Dp Pipeline
DodaTech
1 min read
In this tutorial, you'll learn about How to Fix Pipeline Pattern Errors. We cover key concepts, practical examples, and best practices.
Fix pipeline pattern errors when sequential processing steps hardcoded or not composable.
Quick Fix
Wrong
def process(data):
data=[x.strip() for x in data]
data=[x for x in data if x]
data=[x.upper() for x in data]
return data
Processing steps hardcoded. Can't add/remove/reorder steps without modifying function.
Right
from abc import ABC,abstractmethod
class Stage(ABC):
@abstractmethod
def process(self,data): pass
class TrimStage(Stage):
def process(self,data): return [x.strip() for x in data]
class FilterEmpty(Stage):
def process(self,data): return [x for x in data if x]
class UpperStage(Stage):
def process(self,data): return [x.upper() for x in data]
class Pipeline:
def __init__(self): self.stages=[]
def add(self,stage): self.stages.append(stage); return self
def execute(self,data):
for s in self.stages: data=s.process(data)
return data
result=Pipeline().add(TrimStage()).add(FilterEmpty()).add(UpperStage()).execute([' hi ','','bye '])
['HI','BYE']. Steps composable via Pipeline. Add/remove/reorder without modifying pipeline class.
Prevention
Pipeline pattern chains processing stages. Each stage implements same interface.
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