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https://github.com/bkuhlmann/transactable
A domain specific language for functionally composable transactional workflows.
https://github.com/bkuhlmann/transactable
function-composition transaction
Last synced: about 2 months ago
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A domain specific language for functionally composable transactional workflows.
- Host: GitHub
- URL: https://github.com/bkuhlmann/transactable
- Owner: bkuhlmann
- License: other
- Created: 2022-09-10T13:28:41.000Z (about 2 years ago)
- Default Branch: main
- Last Pushed: 2024-03-09T17:41:07.000Z (6 months ago)
- Last Synced: 2024-07-04T04:58:32.055Z (3 months ago)
- Topics: function-composition, transaction
- Language: Ruby
- Homepage: https://alchemists.io/projects/transactable
- Size: 212 KB
- Stars: 25
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.adoc
- Funding: .github/FUNDING.yml
- License: LICENSE.adoc
- Citation: CITATION.cff
Awesome Lists containing this project
README
:toc: macro
:toclevels: 5
:figure-caption!::command_pattern_link: link:https://alchemists.io/articles/command_pattern[Command Pattern]
:debug_link: link:https://github.com/ruby/debug[Debug]
:dry_container_link: link:https://dry-rb.org/gems/dry-container[Dry Container]
:dry_events_link: link:https://dry-rb.org/gems/dry-events[Dry Events]
:dry_monads_link: link:https://dry-rb.org/gems/dry-monads[Dry Monads]
:dry_schema_link: link:https://dry-rb.org/gems/dry-schema[Dry Schema]
:dry_validation_link: link:https://dry-rb.org/gems/dry-validation[Dry Validation]
:function_composition_link: link:https://alchemists.io/articles/ruby_function_composition[Function Composition]
:infusible_link: link:https://alchemists.io/projects/infusible[Infusible]
:railway_pattern_link: link:https://fsharpforfunandprofit.com/posts/recipe-part2[Railway Pattern]= Transactable
â ī¸ *This gem is deprecated and will be fully destroyed on 2025-03-05. Please use the link:https://alchemists.io/projects/pipeable[Pipeable] gem instead.* â ī¸
A DSL for transactional workflows built atop native {function_composition_link} which leverages the {railway_pattern_link}. This allows you to write a sequence of _steps_ that cleanly read from left-to-right or top-to-bottom which results in a success or a failure without having to rely on exceptions which are expensive.
toc::[]
== Features
* Built atop of native {function_composition_link}.
* Adheres to the {railway_pattern_link}.
* Provides built-in and customizable domain-specific steps.
* Provides chainable _pipes_ which can be used to build more complex workflows.
* Supports instrumentation for tracking metrics, logging usage, and much more.
* Compatible with {dry_monads_link}.
* Compatible with {infusible_link}.== Requirements
. link:https://www.ruby-lang.org[Ruby].
. A strong understanding of {function_composition_link}.== Setup
To install _with_ security, run:
[source,bash]
----
# đĄ Skip this line if you already have the public certificate installed.
gem cert --add <(curl --compressed --location https://alchemists.io/gems.pem)
gem install transactable --trust-policy HighSecurity
----To install _without_ security, run:
[source,bash]
----
gem install transactable
----You can also add the gem directly to your project:
[source,bash]
----
bundle add transactable
----Once the gem is installed, you only need to require it:
[source,ruby]
----
require "transactable"
----== Usage
You can turn any object into a _transaction_ by requiring and including this gem as follows:
[source,ruby]
----
require "csv"
require "transactable"class Demo
include Transactabledef initialize client: CSV
@client = client
enddef call data
pipe data,
check(/Book.+Price/, :match?),
:parse,
map { |item| "#{item[:book]}: #{item[:price]}" }
endprivate
attr_reader :client
def parse result
result.fmap do |data|
client.instance(data, headers: true, header_converters: proc { |key| key.downcase.to_sym })
.to_a
.map(&:to_h)
end
end
end
----The above allows `Demo#call` to be a _transactional_ sequence steps which may pass or fail due to all step being {dry_monads_link}. This is the essence of the {railway_pattern_link}.
To execute the above example, you'd only need to pass CSV content to it:
[source,ruby]
----
Demo.new.call <<~CSV
Book,Author,Price,At
Mystics,urGoh,10.50,2022-01-01
Skeksis,skekSil,20.75,2022-02-13
CSV
----The computed result is a success with each book listing a price:
....
