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Machine Learning
Dive into the world of machine learning on the Databricks platform. Explore discussions on algorithms, model training, deployment, and more. Connect with ML enthusiasts and experts.
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Data + AI Summit 2024 - Data Science & Machine Learning

Forum Posts

prafull
by New Contributor
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Create Serving Endpoint with JAVA Runtime

Hello,Trying to create a custom serving endpoint, using artifacts argument while logging the run/model to save .jar files. These files are called during when calling .predict. JAVA runtime 8 or higher is required to run the jar file, not sure how to ...

Machine Learning
ML
mlflow
model
python
  • 1455 Views
  • 0 replies
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NaeemS
by New Contributor III
  • 1800 Views
  • 0 replies
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Handling Null Values in Feature Stores

Hi, I am using multiple feature stores in my workflow using feature lookups. In my logged pipeline, I have several stages, including Assembler, Standard Scaler, Indexer and then Model. However, I am facing an issue during inference using the `score b...

Machine Learning
Feature Store
  • 1800 Views
  • 0 replies
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Badarla
by New Contributor
  • 3807 Views
  • 2 replies
  • 1 kudos

Customize mail notification from Databricks workflow

Hi All,Can we customize the mail subject and body that we receive from Azure Databricks workflow upon failure jobs? Kindly help me, if we can do so.Thanks,Moshe

  • 3807 Views
  • 2 replies
  • 1 kudos
Latest Reply
np75
New Contributor II
  • 1 kudos

I have three workspaces and the alerts sent by the jobs running are not referencing the workspace for example. So if I run the job to dev environemnt I get an alert like if the job has been executed from the prod. This si a huge issue for our admins....

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sqlshep
by New Contributor III
  • 3155 Views
  • 3 replies
  • 1 kudos

InvalidConfigurationError: You haven't configured the CLI yet! Please configure by entering ...

Running a python function in the notebook, i am getting the following InvalidConfigurationError: You haven't configured the CLI yet! Please configure by entering `/databricks/python_shell/scripts/db_ipykernel_launcher.py configure`When i try to run...

  • 3155 Views
  • 3 replies
  • 1 kudos
Latest Reply
wicked-lion
New Contributor II
  • 1 kudos

Facing the same issuefor me the error comes up when mlflow.get_experiment_by_name is called.I am  running a custom docker image built on databricksruntime/standard:13.3-LTScustom image so my packages are installed.

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fawzi
by New Contributor
  • 4741 Views
  • 0 replies
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MLOPS retraining

https://docs.databricks.com/en/machine-learning/mlops/mlops-workflow.html#7-retrainingIn this article, it is mentioned that we can trigger retraining from the alerts.Triggered. If the monitoring pipeline can identify model performance issues and send...

Machine Learning
Alerts
job
MLOPS
Retraining
Webhook
  • 4741 Views
  • 0 replies
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Octavian1
by Contributor
  • 11866 Views
  • 5 replies
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Resolved! Download model artifacts from MLflow

I am trying to find a way to locally download the model artifacts that build a chatbot chain registered with MLflow in Databricks, so that I can preserve the whole structure (chain -> model -> steps -> yaml & pkl files).There is a mention in a contri...

Octavian1_0-1708506098526.png
  • 11866 Views
  • 5 replies
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Latest Reply
Octavian1
Contributor
  • 0 kudos

  OK, eventually I found a solution. I write it below, whether somebody will need it. Basically, if in the download_artifacts method the local directory is an existing and accessible one in the DBFS, the process will work as expected.import os # Con...

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amitca71
by Contributor II
  • 1749 Views
  • 1 replies
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mlflow.exceptions.MlflowException - Invalid metric 'refreshableTokenNotFound'

Hi,We are facing an mlflow.exceptions.MlflowException when mlflow is called from stream,when we load the model outside the stream, its loaded fine, while when we load it from within stream it fails with exception. to emphasize that it was working til...

  • 1749 Views
  • 1 replies
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Latest Reply
amitca71
Contributor II
  • 0 kudos

Downgrade to version 13.3 did the trick

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GKH
by New Contributor II
  • 2409 Views
  • 1 replies
  • 1 kudos

Errors using Dolly Deployed as a REST API

We have deployed Dolly (https://huggingface.co/databricks/dolly-v2-3b) as a REST API endpoint on our infrastructure. The notebook we used to do this is included in the text below my question.The Databricks infra used had the following config -  (13.2...

