CSC/ECE 517 Fall 2014/OSS E1455 skn: Difference between revisions
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The analytics view now supports line and pie chart options along with the Bar Option(which was not working earlier) | The analytics view now supports line and pie chart options along with the Bar Option(which was not working earlier) | ||
*Sample Bar Chart | *Sample Bar Chart | ||
[[File: | [[File:BarChart.png|frame|center|Figure 4: Bar Chart]] | ||
*Sample Line Graph | *Sample Line Graph | ||
[[File: | [[File:LineGraph.png|frame|center|Figure 5: Line Graph]] | ||
*Sample Pie Chart | *Sample Pie Chart | ||
[[File: | [[File:PieChart.png|frame|center|Figure 6: Pie chart]] | ||
=References= | =References= | ||
<references/> | <references/> |
Revision as of 23:54, 29 October 2014
E1455: Refactoring the Chart helper
Overview
Code refactoring
Refactoring is a disciplined technique for restructuring an existing body of code, altering its internal structure without changing its external behavior.<ref>http://refactoring.com/</ref>
Following O-O Design Principles
Project Resources
Objective
The aim of the project was to refactor the chart helper module of Expertiza. The task was to analyze the helper chart.rb which failed to follow the object oriented design principles. There were two major functions being used in the class, effectively. These two functions were performing all their operations in one single block which led to code duplication and redundancy. Our task involved removing these design errors and making it more elegant and efficient.
Files Modified
Requirements
The following changes were expected,
- self.dataAdapter method
- Too long, needs to be divided
- Too many if-else statements
- self.data_template method
- Needs to be broken down or moved according to requirement
- Define each template independently instead of in the same method
- Remove unecessary data from :series for scatter plot
- Method has duplicate data. Remove the duplicate occurrences
Design Changes
To fulfill the requirements, the following changes were implemented,
Refactoring the dataAdapter method
- What it does
The dataAdapter function is basically an initialization function which sets parameters for the graphical plot to some default starting values based on the type of analytic view the user wants to rendered. There was quite a bit of code duplication in the existing function, especially when it came to setting parameters for some specific chart types like pie charts for instance. The code in this function violated the 'Single Responsibility Principle'.
- Original code:
- Changes made:
- Moved code for setting optional parameters to function set_template_optional_params
- Moved code for validation of optional parameters to function called validate_optional_conf
- The new code does not violate the Single Responsibility Principle anymore
Refactoring the dataTemplate method
- What it does
The main purpose of this method was to set up the data templates for the different varieties of graphs - bar , scatter , pie and line namely. This method, again, was too long and executing too many different tasks in the same block of code. Furthermore, there was a lot of code duplication which did not follow object-oriented design at all. There was also hard-coded data which was not serving much purpose which we decided to prune to make the code more elegant. The original method was setting up templates for all these different types of graphs in the same method which violated the 'Single Responsibility Principle'.
- Original code:
- Changes made:
- Created separate methods for each different plot - bar , line , pie and scatter
- Created one method called get_generic_template to set up some common parameters which are used by more than one plot.
- The new code does not violate the Single Responsibility Principle and also supports Separation of Concerns and Code Reuse which are both good practices when it comes to object-oriented design.
Bonus Changes
We have also gone beyond the scope of the project by analyzing and fixing the code of the analytic controller and helper respectively. When we try to test the chart function file we had modified, we realized that the analytic view page that was using the chart helper class had certain issues/areas of improvement. The issues/areas of improvement we identified were:
- Issue 1
Currently, the code has support only for bar graphs.
We felt that the line and pie charts could be shown as well along with the bar graphs as most of the underlying framework was already present. Hence, we made line and pie charts available along with bar charts.
- Issue 2
Probably because of the way ruby makes database queries by default, data fetching takes a long time. Order of ~10s for simple options(assignment and team comparisons) and ~5 mins for larger comparisons(course comparisons), based on VCL deployed versions. The page just stayed idle with no message. This can be frustrating for the user who is unsure if the chart is going to be rendered or not.
- Issue 3
The existing implementation does not render the graph when the bar option is selected. This is because no data types are being displayed for selection, as shown in Figure 1.
Extra File Changes
To render the different types of graph, apart from the given requirement of the project, we made changes in some other files. Here is a list of those changes in more detail
app/controllers/analytic_controller.rb
The file used for rendering the analytic view. The changes made include:
- Fixing a bug which was preventing the data type options from being displayed in the analytic view page.
