by R.I. Pienaar | Mar 22, 2016 | Code
When I first wrote Hiera I included a simple little hack called hiera_include() that would do a Array lookup and include everything it found. I only included it even because include at the time did not take Array arguments. In time this has become quite widely used and many people do their node classification using just this and the built in hierarchical nature of Hiera.
I’ve always wanted to do better though, like maybe write an actual ENC that uses Hiera data keys on the provided certname? Seemed like the only real win would be to be able to set the node environment from Hiera, I guess this might be valuable enough on it’s own.
Anyway, I think the ENC interface is really pretty bad and should be replaced by something better. So I’ve had the idea of a Hiera based classifier in my mind for years.
Some time ago Ben Ford made a interesting little hack project that used a set of rules to classify nodes and this stuck to my mind as being quite a interesting approach. I guess it’s a bit like the new PE node classifier.
Anyway, so I took this as a starting point and started working on a Hiera based classifier for Puppet 4 – and by that I mean the very very latest Puppet 4, it uses a bunch of the things I blogged about recently and the end result is that the module is almost entirely built using the native Puppet 4 DSL.
Simple list-of-classes based Classification
So first lets take a look at how this replaces/improves on the old hiera_include().
Not really much to be done I am afraid, it’s an array with some entries in it. It now uses the Knockout Prefix features of Puppet Lookup that I blogged about before to allow you to exclude classes from nodes:
So we want to include the sysadmins and sensu classes on all nodes, stick this in your common tier:
# common.yaml
classifier::extra_classes:
- sysadmins
- sensu |
# common.yaml
classifier::extra_classes:
- sysadmins
- sensu
Then you have some nodes that need some more classes:
# clients/acme.yaml
classifier::extra_classes:
- acme_sysadmins |
# clients/acme.yaml
classifier::extra_classes:
- acme_sysadmins
At this point it’s basically same old same old, but lets see if we had some node that needed Nagios and not Sensu:
# nodes/example.net.yaml
classifier::extra_classes:
- --sensu
- nagios |
# nodes/example.net.yaml
classifier::extra_classes:
- --sensu
- nagios
Here we use the knockout prefix of — to remove the sensu class and add the nagios one instead. That’s already a big win from old hiera_include() but to be fair this is just as a result of the new Lookup features.
It really gets interesting later when you throw in some rules.
Rule Based Classification
The classifier is built around a set of Classifications and these are made up of one or many rules per Classification which if they match on a host means a classification applies to the node. And the classifications can include classes and create data.
Here’s a sample rule where I want to do some extra special handling of RedHat like machines. But I want to handle VMs different from Physical machines.
# common.yaml
classifier::rules:
RedHat VMs:
match: all
rules:
- fact: "%{facts.os.family}"
operator: ==
value: RedHat
- fact: "%{facts.is_virtual}"
operator: ==
value: "true"
data:
redhat_vm: true
classes:
- centos::vm
RedHat:
rules:
- fact: "%{facts.os.family}"
operator: ==
value: RedHat
data:
redhat_os: true
classes:
- centos::common |
# common.yaml
classifier::rules:
RedHat VMs:
match: all
rules:
- fact: "%{facts.os.family}"
operator: ==
value: RedHat
- fact: "%{facts.is_virtual}"
operator: ==
value: "true"
data:
redhat_vm: true
classes:
- centos::vm
RedHat:
rules:
- fact: "%{facts.os.family}"
operator: ==
value: RedHat
data:
redhat_os: true
classes:
- centos::common
This shows 2 Classifications one called “RedHat VMs” and one just “RedHat”, you can see the VMs one contains 2 rules and it sets match: all so they both have to match.
End result here is that all RedHat machines get centos::common and RedHat VMs also get centos::vm. Additionally 2 pieces of data will be created, a bit redundant in this example but you get the idea.
Using the Classifier
So using the classifier in the basic sense is just like hiera_include():
node default {
include classifier
} |
node default {
include classifier
}
This will process all the rules and include the resulting classes. It will also expose a bunch of information via this class, the most interesting is $classifier::data which is a Hash of all the data that the rules emit. But you can also access the the included classes via $classifier::classes and even the whole post processed classification structure in $classifier::classification. Some others are mentioned in the README.
You can do very impressive Hiera based overrides, here’s an example of adjusting a rule for a particular node:
# clients/acme.yaml
classifier::rules:
RedHat VMs:
classes:
- some::other
data:
extra_data: true |
# clients/acme.yaml
classifier::rules:
RedHat VMs:
classes:
- some::other
data:
extra_data: true
This has the result that for this particular client additional data will be produced and additional classes will be included – but only on their RedHat VMs. You can even use the knockout feature here to really adjust the data and classes.
The classes get included automatically for you and if you set classifier::debug you’ll get a bunch of insight into how classification happens.
Hiera Inception
So at this point things are pretty neat, but I wanted to both see how the new Data Provider API look and also see if I can expose my classifier back to Hiera.
Imagine I am making all these classifications but with what I shown above it’s quite limited because it’s just creating data for the $classifier::data hash. What you really want is to create Hiera data and be able to influence Automatic Parameter Lookup.
So a rule like:
# clients/acme.yaml
classifier::rules:
RedHat:
data:
centos::common::selinux: permissive |
# clients/acme.yaml
classifier::rules:
RedHat:
data:
centos::common::selinux: permissive
Here I am taking the earlier RedHat rule and setting centos::common::selinux: permissive, now you want this to be Data that will be used by the Automatic Parameter Lookup system to set the selinux parameter of the centos::common class.
You can configure your Environment with this hiera.yaml
# environments/production/hiera.yaml
---
version: 4
datadir: "hieradata"
hierarchy:
- name: "%{trusted.certname}"
backend: "yaml"
- name: "classification data"
backend: "classifier"
# ... and the rest |
# environments/production/hiera.yaml
---
version: 4
datadir: "hieradata"
hierarchy:
- name: "%{trusted.certname}"
backend: "yaml"
- name: "classification data"
backend: "classifier"
# ... and the rest
Here I allow node specific YAML files to override the classifier and then have a new Data Provider called classifier that expose the classification back to Hiera. Doing it this way is super important, the priority the classifier have on a site is not a single one size fits all choice, doing it this way means the site admins can decide where in their life classification site so it best fits their workflows.
