unipipeline 1.2.6

simple way to build the declarative and distributed data pipelines with python. it supports rabbitmq or kafka as a broker

unipipeline

simple way to build the declarative and distributed data pipelines.

Why you should use it

• Declarative strict config
• Scaffolding
• Fully typed
• Python support 3.6+
• Brokers support
  • kafka
  • rabbitmq
  • inmemory simple pubsub
• Interruption handling = safe user code transactions
• CLI

How to Install

$ pip3 install unipipeline

Example

# dag.yml
---

service:
  name: "example"
  echo_colors: true
  echo_level: error


external:
  service_name: {}


brokers:
  default_broker:
    import_template: "unipipeline.brokers.uni_memory_broker:UniMemoryBroker"

  ender_broker:
    import_template: "example.brokers.uni_log_broker:LogBroker"


messages:
  __default__:
    import_template: "example.messages.{{name}}:{{name|camel}}"

  input_message: {}

  inetermediate_message: {}

  ender_message: {}


cron:
  my_super_task:
    worker: my_super_cron_worker
    when: 0/1 * * * *

  my_mega_task:
    worker: my_super_cron_worker
    when: 0/2 * * * *

  my_puper_task:
    worker: my_super_cron_worker
    when: 0/3 * * * *


waitings:
  __default__:
    import_template: example.waitings.{{name}}_wating:{{name|camel}}Waiting

  common_db: {}


workers:
  __default__:
    import_template: "example.workers.{{name}}:{{name|camel}}"

  my_super_cron_worker:
    input_message: uni_cron_message

  input_worker:
    input_message: input_message
    waiting_for:
      - common_db

  intermediate_first_worker:
    input_message: inetermediate_message
    output_workers:
      - ender_second_worker
    waiting_for:
      - common_db

  intermediate_second_worker:
    input_message: inetermediate_message
    external: service_name
    output_workers:
      - ender_frist_worker

  ender_frist_worker:
    input_message: ender_message

  ender_second_worker:
    input_message: ender_message
    broker: ender_broker
    waiting_for:
      - common_db

Get Started

1. create ./unipipeline.yml such as example above

2. run cli command

unipipeline -f ./unipipeline.yml scaffold

It should create all structure of your workers, brokers and so on

3. remove error raising from workers

4. correct message structure for make more usefull

5. correct broker connection (if need)

6. run cli command to run your consumer

unipipeline -f ./unipipeline.yml consume input_worker

or with python

from unipipeline import Uni
u = Uni(f'./unipipeline.yml')
u.init_consumer_worker(f'input_worker')
u.initialize()
u.start_consuming()

7. produce some message to the message broker by your self or with tools

unipipeline -f ./unipipeline.yml produce --worker input_worker --data='{"some": "prop"}'

or with python

# main.py
from unipipeline import Uni

u = Uni(f'./unipipeline.yml')
u.init_producer_worker(f'input_worker')
u.initialize()
u.send_to(f'input_worker', dict(some='prop'))

CLI

unipipeline

usage: unipipeline --help

UNIPIPELINE: simple way to build the declarative and distributed data pipelines. this is cli tool for unipipeline

positional arguments:
  {check,scaffold,init,consume,cron,produce}
                        sub-commands
    check               check loading of all modules
    scaffold            create all modules and classes if it is absent. no args
    init                initialize broker topics for workers
    consume             start consuming workers. connect to brokers and waiting for messages
    cron                start cron jobs, That defined in config file
    produce             publish message to broker. send it to worker

optional arguments:
  -h, --help            show this help message and exit
  --config-file CONFIG_FILE, -f CONFIG_FILE
                        path to unipipeline config file (default: ./unipipeline.yml)
  --verbose [VERBOSE]   verbose output (default: false)

unipipeline check

usage: 
    unipipeline -f ./unipipeline.yml check
    unipipeline -f ./unipipeline.yml --verbose=yes check

check loading of all modules

optional arguments:
  -h, --help  show this help message and exit

unipipeline init

usage: 
    unipipeline -f ./unipipeline.yml init
    unipipeline -f ./unipipeline.yml --verbose=yes init
    unipipeline -f ./unipipeline.yml --verbose=yes init --workers some_worker_name_01 some_worker_name_02

initialize broker topics for workers

optional arguments:
  -h, --help            show this help message and exit
  --workers INIT_WORKERS [INIT_WORKERS ...], -w INIT_WORKERS [INIT_WORKERS ...]
                        workers list for initialization (default: [])

unipipeline scaffold

usage: 
    unipipeline -f ./unipipeline.yml scaffold
    unipipeline -f ./unipipeline.yml --verbose=yes scaffold

create all modules and classes if it is absent. no args

optional arguments:
  -h, --help  show this help message and exit

unipipeline consume

usage: 
    unipipeline -f ./unipipeline.yml consume
    unipipeline -f ./unipipeline.yml --verbose=yes consume
    unipipeline -f ./unipipeline.yml consume --workers some_worker_name_01 some_worker_name_02
    unipipeline -f ./unipipeline.yml --verbose=yes consume --workers some_worker_name_01 some_worker_name_02

start consuming workers. connect to brokers and waiting for messages

optional arguments:
  -h, --help            show this help message and exit
  --workers CONSUME_WORKERS [CONSUME_WORKERS ...], -w CONSUME_WORKERS [CONSUME_WORKERS ...]
                        worker list for consuming

unipipeline produce

usage: 
    unipipeline -f ./unipipeline.yml produce --worker some_worker_name_01 --data {"some": "json", "value": "for worker"}
    unipipeline -f ./unipipeline.yml --verbose=yes produce --worker some_worker_name_01 --data {"some": "json", "value": "for worker"}
    unipipeline -f ./unipipeline.yml produce --alone --worker some_worker_name_01 --data {"some": "json", "value": "for worker"}
    unipipeline -f ./unipipeline.yml --verbose=yes produce --alone --worker some_worker_name_01 --data {"some": "json", "value": "for worker"}

publish message to broker. send it to worker

optional arguments:
  -h, --help            show this help message and exit
  --alone [PRODUCE_ALONE], -a [PRODUCE_ALONE]
                        message will be sent only if topic is empty
  --worker PRODUCE_WORKER, -w PRODUCE_WORKER
                        worker recipient
  --data PRODUCE_DATA, -d PRODUCE_DATA
                        data for sending

unipipeline cron

usage: 
    unipipeline -f ./unipipeline.yml cron
    unipipeline -f ./unipipeline.yml --verbose=yes cron

start cron jobs, That defined in config file

optional arguments:
  -h, --help  show this help message and exit