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Questions tagged [mlflow]

Use this tag for questions about the machine-learning platform MLflow

722 questions
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1 answer

Using code_path in mlflow.pyfunc models on Databricks

We are using Databricks over AWS infra, registering models on mlflow. We write our in-project imports as from src.(module location) import (objects). Following examples online, I expected that when I use mlflow.pyfunc.log_model(...,…
perfects
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MLFlow - Experiment tracking - No such file or directory

I want to run experiment tracking on my jupyter notebooks, I've installed mlflow and have set it up as such: Path("mlruns").mkdir(parents=True, exist_ok=True) mlflow.set_tracking_uri("file:mlruns") client = mlflow.MlflowClient() experiment_id =…
João Areias
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1 answer

Unrecognized content type parameters: format when serving model on databricks experiement

I got this Error when serving a model into databricks using MLflow, Unrecognized content type parameters: format. IMPORTANT: The MLflow Model scoring protocol has changed in MLflow version 2.0. If you are seeing this error, you are likely using an…
Sara
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1 answer

Azure Databricks model serving mlflow error version

Hello or good evening everyone ! I recently wanted to use azure's registered models. I attached my experiment to my model and launched the serving, so far so good ! The problem comes from the requests we are trying to make to this…
Akael
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How to use mlflow spark udf with image?

I have trained a model via tensorflow using mnist data (x_train, y_train), (x_test, y_test) = mnist.load_data() model = tf.keras.Sequential([ tf.keras.layers.Conv2D(32, 3, activation='relu', input_shape=(28, 28, 1)), Now I am…
olaf
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1 answer

no attribute error while importing mlflow

I get an error while importing mlflow. Googled almost whole day - didn't find anything relevant that's able to solve problem Traceback (most recent call last): File "", line 1, in File…
Usingless
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What is the difference between deploying models in MLflow and Sagemaker?

I could do mlflow model serve -m --p 1234 --no-conda and mlflow sagemaker run-local -m -p 1234 Are they not the same anyway as both can do model serving so what's the hassle deploying it to Sagemaker? I'm a beginner at this so…
Eusto
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1 answer

ValueError: Enum ErrorCode has no value defined for name '403' in mlflow.set_experiment()

I am trying to run some code to train a model, while logging my results to MLflow on Databricks. I keep getting the following error when I try to make a call to mlflow.set_experiment(), raise ValueError('Enum {} has no value defined for name…
Minura Punchihewa
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2
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1 answer

Set run description programmatically in mlflow

Similar to this question, I'd like to edit/set the description of a run via code, instead of editing it via UI. To clarify, I don't want to set the description of my entire experiment, only of a single run.
waykiki
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1 answer

Why do I encounter "INVALID_PARAMETER VALUE" error when opening "Models" tab in MLFlow UI?

I installed mlflow via pip and opened it in the browser through the terminal. The tab Experiments displays normally; however, when I switch to Models tab, the app crashes due to the following error: INVALID_PARAMETER_VALUE: Model registry…
Sanjin Juric Fot
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2
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0 answers

Mlflow UI can't show artifacts

I have mlflow running on an azure VM and connected to Azure Blob as the artifact storage. After uploading artifacts to the storage from the Client. I tried the MLflow UI and successfully was able to show the uploaded file. The problem happens when I…
Mohamed Nabil
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1 answer

MLFlow in container is not mapped to host port

I am learning about MLFlow and Docker Containers. I created an ubuntu container and mapped port 5001 of the host to 5000 of the container. docker run -it -p 5001:5000 -v D:\Docker\mlflow:/home --name mlflow ubuntu:18.04 bash Inside the container, I…
JSVJ
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ML Flow autolog with catboost

I am trying to use auto logging of ML Flow with catboost - but looking at the UI of the experiment (in Databricks UI) I don't see any parameters or metrics logged. My code is: mlflow.sklearn.autolog() model_for_analytics =…
Gaddy
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1 answer

MLflow load model fails Python

I am trying to build an API using an MLflow model. the funny thing is it works from one location on my PC and not from another. So, the reason for doing I wanted to change my repo etc. So, the simple code of from mlflow.pyfunc import…
Saugat Mukherjee
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In mlflow, is it possible to track an artifact without having mlflow store it separately?

I am new to mlflow. I am trying to track/log some artifacts (a directory of images output by my model) such that they are affiliated with the run that generated them, and so that I can view them in the mlflow UI along with all the other tracked…
johnmday
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