Success ["Mystics: 10.50", "Skeksis: 20.75"]
....=== Pipe
Once you've included the `Transactable` module within your class, the `#pipe` method is available to you and is how you build a sequence of steps for processing. The method signature is:
[source,ruby]
----
pipe(input, *steps)
----The first argument is your input which can be a Ruby primitive or a monad. Regardless, the input will be automatically wrapped as a `Success` -- but only if not a `Result` to begin with -- before passing to the first step. From there, all steps are _required_ to answer a monad in order to adhere to the {railway_pattern_link}.
Behind the scenes, the `#pipe` method is syntactic sugar on top of {function_composition_link} which means if this code were to be rewritten:
[source,ruby]
----
pipe csv,
check(/Book.+Price/, :match?),
:parse,
map { |item| "#{item[:book]}: #{item[:price]}" }
----Then the above would look like this using native Ruby:
[source,ruby]
----
(
check(/Book.+Price/, :match?) >>
method(:parse) >>
map { |item| "#{item[:book]}: #{item[:price]}" }
).call Success(csv)
----The problem with native function composition is that it reads backwards by passing your input at the end of all sequential steps. With the `#pipe` method, you have the benefit of allowing your eye to read the code from top to bottom in addition to not having to type multiple _forward composition_ operators.
=== Steps
There are several ways to compose steps for your transactional pipe. As long as all steps succeed, you'll get a successful response. Otherwise, the first step to fail will pass the failure down by skipping all subsequent steps (unless you dynamically attempt to turn the failure into a success). The following sections detail how to mix and match steps for building a robust implementation.
==== Basic
The following are the basic (default) steps for building for more advanced functionality.
===== As
Allows you to message the input as different output. Example:
[source,ruby]
----
pipe :a, as(:inspect) # Success ":a"
pipe %i[a b c], as(:dig, 1) # Success :b
pipe Failure("Danger!"), as(:inspect) # Failure "Danger!"
----===== Bind
Allows you to perform operations on a successful result only. You are then responsible for answering a success or failure accordingly. This is a convenience wrapper to native {dry_monads_link} `#bind` functionality. Example:
[source,ruby]
----
pipe %i[a b c], bind { |input| Success input.join("-") } # Success "a-b-c"
pipe %i[a b c], bind { |input| Failure input } # Failure [:a, :b, :c]
pipe Failure("Danger!"), bind { |input| Success input.join("-") } # Failure "Danger!"
----===== Check
Allows you to check if the input and messaged object evaluate to `true` or `Success`. When successful, input is passed through as a `Success`. When false, input is passed through as a `Failure`. Example:
[source,ruby]
----
pipe :a, check(%i[a b], :include?) # Success :a
pipe :a, check(%i[b c], :include?) # Failure :a
pipe Failure("Danger!"), check(%i[a b], :include?) # Failure "Danger!"
----===== Fmap
Allows you to unwrap a successful operation, make a modification, and rewrap the modification as a new success. This is a convenience wrapper to native {dry_monads_link} `#fmap` functionality. Example:
[source,ruby]
----
pipe %i[a b c], fmap { |input| input.join "-" } # Success "a-b-c"
pipe Failure("Danger!"), fmap { |input| input.join "-" } # Failure "Danger!"
----===== Insert
Allows you to insert an element after the input (default behavior) and wraps native link:https://rubyapi.org/o/array#method-i-insert[Array#insert] functionality. If the input is not an array, it will be cast as one. You can use the `:at` key to specify where you want insertion to happen. This step is most useful when needing to assemble arguments for passing to a subsequent step. Example:
[source,ruby]
----
pipe :a, insert(:b) # Success [:a, :b]
pipe :a, insert(:b, at: 0) # Success [:b, :a]
pipe %i[a c], insert(:b, at: 1) # Success [:a, :b, :c]
pipe Failure("Danger!"), insert(:b) # Failure "Danger!"
----===== Map
Allows you to map over an enumerable and wraps native link:https://rubyapi.org/o/enumerable#method-i-map[Enumerable#map] functionality.
[source,ruby]
----
pipe %i[a b c], map(&:inspect) # Success [":a", ":b", ":c"]
pipe Failure("Danger!"), map(&:inspect) # Failure "Danger!"
