The go test tool has a profiler which can tell you the amount of allocations you did inside the code.
However, seeing libraries such as this one:
https://github.com/valyala/fasthttp
stating "Zero memory allocations in hot paths"... what does that mean? and how do you achieve this in Go?
I personally don't like their use of language as it sounds like something a marketer would say... All they mean to say is that no allocations will occur in that code because a buffer has been allocated in advance for use there.
So to be clear, they mean 'in this limited scope no allocations will occur'. How do you achieve this? By allocating a sufficiently large buffer in advance of that and then leveraging it in the scope.
The intent of packages author(s) is to speed up request handling by allocating up front at the cost of using more memory (or having a more constant hold on memory at least, in theory the buffer could be the same size as what would need to be allocated).
If you're curious about the implementation details take a look in files like byte_buffer.go and args.go and you'll find that there is a pool of buffer objects allocated in advance so that your handler code doesn't have to do an allocation for the response body ect. Instead you obtain a buffer from the pool (already allocated) and write the response data to it and then when you're done it's released back into the pool for reuse. In the standard scenario you'd instead allocate space for the response body and after the response is returned that object would leave scope and the memory would be freed. As I mentioned in the paragraph above, moving all of this upfront means when your service starts up it will obtain and hold a larger amount of memory than a similar service which used net/http since it will instead obtain and release memory on an as needed basis.
I recently ported a project over to ARC as I was having trouble with crashes and actually determining the cause, whether it was leaks or retain cycles etc., Now I have ported it over, I have not done massive testing to see whether it still crashes as I have not managed to get passed the activity monitor giving me the heeby jeebies when it shows my application doing This (activity monitor profiler)
whereas in allocations tools it looks something like
That real memory usage is not even the worst of it, at one point it shot up to around 90 odd MBs, I am unsure on how to proceed as I am not 100 percent sure what to do with the information given here, Except assume that I might be dong something, very wrong, And I have also run the leaks instrument, I have a few but they are minimal, they are all in bytes.
Does anyone have an explanation? or at the very least are able to clarify what I am possibly looking at? what's the difference between real memory usage and live bytes and overall bytes? Also these results were gotten doing exactly the same actions once and then showing you at the end of it.
I have been trying to reduce the real memory usage as pre ARC conversion I was having memory warnings and silent crashes frequently, I have not run into these again after converting, but I have not done any prolonged testing as I cannot conceive of even trying when the real memory usage looks like that. Which actually looks a lot higher than before ARC...Although the live bytes does look lower post ARC...Madness!
Something that confused me for a while is that ARC - wonderful as it is - does not necessarily avoid the need for #autoreleasepool.
https://developer.apple.com/library/mac/#documentation/Cocoa/Conceptual/MemoryMgmt/Articles/mmAutoreleasePools.html
I ran very large memory usage in an app until someone suggested:
#autoreleasepool {
// lots of allocating of objects returned from methods then discarded
} // and the closing brace of the autoreleasepool block causes their memory to be recovered here
Maybe that will help you.
A good explanation of the meaning of the various columns in the profiler is at Instruments ObjectAlloc: Explanation of Live Bytes & Overall Bytes
I am trying to work through some low memory conditions using instruments. I can watch memory consumption in the Physical Memory Free monitor drop down to a couple of MB, even though Allocations shows that All Allocations is about 3 MB and Overall Bytes is 34 MB.
I have started to experience crashing since I moved some operations to a separate thread with an NSOperationQueue. But I wasn't using instruments before the change. Nevertheless, I'm betting I did something that I can undo to stop the crashes.
By the way, it is much more stable without instruments or the debugger connected.
I have the leaks down to almost none (maybe a hundred bytes max before a crash).
When I look at Allocations, I only see very primitive objects. And the total memory reported by it is also very low. So I cant see how my app is causing these low memory warnings.
When I look at Heap Shots from the start up, I don't see more than about 3 MB there, between the baseline and the sum of all the heap growth values.
What should I be looking at to find where the problem is? Can I isolate it to one of my view controller instances, for example? Or to one of my other instances?
What I have done:
I powered the device off and back on, and this made a significant improvement. Instruments is not reporting a low memory warning. Also, I noticed that Physical Free Memory at start up was only about 7 MB before restarting, and its about 60 MB after restarting.
However, I am seeing a very regular (periodic) drop in Physical Free Memory, dropping from 43 MB to 6 MB (an then back up to 43 MB). I would like to knwo what it causing that. I don't have any timers running in this app. (I do have some performSelector:afterDelay:, but those aren't active during these tests.)