So this is where the inception reference comes in, you extract data from Hiera, process it using the Puppet DSL and expose it back to Hiera. At first thought this is a bit insane but it works and it’s really nice. Basically this lets you completely redesign hiera from something that is Hierarchical in nature and turn it into a rule based system – or a hybrid.
And you can even test it from the CLI:
% puppet lookup --compile --explain centos::common::selinux
Merge strategy first
Data Binding "hiera"
No such key: "centos::common::selinux"
Data Provider "Hiera Data Provider, version 4"
ConfigurationPath "environments/production/hiera.yaml"
Merge strategy first
Data Provider "%{trusted.certname}"
Path "environments/production/hieradata/dev2.devco.net.yaml"
Original path: "%{trusted.certname}"
No such key: "centos::common::selinux"
Data Provider "classification data"
Found key: "centos::common::selinux" value: "permissive"
Merged result: "permissive"
Merged result: "permissive" |
% puppet lookup --compile --explain centos::common::selinux
Merge strategy first
Data Binding "hiera"
No such key: "centos::common::selinux"
Data Provider "Hiera Data Provider, version 4"
ConfigurationPath "environments/production/hiera.yaml"
Merge strategy first
Data Provider "%{trusted.certname}"
Path "environments/production/hieradata/dev2.devco.net.yaml"
Original path: "%{trusted.certname}"
No such key: "centos::common::selinux"
Data Provider "classification data"
Found key: "centos::common::selinux" value: "permissive"
Merged result: "permissive"
Merged result: "permissive"
I hope to expose here which rule provided this data like the other lookup explanations do.
Clearly this feature is a bit crazy, so consider this a exploration of what’s possible rather than a strong endorsement of this kind of thing ๐
Implementation
Implementing this has been pretty interesting, I got to use a lot of the new Puppet 4 features. Like I mentioned all the data processing, iteration and deriving of classes and data is done using the native Puppet DSL, take a look at the functions directory for example.
It also makes use of the new Type system and Type Aliases all over the place to create a strong schema for the incoming data that gets validated at all levels of the process. See the types directory.
The new Modules in Data is used to set lookup strategies so that there are no manual calling of lookup(), see the module data.
Writing a Data Provider ie. a Hiera Backend for the new lookup system is pretty nice, I think the APIs around there is still maturing so definitely bleeding edge stuff. You can see the bindings and data provider in the lib directory.
As such this module only really has a hope of working on Puppet 4.4.0 at least, and I expect to use new features as they come along.
Conclusion
There’s a bunch more going on, check the module README. It’s been quite interesting to be able to really completely rethink how Hiera data is created and what a modern take on classification can achieve.
With this approach if you’re really not too keen on the hierarchy you can totally just use this as a rules based Hiera instead, that’s pretty interesting! I wonder what other strategies for creating data could be prototyped like this?
I realise this is very similar to the PE node classifier but with some additional benefits in being exposed to Hiera via the Data Provider, being something you can commit to git and being adjustable and overridable using the new Hiera features I think it will appeal to a different kind of user. But yeah, it’s quite similar. Credit to Ben Ford for his original Ruby based implementation of this idea which I took and iterated on. Regardless the ‘like a iTunes smart list’ node classifier isn’t exactly a new idea and have been discussed for literally years ๐
You can get the module on the forge as ripienaar/classifier and I’d greatly welcome feedback and ideas.
by R.I. Pienaar | Mar 18, 2016 | Code
Back when I first took a look at Puppet 4 features I explored the new Data Types and said:
Additionally I cannot see myself using a Struct like above in the argument list โ to which Henrik says they are looking to add a typedef thing to the language so you can give complex Strucโs a more convenient name and use that. This will help that a lot.
And since Puppet 4.4.0 this has now become a reality. So a quick post to look at that.
The Problem
I’ve been writing a Hiera based node classifier both to scratch and itch and to have something fairly complex to explore the new features in Puppet 4.
The classifier takes a set of classification rules and produce classifications – classes to include and parameters – from there. Here’s a sample classification:
classifier::rules:
RedHat VMs:
match: all
rules:
- fact: "%{facts.os.family}"
operator: ==
value: RedHat
- fact: "%{facts.is_virtual}"
operator: ==
value: "true"
data:
redhat_vm: true
centos::vm::someprop: someval
classes:
- centos::vm |
classifier::rules:
RedHat VMs:
match: all
rules:
- fact: "%{facts.os.family}"
operator: ==
value: RedHat
- fact: "%{facts.is_virtual}"
operator: ==
value: "true"
data:
redhat_vm: true
centos::vm::someprop: someval
classes:
- centos::vm
This is a classification rule that has 2 rules to match against machines running RedHat like operating systems and that are virtual. In that case if both these are true it will:
- Include the class centos::vm
- Create some data redhat_vm => true and centos::vm::someprop => someval
You can have an arbitrary amount of classifications made up of a arbitrary amount of rules. This data lives in hiera so you can have all sorts of merging, overriding and knock out fun with it.
The amazing thing is since Puppet 4.4.0 there is now no Ruby code involved in doing what I said above, all the parsing, looping, evaluating or rules and building of data structures are all done using functions written in the pure Puppet DSL.
There’s some Ruby there in the form of a custom backend for the new lookup based hiera system – but this is experimental, optional and a bit crazy.
Anyway, so here’s the problem, before Puppet 4.4.0 my main class had this in:
class classifier (
Hash[String,
Struct[{
match => Enum["all", "any"],
rules => Array[
Struct[{
fact => String,
operator => Enum["==", "=~", ">", " =>", "<", "<="],
value => Data,
invert => Optional[Boolean]
}]
],
data => Optional[Hash[Pattern[/\A[a-z0-9_][a-zA-Z0-9_]*\Z/], Data]],
classes => Array[Pattern[/\A([a-z][a-z0-9_]*)?(::[a-z][a-z0-9_]*)*\Z/]]
}]
] $rules = {}
) {
....
} |
class classifier (
Hash[String,
Struct[{
match => Enum["all", "any"],
rules => Array[
Struct[{
fact => String,
operator => Enum["==", "=~", ">", " =>", "<", "<="],
value => Data,
invert => Optional[Boolean]
}]
],
data => Optional[Hash[Pattern[/\A[a-z0-9_][a-zA-Z0-9_]*\Z/], Data]],
classes => Array[Pattern[/\A([a-z][a-z0-9_]*)?(::[a-z][a-z0-9_]*)*\Z/]]
}]
] $rules = {}
) {
....
