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lib/recon_alloc.ex

defmodule ReconAlloc do
require :recon_alloc
@moduledoc """
Functions to deal with
[Erlang VM's memory allocators](http://www.erlang.org/doc/man/erts_alloc.html),
or particularly, to try to present the allocator data in a way that
makes it simpler to discover possible problems.
Tweaking Erlang VM memory allocators and their behaviour is a very
tricky ordeal whenever you have to give up the default settings.
This module (and its documentation) will try and provide helpful
pointers to help in this task.
This module should mostly be helpful to figure out **if** there is a
problem, but will offer little help to figure out **what** is wrong.
To figure this out, you need to dig deeper into the allocator data
(obtainable with `allocators/0`), and/or have some precise knowledge
about the type of load and work done by the VM to be able to assess
what each reaction to individual tweak should be.
A lot of trial and error might be required to figure out if tweaks
have helped or not, ultimately.
In order to help do offline debugging of memory allocator problems
ReconAlloc also has a few functions that store snapshots of the
memory statistics.
These snapshots can be used to freeze the current allocation values
so that they do not change during analysis while using the regular
functionality of this module, so that the allocator values can be
saved, or that they can be shared, dumped, and reloaded for further
analysis using files. See `snapshot_load/1` for a simple use-case.
**Glossary:**
- **sys_alloc** : System allocator, usually just malloc
- **mseg_alloc** : Used by other allocators, can do mmap. Caches
allocations
- **temp_alloc** : Used for temporary allocations
- **eheap_alloc** : Heap data (i.e. process heaps) allocator
- **binary_alloc** : Global binary heap allocator
- **ets_alloc** : ETS data allocator
- **driver_alloc** : Driver data allocator
- **sl_alloc** : Short-lived memory blocks allocator
- **ll_alloc** : Long-lived data (i.e. Erlang code itself)
allocator
- **fix_alloc** : Frequently used fixed-size data allocator
- **std_alloc** : Allocator for other memory blocks
- **carrier** :
When a given area of memory is allocated by the OS to the VM
(through sys_alloc or mseg_alloc), it is put into a **carrier**.
There are two kinds of carriers: multiblock and single block. The
default carriers data is sent to are multiblock carriers, owned by
a specific allocator (ets_alloc, binary_alloc, etc.). The specific
allocator can thus do allocation for specific Erlang requirements
within bits of memory that has been preallocated before. This
allows more reuse, and we can even measure the cache hit rates
`cache_hit_rates/0`.
There is however a threshold above which an item in memory won't
fit a multiblock carrier. When that happens, the specific
allocator does a special allocation to a single block carrier.
This is done by the allocator basically asking for space directly
from sys_alloc or mseg_alloc rather than a previously multiblock
area already obtained before.
This leads to various allocation strategies where you decide to
choose:
* which multiblock carrier you're going to (if at all)
* which block in that carrier you're going to
See [the official documentation on erts_alloc](http://www.erlang.org/doc/man/erts_alloc.html)
for more details.
- **mbcs** : Multiblock carriers.
- **sbcs** : Single block carriers.
- **lmbcs** : Largest multiblock carrier size
- **smbcs** : Smallest multiblock carrier size
- **sbct** : Single block carrier threshold
By default all sizes returned by this module are in bytes. You can
change this by calling `set_unit/1`.
"""
#############
### TYPES ###
#############
@type allocator :: :temp_alloc | :eheap_alloc | :binary_alloc | :ets_alloc
| :driver_alloc | :sl_alloc | :ll_alloc | :fix_alloc
| :std_alloc
@type instance :: non_neg_integer
@type allocdata(t) :: {{allocator, instance}, t}
# Snapshot handling
@type memory :: [{atom, atom}]
@type snapshot :: {memory, [allocdata(term)]}
##############
### Public ###
##############
@doc """
Equivalent to `memory(key, :current)`.
"""
@spec memory(:used | :allocated | :unused) :: pos_integer
@spec memory(:usage) :: number
@spec memory(:allocated_types | :allocated_instances)
:: [{allocator, pos_integer}]
def memory(key), do: :recon_alloc.memory(key)
@doc """
Reports one of multiple possible memory values for the entire
node depending on what is to be reported:
- `:used` reports the memory that is actively used for allocated
Elixir/Erlang data.
- `:allocated` reports the memory that is reserved by the VM. It
includes the memory used, but also the memory yet-to-be-used but
still given by the OS. This is the amount you want if you're
dealing with ulimit and OS-reported values.