----===== Merge
Allows you to merge the input with additional attributes as a single hash. If the input is not a hash, then the input will be merged with the attributes using `step` as the key. The default `step` key can be renamed to a different key by using the `:as` key. Like the _Insert_ step, this is most useful when needing to assemble arguments and/or data for consumption by subsequent steps. Example:
[source,ruby]
----
pipe({a: 1}, merge(b: 2)) # Success {a: 1, b: 2}
pipe "test", merge(b: 2) # Success {step: "test", b: 2}
pipe "test", merge(as: :a, b: 2) # Success {a: "test", b: 2}
pipe Failure("Danger!"), merge(b: 2) # Failure "Danger!"
----===== Orr
Allows you to operate on a failure and produce either a success or another failure. This is a convenience wrapper to native {dry_monads_link} `#or` functionality.
âšī¸ Syntactically, `or` can't be used for this step since `or` is a native Ruby keyword so `orr` is used instead.
Example:
[source,ruby]
----
pipe %i[a b c], orr { |input| Success input.join("-") } # Success [:a, :b, :c]
pipe Failure("Danger!"), orr { Success "Resolved" } # Success "Resolved"
pipe Failure("Danger!"), orr { |input| Failure "Big #{input}" } # Failure "Big Danger!"
----===== Tee
Allows you to run an operation and ignore the response while input is passed through as output. This behavior is similar in nature to the link:https://www.gnu.org/savannah-checkouts/gnu/gawk/manual/html_node/Tee-Program.html[tee] program in Bash. Example:
[source,ruby]
----
pipe "test", tee(Kernel, :puts, "Example.")# Example.
# Success "test"pipe Failure("Danger!"), tee(Kernel, :puts, "Example.")
# Example.
# Failure "Danger!"
----===== To
Allows you to delegate to an object -- which doesn't have a callable interface and may or may not answer a result -- for processing of input. If the response is not a monad, it'll be automatically wrapped as a `Success`. Example:
[source,ruby]
----
Model = Struct.new :label, keyword_init: true do
include Dry::Monads[:result]def self.for(...) = Success new(...)
endpipe({label: "Test"}, to(Model, :for)) # Success #
pipe Failure("Danger!"), to(Model, :for) # Failure "Danger!"
----===== Try
Allows you to try an operation which may fail while catching the exception as a failure for further processing. Example:
[source,ruby]
----
pipe "test", try(:to_json, catch: JSON::ParserError) # Success "\"test\""
pipe "test", try(:invalid, catch: NoMethodError) # Failure "undefined method..."
pipe Failure("Danger!"), try(:to_json, catch: JSON::ParserError) # Failure "Danger!"
----===== Use
Allows you to use another transaction which might have multiple steps of it's own, use an object that adheres to the {command_pattern_link}, or any function which answers a {dry_monads_link} `Result` object. In other words, you can use _use_ any object which responds to `#call` and answers a {dry_monads_link} `Result` object. This is great for chaining multiple transactions together.
[source,ruby]
----
function = -> input { Success input * 3 }pipe 3, use(function) # Success 9
pipe Failure("Danger!"), use(function) # Failure "Danger!"
----===== Validate
Allows you to use an operation that will validate the input. This is especially useful when using {dry_schema_link}, {dry_validation_link}, or any operation that can respond to `#call` while answering a result that can be converted into a hash.
By default, the `:as` key uses `:to_h` as it's value so you get automatic casting to a `Hash`. Use `nil`, as the value, to disable this behavior. You can also pass in any value to the `:as` key which is a valid method that the result will respond to.
[source,ruby]
----
schema = Dry::Schema.Params { required(:label).filled :string }pipe({label: "Test"}, validate(schema)) # Success label: "Test"
pipe({label: "Test"}, validate(schema, as: nil)) # Success #"Test"} errors={} path=[]>
pipe Failure("Danger!"), validate(schema) # Failure "Danger!"
----==== Advanced
Several options are available should you need to advance beyond the basic steps. Each is described in detail below.
===== Procs
You can always use a `Proc` as a custom step. Example:
[source,ruby]
----
include Transactable
include Dry::Monads[:result]pipe :a,
insert(:b),
proc { Success "input_ignored" },
as(:to_sym)# Yields: Success :input_ignored
----âšī¸ While procs are effective, you are limited in what you can do with them in terms of additional behavior and instrumentation support.
===== Lambdas
In addition to procs, lambdas can be used too. Example:
[source,ruby]
----
include Transactablepipe :a,
insert(:b),
-> result { result.fmap { |input| input.join "_" } },
as(:to_sym)# Yields: Success :a_b
----âšī¸ Lambdas are a step up from procs but, like procs, you are limited in what you can do with them in terms of additional behavior and instrumentation support.
