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Answered
Hello, I Am Using A Nas Storage To Save My Models And Dataset Artifacts. My Pipeline Consists Of Two Steps:

Hello,
I am using a NAS storage to save my models and dataset artifacts. My pipeline consists of two steps:
stage_process (stores processed dataset on NAS storage) stage_train (trains and stores the model on NAS storage)When I run these as individual tasks, they perform flawlessly and store the models at the output_uri that I have specified but when I use them in a pipeline, my processed dataset gets stored in a .pipeline folder in the output_uri directory for stage_process task and my model doesn't get saved in the output_uri that I have defined for the stage_train task

  
  
Posted 2 years ago
Votes Newest

Answers 19


This is how I am defining the task in the code

  
  
Posted 2 years ago

I got this message when the training started and it is only saving the model locally

  
  
Posted 2 years ago

What if you point it to the fileserver? Does it still not upload the model?

  
  
Posted 2 years ago

Is output_uri defined for both steps? Just making sure.

  
  
Posted 2 years ago

and I'm plotting the losses like this

  
  
Posted 2 years ago

Do I have to run a task individually completely for it to function properly in a pipeline?

  
  
Posted 2 years ago

The model is only getting saved locally

  
  
Posted 2 years ago

It was getting logged when I was running it as an individual task but it is not getting logged in the pipeline. I was plotting loss graphs too but now they're not getting plotted.

  
  
Posted 2 years ago

Just locally but it is saved fine

  
  
Posted 2 years ago

How is the model saved in the code?

  
  
Posted 2 years ago

Hi PerfectMole86 ,

How are you saving your models? How are they being saved, under .pipeline folder as well?

  
  
Posted 2 years ago

My models are not getting saved in the .pipeline folder. They are not getting saved in the output_uri specified in the Task.init as well.

  
  
Posted 2 years ago

And how is the model being saved?

  
  
Posted 2 years ago

I have used a output_uri argument in my Task initialization for storing my models

  
  
Posted 2 years ago

I haven't pointed it to the file server because I'm running a locally deployed docker instance of ClearML

  
  
Posted 2 years ago

How is the model being saved/logged into clearml?

  
  
Posted 2 years ago

I mean code wise. Also where is it saved locally?

  
  
Posted 2 years ago

Not on the NAS storage but on my PC where the training is running

  
  
Posted 2 years ago

image

  
  
Posted 2 years ago