}
This describes the full valid rule as a Puppet Type. It’s pretty horrible. Worse I have a number of functions and classes all that receives the full classification or parts of it and I’d have to duplicate all this all over.
The Solution
So as of yesterday I can now make this a lot better:
class classifier (
Classifier::Classifications $rules = {},
) {
....
} |
class classifier (
Classifier::Classifications $rules = {},
) {
....
}
to do this I made a few files in the module:
# classifier/types/matches.pp
type Classifier::Matches = Enum["all", "any"] |
# classifier/types/matches.pp
type Classifier::Matches = Enum["all", "any"]
# classifier/types/classname.pp
type Classifier::Classname = Pattern[/\A([a-z][a-z0-9_]*)?(::[a-z][a-z0-9_]*)*\Z/] |
# classifier/types/classname.pp
type Classifier::Classname = Pattern[/\A([a-z][a-z0-9_]*)?(::[a-z][a-z0-9_]*)*\Z/]
and a few more, eventually ending up in:
# classifier/types/classification.pp
type Classifier::Classification = Struct[{
match => Classifier::Matches,
rules => Array[Classifier::Rule],
data => Classifier::Data,
classes => Array[Classifier::Classname]
}] |
# classifier/types/classification.pp
type Classifier::Classification = Struct[{
match => Classifier::Matches,
rules => Array[Classifier::Rule],
data => Classifier::Data,
classes => Array[Classifier::Classname]
}]
Which you can see solves the problem quite nicely. Now in classes and functions where I need lets say just a Rule all I do is use Classifier::Rule instead of all the crazy.
This makes the native Puppet Data Types perfectly usable for me, well worth adopting these.
by R.I. Pienaar | Mar 13, 2016 | Code
Puppet 4 has a new lookup subsystem exposed to the user in a few places:
- The lookup() function
- Automatic parameter lookups
- Configuring the automatic parameter lookups via Data in Modules
I’ve not been able to figure out everything the docs have been trying to say about this function but it turns out they were copied from the deep_merge gem and it actually has better examples in some cases. So I thought a post exploring it and it’s various forms is in order
It’s pivotal to the use of data in Puppet so while you probably don’t need to fully grasp all of it’s intricacies as in this post a passing knowledge is valuable as is knowing how to find good help for it. I do think there’s some opportunity for improving the UX of this function though.
As usual the challenge when faced with all these options isn’t in how to use them all but in which options to use when that won’t result in a giant unmaintainable mess down the line. I think this function is definitely on the wrong side of the line in this regard. It’s massive and unwieldy in that it is exposing internals of Puppet in a 1:1 manner to the user.
So I would not recommend writing code that calls this function directly unless in extraordinary circumstances. With the Data in Modules and Automatic Parameter Lookup features you can achieve this, see the last section of the post for that.
First though you need to know the behaviours and terminology of the lookup() function in order to get to a point where you can use the other methods, so lets dive in.
Lookup Patterns
Basic usage
The function comes in a few forms past the most obvious lookup(“thing”):
lookup("some::thing", String, "first", "default value") |
lookup("some::thing", String, "first", "default value")
Here we’re looking up the key some::thing and it has to be a String from the data store. It will do a first style lookup which is your basic traditional Hiera first-match-wins and there’s a default. Apparently there is no simple case lookup(“some::thing”, “default”) which seems like it would be the most common use. You can come kind of close though with (more on this below):
lookup({"name" => "some::thing", "default_value" => "default"}) |
lookup({"name" => "some::thing", "default_value" => "default"})
Anyway, you’re not really going to be using the lookup function directly much so this is probably fine
The thing to note here are the lookup strategies, there are a few and you will always have to know them:
first |
First match found is returned, just like in traditional hiera() default behaviour |
unique |
This is an array merge like old hiera_array(). |
hash |
This is hiera_hash() without deep merging enabled. |
deep |
This is hiera_hash() with deep merging enabled. You would not guess this from the description in the docs. |
So this is your basic replacement for the old hiera(), hiera_hash() and hiera_array() and as you can see from the last 2 the merge strategy isn’t set globally like in old Hiera, this is a big improvement.
I will not go into a full exploration of what Tiers mean, the old Hiera docs are pretty good for that. Effectively a merge strategy describe what Hiera does when it finds interesting data in many different levels of data or in different data sources.
Complex Strategies for Setting Defaults
From here it gets a bit crazy, but there are some really great things you can do with some of these so lets look at them.
First I’ll look at the task of setting defaults. Hiera had quite basic features in this space which was enough to get going but lookup has some nice additions.
First the above lookup can also be written like this:
lookup({"name" => "some::thing", "value_type" => String, "default_value" => "default", "merge" => "first"})
lookup({"name" => "some::thing", "default_value" => "default"}) # though accepts any data type |
lookup({"name" => "some::thing", "value_type" => String, "default_value" => "default", "merge" => "first"})
lookup({"name" => "some::thing", "default_value" => "default"}) # though accepts any data type
So this is quite nice because now you can decide the order of arguments and which to include.
There’s a more powerful way to set defaults though:
function some_module::params() {
$result = {
"some_module::thing" => "default",
"some_module::other_thing" => false
}
}
lookup({"name" => "some_module::thing", "default_values_hash" => some_module::params()}) |
function some_module::params() {
$result = {
"some_module::thing" => "default",
"some_module::other_thing" => false
}
}
lookup({"name" => "some_module::thing", "default_values_hash" => some_module::params()})
Which at first does not seem a huge improvement, but if you’re thinking about strategies to replace something like params.pp you could come up with some interesting patterns using this method. For example you can have a module function like here and an environment one (it supports environment level native functions) and combine them like environment_params() + some_module::params() to come up with layered sets of defaults, in effect this would be a micro hiera on it’s own programmed in pure Puppet DSL.
And finally you can use a lambda to set the default:
lookup("some::thing") |$key| { "Could not find a value for key '${key}', please configure it in your hiera data" } |
lookup("some::thing") |$key| { "Could not find a value for key '${key}', please configure it in your hiera data" }
Here we return a custom string instead that tells the user what is going on rather than blow up badly and we can of course include any helpful information like fact values and such to help them find the right place in your possibly complex data store.
Sticking to the Lambda I saw Henrik mention this on IRC yesterday:
$result = with(lookup("some::thing")) |$value| { if $value =~ Array { $value } else { [$value] } } |
$result = with(lookup("some::thing")) |$value| { if $value =~ Array { $value } else { [$value] } }
This does a lookup and ensures that the result is always an array, like the Ruby code Array(thing). These 2 Lambda approaches can’t really be done without calling lookup() specifically, so probably a bit niche.
