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As the project has evolved, we should now standardize on output formatting and verbose printing, as there is a lot of output always print. This can decrease performance, particularly depending on the host platform and how it handles this.
Typically one would have a specialized print function, that would determine the level of output messages based on some options. For example, we could add a print_nnv() function. A globally defined option could then determine if messages get printed or not. This conditional check can add some overhead, but typically negligible relative to (or on some platforms, this can be done with constants at compile time instead of runtime). This post has some reasonable overview of how this is typically done in different projects:
print_nnv() {
if global_verbose == 1:
print() everything
elif global_verbose == 2:
print() only errors
elif global_verbose == 3:
print() errors and warnings
etc.
}
I will add a basic version of this print message, but then we will need to update a lot of code to replace existing references to other print/display functions with this.
Related to this, I would also suggest we fully standardize the output generation of images/tables, etc. This is partly done in the codeocean, but we need to add it in for additional places. See e.g.:
As the project has evolved, we should now standardize on output formatting and verbose printing, as there is a lot of output always print. This can decrease performance, particularly depending on the host platform and how it handles this.
Typically one would have a specialized print function, that would determine the level of output messages based on some options. For example, we could add a print_nnv() function. A globally defined option could then determine if messages get printed or not. This conditional check can add some overhead, but typically negligible relative to (or on some platforms, this can be done with constants at compile time instead of runtime). This post has some reasonable overview of how this is typically done in different projects:
https://stackoverflow.com/questions/312378/debug-levels-when-writing-an-application
E.g., something along the lines of the following:
I will add a basic version of this print message, but then we will need to update a lot of code to replace existing references to other print/display functions with this.
Related to this, I would also suggest we fully standardize the output generation of images/tables, etc. This is partly done in the codeocean, but we need to add it in for additional places. See e.g.:
https://github.com/verivital/nnv/blob/master/code/nnv/engine/utils/path_results.m
https://github.com/verivital/nnv/blob/master/code/nnv/examples/Submission/CAV2020/ACC/verify_linear_ACC.m#L144
https://github.com/verivital/nnv/blob/master/code/nnv/examples/Submission/CAV2020/ACC/plot_linear_ACC_reachSets.m#L174
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