly-adhoc.cc
: Ad-hoc test program for dynamic polymorphic listtest/types-dpoly-directed.cc
: Directed test cases forIObject
typestest/slist-int-directed-test.cc
: Directed test cases for monomorphic listtest/slist-dpoly-directed-test.cc
: Directed test cases for dynamic polymorphic listeval/slist-int-eval.cc
: Evaluation program for listeval/slist-dpoly-eval.cc
: Evaluation program for listscripts/slist-*.sh
: Bash shell scripts for running evaluationscripts/slist-*.py
: Python scripts for plotting
Take a look at the SListIObj.h
header file to understand all of the
public member functions we will be implementing in this lab.
SListIObj()
: default constructor~SListIObj()
: destructorSListIObj( const SListIObj& lst )
: copy constructorvoid swap( SListIObj& lst )
: swap this list with given listSListIObj& operator=( const SListIObj& lst )
: assignment operatorvoid push_front( const IObject& v )
: push item on front of listint size() cont
: return number of items in the listIObject* at( int idx ) const
: return copy of pointer to item at given index (for reading)IObject*& at( int idx )
: return reference to pointer to item at given index (for writing)void reverse_v1()
: reverse all items in list using algorithm v1void reverse_v2()
: reverse all items in list using algorithm v2void print() const
: print the list
2. Implementing the Clone Virtual Member Function¶
Before starting work on a dynamic polymorphic list, we will finish
implementing a set of classes that all inherit from the IObject
base
class. Take a look at the Integer
, Double
, and Complex
classes in
src/types-dpoly.h
and src/types-dpoly.cc
. Implement the clone
member function for each of these clases based on the code discussed in
lecture.
When you are finished build and run the directed tests like this:
1 2 3 4 5 6 | % cd ${HOME}/ece2400/sec09 % mkdir build % cd build % cmake .. % make types-dpoly-directed-test % ./types-dpoly-directed-test |
3. Implementing the Constructor, Destructor, Push Front¶
Now let's take a look at these functions in src/SListIObj.cc
:
SListIObj()
: default constructor~SListIObj()
: destructorvoid push_front( const IObject& v )
: push item on front of list
We have implemented the default constructor for you. Implement
push_front
based on the code discussed in lecture. Think critically
about how to create a copy of the given IObject
. We have started the
implementation of the destructor for you. Add the code to delete the
node. Do we need to do anything special about the IObject
? You can also
look at the implementation for a monomorphic list from the previous
discussion section in src/SListInt.cc
. When you are finished taking a
look use adhoc testing to quickly see if your data structure is basically
working:
1 2 3 | % cd ${HOME}/sec09/src % g++ -Wall -o slist-dpoly-adhoc slist-dpoly-adhoc.cc SListIObj.cc types-dpoly.cc % ./slist-dpoly-adhoc |
4. Implementing Size and At¶
Obviously, we want to do more than just ad-hoc testing, but we need some way to check what is in the slist before we can write real directed test cases. Let's take a look at these functions:
int size() cont
: return number of items in the listIObject* at( int idx ) const
: return copy of pointer to item at given index (for reading)IObject*& at( int idx )
: return reference to pointer to item at given index (for writing)
We have already implemented these member functions for you, but you
should still take a close look. Notice how we have two versions of at
:
the const
version is automatically used by the compiler when reading an
item and the non-const
version is automatically used by the compiler
when writing an item. Keep in mind that at
returns an IObject
pointer. You cannot copy an IObject
since it is an abstract base class;
you can only work with pointers and references to an IObject
. You can
also look at the implementation of at
for a monomorphic list from the
previous discussion section in src/SListInt.cc
.
When you are finished, take a look at the first two directed test cases
in slist-dpoly-directed-test.c
. Build and run the test cases like this:
1 2 3 4 | % cd ${HOME}/ece2400/sec09/build % make slist-dpoly-directed-test % ./slist-dpoly-directed-test 1 % ./slist-dpoly-directed-test 2 |
5. Implementing the Copy Constructor, Swap, and Assignment Operator¶
Because we need to implement a destructor, the rule of three tells us we
also need to implement a copy constructor and assignment operator. We
have implemented the copy constructor for you, but spend some time
reviewing it. We will be using a "copy-and-swap" pattern to implement the
assignment operator, so we need to start by implementing the swap
member function. This member functions swaps the internal state between
this list and the given list.
