302 lines
11 KiB
Markdown
302 lines
11 KiB
Markdown
# `ReactiveCaching`
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> This doc refers to <https://gitlab.com/gitlab-org/gitlab/blob/master/app/models/concerns/reactive_caching.rb>.
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The `ReactiveCaching` concern is used for fetching some data in the background and store it
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in the Rails cache, keeping it up-to-date for as long as it is being requested. If the
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data hasn't been requested for `reactive_cache_lifetime`, it will stop being refreshed,
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and then be removed.
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## Examples
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```ruby
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class Foo < ApplicationRecord
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include ReactiveCaching
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after_save :clear_reactive_cache!
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def calculate_reactive_cache(param1, param2)
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# Expensive operation here. The return value of this method is cached
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end
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def result
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# Any arguments can be passed to `with_reactive_cache`. `calculate_reactive_cache`
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# will be called with the same arguments.
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with_reactive_cache(param1, param2) do |data|
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# ...
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end
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end
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end
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```
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In this example, the first time `#result` is called, it will return `nil`. However,
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it will enqueue a background worker to call `#calculate_reactive_cache` and set an
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initial cache lifetime of 10 min.
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## How it works
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The first time `#with_reactive_cache` is called, a background job is enqueued and
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`with_reactive_cache` returns `nil`. The background job calls `#calculate_reactive_cache`
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and stores its return value. It also re-enqueues the background job to run again after
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`reactive_cache_refresh_interval`. Therefore, it will keep the stored value up to date.
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Calculations never run concurrently.
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Calling `#with_reactive_cache` while a value is cached will call the block given to
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`#with_reactive_cache`, yielding the cached value. It will also extend the lifetime
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of the cache by the `reactive_cache_lifetime` value.
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Once the lifetime has expired, no more background jobs will be enqueued and calling
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`#with_reactive_cache` will again return `nil` - starting the process all over again.
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### 1 MB hard limit
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`ReactiveCaching` has a 1 megabyte default limit. [This value is configurable](#selfreactive_cache_worker_finder).
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If the data we're trying to cache has over 1 megabyte, it will not be cached and a handled `ReactiveCaching::ExceededReactiveCacheLimit` will be notified on Sentry.
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## When to use
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- If we need to make a request to an external API (for example, requests to the k8s API).
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It is not advisable to keep the application server worker blocked for the duration of
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the external request.
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- If a model needs to perform a lot of database calls or other time consuming
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calculations.
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## How to use
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### In models and services
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The ReactiveCaching concern can be used in models as well as `project_services`
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(`app/models/project_services`).
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1. Include the concern in your model or service.
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When including in a model:
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```ruby
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include ReactiveCaching
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```
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or when including in a `project_service`:
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```ruby
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include ReactiveService
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```
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1. Implement the `calculate_reactive_cache` method in your model/service.
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1. Call `with_reactive_cache` in your model/service where the cached value is needed.
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1. If the `calculate_reactive_cache` method above submits requests to external services
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(e.g. Prometheus, K8s), make sure to change the
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[`reactive_cache_work_type` accordingly](#selfreactive_cache_work_type).
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### In controllers
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Controller endpoints that call a model or service method that uses `ReactiveCaching` should
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not wait until the background worker completes.
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- An API that calls a model or service method that uses `ReactiveCaching` should return
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`202 accepted` when the cache is being calculated (when `#with_reactive_cache` returns `nil`).
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- It should also
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[set the polling interval header](fe_guide/performance.md#realtime-components) with
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`Gitlab::PollingInterval.set_header`.
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- The consumer of the API is expected to poll the API.
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- You can also consider implementing [ETag caching](polling.md) to reduce the server
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load caused by polling.
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### Methods to implement in a model or service
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These are methods that should be implemented in the model/service that includes `ReactiveCaching`.
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#### `#calculate_reactive_cache` (required)
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- This method must be implemented. Its return value will be cached.
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- It will be called by `ReactiveCaching` when it needs to populate the cache.
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- Any arguments passed to `with_reactive_cache` will also be passed to `calculate_reactive_cache`.
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#### `#reactive_cache_updated` (optional)
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- This method can be implemented if needed.
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- It is called by the `ReactiveCaching` concern whenever the cache is updated.
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If the cache is being refreshed and the new cache value is the same as the old cache
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value, this method will not be called. It is only called if a new value is stored in
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the cache.
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- It can be used to perform an action whenever the cache is updated.
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### Methods called by a model or service
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These are methods provided by `ReactiveCaching` and should be called in
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the model/service.
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#### `#with_reactive_cache` (required)
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- `with_reactive_cache` must be called where the result of `calculate_reactive_cache`
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is required.
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- A block can be given to `with_reactive_cache`. `with_reactive_cache` can also take
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any number of arguments. Any arguments passed to `with_reactive_cache` will be
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passed to `calculate_reactive_cache`. The arguments passed to `with_reactive_cache`
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will be appended to the cache key name.
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- If `with_reactive_cache` is called when the result has already been cached, the
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block will be called, yielding the cached value and the return value of the block
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will be returned by `with_reactive_cache`. It will also reset the timeout of the
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cache to the `reactive_cache_lifetime` value.
