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Data Engineering
Join discussions on data engineering best practices, architectures, and optimization strategies within the Databricks Community. Exchange insights and solutions with fellow data engineers.
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Forum Posts

AmithAdiraju16
by New Contributor II
  • 4482 Views
  • 4 replies
  • 1 kudos

How to read feature table without target_df / online inference based on filter_condition in databricks feature store

I'm using databricks feature store == 0.6.1. After I register my feature table with `create_feature_table` and write data with `write_Table` I want to read that feature_table based on filter conditions ( may be on time stamp column ) without calling ...

  • 4482 Views
  • 4 replies
  • 1 kudos
Latest Reply
Hubert-Dudek
Databricks MVP
  • 1 kudos

create_training_set is just a simple Select from delta tables. All feature tables are just registered delta tables. Here is an example code that I used to handle that: customer_features_df = spark.sql("SELECT * FROM recommender_system.customer_fea...

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Gim
by Contributor
  • 7165 Views
  • 2 replies
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Resolved! How to use SQL UDFs for Delta Live Table pipelines?

I've been searching for a way to use a SQL UDF for our DLT pipeline. In this case it is to convert a time duration string into INT seconds. How exactly do we use/apply UDFs in this case?

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Latest Reply
daniel_sahal
Databricks MVP
  • 1 kudos

@GimYou can create Python UDF and then use it in SQL.https://docs.databricks.com/workflows/delta-live-tables/delta-live-tables-cookbook.html#use-python-udfs-in-sql

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Bartek
by Contributor
  • 4063 Views
  • 0 replies
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How to pass all dag_run.conf parameters to python_wheel_task

I want to trigger Databricks job from Airflow using DatabricksSubmitRunDeferrableOperator and I need to pass configuration params. Here is excerpt from my code (definition is not complete, only crucial properties):from airflow.providers.databricks.op...

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mala
by New Contributor III
  • 5433 Views
  • 3 replies
  • 2 kudos

Resolved! Unable to reproduce Kmeans Clustering results even after setting seed and tolerance

Hi I have been trying to reproduce Kmeans results with no luckHere is my code snippet:from pyspark.ml.clustering import KMeansKMeans(featuresCol=featuresCol, k=clusters, maxIter=40, seed=1, tol = .00001) Can anyone help?

  • 5433 Views
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  • 2 kudos
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mala
New Contributor III
  • 2 kudos

This issue was due to spark parallelization which doesn't guarantee the same data is assigned to each partition. I was able to resolve this by making sure the same data is assigned to the same partitions :df.repartition(num_partitions, "ur_col_id")d...

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quakenbush
by Contributor
  • 7149 Views
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Resolved! Does Databricks offer something like Oracle's dblink?

I am aware, I can load anything into a DataFrame using JDBC, that works well from Oracle sources. Is there an equivalent in Spark SQL, so I can combine datasets as well?Basically something like so - you get the idea...select lt.field1, rt.fie...

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quakenbush
Contributor
  • 4 kudos

Thanks everyone for helping.

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antoooks
by New Contributor III
  • 12814 Views
  • 5 replies
  • 10 kudos

Resolved! Databricks clusters stuck on Pending and Terminating state indefinitely

Hi everyone,Our company is using Databricks on GKE. It works fine until suddenly when we try to create and terminate clusters today, it got stuck on Pending and Terminating state for hours (now more than 6 hours). There is no conclusion can be drawn ...

screenshot
  • 12814 Views
  • 5 replies
  • 10 kudos
Latest Reply
bhawana-pandey
Databricks Partner
  • 10 kudos

Hi @Kurnianto Trilaksono Sutjipto​ : Figured out after multiple connects that This is typically a cloud provider issue. You can file a support ticket if the issue persists.

