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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 one year 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 one year ago

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

  
  
Posted one year ago

@<1523701435869433856:profile|SmugDolphin23> Hello, again! I tried to fill the values by your example. Still no luck. I noticed console log on my task says that I have certificate error. I disabled it in api section in clearml.conf like this: verify_certificate = false and I still have SSL error. Any clues why would that be?

  
  
Posted one year ago

it's pretty much the same

  
  
Posted one year ago

Oh, it's configured o agent machine, got you

  
  
Posted one year ago

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

  
  
Posted one year ago

` s3 {
# S3 credentials, used for read/write access by various SDK elements

        # default, used for any bucket not specified below
        key: "mykey"
        secret: "mysecret"
        region: " ` ` "

        credentials: [

             {
                 bucket: "mybucket"
                 key: "mykey"
                 secret: "mysecret"
                 region: " ` ` "
              }, `
  
  
Posted one year ago

SmugDolphin23

  
  
Posted one year ago

it's the same file you added your s3 creds to

  
  
Posted one year ago

How can you have a certificate error if you're using S3? I'm sure their certificate is OK...

  
  
Posted one year 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 one year ago

Hi again, @<1526734383564722176:profile|BoredBat47> ! I actually took a closer look at this. The config file should look like this:

        s3 {
            key: "KEY"
            secret: "SECRET"
            use_credentials_chain: false

            credentials: [
                {
                    host: "myendpoint:443"  # no http(s):// and no s3:// prefix, also no bucket name
                    key: "KEY"
                    secret: "SECRET"
                    secure: true  # if https
                },
            ]
        }
        default_output_uri: "
"  # notice the s3:// prefix (not http(s))

The region should be optional, but try setting it as well if it doesn't work

  
  
Posted one year 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 one year 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 one year ago

@<1523701087100473344:profile|SuccessfulKoala55> I figured where to find a region but we don't have an AWS dashboard. We have a custom S3 solution for our own enterprise servers like many companies do, data is not stored on amazon servers. That is why we have and endpoint which is an URL starting with http:// If I would connect to our bucket via boto3 I would pass endpoint to a client session with endpoint_url

  
  
Posted one year ago

SmugDolphin23 Sorry to bother again, output_uri should be a URI to S3 endpoint or clear ml fileserver? If it's not provided artifacts are stored locally, right?

  
  
Posted one year ago

Could you try adding region under credentials as well?

  
  
Posted one year ago

And I believe that by default we send artifacts to the clearml server if not specified

  
  
Posted one year ago

` from random import random
from clearml import Task, TaskTypes

args = {}
task: Task = Task.init(
project_name="My Proj",
task_name='Sample task',
task_type=TaskTypes.inference,
auto_connect_frameworks=False
)
task.connect(args)
task.execute_remotely(queue_name="default")
value = random()
task.get_logger().report_single_value(name="sample_value", value=value)
with open("some_artifact.txt", "w") as f:
f.write(f"Some random value: {value}\n")
task.upload_artifact(name="test_artifact", artifact_object="some_artifact.txt") `

  
  
Posted one year ago

@<1526734383564722176:profile|BoredBat47> Yeah. This is an example:

 s3 {
            key: "mykey"
            secret: "mysecret"
            region: "us-east-1"
            credentials: [
                 {
                     bucket: "
"
                     key: "mykey"
                     secret: "mysecret"
                    region: "us-east-1"
                  },
            ]
}
# some other config
default_output_uri: "
"
  
  
Posted one year ago

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

  
  
Posted one year ago

A bit overwhelmed by configuration, since it has an agent, a server and bunch of configuration files, easy to mess up

  
  
Posted one year ago

May I know where to set the cert to in env variable?

  
  
Posted one year ago

Can you share a snippet?

  
  
Posted one year ago

@<1523701087100473344:profile|SuccessfulKoala55> Fixed it by setting env var with path to certificates. I was sure that wouldn't help since I can curl and python get request to my endpoint from shell just fine. Now it says I am missing security headers, seems it's something on my side. Will try to fix this

  
  
Posted one year ago

@<1523701087100473344:profile|SuccessfulKoala55> Could you provide a sample of how to properly fill all the necessary config values to make S3 work, please?
My endpoint starts with https:// and I don't know what my region is, endpoint URL doesn't contain it.
Right now I fill it like this:

aws.s3.key = <access-key>
aws.s3.secret = <secret-key>
aws.s3.region = <blank>
aws.s3.credentials.0.bucket = <just_bucket_name>
aws.s3.credentials.0.key = <access-key>
aws.s3.credentials.0.secret = <secret-key>
sdk.development.default_output_uri = <
>
  
  
Posted one year ago

@<1523701435869433856:profile|SmugDolphin23> I actually don't know where to get my region for the creds to S3 I am using. From what I figured, I have to plug in my sk, ak and bucket into credentials in agent and output URI must be my S3 endpoint — complete URI with protocol. Is it correct?

  
  
Posted one year ago

OK. Bt the way, you can find the region from the AWS dashabord

  
  
Posted one year ago

@<1523701435869433856:profile|SmugDolphin23> I didn't use a region at first and that was not working. Now I use a region and it still doesn't work.
From the boto3 inside a Python I could create a session where I specify ak and sk, and create a client from the session where I pass service_name and endpoint_url. It works just fine

  
  
Posted one year ago
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