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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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Forum Posts

Rob_S
by New Contributor III
  • 10144 Views
  • 6 replies
  • 6 kudos

Displaying graphviz images in a notebook

Hi,I'm experimenting with process mining in a Databricks notebook using the OSS library PM4PY. I've been working through some tutorials and the notebook they provide on Github:https://github.com/pm4py/pm4py-core/blob/release/notebooks/3_process_disco...

  • 10144 Views
  • 6 replies
  • 6 kudos
Latest Reply
rushank29
New Contributor II
  • 6 kudos

@Rob_S i am also in the same situation the code cell executes but no visualization how did you tackle this problem?

  • 6 kudos
5 More Replies
ombhuyan
by New Contributor II
  • 7220 Views
  • 5 replies
  • 2 kudos

Serving API endpoint failing

Hi Team,I registered my ML model in databricks but while trying to serve an API endpoint for the model it is failing with the following error logs.Service logs: There are currently no replicas in a running state.Build logs :Build never started - chec...

  • 7220 Views
  • 5 replies
  • 2 kudos
Latest Reply
Annapurna_Hiriy
Databricks Employee
  • 2 kudos

@ombhuyan We currently only upload logs during the build phase to the user (i.e where we install the pip dependencies) but we don't upload logs during the pre-build phase (i.e where we download the model). That's why you may not see clear error messa...

  • 2 kudos
4 More Replies
SR_71
by New Contributor II
  • 8770 Views
  • 6 replies
  • 3 kudos

Databricks Notebook Rendering Issue: IPython.lib.display.IFrame

Similar issue here: https://stackoverflow.com/questions/71336374/randomforestclassifier-explainer-dashboard-output-in-databricks-notebook-is-notActual output – Databricks Notebook Expected Output – Jupyter Notebook Reproducible Code Example#pip insta...

image image
  • 8770 Views
  • 6 replies
  • 3 kudos
Latest Reply
ChanduBhujang
New Contributor II
  • 3 kudos

Hi Abhishek, I followed your steps, I am having in identifying the dashboard link. How do I figure out the first two words dbc-dp- for my cluster? 

  • 3 kudos
5 More Replies
TomBurns
by New Contributor
  • 1278 Views
  • 1 replies
  • 0 kudos

Identity Resolution

Looking for best solutions for identity resolution. I already have deterministic matching. Exploring probabilistic solutions. Any advice for me?

  • 1278 Views
  • 1 replies
  • 0 kudos
Latest Reply
MFGorin
New Contributor II
  • 0 kudos

Recommend checking out Amperity. Listed on Databricks marketplace, support delta sharing and unity catalog. Patented AI approach to ID resolution https://docs.amperity.com/stitch.html

  • 0 kudos
HHYOOOO
by New Contributor III
  • 2318 Views
  • 1 replies
  • 0 kudos

Resolved! Github Datasets/Labs for Large Language Models: Application through Production is not working

I've signed up for the module for certification on Large Language Models: Application through Production.Follow the Github instructions and install the notebooks provided.Unfortunately none of the workbooks are working due to the- Badly setup file pa...

correct.JPG Errort.JPG
  • 2318 Views
  • 1 replies
  • 0 kudos
Latest Reply
HHYOOOO
New Contributor III
  • 0 kudos

No further instructions on the Read-me here: https://github.com/databricks-academy/large-language-models/tree/publishedFollowed all the setup steps, but the file paths in /include are not working fine.Why does not Databricks provide the direct links ...

  • 0 kudos
prafull
by New Contributor
  • 1625 Views
  • 0 replies
  • 0 kudos

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
  • 1625 Views
  • 0 replies
  • 0 kudos
NaeemS
by New Contributor III
  • 2074 Views
  • 0 replies
  • 1 kudos

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
  • 2074 Views
  • 0 replies
  • 1 kudos
Badarla
by New Contributor
  • 4414 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

  • 4414 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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1 More Replies
sqlshep
by New Contributor III
  • 3766 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...

  • 3766 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.

  • 1 kudos
2 More Replies
fawzi
by New Contributor
  • 4951 Views
  • 0 replies
  • 0 kudos

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
  • 4951 Views
  • 0 replies
  • 0 kudos
Octavian1
by Contributor
  • 14959 Views
  • 5 replies
  • 0 kudos

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
  • 14959 Views
  • 5 replies
  • 0 kudos
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...

  • 0 kudos
4 More Replies
amitca71
by Contributor II
  • 2088 Views
  • 1 replies
  • 0 kudos

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...

  • 2088 Views
  • 1 replies
  • 0 kudos
Latest Reply
amitca71
Contributor II
  • 0 kudos

Downgrade to version 13.3 did the trick

  • 0 kudos
GKH
by New Contributor II
  • 2656 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...

  • 2656 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.

  • 1 kudos
marcelo2108
by Contributor
  • 2503 Views
  • 1 replies
  • 0 kudos

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: ...

  • 2503 Views
  • 1 replies
  • 0 kudos
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...

  • 0 kudos

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