Closed 421psh closed 2 years ago
Hi @421psh,
A fix was pushed to the repo to address this issue - can you install from the master branch and verify it works for you?
@jkhenning Thank you very much for the quick issue solution. Now all models are perfectly saved.
Hello, I really like your product, however I face an issue of saving models during hyperparameter optimization.
I run hyperparameter optimization for weeks, where I train hundreds of models with dozens of different hyperparameters. I use Minio as file storage. Due to many override parameters new job names become very long and uploading path becomes something like this:
"mybucket/Traffic lights classification/Train%3A General%2Fgeneral%2Fbatch_size_train=192 General%2Fgeneral%2Fmodel_name=resnet18 General%2Fimage_processing%2Faugmentation_version=2 General%2Ftrain%2Flearning_rate=0.00951 General%2Ftrain%2Floss_function=HuberLoss General%2Ftrain%2Foptimizer=yogi.1b46427f3a79406dbab354a71b410a88/models/epoch=037-val_epoch_score=0.926.ckpt".
Minio allows using only 255 for '/' separated object name segment (https://github.com/minio/minio/blob/master/docs/minio-limits.md#object-name-restrictions-on-minio). That's why I get such error
An error occurred (XMinioInvalidObjectName) when calling the CompleteMultipartUpload operation: Object name contains unsupported characters.
and my models are not uploaded. I have verified that there is no problem in the unsupported characters themselves, the error occurs due to the length of the task.Maybe it makes sense to limit or change number of parameters which participate in name generation: https://github.com/allegroai/clearml/blob/24464b7c1019f7a7b3149ecb80a379c5f82337a0/clearml/automation/optimization.py#L720 Perhaps you should make
naming_function
as public variable inSearchStrategy
class and allow changing it inHyperParameterOptimizer
class?