I won’t go into all the details just now about Data in Modules and Merge Strategies but to see how these things tie together you should know you can set these option hashes via your data layer, see the linked to blog post for some details about this. The last section of this post shows a end to end working setup with Data in Modules and Merge Strategies in data.
Merge Strategies
The merge strategies in Hiera is where things really gets interesting and this function has even more than before. Some that I honestly can’t imagine any use for but I tend to lean on the less is more side of things wrt Puppet code.
We’ve seen the basic merge strategies above:
lookup("some::thing", String, "first", "default value")
lookup({"name" => "some::thing", "value_type" => String, "default_value" => "default", "merge" => "first"}) |
lookup("some::thing", String, "first", "default value")
lookup({"name" => "some::thing", "value_type" => String, "default_value" => "default", "merge" => "first"})
Here the strategy is first. But when the strategy is deep this can also be a hash with more merging options.
The most interesting for me is the knockout_prefix one. A common question when using Hiera for node classification is how to exclude a class from a certain node. This was kind of doable at least in Puppet 4 by using Arrays like:
include(hiera_array("classes", []) - hiera_array("exclude_classes", [])) |
include(hiera_array("classes", []) - hiera_array("exclude_classes", []))
Which will lookup classes and exclude_classes and subtract them from each other. This is a hack, lets look at a better option:
Given data like this:
# common.yaml
classification:
classes:
- sensu
- sysadmin |
# common.yaml
classification:
classes:
- sensu
- sysadmin
# node1.example.net.yaml
classification:
classes:
- --sensu
- nagios
- webserver |
# node1.example.net.yaml
classification:
classes:
- --sensu
- nagios
- webserver
What we’re trying to say is that the node1.example.net is not monitored by Sensu but by Nagios instead, the following lookup achieves this and includes the resulting classes:
$classification = lookup({"name" => "classifiation",
"merge" => {
"strategy" => "deep",
"knockout_prefix" => "--",
"sort_merge_arrays" => true
}
})
$classification["classes"].include |
$classification = lookup({"name" => "classifiation",
"merge" => {
"strategy" => "deep",
"knockout_prefix" => "--",
"sort_merge_arrays" => true
}
})
$classification["classes"].include
Additionally I sorted the merged arrays. The tells it to remove data that matches the prefix. You can remove just some array member like here or entire keys from a resulting hash.
There’s another option where if some array member was a hash and you wanted to merge these hashes in the result sets you can set merge_hash_arrays. At that point you should probably rather rethink your data though tbh.
And the last one which I cannot figure out any use for and was quite baffled at is about turning Strings into Arrays. Henrik says they did not add this one for a reason other than it’s available on the deep_merge gem.
Lets change the data for our node to look like this:
# node1.example.net.yaml
classification:
classes:
- --sensu,nagios
- webserver |
# node1.example.net.yaml
classification:
classes:
- --sensu,nagios
- webserver
While leaving the common data as is. If you set “unpack_arrays” => “,” in the merge options it will take every string found, split it by “,” which would turn this into a array of [“–sensu”, “nagios”] and then merge it up and then perform any knockouts so you get the same outcome ie. [“nagios”, “sysadmin”, “webserver”].
You should probably rethink your data instead if you find this useful ๐ That said though this –sensu,nagios does look like a search and replace, so perhaps in the context of a classifier utility it’s not all bad.
CLI tool
Like in the old hiera there’s a CLI tool for this function, unlike the old hiera one it does not suck.
To recreate the above lookup on the cli you’d do (though only once PUP-6050 is fixed):
% puppet lookup --hiera_config hiera.yaml --merge deep --knock-out-prefix "--" --unpack-arrays "," --sort-merge-arrays classification
---
classes:
- sysadmin
- nagios
- webserver |
% puppet lookup --hiera_config hiera.yaml --merge deep --knock-out-prefix "--" --unpack-arrays "," --sort-merge-arrays classification
---
classes:
- sysadmin
- nagios
- webserver
This is fine, but it’s a lot nicer than that. If you add the option –explain you get this:
Merge strategy deep
Options: {
"sort_merge_arrays" => true,
"merge_hash_arrays" => false,
"knockout_prefix" => "--",
"unpack_arrays" => ","
}
Data Binding "hiera"
Found key: "classification" value: {
"classes" => [
"sysadmin",
"nagios",
"webserver"
]
}
Data Provider "EnvironmentDataProvider"
No such key: "classification"
Merged result: {
"classes" => [
"sysadmin",
"nagios",
"webserver"
]
} |
Merge strategy deep
Options: {
"sort_merge_arrays" => true,
"merge_hash_arrays" => false,
"knockout_prefix" => "--",
"unpack_arrays" => ","
}
Data Binding "hiera"
Found key: "classification" value: {
"classes" => [
"sysadmin",
"nagios",
"webserver"
]
}
Data Provider "EnvironmentDataProvider"
No such key: "classification"
Merged result: {
"classes" => [
"sysadmin",
"nagios",
"webserver"
]
}
A bit lacking in the case of old school hiera data since old Hiera does not emit the right kinds of detail for it to show where it gets your data from. It’s handy though since you can see the merge options hash and what data providers are queries. See below for the full potential.
Bringing it all together
When I started this fairly epic post I said I do not recommend people use lookup() directly, so lets take a look at pulling this all together.
I’ll make a simple classifier class like above in a module. Note the classes variable would above be done with the huge lookup() but not here. We do not want to use the lookup() function instead use Automatic Parameter Lookup:
class classifier($classes) {
$classes.include
} |
class classifier($classes) {
$classes.include
}
I’ll set it up for data in modules and add to it the lookup options:
# production/modules/classifier/data/common.yaml
lookup_options:
classifier::classes:
merge:
strategy: deep
knockout_prefix: "--"
unpack_arrays: ","
sort_merge_arrays: true |
# production/modules/classifier/data/common.yaml
lookup_options:
classifier::classes:
merge:
strategy: deep
knockout_prefix: "--"
unpack_arrays: ","
sort_merge_arrays: true
Note this is basically a lookup() call but attached to a specific key – classifier::classes. This way as we add more classification data we can have different strategies and such, doing it here means it works across all types of Hiera data old and new.
