NOTE: This repo is the client for Gargoyle 2, known as "Gutter". It does not work with the existing Gargoyle 1 codebase.
Gutter is feature switch management library. It allows users to create feature switches and setup conditions those switches will be enabled for. Once configured, switches can then be checked against inputs (requests, user objects, etc) to see if the switches are active.
For a UI to configure Gutter with see the gutter-django project
- Configuration
- Setup
- Arguments
- Switches
- Conditions
- Checking Switches as Active
- Signals
- Namespaces
- Decorators
- Testing Utilities
Gutter requires a small bit of configuration before usage.
Switches are persisted in a storage
object, which is a dict or any object which provides the types.MappingType
interface (__setitem__
and __getitem__
methods). By default, gutter
uses an instance of MemoryDict from the durabledict library. This engine does not persist data once the process ends so a more persistent data store should be used.
gutter
can also "autocreate" switches. If autocreate
is enabled, and gutter
is asked if the switch is active but the switch has not been created yet, gutter
will create the switch automatically. When autocreated, a switch's state is set to "disabled."
This behavior is off by default, but can be enabled through a setting. More on "settings" below.
To change the storage
and/or autocreate
settings, simply import the settings module and set the appropriate variables:
from gutter.client.settings import manager as manager_settings
from durabledict.dict import RedisDict
from redis import RedisClient
manager_settings.storage_engine = RedisDict('gutter', RedisClient()))
manager_settings.autocreate = True
In this case, we are changing the engine to durabledict's RedisDict
and turning on autocreate
. These settings will then apply to all newly constructed Manager
instances. More on what a Manager
is and how you use it later in this document.
Once the Manager
's storage engine has been configured, you can import gutter's default Manager
object, which is your main interface with gutter
:
from gutter.client.default import gutter
At this point the gutter
object is an instance of the Manager
class, which holds all methods to register switches and check if they are active. In most installations and usage scenarios, the gutter.client.gutter
manager will be your main interface.
If you would like to construct and use a different default manager, but still have it accessible via gutter.client.gutter
, you can construct and then assign a Manager
instance to settings.manager.default
value:
from gutter.client.settings import manager as manager_settings
from gutter.client.models import Manager
manager_settings.default = Manager({}) # Must be done before importing the default manager
from gutter.client.default import gutter
assert manager_settings.default is gutter
Warning
warning::warning: |
---|
Note that the settings.manager.default
value must be set before importing the default gutter
instance.
:warning::warning:
The first step in your usage of gutter
should be to define your arguments that you will be checking switches against. An "argument" is an object which understands the business logic and object in your system (users, requests, etc) and knows how to validate, transform and extract variables from those business objects for Switch
conditions. For instance, your system may have a User
object that has properties like is_admin
, date_joined
, etc. To switch against it, you would then create arguments for each of those values.
To do that, you construct a class which inherits from gutter.client.arguments.Container
. Inside the body of the class, you create as many class variable "arguments" that you need by using the gutter.client.arguments
function.
from gutter.client import arguments
from myapp import User
class UserArguments(arguments.Container):
COMPATIBLE_TYPE = User
name = arguments.String(lambda self: self.input.name)
is_admin = arguments.Boolean(lambda self: self.input.is_admin)
age = arguments.Value(lambda self: self.input.age)
There are a few things going on here, so let's break down what they all mean.
- The
UserArgument
class is subclassed fromContainer
. The subclassing is required sinceContainer
implements some of the required API. - The class has a bunch of class variables that are calls to
arguments.TYPE
, whereTYPE
is the type of variable this argument is. At present there are 3 types:Value
for general values,Boolean
for boolean values andString
for string values. arguments.TYPE()
is called with a callable that returns the value. In the above example, we'll want to make some switches active based on a user'sname
,is_admin
status andage
.- Those callables return the actual value, which is derefenced from
self.input
, which is the input object (in this case aUser
instance). Variable
objects understandSwitch
conditions and operators, and implement the correct API to allow themselves to be appropriately compared.COMPATIBLE_TYPE
declares that this argument only works withUser
instances. This works with the default implementation ofapplies
in the base argument that checks if thetype
of the input is the same asCOMPATIBLE_TYPE
.
Since constructing arguments that simply reference an attribute on self.input
is so common, if you pass a string as the first argument of argument()
, when the argument is accessed, it will simply return that property from self.input
. You must also pass a Variable
to the variable=
kwarg so gutter know what Variable to wrap your value in.
from gutter.client import arguments
from myapp import User
class UserArguments(Container):
COMPATIBLE_TYPE = User
name = arguments.String('name')
is_admin = arguments.Boolean('is_admin')
age = arguments.Value('age')
You might be asking, why have these Argument
objects at all? They seem to just wrap an object in my system and provide the same API. Why can't I just use my business object itself and compare it against my switch conditions?