I am not using ARC.
The allocations and the leaks instruments only show what the objects actually take, but not what their underlaying non-object structures (the backing stores) are taking. For example, for UIImages it will show you have a few allocated bytes. This is because a UIImage object only takes those bytes, but the CGImageRef that actually contains the image data is not an object, and it is not taken into account in these instruments.
If you are not doing it already, try running the VM Tracker at the same time you run the allocations instrument. It will give you an idea of the type memory that is being allocated. For iOS the "Dirty Memory", shown by this instrument, is what normally triggers the memory warnings. Dirty memory is memory that cannot be automatically discarded by the VM system. If you see lots of CGImages, images might be your problem.
Another important concept is abandoned memory. This is memory that was allocated, it is still referenced somewhere (and as such not a leak), but not used. An example of this type of memory is a cache of some sort, which is not freeing up upon memory warning. A way to find this out is to use the heap shot analysis. Press the "Mark Heap" button of the allocations instrument, do some operation, return to the previous point in the app and press "Mark Heap" again. The second heap shot should show you what new objects have been allocated between those two moments, and might shed some light on the mystery. You could also repeat the operation simulating a memory warning to see if that behaviour changes.
Finally, I recommend you to read this article, which explains how all this works: http://liam.flookes.com/wp/2012/05/03/finding-ios-memory/.
The difference between physical memory from VM Tracker and allocated memory from "Allocations" is due to the major differences of how these instruments work:
Allocations traces what your app does by installing a tap in the functions that allocate memory (malloc, NSAllocateObject, ...). This method yields very precise information about each allocation, like position in code (stack), amount, time, type. The downside is that if you don't trace every function (like vm_allocate) that somehow allocates memory, you lose this information.
VM Tracker samples the state of the system's virtual memory in regular intervals. This is a much less precise method, as it just gives you an overall view of the current state. It operates at a low frequency (usually something like every three seconds) and you get no idea of how this state was reached.
A known culprit of invisible allocations is CoreGraphics: It uses a lot of memory when decompressing images, drawing bitmap contexts and the like. This memory is usually invisible in the Allocations instrument. So if your app handles a lot of images it is likely that you see a big difference between the amount of physical memory and the overall allocated size.
Spikes in physical memory might result from big images being decompressed, downsized and then only used in screen resolution in some view's or layer's contents. All this might happen automatically in UIKit without your code being involved.
I have the leaks down to almost none (maybe a hundred bytes max before a crash).
In my experience, also very small leaks are "dangerous" sign. In fact, I have never seen a leak larger than 4K, and leaks I usually see are a couple hundreds of bytes. Still, they usually "hide" behind themselves a much larger memory which is lost.
So, my first suggestion is: get rid of those leaks, even though they seem small and insignificant -- they are not.
I have started to experience crashing since I moved some operations to a separate thread with an NSOperationQueue.
Is there a chance that the operation you moved to the thread is the responsible for the pulsing peak? Could it be spawned more than once at a time?
As to the peaks, I see two ways you can go about them:
use the Time Profiler in Instruments and try to understand what code is executing while you see the peak rising;
selectively comment out portions of your code (I mean: entire parts of your app -- e.g., replace a "real" controller with a basic/empty UIViewController, etc) and see if you can identify the culprit this way.
I have never seen such a pulsating behaviour, so I assume it depends on your app or on your device. Have you tried with a different device? What happens in the simulator (do you see the peak)?
When I'm reading your text, I have the impression that you might have some hidden leaks. I could be wrong but, are you 100% sure that you have check all leaks?
I remember one particular project I was doing few month ago, I had the same kind of issue, and no leaks in Instruments. My memory kept growing up and I get memory warnings... I start to log on some important dealloc method. And I've seen that some objects, subviews (UIView) were "leaking". But they were not seen by Instruments because they were still attached to a main view.
Hope this was helpful.
In the Allocations Instrument make sure you have "Only Track Active Allocations" checked. See Image Below. I think this makes it easier to see what is actually happening.
Have you run Analyze on the project? If there's any analyze warnings, fix them first.
Are you using any CoreFoundation stuff? Some of the CF methods have ... strange ... interactions with the ObjC runtime and mem management (they shouldn't do, AFAICS, but I've seen some odd behaviour with the low-level image and AV manipulations where it seems like mem is being used outside the core app process - maybe the OS calls being used by Apple?)
... NB: there have also, in previous versions of iOS, been a few mem-leaks inside Apple's CF methods. IIRC the last of those was fixed in iOS 5.0.