- `:allocated_types` reports the memory that is reserved by the
VM grouped into the different util allocators.
- `:allocated_instances` reports the memory that is reserved by the VM
grouped into the different schedulers. Note that instance id 0 is
the global allocator used to allocate data from non-managed
threads, i.e. async and driver threads.
- `:unused` reports the amount of memory reserved by the VM that is
not being allocated. Equivalent to `:allocated - :used`
- `usage` returns a percentage (0.0 .. 1.0) of `used/allocated`
memory ratios.
The memory reported by `:allocated` should roughly match what the OS
reports. If this amount is different by a large margin, it may be
the sign that someone is allocating memory in C directly, outside of
Erlang VM's own allocator -- a big warning sign. There are currently
three sources of memory alloction that are not counted towards this
value: The cached segments in the mseg allocator, any memory
allocated as a super carrier, and small pieces of memory allocated
during start-up before the memory allocators are initialized.
Also note that low memory usages can be the sign of fragmentation in
memory, in which case exploring which specific allocator is at fault
is recommended (see `fragmentation/1`)
"""
@spec memory(:used | :allocated | :unused, :current | :max) :: pos_integer
@spec memory(:usage, :current | :max) :: number
@spec memory(:allocated_types | :allocated_instances, :current | :max)
:: [{allocator, pos_integer}]
def memory(type, keyword), do: :recon_alloc.memory(type, keyword)
@doc """
Compares the block sizes to the carrier sizes, both for single block
(`sbcs`) and multiblock (`mbcs`) carriers.
The returned results are sorted by a weight system that is somewhat
likely to return the most fragmented allocators first, based on
their percentage of use and the total size of the carriers, for both
`sbcs` and `mbcs`.
The values can both be returned for `current' allocator values, and
for `max` allocator values. The current values hold the present
allocation numbers, and max values, the values at the peak.
Comparing both together can give an idea of whether the node is
currently being at its memory peak when possibly leaky, or if it
isn't. This information can in turn influence the tuning of
allocators to better fit sizes of blocks and/or carriers.
"""
@spec fragmentation(:current | :max) :: [allocdata([{atom, term}])]
def fragmentation(keyword), do: :recon_alloc.fragmentation(keyword)
@doc """
Looks at the `mseg_alloc` allocator (allocator used by all the
allocators in `allocator/1`) and returns information relative to the
cache hit rates. Unless memory has expected spiky behaviour, it
should usually be above 0.80 (80%).
Cache can be tweaked using three VM flags: `+MMmcs`, `+MMrmcbf`, and
`+MMamcbf`.
`+MMmcs` stands for the maximum amount of cached memory segments.
Its default value is `10` and can be anything from 0 to 30.
Increasing it first and verifying if cache hits get better should be
the first step taken.
The two other options specify what are the maximal values of a
segment to cache, in relative (in percent) and absolute terms (in
kilobytes), respectively. Increasing these may allow more segments
to be cached, but should also add overheads to memory allocation. An
Erlang node that has limited memory and increases these values may
make things worse on that point.
The values returned by this function are sorted by a weight
combining the lower cache hit joined to the largest memory values
allocated.
"""
@spec cache_hit_rates() :: [{{:instance, instance},
[{:hit_rate | :hits | :calls, term}]}]
def cache_hit_rates(), do: :recon_alloc.cache_hit_rates
@doc """
Checks all allocators in `allocator/0` and returns the average block
sizes being used for `mbcs` and `sbcs`. This value is interesting to
use because it will tell us how large most blocks are. This can be
related to the VM's largest multiblock carrier size (`lmbcs`) and
smallest multiblock carrier size (`smbcs`) to specify allocation
strategies regarding the carrier sizes to be used.
This function isn't exceptionally useful unless you know you have
some specific problem, say with sbcs/mbcs ratios (see
`sbcs_to_mbcs/0`) or fragmentation for a specific allocator, and
want to figure out what values to pick to increase or decrease sizes
compared to the currently configured value.
Do note that values for `lmbcs` and `smbcs` are going to be rounded
up to the next power of two when configuring them.
"""
@spec average_block_sizes(:current | :max)
:: [{allocator, [{:mbcs, :sbcs, number}]}]
def average_block_sizes(keyword) do
:recon_alloc.average_block_sizes(keyword)
end
@doc """
Compares the amount of single block carriers (`sbcs') vs the number
of multiblock carriers (`mbcs') for each individual allocator in
`allocator/0`.