  • 2409 Views
  • 1 replies
  • 1 kudos
Latest Reply
marcelo2108
Contributor
  • 1 kudos

I had a similar problem when I used HuggingFacePipeline(pipeline=generate_text) with langchain. It worked to me when I tried to use HuggingFaceHub instead. I used the same dolly-3b model.

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marcelo2108
by Contributor
  • 2171 Views
  • 1 replies
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Resolved! 0: 'error: TypeError("\'NoneType\' object is not callable") in api_request_parallel_processor.py

I´m facing this exception after use mlflow.langchain.log_model and test the logged model using the following commandprint(loaded_model.predict([{"query": "how does the performance of llama 2 compare to other local LLMs?"}]))tasks failed. Errors: {0: ...

  • 2171 Views
  • 1 replies
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Latest Reply
marcelo2108
Contributor
  • 0 kudos

I verified all steps @Retired_mod  and the objects and structure were looking good. As far as I understood on tests. Langchain Rag features such as RetrievalQA.from_chain_type does not work well with llm = HuggingFacePipeline instantiation steps. The...

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sideshowBob1337
by New Contributor II
  • 1326 Views
  • 2 replies
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Input training dataset field empty in Configure AutoML experiment

Trying to start an ML experiment on data in an extant metastore within a catalogue (SQL querys run fine on the database).  I can start an ML cluster, then attempt to start an AutoML expirement but I get stuck selecting training data - there are no da...

  • 1326 Views
  • 2 replies
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Latest Reply
feiyun0112
Honored Contributor
  • 0 kudos

you can read SQL data to DataFrame and run AutoML in the notebookTrain ML models with Databricks AutoML Python API | Databricks on AWS

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Amoozegar
by New Contributor II
  • 1829 Views
  • 2 replies
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Upgrading cuDNN on Databricks notebook

I'm trying to upgrade Tensorflow version from 2.8 to 2.13 on Databricks notebook that is attached to a cluster with Databricks Runtime 10.4. How can I upgrade cuDNN from 8.0 to at least 8.6 to be compatible with the Tensorflow new version?  

Machine Learning
GPU enabled clusters
Tensorflow
  • 1829 Views
  • 2 replies
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Latest Reply
Amoozegar
New Contributor II
  • 0 kudos

Hi @Retired_mod  , Thanks for your response. When I run '!conda list cudnn' on databricks notebook, I get the following error:    '/bin/bash: conda: command not found'

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hv129
by New Contributor
  • 2141 Views
  • 0 replies
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OutOfMemoryError: CUDA out of memory on LLM Finetuning

I am trying to finetune llama2_lora model using the xTuring library, while facing this error. (batch size is 1). I am working on a cluster having 1 Worker (28 GB Memory, 4 Cores) and 1 Driver (110 GB Memory, 16 Cores). I am facing this error: OutOfMe...

  • 2141 Views
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Amoozegar
by New Contributor II
  • 1360 Views
  • 0 replies
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Error in Tensorflow training job

I upgraded Tensorflow on Databricks notebook using %pip command. Now when running the training job, I get this error: "DNN library initialization failed."

Machine Learning
GPU enabled clusters
Tensorflow
  • 1360 Views
  • 0 replies
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User100024
by New Contributor II
  • 1419 Views
  • 1 replies
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Using AutoML to predict completion dates of a project management dataset

Hello! I am fairly new to Databricks. I'm trying to do a proof of concept with AutoML in Databricks at my organization, and the dataset I am using is a project management dataset. Here's a sample: project_idmarketgeneral_contractorproject_typepermit_...

  • 1419 Views
  • 1 replies
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Latest Reply
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Hello! I am fairly new to Databricks. I'm trying to do a proof of concept with AutoML in Databricks at my organization, and the dataset I am using is a project management dataset. Here's a sample: project_idmarketgeneral_contractorproject_typepermit_...

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iago_gonzalez
by New Contributor III
  • 6478 Views
  • 8 replies
  • 2 kudos

Resolved! Scalable ML course error on Lab Setup (Community Edition)

Hello,I am trying to complete the exercises of the course "Scalable Machine Learning with Apache Spark" using Databricks Community Edition, but when I run the Lab Setup I get the following error:HTTPError: 503 Server Error: Service Unavailable for ur...

  • 6478 Views
  • 8 replies
  • 2 kudos
Latest Reply
AK601
New Contributor II
  • 2 kudos

I'm experiencing the same issue while using community edition for this classroom: https://github.com/databricks-academy/large-language-models. What subscription level do I upgrade to?

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7 More Replies

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