当我保存一个带有相关联的ExecutionContext的管道,并尝试再次加载它时,会出现下面的错误。
from neuraxle.base import ExecutionContext, Identityfrom neuraxle.pipeline import PipelinePIPELINE_NAME = 'saved_pipeline_name'cache_folder = 'cache_folder'pipeline = Pipeline([ Identity()]).with_context(ExecutionContext(cache_folder))pipeline.set_name(PIPELINE_NAME).save(ExecutionContext(cache_folder), full_dump=True)loaded_pipeline = ExecutionContext(cache_folder).load(PIPELINE_NAME)
错误信息:
Traceback (most recent call last): File "save_example.py", line 12, in <module> loaded_pipeline = ExecutionContext(cache_folder).load(PIPELINE_NAME) File ".env/lib/python3.7/site-packages/neuraxle/base.py", line 555, in load ).load(context_for_loading, True) File ".env/lib/python3.7/site-packages/neuraxle/base.py", line 3621, in load return loaded_self.load(context, full_dump) File ".env/lib/python3.7/site-packages/neuraxle/base.py", line 1708, in load return self._load_step(context, savers) File ".env/lib/python3.7/site-packages/neuraxle/base.py", line 1717, in _load_step loaded_self = saver.load_step(loaded_self, context) File ".env/lib/python3.7/site-packages/neuraxle/base.py", line 3644, in load_step step.apply('_assert_has_services', context=context) File ".env/lib/python3.7/site-packages/neuraxle/base.py", line 2316, in apply results: RecursiveDict = self._apply_childrens(results=results, method=method, ra=ra) File ".env/lib/python3.7/site-packages/neuraxle/base.py", line 2327, in _apply_childrens for children in self.get_children(): File ".env/lib/python3.7/site-packages/neuraxle/base.py", line 2530, in get_children return [self.wrapped]AttributeError: 'StepWithContext' object has no attribute 'wrapped'
如果没有with_context(ExecutionContext(cache_folder))
,加载过程会正常工作。这是预期的行为,还是一个bug?在使用执行上下文保存管道时,最佳实践是什么?
回答:
在StepWithContext的保存器中有一个错误的函数调用。Neuraxle的主要仓库将在未来一天左右推出一个热修复。如果您可以等到那时,您的代码应该可以无问题地执行。
如果不能,我建议您通过直接在StepWithContext的包装步骤上调用保存来绕过StepWithContext(即您的管道实例):
pipeline.wrapped.set_name(PIPELINE_NAME).save(ExecutionContext(cache_folder), full_dump=True)loaded_pipeline = ExecutionContext(cache_folder).load(PIPELINE_NAME)
然后,您需要使用.with_context()调用重新包装loaded_pipeline实例。
当热修复可用时,请记住,ExecutionContext实例根本不会被保存,并且在加载时,StepWithContext的上下文属性将被替换为用于加载的任何上下文。
欢迎提出任何其他问题!我很乐意回答它们。
祝好