When a specific piece of data is allocated, it is compared to a
threshold, called the **single block carrier threshold**
(`sbct`). When the data is larger than the `sbct`, it gets sent to a
single block carrier. When the data is smaller than the `sbct`, it
gets placed into a multiblock carrier.
mbcs are to be prefered to sbcs because they basically represent
pre-allocated memory, whereas sbcs will map to one call to sys_alloc
or mseg_alloc, which is more expensive than redistributing data that
was obtained for multiblock carriers. Moreover, the VM is able to do
specific work with mbcs that should help reduce fragmentation in
ways sys_alloc or mmap usually won't.
Ideally, most of the data should fit inside multiblock carriers. If
most of the data ends up in `sbcs`, you may need to adjust the
multiblock carrier sizes, specifically the maximal value (`lmbcs`)
and the threshold (`sbct`). On 32 bit VMs, `sbct` is limited to
8MBs, but 64 bit VMs can go to pretty much any practical size.
Given the value returned is a ratio of sbcs/mbcs, the higher the
value, the worst the condition. The list is sorted accordingly.
"""
@spec sbcs_to_mbcs(:max | :current) :: [allocdata(term)]
def sbcs_to_mbcs(keyword), do: :recon_alloc.sbcs_to_mbcs(keyword)
@doc """
Returns a dump of all allocator settings and values.
"""
@spec allocators() :: [allocdata(term)]
def allocators(), do: :recon_alloc.allocators
#########################
### Snapshot handling ###
#########################
@doc """
Take a new snapshot of the current memory allocator statistics.
The snapshot is stored in the process dictionary of the calling
process, with all the limitations that it implies (i.e. no
garbage-collection). To unsert the snapshot, see
`snapshot_clear/1`.
"""
@spec snapshot() :: snapshot | :undefined
def snapshot(), do: :recon_alloc.snapshot
@doc """
Clear the current snapshot in the process dictionary, if present,
and return the value it had before being unset.
"""
@spec snapshot_clear() :: snapshot | :undefined
def snapshot_clear(), do: :recon_alloc.snapshot_clear
@doc """
Prints a dump of the current snapshot stored by `snapshot/0`. Prints
`undefined` if no snapshot has been taken.
"""
@spec snapshot_print() :: :ok
def snapshot_print() do
IO.inspect :recon_alloc.snapshot_get, pretty: true
end
@doc """
Returns the current snapshot stored by `@link snapshot/0`. Returns
`undefined` if no snapshot has been taken.
"""
@spec snapshot_get() :: snapshot | :undefined
def snapshot_get(), do: :recon_alloc.snapshot_get
@doc """
Save the current snapshot taken by `snapshot/0` to a file.If there
is no current snapshot, a snaphot of the current allocator
statistics will be written to the file.
"""
@spec snapshot_save(:file.name) :: :ok
def snapshot_save(filename), do: :recon_alloc.snapshot_save(filename)
@doc """
Loads a snapshot from a given file. The format of the data in the
file can be either the same as output by `snapshot_save/0`, or the
output obtained by calling Erlang functions, equivalent to the
following Elixir functions, and storing it in a file in Erlang's
term format.
```
{:erlang.memory,
:erlang.system_info(:alloc_util_allocators) ++ [:sys_alloc,:mseg_alloc]
|> Enum.map &({&1, :erlang.system_info({:allocator, &1})})
}
```
If the latter option is taken, please remember to add a full stop at
the end of the resulting Erlang term, as this function uses
Erlang's `:file.consult/1` to load the file.
**Example usage:**
On target machine:
```
iex> ReconAlloc.snapshot
:undefined
iex> ReconAlloc.memory(:used)
18411064
iex> ReconAlloc.snapshot_save("recon_snapshot.terms")
:ok
```
On other machine:
```
iex> ReconAlloc.snapshot_load("recon_snapshot.terms")
:undefined
iex> ReconAlloc:memory(:used)
18411064
```
"""
@spec snapshot_load(:file.name) :: snapshot | :undefined
def snapshot_load(filename), do: :recon_alloc.snapshot_load(filename)
#########################
### Handling of units ###
#########################
@doc """
Sets the current unit to be used by recon_alloc. This effects all
functions that return bytes.
Eg.
```
iex> ReconAlloc.memory(:used, :current)
17548752
iex> ReconAlloc.set_unit(:kilobyte)
undefined
iex> ReconAlloc.memory(:used, :current)
17576.90625
```
"""
@spec set_unit(:byte | :kilobyte | :megabyte | :gigabyte) :: :ok
def set_unit(unit), do: :recon_alloc.set_unit(unit)
end