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JitteryCoyote63
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215 Questions, 1023 Answers
  Active since 10 January 2023
  Last activity 3 months ago

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981 × Eureka!
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22 Answers
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Hi, I would like to switch from the elastic-search service in the docker-compose of the clearml-server to an externally managed, scalable elastic-search clus...
4 years ago
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18 Answers
2K Views
0 Votes 18 Answers 2K Views
Hello there, I would like to do run cleanup code in case the user aborts one task from the dashboard (the agent is not using the task in docker). What signal...
4 years ago
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2 Answers
2K Views
0 Votes 2 Answers 2K Views
Hi, I recently updated my clearml to 1.1.2 and a code that was working before now behaves completely differently: I am using the following to log debug sampl...
4 years ago
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4 Answers
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0 Votes 4 Answers 2K Views
Hey, I have one question regarding the cleanup_service task in the DevOps project: Does it assume that the agent in services mode is in the trains-server mac...
5 years ago
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11 Answers
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Hey, I moved my trains-server to another machine, zipping the /opt/trains/data folder as described in the docs https://allegro.ai/docs/deploying_trains/train...
5 years ago
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0 Hi, I Am Getting The Following Errors In The Experiments I Am Currently Running:

SuccessfulKoala55 I am looking for ways to free some space and I have the following questions:
Is there a way to break-down all the document to identify the biggest ones? Is there a way to delete several :monitor:gpu and :monitor:machine time series? Is there a way to downsample some time series (eg. loss)?

4 years ago
0 Hi, I Am Getting The Following Errors In The Experiments I Am Currently Running:

Seems like it just went unresponsive at some point

4 years ago
0 Hi, One More Question: When Creating A Task With Task.Init(), We Can Specify The

I still don't see why you would change the type of the cloned Task, I'm assuming the original Task had the correct type, no?

Because it is easier for me that I create a training task out of the controller task by cloning it (so that parameters are prefilled and I can set the parent task id)

5 years ago
0 Could You Please Explain A Bit More How Trains Adapt The Torch Version Depending On The Installed Cuda Version? Here Is My Setup:

What happens is different error but it was so weird that I thought it was related to the version installed

5 years ago
0 Could You Please Explain A Bit More How Trains Adapt The Torch Version Depending On The Installed Cuda Version? Here Is My Setup:

agent.package_manager.type = pip ... Using base prefix '/home/machine1/miniconda3/envs/py36' New python executable in /home/machine1/.trains/venvs-builds/3.6/bin/python3.6 Also creating executable in /home/machine1/.trains/venvs-builds/3.6/bin/python Installing setuptools, pip, wheel...

5 years ago
0 Hi, Together With

The experiment finished completely this time again

5 years ago
0 Hey, I Hope This Is The Right Place To Ask. We'Re A Small Data Science Team That Wants To Log Everything About Our Ml Models. Looking Around On The Internet, Mostly Mlflow Is Being Recommended, But Occasionally The Name Trains Pop-Ups. According To You,

I would let the trains team answer this in details, but as a user moving from MLflow to trains, I can share the following insights:

MLflow and trains overlap when it comes to having a system with nice web UI to compare/log experiments/models/metrics. But MFlow lacks a crutial feature IMO which is ML/DevOps: Using MLFlow, you will have to take care of the whole maintenance of your machines, design interactions between them, etc. This is where trains shines, it provides these features out-of-t...

5 years ago
0 Hey There, Since A Bit I Often Find Experiments Being Stuck While Training A Model. It Seems To Happen Randomly And I Could Not Find A Reproducible Scenario So Far, But It Happens Often Enough To Be Annoying (I'D Say 1 Out Of 5 Experiments). The Symptoms

You mean you "aborted the task" from the UI?

Yes exactly

I'm assuming from the leftover processes ?

Most likely yes, but I don't see how clearml would have an impact here, I am more inclined to think it would be a pytorch dataloader issue, although I don't see why

From the log I see the agent is running in venv mode
Hmm please try with the latest clearml-agent (the others should not have any effect)

yes in venv mode, I'll try with the latest version as well

2 years ago
0 Hi, I Am Getting The Following Errors In The Experiments I Am Currently Running:

can it be that the merge op takes so much filesystem cache that the rest of the system becomes unresponsive?

4 years ago
0 Hi There,

clearml doesn't change the matplotlib backend under the hood, right? Just making sure ๐Ÿ˜„

2 years ago
0 Hi Guys, I Had Several Times Now The Following Errors Poping In Agents While Executing A Task:

yes, here is the error (the space at the end of the line is there)
` Applying uncommitted changes
Executing: ('git', 'apply'): b'error: corrupt patch at line 13\n'
Failed applying diff
trains_agent: ERROR: Failed applying git diff:
diff --git a/configs/2.2.2_from_scratch.yaml b/configs/2.2.2_from_scratch.yaml
index 9fece48..5816f78 100644
--- a/configs/2.2.2_from_scratch.yaml
+++ b/configs/2.2.2_from_scratch.yaml
@@ -136,7 +136,7 @@ data_processing:
optimizer:
type: 'RMSprop'
args:

  • lr: 2.5e...
4 years ago
0 Hi Guys, Is A Task Updating Its Status To 'Complete' Before Finishing To Upload Its Artifacts/Metrics In The Background?

No, I want to launch the second step after the first one is finished and all its artifacts are uploaded

5 years ago
0 I Am Wondering Is It Possible To Schedule A Task To Run At Certain Time In Periodic Fashion Aka. Cron Style... Thinking Of Having A Monitoring Task To Be Run Routinely ... I Could Use A Cron On One Of The Server But Prefer To Run It On Trains As Then I Am

I don't think there is an example for this use case in the repo currently, but the code should be fairly simple (below is a rough draft of what it could look like)
` controller_task = Task.init(...)
controller_task.execute_remotely(queue_name="services", clone=False, exit_process=True)

while True:
periodic_task = Task.clone(template_task_id)
# Change parameters of {periodic_task} if necessary
Task.enqueue(periodic_task, queue="default")
time.sleep(TRIGGER_TASK_INTERVAL_SECS) `

5 years ago
0 Hello There, I Would Like To Do Run Cleanup Code In Case The User Aborts One Task From The Dashboard (The Agent Is Not Using The Task In Docker). What Signal Should I Listen For In The Task?

Also maybe we are not on the same page - by clean up, I mean kill a detached subprocess on the machine executing the agent

4 years ago
0 Hello, I Would Like To Use Spot Instances Together With The Aws Autoscaler To Train Models With Pytorch/Ignite And I Am Wondering How To Support Interruptions During The Training (In Case The Instance Is Terminated By Aws). Is There Anything Already Built

btw I monkey patched igniteโ€™s function global_step_from_engine to print the iteration and passed the modified function to the ClearMLLogger.attach_output_handler(โ€ฆ, global_step_transform=patched_global_step_from_engine(engine)) . It prints the correct iteration number when calling ClearMLLogger.OutputHandler.__ call__ .
` def call(self, engine: Engine, logger: ClearMLLogger, event_name: Union[str, Events]) -> None:

    if not isinstance(logger, ClearMLLogger):
  ...
4 years ago
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