If the configurations and hyper params still appear properly in the task there's no need to rerun the wizard. just make sure you're using the updated trains repo

I ran the wizard liek a milion times

the trains ones

So what's our next move FriendlySquid61 ? O_O

I doubled checked the credentials in the configurations, and they have full EC2 access

Okay, I'll try that

now I get this error in my Auto Scaler task
Warning! exception occurred: An error occurred (AuthFailure) when calling the RunInstances operation: AWS was not able to validate the provided access credentials Retry in 15 seconds

Now I remind you that using the same credentials exactly, the auto scaler task could launch instances before

Update - New AWS credentials solved this issue.

I'll try to debug this and updat

Searching this error it seems it could be many things.
Either wrong credentials or a wrong region (different than the one for your key-pair).
It could also be that your computer clock is wrong (see example https://github.com/mitchellh/vagrant-aws/issues/372#issuecomment-87429450 ).
I suggest you search it online and see if it solves the issue, I think it requires some debugging on your end.

FriendlySquid61

Just updating, I still haven't touched this.... I did not consider the time it would take me to set up the auto scaling, so I must attend other issues now, I hope to get back to this soon and make it work

Make sure you're testing it on the same computer the autoscaler is running on

and also in the extra_vm_bash_script variables, I ahve them under export TRAINS_API_ACCESS_KEY and export TRAINS_API_SECRET_KEY

the ones in the export are like you said

I have them only in one place

Hi FriendlySquid61 I did all the changes you said

no need to do it again, I ahve all the settings in place, I'm sure it's not a settings thing

So just to correct myself and sum up, the credentials for AWS are only in the cloud_credentials_*

Actually I removed the key pair, as you said it wasn't a must in the newer versions

It isn't a must, but if you are using one, it should be in the same region

Sure, we're using RunInstances , you can see the call itself https://github.com/allegroai/trains/blob/master/trains/automation/aws_auto_scaler.py#L163

Those are different credentials.
You should have the aws info under:
cloud_credentials_key , cloud_credentials_secret and cloud_credentials_region
And the stuff added to the extra_vm_bash_script are the trains key and secret from your profile page in the UI.
I suggest you use the wizard again to run the task, this will make sure all the data is where it should be.

Actually I removed the key pair, as you said it wasn't a must in the newer versions

I have them in two different places, once under Hyperparameters -> General

I'll try to put it again

Hey WackyRabbit7 ,
Is this the only error you have there?
Can you verify the credentials in the task seem ok and that it didn't disappear as before?
Also, I understand that the Failed parsing task parameter ... warnings no longer appear, correct?

and when looking at the running task, I still see the credentials

Yep, the warnings no longer appear