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Questions tagged [mlops]

This tag is for programming questions about MLOps, which is the application of DevOps principles in the design and deployment of Machine Learning (ML) systems.

See also:

Related tags

  • mlflow
  • kubeflow
  • feature-store
228 questions
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Issue with deploying Kubeflow pipeline

I am trying to follow this tutorial https://www.kubeflow.org/docs/components/pipelines/v1/installation/standalone-deployment/ on deploying kubeflow pipelines (i use minikube) but when the pods starts running, there is always a crashbackloop or some…
Aska
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Unable to deploy model on endpoint

[EDITED] I want to deploy my model on an endpoint so i can start making predictions. I followed these steps: Create the model, create a docker image, push it into Artifact Registry Upload the model to Vertex AI: gcloud ai models upload…
99_zz
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can I serve multiple models thru the same port using MLflow?

I was reading about the deployment tools you get out of the box when using MLflow. It seems you can serve a model from the registry by doing something like mlflow models serve -m runs://model :. and then, you send…
Monica Heddneck
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Unable to log 'SparkXGBRegressorModel' to Feature Store on Databricks

I am working on an MLOps project on Azure Databricks and after training the model using the 'SparkXGBRegressorModel' library I want to log it to Feature Store. The problem is that using the fs.log_model() function it raises an error because of the…
Φιλιππος Πριοβολος
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Mlops-v2 accelerator- Issue running "traininng deployment pipeline" from github for project set up with

Hope you are doing well. I am currently facing an issue with the execution of my training model pipelines(pipeline.yml for Github and "deploy-model-training-pipeline-classical.yml" for Azure-DevOps) from my ML project set with Mlops-v2…
Aboua Kevin
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Is there a way to Connect ArgoCD or ArgoCD Workflow with AWS SageMaker?

I'm trying to run MLOps operation on SageMaker but I have no idea on how to connect it to argo, in order for me to visualize what I'm doing. I would like to use manifest files if possible. Is there any MLOps here who already did this in the past, or…
Miloš Milutinov
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How to capture MLflow Experiment description programmatically?

I am trying to capture the MLflow experiment descriptions programmatically. I don't find any option as such in create or set experiments parameters. Is there a way to address this? I tried to use the create/set_experiment when creating experiment in…
Indrajit Roy
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MLRunPreconditionFailedError: 412 Client Error, "API is waiting for migrations to be triggered"

I got this error: MLRunPreconditionFailedError: 412 Client Error: Precondition Failed for url: http://localhost:8080/api/v1/projects: Failed creating project tutorial- details: MLRunPreconditionFailedError('API is waiting for migrations to be…
JIST
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Issue, iteration cross KV (NoSql/Redis) Target

I would like to iterated cross KV (NoSql,Redis) Target in MLRun without specification of primary key(s) also, but I saw only ability to get specific KV item(s) based on specific key(s). I have to use only unique items, not duplicit items. I chose…
JzD
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Is it possible to remove specific items from Parquet and NoSQL Targets?

Is it possible to remove specific items from Parquet and NoSQL Targets in MLRun? I did not find relevant methods and I checked FeatureStore, ParquetTarget and NoSQLTarget. I only saw ability to remove whole featureset from metastore (from DB)…
XiongChan
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mlflow is throwing error for the shape of input

I am running the code for prediction which will take the model from mlflow deployment. Code I have copied from the example given by mlflow import mlflow logged_model = 'runs:/id/model' # Load model as a PyFuncModel. loaded_model =…
Koushik Deb
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Sharing common GPU memory across different Docker containers

I have a Nvidia A30 linux instance having a single 24 GB GPU, and I am planning to host 3 similar APIs on the same instance. These APIs are containers from the same docker image. I have exposed these 3 containers to access the GPU using Nvidia…
Aman Jain
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1 answer

Find n-grams especially common in one corpus vs. another one, and compared to English as a whole

I have two corpuses/documents of survey responses (as columns in Pandas dataframes). I would like to understand which n-grams distinguish one corpus from another, among those n-grams which distinguish those corpuses from the English language as a…
Ganlin Jin
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Missing webapi parameter or V3IO_API environment variable

I got the exception: File "C:\Python\ingestKVdatetime\venv\lib\site-packages\mlrun\datastore\targets.py", line 1155, in get_table_object V3ioDriver(webapi=endpoint), File "C:\Python\ingestKVdatetime\venv\lib\site-packages\storey\drivers.py",…
JIST
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Can't deploy the kubeflow pipeline

I am following this tutorial https://www.kubeflow.org/docs/components/pipelines/v1/installation/localcluster-deployment/. Before that I succcessfully started minikube (https://minikube.sigs.k8s.io/docs/start/). When I run this command: kubectl apply…
Aska
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