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LittleReindeer37
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4 Questions, 80 Answers
  Active since 04 February 2023
  Last activity one year ago

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75 × Eureka!
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one year ago
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one year ago
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has anyone used dynaconf with ClearML? trying to decide whether to migrate to hydra or stick with dynaconf. would love to take advantage of automatic logging...
one year ago
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What sort of integration is possible with ClearML and SageMaker? On the page describing ClearML Remote it says: > Create a remote development environment (e....
one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

As in, which tab when I'm viewing the Experiment should I see it on? Should it be code, an artifact, or something else?

one year ago
one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

one possibility for getting the notebook filepath is finding and parsing /home/sagemaker-user/.jupyter/lab/workspaces/default-37a8.jupyterlab-workspace I think, but I don't know if I can tie that to a specific session

one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

as best I can tell it'll only have one .ipynb in $HOME with this setup, which may work...

one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

which I looked at previously to see if I could import sagemaker.kg or kernelgateway or something, but no luck

one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

I additionally tried using a Sagemaker Notebook instance, to see if it was the kernel dockerization that Studio uses that was messing things up. But it seems to actually log less information from a Notebook instance vs Studio .
image
image
![image](https://clearml-web-assets.s3.amazonaws.com/scoold/im...

one year ago
0 How Does Clearml Associate Projects/Experiments With Git Repos? Can I Think Of It As Clearml Project = Git Repo And Clearml Experiment = Git Commit? What About Git Branches - Is There Any Way To Organize Things Such That Separate Branches Are Easy To Trac

But we're also testing out new models all the time, which are typically implemented as git branches - they run on the same set of inputs but don't output their results into production

one year ago
0 Does Anyone Have Any Examples Or Advice On How To Implement A Dag Like This In Clearml Pipelines? Say I Want To Do Crossvalidation (Or In My Case Backtesting On Different Horizons For A Forecasting Model) Where I Have Some Common Pieces And Also A Map/Red

I could just loop through and create separate pipelines with different parameters, but seems sort of inefficient. the hyperparameter optimization might actually work in this case utilizing grid search, but seems like kind of a hack

one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

and that requests.get() throws an exception:

ConnectionError: HTTPConnectionPool(host='default', port=8888): Max retries exceeded with url: /jupyter/default/api/sessions (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7f7ba9cadc30>: Failed to establish a new connection: [Errno -2] Name or service not known'))
one year ago
one year ago
0 Has Anyone Used Dynaconf With Clearml? Trying To Decide Whether To Migrate To Hydra Or Stick With Dynaconf. Would Love To Take Advantage Of Automatic Logging Of The Hyperparameters

right now I'm doing

# clear existing configs in case we're rerunning the notebook
if hydra.core.global_hydra.GlobalHydra().is_initialized():
    hydra.core.global_hydra.GlobalHydra.instance().clear()

# initialize Hydra
hydra.initialize(
    version_base=None,
    config_path=".",
    job_name="test_app",
)

# use the compose API since we're running in a notebook instead of __main__
cfg = hydra.compose(
    config_name="config", 
    overrides=[],
)

# report in ClearML Config UI
clearm...
one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

nice! Just tested it on my end as well, looks like it works!

one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

I've poked around both the internal URL that Jupyter kernel is running on and some of the files in /sagemaker/.jupyter but no luck so far - I can find plenty of kernel info, but not session

one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

weird that it won't return that single session

one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page
sh-4.2$ cat /var/log/studio/kernel_gateway.log | head -n10
{"__timestamp__": "2023-02-23T21:48:28.036559Z", "__schema__": "sagemaker.kg.request.schema", "__schema_version__": 1, "__metadata_version__": 1, "account_id": "", "duration": 0.0012829303741455078, "method": "GET", "uri": "/api", "status": 200}
{"__timestamp__": "2023-02-23T21:48:39.111068Z", "__schema__": "sagemaker.kg.request.schema", "__schema_version__": 1, "__metadata_version__": 1, "account_id": "", "duration": 0.00128793...
one year ago
0 Has Anyone Used Dynaconf With Clearml? Trying To Decide Whether To Migrate To Hydra Or Stick With Dynaconf. Would Love To Take Advantage Of Automatic Logging Of The Hyperparameters

cool, if I call clearml.binding.hydra_bind.PatchHydra._register_omegaconf(cfg) directly inside the notebook I can manually cause it to log the Hydra config, it just doesn't seem to autodetect if you're doing a manual call to Hydra Compose

one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

yeah, even then it'll run but return 0 notebooks

one year ago
0 What Sort Of Integration Is Possible With Clearml And Sagemaker? On The Page

api/kernels does report back the active kernel, but doesn't give notebook paths or anything

one year ago
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