Inside the graph_data_type_list function, the following line of code was used to get a common list of data types for the graph type and the comparison scope.
data_type_list = @available_data_types[params[:scope].to_sym] & @available_data_types[params[:type].to_sym]
However, this intersection was always evaluating to an empty set because @available_data_types[params[:scope].to_sym] retrieved a list of symbols and @available_data_types[params[:type].to_sym] retrieved a list of strings. Hence, the data type list was always empty as can be shown in Figure 1. This was corrected by converting the list of string to a list of symbols and then taking an intersection as shown below:
data_type_list = @available_data_types[params[:scope].to_sym] & (@available_data_types[params[:type].to_sym].map &:to_sym)
This change is a 'bug fix.
- Moving the common data type options to a separate list for reuse by bar, line and pie chart types.
In init function, there is an instance variable called as @available_data_types which has an object with key ‘bar’ and value as the list of methods supported by bar graphs. We felt it could be reused by the graphs of type, line and bar. Hence, we moved it to a common variable, @generic_supported_types which could be reused by line, bar and pie graph types. This change follows the DRY principle.
Development Note: The bar options have been reused for line and pie graphs. Based on requirements, these can be altered. We have just enabled the functionality for pie and bar so that once the requirements are ready, they can be easily plugged in.
- Eliminating switch case statements in get_graph_data_bundle and redirecting the call to a more generic function to get the chart data.
The current implementation of get_graph_data_bundle function had a set of switch case statements depending on the graph type.
case params[:type] + when "line" chart_data = line_graph_data(params[:scope], params[:id], params[:data_type]) when "bar" chart_data = bar_chart_data(params[:scope], params[:id], params[:data_type]) when "scatter" chart_data = scatter_plot_data(params[:scope], params[:id], params[:data_type]) when "pie" chart_data = pie_chart_data(params[:scope], params[:id], params[:data_type]) end
However, since the underlying principle of fetching the graph types is the same, we felt the call should be re-routed to a generic function which can fetch the data irresepective of the graph type. This has helped us to eliminate Switch Statement Smell<ref>http://c2.com/cgi/wiki?SwitchStatementsSmell</ref>
chart_data = get_chart_data(params[:type],params[:scope], params[:id], params[:data_type])
app/helpers/analytic_helper.rb
This file is used to redirect the calls to the appropriate method based on the data type selected for comparison and fetch the data to be sent to the Chart helper function. Changes in this file include:
- Renaming bar_chart_data(which was specific and had reusable code) to a more generic function.
The current get_chart_data which can be used for bar, line and pie charts. The current function’s name indicated that it could be used to retrieve only bar chart data. However the data is independent of the chart type, hence we felt this should be a more generic data fetcher. Existing signature
def bar_chart_data(object_type, object_id_list, data_type_list)
Modified signature
def get_chart_data(chart_type, object_type, object_id_list, data_type_list).
Also the earlier function was passing :bar to the initialize method of the chart object. The value was being hardcoded. With the current implementation, the input parameter chart_type is passed to the chart object. This helps in the code being more flexible and the re usability of the code for any type of chart type promotes the DRY principle.
app/views/analytic/index.html.erb
The file which shows the view for the analytics. The changes made to this file include:
- Enabling options for line and pie charts.
The current implementation had only the bar option enabled. The other options(line, pie, scatter) were disabled. We have got pie and line chart types working and hence enabled these features. Since there was no use case for scatter plots at the moment(given the scope), we have kept scatter option disabled. Development Note: Pie chart currently only compares based on the first selected data type. It should either render multiple pie charts or provide radio buttons for selecting one data type at a time.
- Displaying user friendly messages while the chart is being generated.
Currently the page shows an empty chart area when the chart is being rendered. The graph sometimes takes a long time to be rendered as mentioned in the issues. An ideal task would have been to look at the queries being made and make them faster. Given the scope of the project and the time restriction, we thought of adding basic user-friendly message. This feature promotes Feedback principle in UI design<ref>http://en.wikipedia.org/wiki/Principles_of_user_interface_design</ref>
Development Note: The retrieval queries should be inspected to see if the data retrieval can be made faster. Since the chart rendering is fired whenever there is a change in selection of the data point and the comparison scope, we have added a friendly error message which tells the user to choose the options.
Final Result
The analytics view now supports line and pie chart options along with the Bar Option(which was not working earlier)
- Sample Bar Chart
- Sample Line Graph
- Sample Pie Chart
References
<references/>