Now the data, I am using the environment data provider here – so no classic hiera at all:
First we configure our production environment to have it’s own instance of Hiera and it’s own hiera.yaml – take note, this is huge. Per environment hiera and hierarchies now works!
# production/environment.conf
environment_data_provider = hiera |
# production/environment.conf
environment_data_provider = hiera
# production/hiera.yaml
---
version: 4
datadir: "hieradata"
hierarchy:
- name: "%{trusted.certname}"
backend: "yaml"
- name: "common"
backend: "yaml" |
# production/hiera.yaml
---
version: 4
datadir: "hieradata"
hierarchy:
- name: "%{trusted.certname}"
backend: "yaml"
- name: "common"
backend: "yaml"
Here’s our production environment data:
# production/hieradata/common.yaml
classifier::classes:
- sensu
- sysadmins |
# production/hieradata/common.yaml
classifier::classes:
- sensu
- sysadmins
# production/hieradata/dev1.devco.net.yaml
classifier::classes:
- nagios
- --sensu
- webserver |
# production/hieradata/dev1.devco.net.yaml
classifier::classes:
- nagios
- --sensu
- webserver
At this point it all works a charm, our node knocks out Sensu and brings in Nagios. This is a major wishlist item that old hiera_include() did not have!
Note this is just Array data that’s being knocked out and not Hash data here, while the deep strategy is supposed to work with Hashes only, so I am a bit surprised it works but I’ll take it as it makes this classifier better.
% puppet lookup --environmentpath environments classifier::classes
---
- sysadmins
- nagios
- webserver |
% puppet lookup --environmentpath environments classifier::classes
---
- sysadmins
- nagios
- webserver
And if we added –explain you can finally get the massive benefit of finally learning how Hiera finds your data:
% puppet lookup --environmentpath environments --explain classifier::classes
Merge strategy deep
Options: {
"knockout_prefix" => "--",
"sort_merge_arrays" => true,
"unpack_arrays" => ","
}
Data Binding "hiera"
No such key: "classifier::classes"
Data Provider "Hiera Data Provider, version 4"
ConfigurationPath "/home/rip/temp/lookup/environments/production/hiera.yaml"
Merge strategy deep
Options: {
"knockout_prefix" => "--",
"sort_merge_arrays" => true,
"unpack_arrays" => ","
}
Data Provider "%{trusted.certname}"
Path "/home/rip/temp/lookup/environments/production/hieradata/dev1.devco.net.yaml"
Original path: "%{trusted.certname}"
Found key: "classifier::classes" value: [
"nagios",
"--sensu",
"webserver"
]
Data Provider "common"
Path "/home/rip/temp/lookup/environments/production/hieradata/common.yaml"
Original path: "common"
Found key: "classifier::classes" value: [
"sensu",
"sysadmins"
]
Merged result: [
"sysadmins",
"nagios",
"webserver"
]
Module "classifier" using Data Provider "Hiera Data Provider, version 4"
ConfigurationPath "/home/rip/temp/lookup/environments/production/modules/classifier/hiera.yaml"
Merge strategy deep
Options: {
"knockout_prefix" => "--",
"sort_merge_arrays" => true,
"unpack_arrays" => ","
}
Data Provider "%{trusted.certname}"
Path "/home/rip/temp/lookup/environments/production/modules/classifier/data/dev1.devco.net.yaml"
Original path: "%{trusted.certname}"
Path not found
Data Provider "common"
Path "/home/rip/temp/lookup/environments/production/modules/classifier/data/common.yaml"
Original path: "common"
No such key: "classifier::classes"
Merged result: [
"sysadmins",
"nagios",
"webserver"
] |
% puppet lookup --environmentpath environments --explain classifier::classes
Merge strategy deep
Options: {
"knockout_prefix" => "--",
"sort_merge_arrays" => true,
"unpack_arrays" => ","
}
Data Binding "hiera"
No such key: "classifier::classes"
Data Provider "Hiera Data Provider, version 4"
ConfigurationPath "/home/rip/temp/lookup/environments/production/hiera.yaml"
Merge strategy deep
Options: {
"knockout_prefix" => "--",
"sort_merge_arrays" => true,
"unpack_arrays" => ","
}
Data Provider "%{trusted.certname}"
Path "/home/rip/temp/lookup/environments/production/hieradata/dev1.devco.net.yaml"
Original path: "%{trusted.certname}"
Found key: "classifier::classes" value: [
"nagios",
"--sensu",
"webserver"
]
Data Provider "common"
Path "/home/rip/temp/lookup/environments/production/hieradata/common.yaml"
Original path: "common"
Found key: "classifier::classes" value: [
"sensu",
"sysadmins"
]
Merged result: [
"sysadmins",
"nagios",
"webserver"
]
Module "classifier" using Data Provider "Hiera Data Provider, version 4"
ConfigurationPath "/home/rip/temp/lookup/environments/production/modules/classifier/hiera.yaml"
Merge strategy deep
Options: {
"knockout_prefix" => "--",
"sort_merge_arrays" => true,
"unpack_arrays" => ","
}
Data Provider "%{trusted.certname}"
Path "/home/rip/temp/lookup/environments/production/modules/classifier/data/dev1.devco.net.yaml"
Original path: "%{trusted.certname}"
Path not found
Data Provider "common"
Path "/home/rip/temp/lookup/environments/production/modules/classifier/data/common.yaml"
Original path: "common"
No such key: "classifier::classes"
Merged result: [
"sysadmins",
"nagios",
"webserver"
]
Every data file and every config file is shown and the full merge logic in all it’s glory is included. Huge win over previous hiera.
The result is a bit dense but if you follow along you can see it all works quite nicely and it’s super helpful for debugging cases where hiera just don’t work.
It’s a bit awkward – here I am doing it on the node the data is for, but for other nodes you would need their facts. As I understand it, it basically compiles the catalog and profiles the lookups during that process, so it needs facts as usual.
Conclusion
So that’s a rather epic exploration of the lookup() function which eventually ended us up with – do not use the lookup() function ๐
You can see how this is a big step forward and in the end by using environment and module data – and no site data – I am not using old Hiera at all anymore as far as I know. This is purely the new lookup subsystem and it’s really powerful.
