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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.

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Related tags

  • mlflow
  • kubeflow
  • feature-store
228 questions
3
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1 answer

Sagemaker Pipelines | Pass list of strings as parameter

The Sagemaker Pipeline only has Parameter classes for single values (a string, a float, etc), but how can I deal with a parameter that is best represented by a list (e.g. the list of features to select for training from a file with many features)?
duff18
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2 answers

ConnectionRefusedError: [Errno 111] Connection refused- Mlrun

Im trying to invoke a function in a mlrun but getting above error. can anyone please help me with that.im attaching code here... from cloudpickle import load import numpy as np from typing import List import mlrun class…
GAWADE HARISH HANUMANT
  • 49
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3
votes
1 answer

Read csv files in a MLFlow pipeline

I'm following this documentation to use ML Flow pipelines, which requires to clone this repository. If I run the complete pipeline as it is It works perfectly: import os from mlflow.pipelines import…
Luis Ramon Ramirez Rodriguez
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3
votes
1 answer

Vertex AI endpoints - dataset creation after every batch prediction

Vertex AI endpoints provide Batch Prediction functionality that is very useful to perform predictions on a large amount of data. However, every time I make a new batch prediction the endpoint creates a new Dataset inside BigQuery. This is very…
user15064662
  • 31
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3
votes
1 answer

Vertex AI automatic retraining

I’m trying to create a Vertex AI endpoint with Monitoring enabled that can trigger a Vertex AI pipeline execution when one of the deployed models drops its performance. However, Vertex AI does not provide any built-in feature to do it. Is there a…
giuliofort
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3
votes
1 answer

Vertex AI model version using Python SDK

Vertex AI offers a very interesting Model Registry that allows you to store all trained models and track all their versions. However, I don't manage to create new versions of the same model using the Python SDK. In particular, I have a Vertex AI…
Andrea Cola
  • 127
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3
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0 answers

Pins + Vetiver vs MLflow which one to choose for MLOps

I am a big fan boy of tidymodels and played around with vetiver + pins in R and Python in order to not only develop models but actually deploy them. However, if you are looking for tools that support in the area of MLOps, sooner or later you will…
Mischa
  • 137
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3
votes
2 answers

Error occur when project create SageMaker MLOps Project Walkthrough Using Third-party Git Repos in AWS

i tried to SageMaker MLOps Project Walkthrough Using Third-party Git Repos using AWS pipline. I am begginer in AWS. But always It shows 'Studio encountered an error when creating your project. Try recreating the project again. User:…
Udan
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3
votes
1 answer

How to log model using mlflow REST api? Does mlflow REST APIs support it?

I'm writing a library using mlflow REST APIs. I'm looking for mlflow REST api for logging different mlflow models. In the doc, https://www.mlflow.org/docs/latest/rest-api.html#log-model it says the api will be removed in future and doesn't have…
veeresh patil
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3
votes
1 answer

What are SageMaker pipelines actually?

Sagemaker pipelines are rather unclear to me, I'm not experienced in the field of ML but I'm working on figuring out the pipeline definitions. I have a few questions: Is sagemaker pipelines a stand-alone service/feature? Because I don't see any…
Bruno Schaatsbergen
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votes
0 answers

How to configure artifact store of mlflow tracking service to connect to minio S3 using minio STS generated acces_key, secret_key and session_token

Minio is configured with LDAP and am generating credentials of user with AssumeRoleWithLDAPIdentity using STS API (reference) From above values, I'm setting the variables AWS_ACCESS_KEY, AWS_SECRET_KEY, AWS_SESSION_TOKEN (reference) I'm getting…
veeresh patil
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3
votes
2 answers

Unable to Install Sndfile with Amazon EC2 Instance due to unavailability

I am trying to deploy a flask application that uses TensorFlow and Librosa. So as a dependency of Librosa I need the sndfile package. When I run my Flask app I get this error: import librosa File…
Imperial_J
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3
votes
2 answers

Tensorflow Extended: Is it possible to use pytorch training loop in Tensorflow extended flow

I have trained an image classification model using pytorch. Now, I want to move it from research to production pipeline. I am thinking of using TensorFlow extended. I have a very noob doubt that will I'll be able to use my PyTorch trained model in…
Beginner
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3
votes
2 answers

How to send data to server for Prediction - MLflow

I am able to create ml model server using following command mlflow models serve -m file:///C:/Users/SawarkarFamily/Desktop/mlflow-master/examples/sklearn_elasticnet_wine/mlruns/0/9aeb7ba16d7e4c20870b664e267524ea/artifacts/model -p 8000 2020/07/28…
Rucha
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2
votes
1 answer

MLRun Users and Roles configuration

I'm struggling to find how to configure users and roles in my MLRun instance. The documentation say that is possible to do this kind of control. Is this some feature of the premium version or I'm just being blind? I can't even find something similar…
Felipe Vegini
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