The short answer is that Argument
objects provide a translation layer to translate your business objects into objects that gutter
understands. This is important for a couple reasons.
First, it means you don't clutter your business logic/objects with code to support gutter
. You declare all the arguments you wish to provide to switches in one location (an Argument) whose single responsibility it to interface with gutter
. You can also construct more savvy Argument objects that may be the combination of multiple business objects, consult 3rd party services, etc. All still not cluttering your main application code or business objects.
Secondly, and most importantly, Arguments return Variable
objects, which ensure gutter
conditions work correctly. This is mostly relevant to the percentage-based operators, and is best illustrated with an example.
Imagine you have a User
class with an is_vip
boolean field. Let's say you wanted to turn on a feature for only 10% of your VIP customers. To do that, you would write a condition that says, "10% of the time when I'm called with the variable, I should be true." That line of code would probably do something like this:
return 0 <= (hash(variable) % 100) < 10
The issue is that if variable = True
, then hash(variable) % 100
will always be the same value for every User
with is_vip
of True
:
>>> hash(True)
1
>>> hash(True) % 100
1
This is because in Python True objects always have the same hash value, and thus the percentage check doesn't work. This is not the behavior you want.
For the 10% percentage range, you want it to be active for 10% of the inputs. Therefore, each input must have a unique hash value, exactly the feature the Boolean
variable provides. Every Variable
has known characteristics against conditions, while your objects may not.
That said, you don't absolutely have to use Variable
objects. For obvious cases, like use.age > some_value
your User
instance will work just fine, but to play it safe you should use Variable
objects. Using Variable
objects also ensure that if you update gutter
any new Operator
types that are added will work correctly with your ``Variable``s.
Switches encapsulate the concept of an item that is either 'on' or 'off' depending on the input. The swich determines its on/off status by checking each of its conditions
and seeing if it applies to a certain input.
Switches are constructed with only one required argument, a name
:
from gutter.client.models import Switch
switch = Switch('my cool feature')
Switches can be in 3 core states: GLOBAL
, DISABLED
and SELECTIVE
. In the GLOBAL
state, the Switch is enabled for every input no matter what. DISABLED
Switches are not disabled for any input, no matter what. SELECTIVE
Switches enabled based on their conditions.
Switches can be constructed in a certain state or the property can be changed later:
switch = Switch('new feature', state=Switch.states.DISABLED)
another_switch = Switch('new feature')
another_switch.state = Switch.states.DISABLED
When in the SELECTIVE
state, normally only one condition needs be true for the Switch to be enabled for a particular input. If switch.compounded
is set to True
, then all of the switches conditions need to be true in order to be enabled:
switch = Switch('require alll conditions', compounded=True)
You can create switches using a specific hierarchical naming scheme. Switch namespaces are divided by the colon character (":"), and hierarchies of switches can be constructed in this fashion:
parent = Switch('movies')
child1 = Switch('movies:star_wars')
child2 = Switch('movies:die_hard')
grandchild = Switch('movies:star_wars:a_new_hope')
In the above example, the child1
switch is a child of the "movies"
switch because it has movies:
as a prefix to the switch name. Both child1
and child2
are "children of the parent parent
switch. And grandchild
is a child of the child1
switch, but not the child2
switch.
By default, each switch makes its "am I active?" decision independent of other switches in the Manager (including its parent), and only consults its own conditions to check if it is enabled for the input. However, this is not always the case. Perhaps you have a cool new feature that is only available to a certain class of user. And of those users, you want 10% to be be exposed to a different user interface to see how they behave vs the other 90%.
gutter
allows you to set a concent
flag on a switch that instructs it to check its parental switch first, before checking itself. If it checks its parent and it is not enabled for the same input, the switch immediately returns False
. If its parent is enabled for the input, then the switch will continue and check its own conditions, returning as it would normally.
For example:
parent = Switch('cool_new_feature')
child = Switch('cool_new_feature:new_ui', concent=True)
For example, because child
was constructed with concent=True
, even if child
is enabled for an input, it will only return True
if parent
is also enabled for that same input.
Note: Even switches in a GLOBAL
or DISABLED
state (see "Switch" section above) still consent their parent before checking themselves. That means that even if a particular switch is GLOBAL
, if it has concent
set to True
and its parent is not enabled for the input, the switch itself will return False
.
Once your Switch
is constructed with the right conditions, you need to register it with a Manager
instance to preserve it for future use. Otherwise it will only exist in memory for the current process. Register a switch via the register
method on a Manager
instance:
gutter.register(switch)
The Switch is now stored in the Manager's storage and can be checked if active through gutter.active(switch)
.
