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https://github.com/sunary/ank
Python data pipeline
https://github.com/sunary/ank
ank chain dependency-injection distributed-systems docker microservices python-microservices queue schedule
Last synced: 3 months ago
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Python data pipeline
- Host: GitHub
- URL: https://github.com/sunary/ank
- Owner: sunary
- License: other
- Created: 2016-06-21T23:31:37.000Z (over 8 years ago)
- Default Branch: master
- Last Pushed: 2023-05-29T00:22:09.000Z (over 1 year ago)
- Last Synced: 2024-07-05T08:26:48.722Z (4 months ago)
- Topics: ank, chain, dependency-injection, distributed-systems, docker, microservices, python-microservices, queue, schedule
- Language: Python
- Homepage:
- Size: 156 KB
- Stars: 57
- Watchers: 2
- Forks: 4
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
- Changelog: CHANGES.md
- License: LICENSE
Awesome Lists containing this project
README
## ANK - Python Streaming system ##
### Overview: ###
Python Streaming system, REST-API and Schedule task using queue message(rabbitMQ, zeroMQ, kafka)
Each processor is a chain, put it together to make a pipeline.
### Support chain model:
* 1 - 1:
```
processor - processor
```
* 1 - n:
```
/ processor
processor - processor
\ processor
```
* n - 1:
```
processor \
processor - processor
processor /
```
* n - n:
```
processor - processor processor - processor processor - processor
processor - processor processor / processor <
processor - processor processor - processor processor - processor
```
* join message:
```
message1 \
message2 - [message1, message2, message3]
message3 /
```
* split message:
```
/ message1
[message1, message2, message3] - message2
\ message3
```
### Requirements: ###
* Python 2.x
* Python 3.x
### How to use: ###
* **Install:**
* From github:
- clone this project: `git clone [email protected]:sunary/ank.git`
- install: `python setup.py install`
* From pypi:
- `pip install ank`
* **Create new Service:**
```shell
$ ank -c TestService
$ cd TestService
```
then continue using below commands
* **Edit app (processor.py):**
* *Example:*
```python
from ank.components.pipe_app import PipeApp
class ExampleApp(PipeApp):
def start(self):
for i in range(100):
self.chain_process(i)
def process(self, message=None):
'''
Args:
message: {'content': (*) 'content of message',
'flags': (list|tuple) 'define next process will be use'}
raise TypeError if you don't declare this in return of before branching-processor
if 'flags' == [True, True]: process both in next branching-processors
if 'flags' == [True, False]: process 1st processor in next branching-processors
if 'flags' == [False, True]: process 2nd processor in next branching-processors
if 'flags' == [False, False]: no processor, stop chain
is None: stop chain
'''
return message['content'] + 1
```
* **Edit services and chains (services.yml):**
* *Syntax:*
```yaml
services:
Object1:
- class: module.name.ClassName
- arguments: [$Object, %variable%]
AnkChain2:
- class: ank.components.module_name.XXXApps
- arguments: ~
chains:
- Object1
- AnkChain2
```
* *Example:*
```yaml
services:
StartApp:
class: processor.StartApp
arguments: [$MongoClient, $Redis, '%batch_size%']
Mongodb:
class: pymongo.MongoClient
arguments: ['%mongo_host%', '%mongo_port%']
Redis:
class: redis.client.StrictRedis
arguments: ['%redis_host%', '%redis_port%']
OtherApp:
class: processor.OtherApp
arguments: ~
LogApp:
class: components.log_app.LogApp
arguments: ~
chains:
- StartApp
- LogApp
- OtherApp
- [OddApp, EvenApp] # will be processed depend on key `flags`
- OtherApp
```
ANK will read top-down `chains`, find correspond `services` and get parameters from `settings.yml`.
* **Generate and edit setting (settings.yml):**
```shell
$ ank create -c BaseApp
```
* *Example:*
```yaml
parameters:
mongo_host: localhost
mongo_port: 27017
redis_host: localhost
redis_port: 6379
queue_uri: 'amqp://admin:admin@localhost:5672/'
exchange_name: InputExchange
routing_key: ExchangeToQueue
batch_size: 100
```
Help you create `settings` template file. Just rename from `_settings.yml` to `settings.yml` and fill in values.
* **Build Service (create docker image) and run:**
```shell
$ ank build
$ docker run --entrypoint /bin/sh $docker_image_id
```
* **Generate processor (_processor.py):**
```shell
$ ank gen_processor -fs settings.yml
```
* **Generate setting (_setting.yml):**
```shell
$ ank gen_setting -fs _setting.yml
```
* **Run Service:**
```python
from ank import program_loader
program_loader.main(file_setting='settings.yml')
```
or
```shell
$ ank run -fs settings.yml
```
### Base Apps: ###
* **PipeApp:** Pipeline App.
* **APIApp:** REST-API interface using flask.
* **ScheduleApp:** Using crondtab-time format to set schedule.
### Component Apps: ###
* **LogApp:** Log every messages.
* **JoinApp:** Join messages into one.
* **SplitApp:** Split message.
* **---Consumer:** Get message from queue.
* **---Producer:** Push message to queue.
### TODO
- [x] base apps: Base, API, Schedule
- [x] supported chain: join, split
- [x] supported consumer/producer: redis, kafka, zmq, rabbitmq
- [ ] supported callback success/fail
- [x] generate: processor.py, settings.yml
- [ ] management/admin
- [ ] build/deploy
- [x] sample: PipeApp, ScheduleApp, APIApp
- [ ] test