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- If the result has not been cached as yet, `with_reactive_cache` will return nil.
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It will also enqueue a background job, which will call `calculate_reactive_cache`
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and cache the result.
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- Once the background job has completed and the result is cached, the next call
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to `with_reactive_cache` will pick up the cached value.
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- In the example below, `data` is the cached value which is yielded to the block
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given to `with_reactive_cache`.
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```ruby
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class Foo < ApplicationRecord
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include ReactiveCaching
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def calculate_reactive_cache(param1, param2)
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# Expensive operation here. The return value of this method is cached
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end
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def result
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with_reactive_cache(param1, param2) do |data|
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# ...
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end
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end
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end
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```
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#### `#clear_reactive_cache!` (optional)
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- This method can be called when the cache needs to be expired/cleared. For example,
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it can be called in an `after_save` callback in a model so that the cache is
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cleared after the model is modified.
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- This method should be called with the same parameters that are passed to
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`with_reactive_cache` because the parameters are part of the cache key.
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#### `#without_reactive_cache` (optional)
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- This is a convenience method that can be used for debugging purposes.
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- This method calls `calculate_reactive_cache` in the current process instead of
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in a background worker.
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### Configurable options
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There are some `class_attribute` options which can be tweaked.
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#### `self.reactive_cache_key`
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- The value of this attribute is the prefix to the `data` and `alive` cache key names.
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The parameters passed to `with_reactive_cache` form the rest of the cache key names.
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- By default, this key uses the model's name and the ID of the record.
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```ruby
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self.reactive_cache_key = -> (record) { [model_name.singular, record.id] }
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```
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- The `data` and `alive` cache keys in this case will be `"ExampleModel:1:arg1:arg2"`
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and `"ExampleModel:1:arg1:arg2:alive"` respectively, where `ExampleModel` is the
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name of the model, `1` is the ID of the record, `arg1` and `arg2` are parameters
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passed to `with_reactive_cache`.
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- If you're including this concern in a service instead, you will need to override
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the default by adding the following to your service:
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```ruby
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self.reactive_cache_key = ->(service) { [service.class.model_name.singular, service.project_id] }
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```
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If your reactive_cache_key is exactly like the above, you can use the existing
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`ReactiveService` concern instead.
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#### `self.reactive_cache_lease_timeout`
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- `ReactiveCaching` uses `Gitlab::ExclusiveLease` to ensure that the cache calculation
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is never run concurrently by multiple workers.
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- This attribute is the timeout for the `Gitlab::ExclusiveLease`.
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- It defaults to 2 minutes, but can be overridden if a different timeout is required.
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```ruby
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self.reactive_cache_lease_timeout = 2.minutes
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```
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#### `self.reactive_cache_refresh_interval`
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- This is the interval at which the cache is refreshed.
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- It defaults to 1 minute.
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```ruby
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self.reactive_cache_lease_timeout = 1.minute
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```
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#### `self.reactive_cache_lifetime`
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- This is the duration after which the cache will be cleared if there are no requests.
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- The default is 10 minutes. If there are no requests for this cache value for 10 minutes,
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the cache will expire.
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- If the cache value is requested before it expires, the timeout of the cache will
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be reset to `reactive_cache_lifetime`.
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```ruby
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self.reactive_cache_lifetime = 10.minutes
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```
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#### `self.reactive_cache_hard_limit`
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- This is the maximum data size that `ReactiveCaching` allows to be cached.
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- The default is 1 megabyte. Data that goes over this value will not be cached
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and will silently raise `ReactiveCaching::ExceededReactiveCacheLimit` on Sentry.
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```ruby
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self.reactive_cache_hard_limit = 5.megabytes
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```
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#### `self.reactive_cache_work_type`
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- This is the type of work performed by the `calculate_reactive_cache` method. Based on this attribute,
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it's able to pick the right worker to process the caching job. Make sure to
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set it as `:external_dependency` if the work performs any external request
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(e.g. Kubernetes, Sentry).
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#### `self.reactive_cache_worker_finder`
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- This is the method used by the background worker to find or generate the object on
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which `calculate_reactive_cache` can be called.
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- By default it uses the model primary key to find the object:
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```ruby
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self.reactive_cache_worker_finder = ->(id, *_args) do
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find_by(primary_key => id)
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end
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```
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- The default behavior can be overridden by defining a custom `reactive_cache_worker_finder`.
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```ruby
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class Foo < ApplicationRecord
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include ReactiveCaching
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self.reactive_cache_worker_finder = ->(_id, *args) { from_cache(*args) }
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def self.from_cache(var1, var2)
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# This method will be called by the background worker with "bar1" and
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# "bar2" as arguments.
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new(var1, var2)
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end
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def initialize(var1, var2)
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# ...
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end
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def calculate_reactive_cache(var1, var2)
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# Expensive operation here. The return value of this method is cached
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end
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def result
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with_reactive_cache("bar1", "bar2") do |data|
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# ...
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end
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end
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end
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```
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- In this example, the primary key ID will be passed to `reactive_cache_worker_finder`
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along with the parameters passed to `with_reactive_cache`.
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- The custom `reactive_cache_worker_finder` calls `.from_cache` with the parameters
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passed to `with_reactive_cache`.
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