README ¶
Memory Tracing
There is no way to identify specifically in the code where a leak is occuring. We can validate if a memory leak is present and which functions or methods are producing the most allocations.
GODEBUG
http://golang.org/pkg/runtime/
[http://dave.cheney.net/2014/07/11/visualising-the-go-garbage-collector](Visualising the Go garbage collector)
[http://dave.cheney.net/2015/11/29/a-whirlwind-tour-of-gos-runtime-environment-variables](Tour of Go's env variables)
[https://deferpanic.com/blog/understanding-golang-memory-usage](Understanding Go memory usage)
To validate if a memory leak is truly occuring use the GODEBUG environmental variable. Setting gctrace=1 causes the garbage collector to emit a single line to standard error at each collection, summarizing the amount of memory collected and the length of the pause. Setting gctrace=2 emits the same summary but also repeats each collection. The format of this line is subject to change:
export GODEBUG=gctrace=1
gc # @#s #%: #+...+# ms clock, #+...+# ms cpu, #->#-># MB, # MB goal, # P
Where the fields are as follows:
gc # the GC number, incremented at each GC
@#s time in seconds since program start
#% percentage of time spent in GC since program start
#+...+# wall-clock/CPU times for the phases of the GC
#->#-># MB heap size at GC start, at GC end, and live heap
# MB goal goal heap size
# P number of processors used
In C++, a memory leak is memory you have lost a reference to. In Go, a memory leak is memory you retain a reference to.
Running a GODEBUG Trace
go build
GODEBUG=gctrace=1 ./memory_trace
gc 1 @0.009s 1%: 0.059+0.17+0.005+0.24+0.12 ms clock, 0.17+0.17+0+0/0.36/0.067+0.38 ms cpu, 5->5->3 MB, 4 MB goal, 8 P
gc 2 @0.017s 1%: 0.037+0.096+0.098+0.21+0.086 ms clock, 0.22+0.096+0+0.10/0.31/0.091+0.51 ms cpu, 8->8->7 MB, 7 MB goal, 8 P
gc 3 @0.032s 1%: 0.020+0.16+0.007+0.25+0.090 ms clock, 0.14+0.16+0+0/0.20/0.27+0.63 ms cpu, 17->17->14 MB, 14 MB goal, 8 P
gc 4 @0.066s 0%: 0.029+0.17+0.074+0.48+0.10 ms clock, 0.20+0.17+0+0/0.42/0.26+0.76 ms cpu, 35->35->29 MB, 29 MB goal, 8 P
pprof heap
We can get detailed information about the heap using the pprof support. We can actually produce and compare different profiles to see differences in memory over time.
Comparing Profiles
Build and run the service:
go build
./memory_trace
Take a snapshot of the current heap profile:
curl -s http://localhost:6060/debug/pprof/heap > base.heap
After some time, take another snapshot:
curl -s http://localhost:6060/debug/pprof/heap > current.heap
Now compare both snapshots against the binary and get into the pprof tool:
go tool pprof -alloc_space -base base.heap /PATH_TO_BINARY/finding_leaks current.heap
-inuse_space : Display in-use memory size
-inuse_objects: Display in-use object counts
-alloc_space : Display allocated memory size
-alloc_objects: Display allocated object counts
Running pprof Commands
Run the top
command to see the functions allocating the most objects:
Using -alloc_space
(pprof) top
1.88GB of 1.88GB total ( 100%)
flat flat% sum% cum cum%
1.88GB 100% 100% 1.88GB 100% main.main.func1
0 0% 100% 1.88GB 100% runtime.goexit
Using -inuse_space
(pprof) top
3182575 of 3182575 total ( 100%)
Dropped 5 nodes (cum <= 15912)
flat flat% sum% cum cum%
3182575 100% 100% 3182575 100% main.main.func1
0 0% 100% 3182575 100% runtime.goexit
Run the list
command against the goroutine declared in main:
Using -alloc_space
(pprof) list main.main.func1
Total: 1.88GB
ROUTINE ======================== main.main.func1 in /Users/bill/code/go/src/github.com/ardanlabs/gotraining/topics/memory_trace/trace.go
1.88GB 1.88GB (flat, cum) 100% of Total
. . 19: // to be constantly shuffled around, this becomes very expensive.
. . 20: go func() {
. . 21: m := make(map[int]int)
. . 22:
. . 23: for i := 0; ; i++ {
1.88GB 1.88GB 24: m[i] = i
. . 25: }
. . 26: }()
. . 27:
. . 28: // Start a listener for the pprof support.
. . 29: go func() {
Using -inuse_space
(pprof) list main.main.func1
Total: 3182575
ROUTINE ======================== main.main.func1 in /PATH_TO_BINARY/finding_leaks/leak.go
3182575 3182575 (flat, cum) 100% of Total
. . 10:func main() {
. . 11: go func() {
. . 12: m := make(map[int]int)
. . 13:
. . 14: for i := 0; ; i++ {
3182575 3182575 15: m[i] = i
. . 16: }
. . 17: }()
. . 18:
. . 19: go func() {
. . 20: http.ListenAndServe(":6060", nil)
Links
https://golang.org/pkg/runtime/
https://www.hakkalabs.co/articles/finding-memory-leaks-go-programs
Code Review
All material is licensed under the Apache License Version 2.0, January 2004.