If you need to update your Switch, simply make the changes to the Switch
object, then call the Manager
's update()
method with the switch to tell it to update the switch with the new object:
switch = Switch('cool switch')
manager.register(switch)
switch.name = 'even cooler switch' # Switch has not been updated in manager yet
manager.update(switch) # Switch is now updated in the manager
Since this is a common pattern (retrieve switch from the manager, then update it), gutter provides a shorthand API in which you ask the manager for a switch by name, and then call save()
on the switch to update it in the Manager
it was retreived from:
switch = manager.switch('existing switch')
switch.name = 'a new name' # Switch is not updated in manager yet
switch.save() # Same as calling manager.update(switch)
Existing switches may be removed from the Manager by calling unregister()
with the switch name or switch instance:
gutter.unregister('deprecated switch')
gutter.unregister(a_switch_instance)
Note: If the switch is part of a hierarchy and has children switches (see the "Hierarchical Switches" section above), all descendent switches (children, grandchildren, etc) will also be unregistered and deleted.
Each Switch can have 0+ conditions, which describe the conditions under which that switch is active. Condition
objects are constructed with three values: a argument
, attribute
and operator
.
An argument
is any Argument
class, like the one you defined earlier. From the previous example, UserArgument
is an argument object. attribute
is the attribute on a argument instance that you want this condition to check. operator
is some sort of check applied against that attribute. For instance, is the UserArgument.age
greater than some value? Equal to some value? Within a range of values? Etc.
Let's say you wanted a Condition
that checks if the user's age is > 65 years old? You would construct a Condition that way:
from gutter.client.operators.comparable import MoreThan
condition = Condition(argument=UserArgument, attribute='age', operator=MoreThan(65))
This Condition will be true if any input instance has an age
that is more than 65
.
Please see the gutter.operators
for a list of available operators.
Conditions can also be constructed with a negative
argument, which negates the condition. For example:
from gutter.client.operators.comparable import MoreThan
condition = Condition(argument=UserArgument, attribute='age', operator=MoreThan(65), negative=True)
This Condition is now True
if the condition evaluates to False
. In this case if the user's age
is not more than 65
.
Conditions then need to be appended to a switch instance like so:
switch.conditions.append(condition)
You can append as many conditions as you would like to a switch, there is no limit.
As stated before, switches are checked against input objects. To do this, you would call the switch's enabled_for()
method with a User
instance, for instance. You may call enabled_for()
with any input object, it will ignore inputs for which it knows nothing about. If the Switch
is active for your input, enabled_for
will return True
. Otherwise, it will return False
.
A common use case of gutter is to use it during the processing of a web request. During execution of code, different code paths are taken depending on if certain switches are active or not. Often times there are multiple switches in existence at any one time and they all need to be checked against multiple arguments. To handle this use case, Gutter provides a higher-level API.
To check if a Switch
is active, simply call gutter.active()
with the Switch name:
gutter.active('my cool feature')
>>> True
The switch is checked against some number of input objects. Inputs can be added to the active()
check one of two ways: locally, passed in to the active()
call or globally, configured ahead of time.
To check against local inputs, active()
takes any number of input objects after the switch name to check the switch against. In this example, the switch named 'my cool feature'
is checked against input objects input1
and input2
:
gutter.active('my cool feature', input1, input2)
>>> True
If you have global input objects you would like to use for every check, you can set them up by calling the Manager's input()
method:
gutter.input(input1, input2)
Now, input1
and input2
are checked against for every active
call. For example, assuming input1
and input2
are configured as above, this active()
call would check if the Switch was enabled for inputs input1
, input2
and input3
in that order:
gutter.active('my cool feature', input3)
Once you're doing using global inputs, perhaps at the end of a request, you should call the Manager's flush()
method to remove all the inputs:
gutter.flush()
The Manager is now setup and ready for its next set of inputs.
When calling active()
with a local inputs, you can skip checking the Switch
against the global inputs and only check against your locally passed in inputs by passing exclusive=True
as a keyword argument to active()
:
gutter.input(input1, input2)
gutter.active('my cool feature', input3, exclusive=True)
In the above example, since exclusive=True
is passed, the switch named 'my cool feature'
is only checked against input3
, and not input1
or input2
. The exclusive=True
argument is not persistent, so the next call to active()
without exclusive=True
will again use the globally defined inputs.
Gutter provides 4 total signals to connect to: 3 about changes to Switches, and 1 about errors applying Conditions. They are all available from the gutter.signals
module
There are 3 signals related to Switch changes:
switch_registered
- Called when a new switch is registered with the Manager.switch_unregistered
- Called when a switch is unregistered with the Manager.switch_updated
- Called with a switch was updated.