===== Methods
Methods -- in addition to procs and lambdas -- are the _preferred_ way to add custom steps due to the concise syntax. Example:
[source,ruby]
----
class Demo
include Transactabledef call input
pipe :a,
insert(:b),
:join,
as(:to_sym)
endprivate
def join(result) = result.fmap { |input| input.join "_" }
endDemo.new.call :a # Yields: Success :a_b
----All methods can be referenced by symbol as shown via `:join` above. Using a symbol is syntactic sugar for link:https://rubyapi.org/o/object#method-i-method[Object#method] so the use of the `:join` symbol is the same as using `method(:join)`. Both work but the former requires less typing than the latter.
âšī¸ You won't be able to instrument these method calls (unless you inject instrumentation) but are great when needing additional behavior between the default steps.
===== Custom
If you'd like to define permanent and reusable steps, you can register a custom step which requires you to:
. Define a custom step as a new class.
. Register your custom step along side the existing default steps.Here's what this would look like:
[source,ruby]
----
module MySteps
class Join < Transactable::Steps::Abstract
def initialize(delimiter = "_", **)
super(**)
@delimiter = delimiter
enddef call(result) = result.fmap { |input| input.join delimiter }
private
attr_reader :delimiter
end
endTransactable::Steps::Container.register(:join) { MySteps::Join }
include Transactable
pipe :a, insert(:b), join, as(:to_sym)
# Yields: Success :a_bpipe :a, insert(:b), join(""), as(:to_sym)
# Yields: Success :ab
----=== Containers
Should you not want the basic steps, need custom steps, or a hybrid of basic and custom steps, you can define your own container and provide it as an argument to `.with` when including transactable behavior. Example:
[source,ruby]
----
require "dry/container"module MyContainer
extend Dry::Container::Mixinregister :echo, -> result { result }
register(:insert) { Transactable::Steps::Insert }
endinclude Transactable.with(MyContainer)
pipe :a, echo, insert(:b)
# Yields: Success [:a, :b]
----The above is a hybrid example where the `MyContainer` registers a custom `echo` step along with the default `insert` step to make a new container. This is included when passed in as an argument via `.with` (i.e. `include Transactable.with(MyContainer)`).
Whether you use default, custom, or hybrid steps, you have maximum flexibility using this approach.
=== Composition
Should you ever need to make a plain old Ruby object functionally composable, then you can _include_ the `Transactable::Composable` module which will give you the necessary `\#>>`, `#<<`, and `#call` methods where you only need to implement the `#call` method.
=== Instrumentation
Each transaction includes instrumentation using {dry_events_link} which you can subscribe to or ignore entirely. The following events are supported:
* `step`: Published for each step regardless of success or failure.
* `step.success`: Published for success steps only.
* `step.failure`: Published for failure steps only.Using the example code at the start of this _Usage_ section, here's how you can subscribe to events emitted by the transaction:
[source,ruby]
----
Transactable::Instrument::EVENTS.each do |name|
Transactable::Container[:instrument].subscribe name do |event|
puts "#{event.id}: #{event.payload}"
end
end
----Now, as before, you can call the transaction with subscribers enabled:
[source,ruby]
----
demo.call csv
----The above will then yield the following results in your console:
....
step: {:name=>"Transactable::Steps::Check", :arguments=>[[], {}, nil]}
step.success: {:name=>"Transactable::Steps::Check", :value=>"Book,Author,Price,At\nMystics,urGoh,10.50,2022-01-01\nSkeksis,skekSil,20.75,2022-02-13\n", :arguments=>[[], {}, nil]}
step: {:name=>"Transactable::Steps::Map", :arguments=>[[], {}, #]}
step.success: {:name=>"Transactable::Steps::Map", :value=>["Mystics: 10.50", "Skeksis: 20.75"], :arguments=>[[], {}, #]}
....Finally, the `Transactable::Instrumentable` module is available should you need to _prepend_ instrumentation to any of your class' `#call` methods.
There is a lot you can do with instrumentation so check out the {dry_events_link} documentation for further details.
== Development
To contribute, run:
[source,bash]
----
git clone https://github.com/bkuhlmann/transactable
cd transactable
bin/setup
----You can also use the IRB console for direct access to all objects:
[source,bash]
----
bin/console
----=== Architecture
The architecture of this gem is built on top of the following concepts and gems:
* {function_composition_link}: Made possible through the use of the `\#>>` and `#<<` methods on the link:https://rubyapi.org/3.1/o/method[Method] and link:https://rubyapi.org/3.1/o/proc[Proc] objects.
