Illimani is a memory profiler for Pharo that tracks object allocation sites, lifetimes, and garbage collection (GC) cycles. It uses fast and meta-safe instrumentation to profile all object allocations and offers customizable sampling support. It allows the creation of custom memory profilers.
EpMonitor disableDuring: [
Metacello new
baseline: 'IllimaniProfiler';
repository: 'github://jordanmontt/illimani-memory-profiler:main';
load ].
Profiling a given code snippet
IllMemoryProfiler new
profileOn: [ 15 timesRepeat: [ StPlaygroundPresenter open close ] ] ;
open;
yourself
Profiling the Pharo IDE activity for a given amount of time
IllMemoryProfiler new
profileFor: 6 seconds;
open;
yourself
Example 1, Profiling the Pharo IDE activity
IllMemoryProfiler new
copyExecutionStack;
profileFor: 6 seconds;
open;
yourself
Example 2, Profiling on a code snippet:
IllMemoryProfiler new
profileOn: [ 15 timesRepeat: [ StPlaygroundPresenter open close ] ] ;
open;
yourself
You can decide both to profile a given method block or just watching the activity of the image for some time.
profiler := IllMemoryProfiler new.
"With this the profiler will block the ui and you will only capture the objects created by your code snippet"
profiler profileOn: [ anObject performSomeAction ].
"With this the profiler with not block the UI nor the image. So, you will capture all the allocations of the image"
profiler profileFor: 2 seconds.
For starting the stoping the profiling manually. This can be useful if you don't know how long your program will run and you need to interact with the Pharo's IDE.
profiler startProfiling.
profiler stopProfiling.
You can open the ui at any time with the message open
(even if the profiler is still profiling)
profiler open.
By default, the profiler captures 1% of the allocations. We chose this number because in our experiments we found out that the profiler producess precise results with minimal overhead with that sampling rate. You can change the sampling rate. Attention, the sampling rate needs to be a fraction.
"Capture 10% of the allocations"
profiler samplingRate: 1/10.
"Capture 100% of the allocations"
profiler samplingRate: 1.
You can export the data to csv and json files by doing:
profiler exportData
This will create a csv file with all the information about the allocated objects, and some other auxiliary files in json and csv. This auxiliary files can be the meta data about the total profiled time, the gc activity, etc.
You can monitor the GC activity while the profiler is profiling with the message monitorGCActivity
. This will fork a process that will take GC statistics once per second. Then, when exporting the profiler data, two csv files will be exported containing both the scavenges and full GCs. By default, the GC monitoring is disabled. You can enable the GC monitor with the message:
profiler monitorGCActivity
Illimani is also a profiling framework. A user can implement his own profiler by subclassing the IllAbstractProfiler
class and defining the few missing methods. Especially, the internalRegisterAllocation:
method. The internalRegisterAllocation:
method will be called each time that an allocation is produced (or when sampling, each time that the sampling rates matches) with the newly allocated object as a parameter. You can the IllAllocationRateProfiler
class as an example of a simple memory profiler.
Without the UI, because the profiler is independent from the UI, you can access to some statistics. See the protocol accessing - statistics
in the profiler to see the methods. Also, the profiler has a statistics model that groups and sorts the allocation by class and by methods.
- ILLIMANI Memory Profiler - A Technical Report. Jordan Montaño S., Polito G., Ducasse S., Tesone P. 2023. Technical Report.
- Evaluating Finalization-Based Object Lifetime Profiling. Jordan Montaño S., Polito G., Ducasse S., Tesone P., 2024, ISMM.
- Illimani uses method proxies library to capture the allocations. It instruments all the allocator methods in Pharo.
- The object lifetimes profiler uses Ephemerons to know when an object is about to be finalized.
- It has an statistics model that helps with the calculations of allocations grouping them by classes and methods and sorting them by number of allocations.
- The UI is independent of the profiler. It can be used without it. You will have access to all allocations and to the same statistics.