Questions tagged [amazon-sagemaker]

Amazon SageMaker is a fully-managed AWS service that enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale.

Amazon SageMaker is Amazon's official system for developing machine learning systems in the cloud. It is based on Jupyter notebooks and has the ability to talk with other AWS services in order to explore data, automate processes and conduct various kinds of analysis.

It provides ready-to-use frameworks and algorithms to deal with different use cases and gives the ability to develop fully custom models.

One of the most important capabilities of SageMaker is the ability to deploy models in fully scalable and secure environments.

The only prerequisites for using Amazon SageMaker are an AWS account and an IAM (Identity and Access Management) admin user.


Tagging Recommendation:

Use the tag for all SageMaker-related questions. If it is a question about must also be redirected to this tag as a subset.

For all other SageMaker sub-services, if there is not yet a dedicated tag, it is good to redirect them to SageMaker only if they are closely related.


FAQ:

There are some recurring and important questions that one is faced with when starting to use SageMaker that should not be duplicated:


References


Free SageMaker Programming Books


SageMaker Online Courses


SageMaker Video Tutorials


Official Logo

SageMaker logo

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Throtling in both sagemakerruntime and sagemakerfeaturestoreruntime

We have not set the rate limit values in both feature-store and sagemaker aws service but we are getting rate limit exceeded errors in very low RPS. Case :- Sagemaker : Current RPS to SageMaker service is 5 RPS. It goes to 12 RPS in fractions of…
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AWS Sagemaker notebook instance not updating to latest changes in repo

My understanding is that if I stop and then restart the Sagemaker notebook instance, that the most recent changes in the connected git repo should show up in the notebook. However, that is not happening. I pushed changes to the repo, then I stopped…
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How to transfer all the ML Scripts, models etc. from databricks to AWS Sagemaker

My databricks is hosted in AWS and i want to transfer all the notebooks, models etc from databricks to sagemaker. Can anyone tell me the procedure to be followed?
Harry1234
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How to extract username of Sagemaker Spaces user

I need to extract the AWS Sagemaker Space (collaborative option of Sagemaker Studio) username. It's presented in top right corner of the picture below. There is a similar question here but it is for Personal Studio instance and the user element does…
jhettler
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Can't create a directory in a Sagemaker Endpoint? Error Read-only file system

I'm deploying an endpoint using a Pytorch model, in the input_fn I have the following: os.mkdir('outputs') os.mkdir('outputs/assets') At the end of the outpu_fn I remove the output folder But when invoking the endpoint I get the following…
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Problems deploying an ML model to AWS Sagemaker using R and Vetiver

I'm following along to this blog however I'm using palmer penguins for my model development and I'm at the stage of generating and building a Docker image on SageMaker for a vetiver model in R. When I run the following: new_image_uri <- …
TheGoat
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Querying intermediate results in SageMaker GroundTruth

Can I somehow query the results of a labeling job in SageMaker Ground Truth while the job isn't completed? When I select a labeling job, the "Query output" button is greyed out until the job is completed: It feels ridiculous to have to wait for the…
Alcibiades
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How to trigger a specific ipynb file from aws sagemaker notebook instance

I am trying to trigger a sagemaker notebook instance thru lambda function once file is arrived in S3. I had created a sagemaker notebook instance inside i have a folder and multiple ipynb files. I need to run specific ipynb…
Logan27
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What is the ClientError related to SageMaker Experiments to save trial component?

I'm learning about SageMaker Experiments and I gotcha a client error that I did not figure out what it is. If I understood correctly, I think that is something when the SM tries to save the generated training model. Besides, the training job…
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Do AWS Sagemaker Notebook Jobs require running instances/apps?

Notebook jobs are running periodically, but very briefly to execute a small task. For the sake of cost savings I would like to make sure that they are only consuming resources during the execution. It's not clear to me from the documentation whether…
bfloriang
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monitor payload sizes to sagemaker endpoint

I have an app that is used by customers, and I need a way to monitor the size of the data they are sending to my sagemaker endpoints so I can bill them appropriately. I looked at the cloud watch API, but there doesn't seem to be anything that can…
bnicholl
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Gradio on Sagemaker Studio Lab

I am trying a simple example of Gradio on a Sagemaker Studio Lab notebook. But the output does not appear. According to the documentation when running on a notebook it should appear right in the notebook. This is indeed what happens when I run the…
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Sagemaker experiment tracking duplication

I am trying to train a model using script mode via AWS Sagemaker. I would like to track this training job with AWS Sagemaker Experiments together with some calculated metrics in the training job. When I start the training job a new experiment run is…
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How to reset Amazon Sagemaker Lab (delete all environments and local data - start fresh)

I am using SageMaker it to test out some python code, and trial ML tasks. This requires me to install many python packages. I ran into package compatibility issues, overloaded the system with too many LLM models (take up too much space) and would…
ziptron
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Spark Error: Could not initialize class org.apache.spark.rdd.RDDOperationScope$

I'm trying to print rows from my Spark dataframe in Amazon Sagemaker. I have created a Spark dataframe by reading a table from a Redshift database. Printing the full table alone shows the column names and types. However, trying to show the actual…