In most applications, there's always a set of workflows defining how to manage your data. It can be imports/exports, asynchronous treatments or periodically checking an API... Over time these workflows grow, and code may duplicate quite quickly.
This bundle aims to provide a framework to build efficient, quick to build, easy to change workflows.
Its main concept is the process: it's a set of tasks chained together according to the workflow you want to define. Each task has the duty to perform one simple action on each piece of data provided.
The most common example is the ETL. It's a kind of application whose main purpose is to
- Extract a chunk of data from a source (database, file, API, ...)
- Transform this data into something else (modify the values, change the format, compute some statistics, ...)
- Load the transformed data into a destination (another database, file, API, ...)
Make sure Composer is installed globally, as explained in the installation chapter of the Composer documentation.
Open a command console, enter your project directory and install it using composer:
composer require cleverage/process-bundleRemember to add the following line to config/bundles.php (not required if Symfony Flex is used):
CleverAge\ProcessBundle\CleverAgeProcessBundle::class => ['all' => true],Some tasks and transformers use the main Symfony serializer service, and the bundle checks at container compilation
that it is available: if it is not, the build fails with an explicit message. Make sure it is enabled
(see framework.serializer.enabled):
# config/packages/framework.yaml
framework:
serializer:
enabled: trueYou can use ./bin/console config:dump-reference clever_age_process to have a summary of current configuration.
The configuration has three root keys:
configurations: your processes (see process definition)generic_transformers: reusable transformers built from configuration (see generic transformers definition)default_error_strategy: the behavior of a task that encounters an error when it does not define its ownerror_strategy. Allowed values arestop(the default) andskip.
We recommend keeping the stop default, and then specify task by task which one can be skipped:
# config/packages/clever_age_process.yaml
clever_age_process:
default_error_strategy: stopWhen creating custom tasks and transformers, you can use Symfony automatic registration, but remember there are a few required configurations:
# config/services.yaml
services:
App\Transformer\:
resource: '../src/Transformer/*'
autowire: true
autoconfigure: true
public: false
tags:
- { name: cleverage.transformer } # Needed by the transformer registry to find transformers
- { name: monolog.logger, channel: cleverage_process_transformer } # Optional, see logging
App\Task\:
resource: '../src/Task/*'
autowire: true
autoconfigure: true
shared: false # Important to avoid shared data between task usages
public: true # Needed by the Process Manager to fetch tasks from the container
tags:
- { name: monolog.logger, channel: cleverage_process_task } # Optional, see loggingThe cleverage.transformer tag is not added by autoconfiguration: you have to declare it yourself (or use an
_instanceof rule on CleverAge\ProcessBundle\Transformer\TransformerInterface, which only applies to services
defined in the same file). If your services.yaml also has the default App\: resource, declare these resources after
it, so that they override its definitions. The monolog.logger tags bind injected loggers to the bundle channels (see
logging).
Most of the work is done through the bundle configuration.
Under clever_age_process.configurations you can add processes, and for each process define a set of tasks.
The most basic configuration for a process is:
clever_age_process:
configurations:
<process_name>:
tasks: []Then you can add tasks in this array. They consist of a service, optionally configured by options, and eventually
chained with others through their outputs. Minimal syntax is:
<task_name>:
service: <service_reference>
options:
<option_key_1>: <option_value_1>
<option_key_2>: <option_value_2>
<option_key_3>: <option_value_3>
outputs: [<next_task_name_1>, <next_task_name_2>, <next_task_name_3>]Below you can see a minimal working ETL example. It consists of 3 tasks:
- the first extracts some data (the constant output task outputs... a constant value): it's an array with 3 keys/values
- the second transforms the given value (the transformer task is one of the most important!): the output is then an array with 2 keys/values, created using the value from previous task
- finally, the last will just display the result (it's a cheap load, using the debug task, only for development purpose!)
The debug task only dumps its input if the Symfony VarDumper component is installed (otherwise it silently does
nothing): composer require --dev symfony/var-dumper.