(StackOVerflow's parser sucks: I typed "3" not "1") Are you doing something with a large number of / large-sized CALayer instances (or UIView's with CG* methods, e.g. a custom drawRect method in a UIView?)
... NB: I have seen the exact behaviour you describe caused by 2 and 3 above, either in the CF libraries, or in the Apple windowing system when it tries to work with image data that was originally generated inside CF libraries - or which found its way into CALayers.
It seems that Instruments DOES NOT CORRECTLY TRACK memory usage inside the CA / CG system; this area is a bit complex since Apple is shuffling back and forth between CPU and GPU ram, but it's disappointing that the mem usage seems to simply "disappear" when it clearly is still being used!
Final thought (4. -- but SO won't let me type that) - are you using the invisible RHS of Instruments?
Apple hardcoded Instruments to always disable itself everytime you run it (so you have to keep manually opening it). This is stupid, since some of the core information only exists in the RHS bar. But I've worked with several people who didn't even know it existed :)
I have a strange memory issue I'm having problems resolving and would appreciate some advice as to where else to look.
The program I have (iPhone App) has a function whereby it basically downloads loads of files, processes those that are JSON, and stores the rest to disk. The JSON processing is CPU intensive and can take several seconds per file, so I have a NSOperationQueue with maxConcurrency limited to 1 that handles all the heavy lifting, and a queue that manages the multiple files to download.
Ever since iOS5 came out, the App has had problems completing the download sequence without crashing and so far what I have tried is;
1) Changed the performSelectorOnBackgroundThread JSON processing to use a single NSOperationQueue so as to limit the number of background threads working with large objects.
2) Added NSAutoReleasePools inside loops that create multiple, large, transient objects.
3) Flushed the sharedURLCache to ensure the files aren't hanging around in the system cache.
4) Stored the JSON objects to disk using NSKeyedArchiver and passed the filenames between threads rather than the actual objects, to again try to mitigate the number and size of retained objects currently in use.
All of these at first seemed to make a difference, and when I look at the memory allocations, I've now got the peak usage down from just over 20MB (hence no wonder it was crashing) to under 10MB, and yet the app is still crashing with low memory as before.
I'm trying to trace what is eating the memory causing the app to crash and on this occasion I'm having real problems persuading Instruments to tell me anything useful.
Here's a typical trace (on an iPhone 3GS running iOS 4.3.5)
You can see that the PEAK usage was a tad over 7MB and yet shortly after, you can see the 2 flags pertaining to low memory, and then low memory urgent, followed by the app terminating shortly thereafter.
If I use the memory monitor, the cause of the crash seems clear enough - physical memory is being exhausted - look at the light green trace below. The low memory warnings co-incide (not surprisingly) with the physical memory running out.
There are no leaks showing FWIW either (I've done that in other runs).
It's not image caches or NSURLConnection caches and the only thing I can think of is that perhaps there are some bad leaks that aren't being detected ... but I'm having issues identifying them because if I click into all allocations to see the objects that are live, and then do a command-A to select them all (in order to paste them into a spreadsheet to see where the memory seems to be), at the point I hit command-C to copy them, Instruments beachballs and never recovers.
I really cant figure out what's going on. Does anyone have some advice on how to persuade instruments to show me some more useful information about what is using this memory?
Sorry I can't post any meaningful code fragments ... hopefully the instruments screenshots at least give you an idea about where I'm coming from.
The Leaks instrument isn't terribly useful for figuring out anything but the obvious leaks in your app.
What you are describing is an ideal candidate for heapshot analysis.
tl;dr Heapshot analysis allows you to see exactly how the heap of your application grows between any two points of time (where you determine the points).
I'm using NSOperationQueue to manage a phase of an iOS application which is quite long so I would like to manage it asynchronously. Inside that phase I allocate big arrays in C by using directly calloc functions.
With big I mean a 1024x256 bidimensional array of floats and similar things.
If everything resides on the main thread than the app locks up while computing but everything goes fine, if, instead, I move the heavy part to a NSInvocationOperation then I got many strange results, with debugger sometimes I get a strange message in console stating
No memory available to program now: unsafe to call malloc
so I was wondering if threads managed by an operation queue have some different restrictions compared to main thread, and in case what is better to do to get around this issue.
There's no restrictions that I know of.. however, you may be hitting the edge of available RAM. Since iOS doesn't do virtual memory, when memory gets low, it'll send a warning to other apps to free up RAM. That may be the source of your issue.
Use instruments to profile how much RAM you're using. If it's more than about 20MB or so, you're probably in danger of being terminated due to excessive memory usage anyway.