- Environments and Modules can have data and independent hierarchies
- The lookup subsystem is fully exposed in lookup() but the bulk of the features are accessible via lookup_options and so the Automatic Parameter Lookups
- It has a really good CLI command which once a few bugs are sorted can bring amazing visibility to where your data comes from and what data is assigned to a node. Even without those bugs fixed though if you use lookup_options as in the last option it’s totally usable today
by R.I. Pienaar | Mar 6, 2016 | Code
I do not like the params.pp pattern. Puppet 4 has brought native Data in Modules that’s pretty awesome and to a large extend it removes the traditional need for params.pp.
Thing is, we kind of do still need some parts of params.pp. To understand this we have to consider what the areas of concern params.pp has in Puppet world:
- Holds data, often in large if or case statements that ultimately resemble hiera data
- Derives new data using logic based on situation specific data like facts
- Validates data is valid. This was kind of all over the place and not in params.pp since it’s not parameterised generally. But it’s closely related.
Points 1 and 3 are roughly sorted out by Puppet 4 types and data in modules, but what about the 2nd point and to some extend more complex data validation that falls outside of the type system?
Before I start looking at how to derive data though I’ll take a look at the new function API in Puppet 4.
Native Functions
Puppet has always allowed us to write functions but they needed to be in Ruby and nothing else. This isn’t really great. The message is kind of:
Puppet has a DSL for managing systems, we think it’s awesome and can do everything you need. But in order to use it you have to learn 2 programming languages with different models.
And I always felt the same about the general suggestion to write ENCs etc, luckily not something we hear much these days.
And they had a few major issues:
- They do not work right in environments, just like custom providers and types do not. This is a showstopper bug as environments have become indispensable in modern Puppet use.
- They are not namespaced. This is a showstopper for putting them on the forge.
The Puppet 4 functions API fix this, you can write functions in the native DSL and they work fine in environments. The Puppet 4 DSL with it’s loops and blocks and so forth have matured enough that it can do a lot of the things I’d need to do for deriving data from other data.
They live in your module in the functions directory, they’re namespaced and environment safe:
function mymod::myfunc(Fixnum $input) {
$input * 2
} |
function mymod::myfunc(Fixnum $input) {
$input * 2
}
And you’d use this like any other function: $x = mymod::myfunc(10). Simple stuff, whatever is the last value is returned like in Ruby.
Update: these have now been documented in the Puppet Labs docs
Derived Data in Puppet 4
So we’re finally where I can show my preferred method for deriving data in Puppet 4, and that’s to use a native function.
As an example we’ll stick with Apache but this time a wrapper for the main class. From the previous blog post you’ll remember (or if not please read that post) that we wrapped the puppetlabs-apache module to create our own vhost define. Here I’ll show a wrapper for the main apache class.
class site::apache(
Boolean $passenger = false,
Hash $apache = {}
Hash $module_options = {}
) {
if $passenger {
$_passenger_defaults = {
"passenger_max_pool_size" => site::apache::passenger_pool_size(),
# ...
}
class{"apache::mod::passenger":
* => $_passenger_defaults + site::fetch($module_options, "passenger", {})
}
}
$defaults = {
"default_vhost" => false,
# ....
}
class{"apache":
* => $defaults + $apache
}
} |
class site::apache(
Boolean $passenger = false,
Hash $apache = {}
Hash $module_options = {}
) {
if $passenger {
$_passenger_defaults = {
"passenger_max_pool_size" => site::apache::passenger_pool_size(),
# ...
}
class{"apache::mod::passenger":
* => $_passenger_defaults + site::fetch($module_options, "passenger", {})
}
}
$defaults = {
"default_vhost" => false,
# ....
}
class{"apache":
* => $defaults + $apache
}
}
Here I have a wrapper that does the basic Apache configuration with some overridable defaults via $apache and I have a way to configure Passenger again with overridable defaults via $module_options[“passenger”].
The Passenger part uses 2 functions: site::apache::passenger_poolsize and site::fetch. These are name spaced to the site module and are functions that you can see below:
First the site:apache::passenger_poolsize that follows typical community guidelines for the pool size based on core count, it’s also aware if the machine is virtual or physical. This is a good example of derived data that would be impossible to do using just Hiera – and so simply does not have a place there.
function site::apache::passenger_poolsize {
if $is_virtual {
$multiplier = 1.5
} else {
$multiplier = 2
}
floor($facts["processors"]["count"] * $multiplier)
} |
function site::apache::passenger_poolsize {
if $is_virtual {
$multiplier = 1.5
} else {
$multiplier = 2
}
floor($facts["processors"]["count"] * $multiplier)
}
And this is site::fetch that’s like Ruby’s Hash#fetch. stdlib will soon have dig() that does something similar.
function site::fetch(
Hash $data,
String $key,
Data $default
) {
if $data[$key] {
$data[$key]
} else {
$default
}
} |
function site::fetch(
Hash $data,
String $key,
Data $default
) {
if $data[$key] {
$data[$key]
} else {
$default
}
}
Why functions and not inlining the logic?
This seems like a bit more work than just sticking the site::apache::passenger_poolsize logic into the class that’s calling it so why bother? The first is obviously that it’s reusable so if you have anywhere else you might need this logic you could use it. But the second is about isolation.
I am not a big fan of writing Puppet rspec tests since I tend to shy away from Puppet logic in modules. But if I have to put logic in modules I’d like to isolate the logic so I can easily test it in isolation. I have no idea if rspec-puppet supports these functions yet, but if it did having this logic in as small a package as possible for testing is absolutely the right thing to do.
Further today the function is quite limited, but I can see I might want to expand it later to consider total memory as well as core count. When that day comes, I only have to edit this function and nothing else. The potential fallout from logic errors and so forth is neatly contained and importantly I can be fairly sure that this function is used for 1 thing only and changing it’s internals is something I can safely do – the things calling it really should not care for it’s internals.
Early on here I touched on complex validation of data as a possibly thing these functions could solve. The example here does not really do this, but imagine that for my site I never want to set the passenger_poolsize above some threshold that might relate to the memory on the machine. Given that this poolsize is user overridable I’d write a function like site::apache::validate_poolsize that takes care of this and fails when needed.
These validations could become very complex and situation specific (ie. based on facts) so this is more than we can expect from a Type system. Writing validations as native functions is easy and fits in neatly with the DSL.
Conclusion
These functions are great, to me they are everything defined types should have been and more. I think they move Puppet as a whole a huge leap forward in that you can achieve more complex things using just the Puppet DSL and they combine very nicely with the recent epp native Puppet based templates.