Put this configuration in any file loaded by Symfony, e.g. config/packages/clever_age_process.yaml, or one file per
process in a config/packages/process/ folder imported with imports: [{ resource: process/ }] (see
common setup).
clever_age_process:
configurations:
project_prefix.process_name:
tasks:
extract:
service: '@CleverAge\ProcessBundle\Task\ConstantOutputTask'
options:
output:
id: 123
firstname: Test1
lastname: Test2
outputs: [transform]
transform:
service: '@CleverAge\ProcessBundle\Task\TransformerTask'
options:
transformers:
mapping:
mapping:
id:
code: '[id]'
slug:
code:
- '[id]'
- '[firstname]'
- '[lastname]'
transformers:
implode:
separator: '-'
outputs: [load]
load:
service: '@CleverAge\ProcessBundle\Task\Debug\DebugTask'There is more to know about process configuration. See the full process configuration reference and the task definition reference.
Once your processes are defined, you want to use them. Some console commands are provided for their manipulation:
cleverage:process:list [--all|-a]: gives you a list of all defined public processes (--allalso shows private ones)cleverage:process:help <process_code>: shows the description, the help and the tree of tasks of<process_code>cleverage:process:execute <process_code_1> [<process_code_2> ...]: executes one by one<process_code_1>,<process_code_2>, ... Note that you can use verbosity options (-v,-vv,-vvv) to look in depth at what's happening.
Applied to previous example, it will show:
$ ./bin/console cleverage:process:list
There are 1 process configurations defined (and 0 private) :
- project_prefix.process_name with 3 tasks
$ ./bin/console cleverage:process:help project_prefix.process_name
Process:
project_prefix.process_name
Tasks tree:
■ extract
│
■ transform
│
■ load
$ ./bin/console cleverage:process:execute project_prefix.process_name
Starting process 'project_prefix.process_name'...
array:2 [
"id" => 123
"slug" => "123-Test1-Test2"
]
Process 'project_prefix.process_name' executed successfully
| Option | Shortcut | Description |
|---|---|---|
--input=<value> |
-i |
Value given as input to the task defined by the process entry_point (ignored with a warning if the process has no entry point) |
--input-from-stdin |
Read the input value from STDIN instead (e.g. cat file.json | bin/console cleverage:process:execute ...) |
|
--context=<key>:<value> |
-c |
Contextual value, can be repeated. The key must only contain word characters (\w+: letters, digits, _). The value is parsed as YAML, so -c limit:10 gives an integer and -c name:"'foo'" forces a string (also needed for dates: -c date:2024-01-01 gives an integer timestamp) |
--output=<path> |
-o |
Where to dump the value returned by the task defined by the process end_point: - (default) for STDOUT, or a file path |
--output-format=<format> |
-t |
Format of the dumped output: dump (Symfony VarDumper, STDOUT only, requires -vv) or json-stream (written to STDOUT with -vv, or into the --output file, only if the value is an array). Nothing is dumped when this option is omitted. Without end_point, the output is null |
Example:
./bin/console cleverage:process:execute project_prefix.import --input=/tmp/products.csv -c "delimiter:';'" -c limit:100Values passed with --context (or with the $context argument of ProcessManager::execute(), see
executing a process from PHP) are available in every
task of the process:
- in the task options, a string
{{ key }}is replaced by the value of thekeycontext entry. If the whole option value is a placeholder, the raw value is injected (it can be an array or an integer), otherwise it is replaced inside the string. This is done before options are resolved, so it works for every task extendingAbstractConfigurableTask(throughProcessState::getContextualizedOptions()) - in PHP, with
ProcessState::getContext()orProcessState::getContextualizedOption($code, $default)
read:
service: '@CleverAge\ProcessBundle\Task\File\Csv\CsvReaderTask'
options:
file_path: '%kernel.project_dir%/var/import/{{ file_name }}'Note that placeholders are only resolved for keys existing in the context: if you run the process without the
file_name context value, the option will keep the literal {{ file_name }} string.
Once everything is working fine, you may want to automate your processes. The standard way is using the Unix cron jobs:
# Every two hours, execute <my_process>
0 */2 * * * /path/to/project/bin/console cleverage:process:execute <my_process> --env=prod
This bundle does not store any execution history in database. Process and task logs are sent to dedicated Monolog
channels (cleverage_process, cleverage_process_task and cleverage_process_transformer, see
logging), so you can route them to any handler. Each record is enriched with the
process code, a process execution id and the context (plus the task code and service for task and transformer logs).
If you need a web interface to launch, schedule and follow executions, have a look at cleverage/ui-process-bundle: it listens to the process events (see events) to persist every execution and its logs in database, and provides a scheduler based on Symfony Scheduler.