Once you have implemented swap
you can now use the copy-and-swap
pattern which reuses the functionality already implemented in the copy
constructor and destructor to implement the overloaded assignment
operator:
1 2 3 4 5 6 | SListIObj& SListIObj::operator=( const SListIObj& lst ) { SListIObj tmp( lst ); // create temporary copy of given list swap( tmp ); // swap this list with temporary list return *this; // destructor called for temporary list } |
We first use the copy constructor to make a temporary copy of the given list. We then swap the head pointers between this list and the temporary list. Now this list has a copy of all of the nodes in the given list, and the temporary list has all of the nodes which used to be in this list. When the temporary list goes out of scope, the destructor will handle deleting all of the nodes which used to be in this list. Here is a good article that discusses this pattern:
When you are finished use the corresponding directed test cases to verify your implementation is working:
1 2 3 4 5 6 | % cd ${HOME}/sec11/build % make slist-spoly-directed-test % ./slist-spoly-directed-test 3 % ./slist-spoly-directed-test 4 % ./slist-spoly-directed-test 5 % ./slist-spoly-directed-test 6 |
6. Implementing Reverse v1¶
Take a look at the SListIObj.cc
source file to find the reverse_v1
member function. This function should reverse all of the items in the
list. Let's use a simple algorithm inspired by the following pseudocode
used for reversing an array:
1 2 3 4 5 | def reverse( x, n ): for i in 0 to n/2: lo = i hi = (n-1) - i swap( x[lo], x[hi] ) |
You can use the size
member function to get the number of items in the
list and you can use the at
member function to read and write items in
the list by index. Think critcally about how to compare and swap
IObjects
. Can we just swap the pointers? You can also look at the
implementation of reverse_v1
for a monomorphic list from the previous
discussion section in src/SListInt.cc
. When you are finished use the
corresponding directed test cases to verify your implementation is
working:
1 2 3 4 5 | % cd ${HOME}/ece2400/sec09/build % make slist-dpoly-directed-test % ./slist-dpoly-directed-test 7 % ./slist-dpoly-directed-test 8 % ./slist-dpoly-directed-test 9 |
7. Evaluating Reverse v1¶
We have provided you an evaluation program to quantitatively evaluate the
execution time of the linked list data structure and reverse v1
algorithm. Take a look at this evaluation program in
slist-dpoly-reverse-v1-eval.c
. You can build this evaluation program
along with the evaluation program from last week like this:
1 2 3 4 5 6 | % cd ${HOME}/ece2400/sec09 % mkdir build-eval % cd build-eval % cmake -DCMAKE_BUILD_TYPE=eval .. % make slist-int-reverse-v1-eval % make slist-dpoly-reverse-v1-eval |
As discussed in the previuod discussion section, you can easily run an evaluation program using a bash script like this:
1 2 3 | % cd ${HOME}/ece2400/sec09/build-eval % source ../scripts/slist-int-reverse-v1-eval.sh % source ../scripts/slist-dpoly-reverse-v1-eval.sh |
We now have a single Python plotting script that can easily plot the result data from any evaluation run with a 0th, 1st, and 2nd order polynomial fit. We also have a single Python plotting script that can plot all of the data on a single plot.
1 2 3 4 | % cd ${HOME}/ece2400/sec09/build-eval % python ../scripts/slist-plot.py ./slist-int-reverse-v1-eval.txt % python ../scripts/slist-plot.py ./slist-dpoly-reverse-v1-eval.txt % python ../scripts/slist-plot-all.py |
Then you can download the PDF file using VS Code and then open the PDF files on your local workstation or laptop. Do these quantitative results match your qualitative expectations given what you know about the asymptotic time complexity of the reverse v1 algorithm? Do these quantitative results match your qualitative expectations given what you know about the performance of monomorphic vs dynamic polymorphic data structures?
8. Implementing Reverse v2¶
Let's experiment with an alternative reverse algorithm. This reverse v2 algorithm should use the following steps:
- Create temporary singly linked list
- Push front all values from this list onto temporary list
- Swap this list with the temporary list
You can also look at the implementation of reverse_v2
for a monomorphic
list from the previous discussion section in src/SListInt.cc
. When you
are finished use the corresponding directed test cases to verify your
implementation is working:
1 2 3 4 5 | % cd ${HOME}/ece2400/sec11/build % make slist-spoly-directed-test % ./slist-spoly-directed-test 10 % ./slist-spoly-directed-test 11 % ./slist-spoly-directed-test 12 |
Your implementation should now pass all tests:
1 2 | % cd ${HOME}/ece2400/sec11/build % make check |
9. Evaluating Reverse v2¶
We have provided you an evaluation program to quantitatively evaluate the execution time of the linked list data structure and reverse v2 algorithm. You can build the evaluation programs for the reverse v2 algorithm on both a monomorphic and dynamic polymorphic list like this:
1 2 3 | % cd ${HOME}/ece2400/sec09/build-eval % make slist-int-reverse-v2-eval % make slist-dpoly-reverse-v2-eval |
We have provided you a Bash script and two Python plotting scripts similar in spirit to what we worked with in a previous section. Let's run the bash script and create the plots.
1 2 3 4 5 6 | % cd ${HOME}/ece2400/sec09/build-eval % source ../scripts/slist-int-reverse-v2-eval.sh % source ../scripts/slist-dpoly-reverse-v2-eval.sh % python ../scripts/slist-plot.py ./slist-int-reverse-v2-eval.txt % python ../scripts/slist-plot.py ./slist-dpoly-reverse-v2-eval.txt % python ../scripts/slist-plot-all.py |
Then you can download the PDF files for both plots using VS Code and then open the PDF file on your local workstation or laptop. Do these quantitative results match your qualitative expectations given what you know about the asymptotic time complexity of reverse v1 vs v2 algorithms?
10. Extensions to Try On Your Own¶
The code used in this discussion section serves as an excellent framework
for continuing to explore object-oriented programming with dynamic
polymorphism on your own. Consider copying over the code for a C++ string
class presented elsewhere in the course and making this class inherit
from IObject
. Now you should be able to implement a list of strings
data structure or a list that stores a heterogeneous mix of integers,
doubles, complex numbers, and strings! Think critically about how you
can use dynamic polymorphism to create lists of lists and try it out.