* {dry_container_link}: Allows related dependencies to be grouped together for injection as desired.
* {dry_events_link}: Allows all steps to be observable so you can subscribe to any/all events for metric, logging, and other capabilities.
* {dry_monads_link}: Critical to ensuring the entire pipeline of steps adhere to the {railway_pattern_link} and leans heavily on the `Result` object.
* link:https://dry-rb.org/gems/dry-transaction[Dry Transaction]: Specifically the concept of a _step_ where each step can have an _operation_ and/or _input_ to be processed. Instrumentation is used as well so you can have rich metrics, logging, or any other kind of observer wired up as desired.
* link:https://alchemists.io/projects/infusible[Infusible]: Coupled with {dry_container_link}, allows dependencies to be automatically injected.
* link:https://alchemists.io/projects/marameters[Marameters]: Through the use of the `.categorize` method, dynamic message passing is possible by inspecting the operation method's parameters.=== Style Guide
* *Transactions*
** Use a single method (i.e. `#call`) which is public and adheres to the {command_pattern_link} so transactions can be piped together if desired.
* *Steps*
** Inherit from the `Abstract` class in order to gain monad, composition, and dependency behavior. Any dependencies injected are automatically filtered out so all subclasses have direct and clean access to the base positional, keyword, and block arguments. These variables are prefixed with `base_*` in order to not conflict with subclasses which might only want to use non-prefixed variables for convenience.
** All filtered arguments -- in other words, the unused arguments -- need to be passed up to the superclass from the subclass (i.e. `super(*positionals, **keywords, &block)`). Doing so allows the superclass (i.e. `Abstract`) to provide access to `base_positionals`, `base_keywords`, and `base_block` for use if desired by the subclass.
** The `#call` method must define a single positional `result` parameter since a monad will be passed as an argument. Example: `def call(result) = # Implementation`.
** Each block within the `#call` method should use the `input` parameter to be consistent. More specific parameters like `argument` or `operation` should be used to improve readability when possible. Example: `def call(result) = result.bind { |input| # Implementation }`.
** Use implicit blocks sparingly. Most of the default steps shy away from using blocks because it can make the code more complex. Use private methods, custom steps, and/or separate transactions if the code becomes too complex because you might have a smaller object which needs extraction.=== Debugging
If you need to debug (i.e. {debug_link}) your pipe, use a lambda. Example:
[source,ruby]
----
pipe data,
check(/Book.+Price/, :match?),
-> result { binding.break }, # Breakpoint
:parse
----The above breakpoint will allow you inspect the result of the `#check` step and/or build a modified result for passing to the subsequent `#method` step.
=== Troubleshooting
The following might be of aid to as you implement your own transactions.
==== Type Errors
If you get a `TypeError: Step must be functionally composable and answer a monad`, it means:
. The step must be a `Proc`, `Method`, or some object which responds to `\#>>`, `#<<`, and `#call`.
. The step doesn't answer a result monad (i.e. `Success some_value` or `Failure some_value`).==== No Method Errors
If you get a `NoMethodError: undefined method `success?` exception, it might mean that you forgot to add a comma after one of your steps. Example:
[source,ruby]
----
# Valid
pipe "https://www.wikipedia.org",
to(client, :get),
try(:parse, catch: HTTP::Error)# Invalid
pipe "https://www.wikipedia.org",
to(client, :get) # <= Comma is missing on this line.
try(:parse, catch: HTTP::Error)
----== Tests
To test, run:
[source,bash]
----
bin/rake
----== Benchmarks
To view/compare performance, run:
[source,bash]
----
bin/benchmark
----đĄ You can view current benchmarks at the end of the above file if you don't want to manually run them.
== link:https://alchemists.io/policies/license[License]
== link:https://alchemists.io/policies/security[Security]
== link:https://alchemists.io/policies/code_of_conduct[Code of Conduct]
== link:https://alchemists.io/policies/contributions[Contributions]
== link:https://alchemists.io/projects/transactable/versions[Versions]
== link:https://alchemists.io/community[Community]
== Credits
* Built with link:https://alchemists.io/projects/gemsmith[Gemsmith].
* Engineered by link:https://alchemists.io/team/brooke_kuhlmann[Brooke Kuhlmann].