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I Configured S3 Storage In My Clearml.Conf File On A Worker Machine. Then I Run Experiment Which Produced A Small Artifact And It Doesn'T Appear In My Cloud Storage. What Am I Doing Wrong? How To Make Artifacts Appear On My S3 Storage? Below Is A Sample O

I configured S3 storage in my clearml.conf file on a worker machine. Then I run experiment which produced a small artifact and it doesn't appear in my cloud storage. What am I doing wrong? How to make artifacts appear on my S3 storage?
Below is a sample of clearml.conf with S3 configuration.
s3 { key: "mykey" secret: "mysecret" region: "myendpoint" credentials: [ specifies key/secret credentials to use when handling s3 urls (read or write) { bucket: "mybucket" key: "mykey" secret: "mysecret" }, ] }

  
  
Posted 2 years ago
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Answers 41


The only expection is the models if I'm not mistaken, which are stored locally by default.

  
  
Posted 2 years ago

@<1523701435869433856:profile|SmugDolphin23> @<1523701087100473344:profile|SuccessfulKoala55>
2023-02-03 20:38:14,515 - clearml.metrics - WARNING - Failed uploading to <my-endpoint> (HTTPSConnectionPool(host=' e ndpoint', port=443): Max retries exceeded with url: / (Caused by SSLError(SSLCertVerificationError(1, '[SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1131)'))))
2023-02-03 20:38:14,517 - clearml.metrics - ERROR - Not uploading 1/2 events because the data upload failed

  
  
Posted 2 years ago

SmugDolphin23 I added a region, run experiment again. Didn't work

  
  
Posted 2 years ago

@<1523701304709353472:profile|OddShrimp85> I fixed my SSL error by putting REQUESTS_CA_BUNDLE=/etc/ssl/certs/ca-certificates.crt in .bashrc file

  
  
Posted 2 years ago

The S3 endpoint

  
  
Posted 2 years ago

@<1523701087100473344:profile|SuccessfulKoala55> Hey, Jake, getting back to you. I couldn't be able to resolve my issue. I can access my bucket by any means just fine, e.g. by S3 CLI client. All the tools I use require 4 params: AK, SK, endpoint, bucket. I wonder why ClearML doesn't have explicit endpoint parameter and you have to use output_uri for it and why is there a region when other tools don't require it.

  
  
Posted 2 years ago

I meant the code where you upload an artifact, sorry

  
  
Posted 2 years ago

Yeah, that's always the case with complex systems 😕

  
  
Posted 2 years ago

@<1526734383564722176:profile|BoredBat47> How would you connect with boto3 ? ClearML uses boto3 as well, what it basically does is getting the key/secret/region from the conf file. After that it opens a Session with the credentials. Have you tried deleting the region altogether from the conf file?

  
  
Posted 2 years ago

@<1523701435869433856:profile|SmugDolphin23> Thanks a lot, that actually worked! It was very difficult to figure out you have to plug those exact values given you have https endpoint:

  • Using s3 protocol instead of https together with bucket name in output URI
  • Not providing a bucket name in credentials section where it is by default
  • Providing default secure port for both host and output URI
  • Disabling credentials chainI think a common use case for many people that they get S3 storage with integrated Amazon solution where they are provided with region and a bucket name. Together with access key it's sufficient to connect to their cloud. But a lot of people, especially in enterprise have a case like mine where they have https endpoint to their company hosted S3 solution so I think it would be great to reflect that case in documentation so other people would have easier time to configure https endpoints for clearml-agent. Another thing would be nice to have is to support endpoint parameter under S3 section of clearml.conf which if provided as is (with https and no port) is sufficient to connect to S3 bucket. That would require some coding and rewriting URL constructing methods and maybe boto3 calls (I peeked inside a code and would say some places regarding this issue were questionable e.g. init method in _Container class in helper.py). I would try to fix it myself and make a pull request if working schedule lets me but I can't make a promise on that.
    @<1523701070390366208:profile|CostlyOstrich36> @<1523701087100473344:profile|SuccessfulKoala55> H. Thank you too for helping! Would be great if you'd try to look at the issue I discussed in this message.
    Good luck, guys!
  
  
Posted 2 years ago

it's pretty much the same

  
  
Posted 2 years ago
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