They fix massive show stopper bugs of environment compatibility and makes sharing modules like this on a forge a lot safer.
Using them in this manner here Puppet 4 can close the loop on all the functionality that params.pp had:
- Pure data that is hierarchical in nature can live in modules.
- Input validation can be done using the data type system.
- Derived data can be done in isolation and in a reusable manner using native functions
When combined in this manner params.pp can be removed completely without any loss of functionality. Every one of these above points improve significantly on the old pattern.
I could not find docs for the new functions on the Puppet Labs site, hopefully we’ll see some soon.
I have a short wishlist for these functions:
- I want to be able to specify their return type from functions, I think this is critical.
- I want a return() function like in other languages. I know you can generally do without but sometimes that can lead to some pretty awkward code.
- More docs
Bonus: The end of defined types?
These functions can create resources just like any other manifest can. This is a big difference from old Ruby functions who had to do all kinds of nasty things, possibly via create_resources. But since they can create resources they might be a viable replacement for defined types.
There are a few issues with this idea: The immediate missing part is that you cannot export a function. Additionally as they are outside of the resource system you couldn’t do overrides and do any relations on them. You can’t say install a package before a vhost made by a function.
The first I don’t really personally care for since I do not and will never use exported resources. The 2nd is perhaps a more important issue, from a ordering perspective the MOAR ordering in Puppet 4 helps but for doing notifies and such it might not be that hot.
It’s a interesting thought experiment though, I think with a bit of work defined types can be deprecated, people want to think of defined types as functions but they aren’t and this is a hurdle in learning Puppet for newcomers, with some work I think functions can eventually replace defined types. That’s a good goal to work toward.
by R.I. Pienaar | Feb 28, 2016 | Code
One tends to need to wrap resources quite often in Puppet and prior to Puppet 4 this was extremely annoying and resulted in a high maintenance burden, but in Puppet 4 this has significantly improved so I thought I’ll write a quick post about that.
Why wrap resources?
The example I’ll show here is going to wrap the apache::vhost resource from the PuppetLabs Apache module. This resource has 139 possible attributes, it’s a beast.
While it has some helpers to create doc roots and logdirs I want to add some higher level support:
- Copy standardly named SSL certs out – you should use something like hiera-eyaml for keys of course
- Set sane defaults for a few of the properties like ServerAdmin but keep them overridable by callers
- Create some directories and default locations for docroots and logroots
- Perhaps down the line create standard monitoring or backup policies
In Puppet 3 your only option to retain full features was to do something like:
def my::vhost (
$copy_ssl_source = undef,
$docroot,
$manage_docroot = true,
$virtual_docroot = false,
# all the rest of the 139 properties
) {
if $copy_ssl_source {
file{"/etc/httpd/ssl/${name}.crt":
source => "${copy_ssl_source}/${name}.crt"
}
# and the same for the chain, key etc
}
apache::vhost{$name:
docroot => $docroot,
manage_docroot => $manage_docroot,
virtual_docroot => $virtual_docroot,
# and reproduce the rest of the 139 proeprties again
}
} |
def my::vhost (
$copy_ssl_source = undef,
$docroot,
$manage_docroot = true,
$virtual_docroot = false,
# all the rest of the 139 properties
) {
if $copy_ssl_source {
file{"/etc/httpd/ssl/${name}.crt":
source => "${copy_ssl_source}/${name}.crt"
}
# and the same for the chain, key etc
}
apache::vhost{$name:
docroot => $docroot,
manage_docroot => $manage_docroot,
virtual_docroot => $virtual_docroot,
# and reproduce the rest of the 139 proeprties again
}
}
As you can see this is a nightmare, it might be workable on a small module but the amount of work required to manage it on this large module is insane. You’ll forever have to play catch up with upstream and hope they never get the same property as one you’ve added in your wrapper.
In this module you’ll have to list 139 properties twice, once in the parameters and once when creating the apache::vhost resource.
It’s also fairly limited, you could no doubt come up with a way to set resource defaults that’s overridable from the caller by using the pick() function, but it will almost end up with repeating the property list a 3rd time.
I never found this useable at all and it was a big reason why I never used the forge much as you end up needing this pattern a lot.
Below is an approach to do something better using Puppet 4 and it’s native built in capabilities. You can get close to what’s below by using the stdlib merge() function and create_resources() by using it’s 3rd argument to set defaults, I wouldn’t recommend anyone use create_resources though, it’s a stop gap till something better comes along. Which is what is below.
Puppet 4
Since Puppet 4 there are now a few new features that make this completely comfortable and easy and allow your wrapper to focus on the features they add and nothing more.
The outcome of using the wrapper will be this:
my::vhost{"example.net":
copy_ssl_source => "puppet:///modules/${module_name}/ssl/example_net",
vhost => {
"access_log_file" => "secure_access.log",
"serveralias" => ["www.example.net", "other.com"],
# and any other of the 139 properties
}
} |
my::vhost{"example.net":
copy_ssl_source => "puppet:///modules/${module_name}/ssl/example_net",
vhost => {
"access_log_file" => "secure_access.log",
"serveralias" => ["www.example.net", "other.com"],
# and any other of the 139 properties
}
}
So basically my decorated properties are the top level and there’s a hash that directly matches the wrapped resource.
The wrapper will look like this:
define my::vhost (
Optional[String] $copy_ssl_source = undef,
Hash $vhost = {}
) {
if $copy_ssl_source {
["crt", "key", "chain"].each |$item| {
file{"/etc/httpd/ssl/${name}.${item}":
source => "${copy_ssl_source}.${item}",
# .....
}
}
$ssl_options = {
"access_log_file" => "ssl_access.log"
}
} else {
$ssl_options = {}
}
$defaults = {
"docroot" => "/srv/www/${name}_docroot",
"serveradmin" => "webmaster@example.net",
"logroot" => "/var/log/httpd/${name}",
"logroot_ensure" => "directory"
"access_log_file" => "access.log",
"error_log_file" => "error.log"
}
apache::vhost{$name:
* => $defaults + $ssl_options + $vhost
}
} |
define my::vhost (
Optional[String] $copy_ssl_source = undef,
Hash $vhost = {}
) {
if $copy_ssl_source {
["crt", "key", "chain"].each |$item| {
file{"/etc/httpd/ssl/${name}.${item}":
source => "${copy_ssl_source}.${item}",
# .....
}
}
$ssl_options = {
"access_log_file" => "ssl_access.log"
}
} else {
$ssl_options = {}
}
$defaults = {
"docroot" => "/srv/www/${name}_docroot",
"serveradmin" => "webmaster@example.net",
"logroot" => "/var/log/httpd/${name}",
"logroot_ensure" => "directory"
"access_log_file" => "access.log",
"error_log_file" => "error.log"
}
apache::vhost{$name:
* => $defaults + $ssl_options + $vhost
}
}
Here you can see the new wrapper, there are a few things to note here:
- It’s pretty much focussed on just what the wrapper is supposed to achieve with almost no details of the wrapped resources. Primarily this relates to copying out SSL certs but it also sets some sane defaults like ServerAdmin as per my site policies.
