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Data Engineering
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Issues with using Databricks-Connect and Petastorm

YSF
New Contributor III

Has anyone successfully used Petastorm + Databricks-Connect + Delta Lake?

The use case is being able to use DeltaLake as a data store regardless of whether I want to use the databricks workspace or not for my training tasks.

I'm using a cloud-hosted jupyterlab environment(in Paperspace), and trying to use Petastorm + Databricks Connect.

What I'm trying to do:

  • Connect to cluster via databricks-connect
  • Read in data from delta lake using a databricks spark cluster
  • Use Petastorm to convert the dataframe into a pytorch ready object

The exact same code, on the same cluster works when using the databricks notebook environment. But when running the `make_spark_converter()` function in my hosted jupyterlab environment it throws me a "Unable to infer schema" error. Even though if I check the `.schema` attribute of the dataframe I'm giving it, it shows me a spark compatible schema.

1 ACCEPTED SOLUTION

Accepted Solutions

Hubert-Dudek
Esteemed Contributor III

I would not definitely use Databricks-Connect in production.

View solution in original post

2 REPLIES 2

Hubert-Dudek
Esteemed Contributor III

I would not definitely use Databricks-Connect in production.

YSF
New Contributor III

because its janky or why? I don't need it for customer facing production. More so for if I'm using my own HPC or local workstation, but I want to access data from delta lake. Figured it was easier/preferable to setting up my own spark environment locally. I'm paying for databricks might as well get the benefits of the runtime.

Can you elaborate on your answer?

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