To use a signal, simply call the signal's connect()
method and pass in a callable object. When the signal is fired, it will call your callable with the switch that is being register/unregistered/updated. I.e.:
from gutter.client.signals import switch_updated
def log_switch_update(switch):
Syslog.log("Switch %s updated" % switch.name)
switch_updated.connect(log_switch_updated)
The switch_updated
signal can be connected to in order to be notified when a switch has been changed. To know what changed in the switch, you can consult its changes
property:
>>> from gutter.client.models import Switch
>>> switch = Switch('test')
>>> switch.concent
True
>>> switch.concent = False
>>> switch.name = 'new name'
>>> switch.changes
{'concent': {'current': False, 'previous': True}, 'name': {'current': 'new name', 'previous': 'test'}}
As you can see, when we changed the Switch's concent
setting and name
, switch.changes
reflects that in a dictionary of changed properties. You can also simply ask the switch if anything has changed with the changed
property. It returns True
or False
if the switch has any changes as all.
You can use these values inside your signal callback to make decisions based on what changed. I.e., email out a diff only if the changes include changed conditions.
When a Switch
checks an input object against its conditions, there is a good possibility that the Argument
value may be some sort of unexpected value, and can cause an exception. Whenever there is an exception raised during Condition
checking itself against an input, the Condition
will catch that exception and return False
.
While catching all exceptions is generally bad form and hides error, most of the time you do not want to fail an application request just because there was an error checking a switch condition, especially if there was an error during checking a Condition
for which a user would not have applied in the first place.
That said, you would still probably want to know if there was an error checking a Condition. To accomplish this, gutter
-client provides a condition_apply_error
signal which is called when there was an error checking a Condition
. The signal is called with an instance of the condition, the input which caused the error and the instance of the Exception class itself:
signals.condition_apply_error.call(condition, inpt, error)
In your connected callback, you can do whatever you would like: log the error, report the exception, etc.
gutter
allows the use of "namespaces" to group switches under a single umbrella, while both not letting one namespace see the switches of another namespace, but allowing them to share the same storage instance, operators and other configuration.
Given an existing vanilla Manager
instance, you can create a namespaced manager by calling the namespaced()
method:
notifications = gutter.namespaced('notifications')
At this point, notifications
is a copy of gutter
, inheriting all of its:
- storage
autocreate
setting- Global inputs
- Operators
It does not, however, share the same switches. Newly constructed Manager
instances are in the default
namespace. When namespaced()
is called, gutter
changes the manager's namespace to notifications
. Any switches in the previous default
namespace are not visible in the notifications
namespace, and vice versa.
This allows you to have separate namespaced "views" of switches, possibly named the exact same name, and not have them conflict with each other.
Gutter features a @switch_active
decorator you can use to decorate your Django views. When decorated, if the switch named as the first argument of the @switch_decorated
decorator is False, a Http404
exception is raised. However, if you also pass a redirect_to=
kwarg, the decorator will return a HttpResponseRedirect
instance, redirecting to that location. If the switch is active, then the view runs as normal.
For example, here is a view decorated with @switch_active
:
from gutter.client.decorators import switch_active
@switch_active('cool_feature')
def my_view(request):
return 'foo'
As stated above, if the cool_feature
switch is inactive, this view will raise a Http404
exception.
If, however, the decorator was constructed with a redirect_to=
kwarg:
@switch_active('cool_feature', redirect_to=reverse('upsell-page'))
Then a HttpResponseRedirect
instance will be returned, redirecting to reverse('upsell-page')
.
If you would like to test code that uses gutter
and have the gutter
manager return predictable results, you can use the switches
object from the testutils
module.
The swtiches
object can be used as both a context manager and a decorator. It is passed kwargs
of switch names and their``active`` return values.
For instance, with this code here, by passing cool_feature=True
to the switches
object as a context manager, any call to gutter.active('cool_feature')
will return True
. Calls to active()
with other switch names will return their actual live switch status:
from gutter.client.testutils import switches
from gutter.client.default import gutter
with switches(cool_feature=True):
gutter.active('cool_feature') # True
And when using switches
as a decorator:
from gutter.client.testutils import switches
from gutter.client.default import gutter
@switches(cool_feature=True)
def run(self):
gutter.active('cool_feature') # True
Additionally, you may pass an alternate Manager
instance to switches
to use that manager instead of the default one:
from gutter.client.testutils import switches
from gutter.client.models import Manager
my_manager = Manager({})
@switches(my_manager, cool_feature=True)
def run(self):
gutter.active('cool_feature') # True