- Any of the defaults the wrapper sets can be overridden from the caller, here we set a custom access_log_file and serveralias in the caller, they would override the ones from the defaults
- Hashes are immutable but here is an example of setting a set of custom options depending on other internal state. The $ssl_options variable will override the $defaults while still remaining overridable by the site user
- There is almost no ongoing maintenance required just because the Apache module gets an update – unless it changes behaviour on one of the properties we’re defaulting. Everything else is not a concern of the wrapper.
- I do plain hash merges here to create the parameters but you could use something like the deep_merge() function to really handle complex data, but for me less is more.
Conclusion
I find this really nice, I know there’s been some community interest in basically adding inheritance to defined types but honestly I do not see the use. This has a number of advantages over inheritance – for example I’d have no chance ever of shadowing a inherited property for example which would be quite a surprise.
The handling of defaults and merging in other set of defaults as here with the $ssl_options is super handy and without adding a lot of extra stuff would become quite awkward with an inheritance scheme. Especially given the immutable nature of Puppet variables.
by R.I. Pienaar | Feb 3, 2016 | Code
I recently wrote about the new Data in Modules support in Puppet 4, there’s another new feature that goes hand in hand with this to finally rid us of functions like hiera_hash() and such.
Up to now we’ve had to do something ugly like this to handle merged class parameters:
class users($local = hiera_hash("users::local", {}) {
...
} |
class users($local = hiera_hash("users::local", {}) {
...
}
This is functional but quite ugly and ties your module to having hiera. While these days it’s a reasonably safe assumption but with the ability to specify different environment data sources this will not always be the case. For example there’s a new kid on the block called Jerakia that lives in this world so having Hiera specific calls in modules is going to be a limiting strategy.
A much safer abstraction is to be able to rely on the automatic parameter lookup feature – but it had no way to know about the fact that this item should be a hash merge and so the functions were used as above.
Worse things like merge strategies were set globally, a module could not say a certain key should be deep merged and others just shallow merged etc, and if a module required a specific way it had no control over this.
A solution for this problem landed in recent Puppet 4 via a special merged hash called lookup_options. This is documented quite lightly in the official docs so I thought I’ll put up a example here.
lookup() function
To understand how this work you first have to understand the lookup() function, it’s documented here. But this is basically the replacement for the various hiera() functions and have a matching puppet lookup CLI tool.
If you wanted to do a hiera_hash() lookup that is doing the old deeper hash merge you’d do something like:
$local = lookup("users::local", Hash, {"strategy" => "deep", "merge_hash_arrays" => true}) |
$local = lookup("users::local", Hash, {"strategy" => "deep", "merge_hash_arrays" => true})
This would merge just this key rather than say setting the merge strategy to deeper globally in hiera and it’s something the module author can control. The Hash above describes the data type the result should match and support all the various complex composite type definitions so you can really in detail describe the desired result data – almost like a Schema.
There are much more to the lookup function and it’s CLI, they’re both pretty awesome and you can now see where data comes from etc, I guess there’s a follow up blog post about that coming.
lookup_options hiera key
We saw above how to instruct the lookup() function to do a hiera_hash() but wouldn’t it be great if we could somehow tell Puppet that a specific key should always be merged in this way? That way a simple lookup(“users::local”) would do the merge and crucially so would the automatic parameter lookups – even across backends and data providers.
We just want:
class users(Hash $local = {}) {
...
} |
class users(Hash $local = {}) {
...
}
For this to make sense the users module must be able to indicate this in the data layer. And since we now have data in modules there’s a obvious place to put this.
If you set up the users module here to use the hiera data service for data in modules as per my previous blog post you can now specify the merge strategy in your data:
# users/data/common.yaml
lookup_options:
users::local:
merge:
strategy: deep
merge_hash_arrays: true |
# users/data/common.yaml
lookup_options:
users::local:
merge:
strategy: deep
merge_hash_arrays: true
Note how this match exactly the following lookup():
$local = lookup("users::local", Hash, {"strategy" => "deep", "merge_hash_arrays" => true}) |
$local = lookup("users::local", Hash, {"strategy" => "deep", "merge_hash_arrays" => true})
The data type validation is done on the class parameters where it will also validate specifically specified data and the strategies for processing the data is in the module data level.
The way this works is that puppet will do a lookup_options lookup from the data source that is merged together – so you could set this at site level as well – but there is a check to ensure a module can only set keys for itself so it can not change behaviours of other modules.
At this point a simple lookup(“users::local”) will do the merge and therefore so will this code:
class users(Hash $local = {}) {
...
} |
class users(Hash $local = {}) {
...
}
No more hiera_hash() here. The old hiera() function is not aware of this – it’s a lookup() feature but with this in place we’ll hopefully never see hiera*() functions being used in Puppet 4 modules.
This is a huge win and really shows what can be done with the Data in Modules features and something that’s been impossible before. This really brings the automatic parameter lookup feature a huge way forward and combines for me to be one of the most compelling features of Puppet 4.
I am not sure who proposed this behaviour, the history is a bit muddled but if someone can tweet me links to mailing list threads or something I’ll link them here for those who want to discover the background and reasoning that went into it. UPDATE: Henrik informs me that Rob Nelson was the driving force on this – it’s something they wanted to do for a while but really without Rob sticking with it and working with the devs it would not have been done.
Wishlist
The lookup function and the options are a great move forward however I find the UX of the various lookup options and merge strategies etc quite bad. It’s really hard for me to go from reading the documentation to knowing what a certain option will do with my data – in fact I still have no idea what some of these do the only way to discover it seems to be just spending time playing with it which I haven’t had, it would be great for new users to get some more clarity there.
Some doc updates that provide a translation from old Hiera terms to new strategies would be great and maybe some examples of what these actually do.