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elgeo
by Valued Contributor II
  • 14043 Views
  • 2 replies
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Resolved! Trigger on a table

Hello! Is there an equivalent of Create trigger on a table in Databricks sql?CREATE TRIGGER [schema_name.]trigger_nameON table_nameAFTER {[INSERT],[UPDATE],[DELETE]}[NOT FOR REPLICATION]AS{sql_statements}Thank you in advance!

  • 14043 Views
  • 2 replies
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Latest Reply
AdrianLobacz
Databricks Partner
  • 3 kudos

You can try Auto Loader: Auto Loader supports two modes for detecting new files: directory listing and file notification.Directory listing: Auto Loader identifies new files by listing the input directory. Directory listing mode allows you to quickly ...

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829023
by Databricks Partner
  • 1486 Views
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Fail to load excel data(timeout) in databricks sample notebook

Im working with the sample notebook named '1_Customer Lifetimes.py' in https://github.com/databricks-industry-solutions/customer-lifetime-valueIn notebook, there is the code like this `%run "./config/Data Extract"`This load excel data however it occu...

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  • 1 replies
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Latest Reply
daniel_sahal
Databricks MVP
  • 0 kudos

@Seungsu Lee​  It could be a destination host issue, configuration issue or network issue.Hard to guess, first check if your cluster has an access to the public internet by running this command:%sh ping -c 2 google.com

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Phani1
by Databricks MVP
  • 5094 Views
  • 1 replies
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Parent Hierarchy Queries/ Path Function /Recursive CTE's

Problem Statement:We have a scenario where we get the data from the source in the format of (in actual 20 Levels and number of fields are more than 4 but for ease of understanding let’s consider below)The actual code involved 20 levels of 4-5 fields ...

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  • 1 replies
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Latest Reply
daniel_sahal
Databricks MVP
  • 0 kudos

I don't think that we have anything similar as a built-in function. You'll need to write some custom code to achieve that.

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477061
by Contributor
  • 9878 Views
  • 11 replies
  • 13 kudos

Resolved! Is it possible to use other databases within Delta Live Tables (DLT)?

I have set up a DLT with "testing" set as the target database. I need to join data that exists in a "keys" table in my "beta" database, but I get an AccessDeniedException, despite having full access to both databases via a normal notebook.A snippet d...

  • 9878 Views
  • 11 replies
  • 13 kudos
Latest Reply
477061
Contributor
  • 13 kudos

As an update to this issue: I was running the DLT pipeline on a personal cluster that had an instance profile defined (as per databricks best practises). As a result, the pipeline did not have permission to access other s3 resources (e.g other databa...

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explorer
by New Contributor III
  • 10394 Views
  • 4 replies
  • 3 kudos

Getting error while loading parquet data into Postgres (using spark-postgres library) ClassNotFoundException: Failed to find data source: postgres. Please find packages at http://spark.apache.org/third-party-projects.html Caused by: ClassNotFoundException

Hi Fellas - I'm trying to load parquet data (in GCS location) into Postgres DB (google cloud) . For bulk upload data into PG we are using (spark-postgres library)https://framagit.org/interhop/library/spark-etl/-/tree/master/spark-postgres/src/main/sc...

  • 10394 Views
  • 4 replies
  • 3 kudos
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explorer
New Contributor III
  • 3 kudos

Hi @Kaniz Fatma​ , @Daniel Sahal​ - Few updates from my side.After so many hits and trials , psycopg2 worked out in my case.We can process 200+GB data with 10 node cluster (n2-highmem-4,32 GB Memory, 4 Cores) and driver 32 GB Memory, 4 Cores with Run...

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138999
by New Contributor
  • 1617 Views
  • 1 replies
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How are parallel and subsequent jobs handled by cluster?

Hello,Apologize for dumb question but i'm new to Databricks and need clarification on following.Are parallel and subsequent jobs able to reuse the same compute resources to keep time and cost overhead as low as possible vs. are they spinning a new cl...

  • 1617 Views
  • 1 replies
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Latest Reply
daniel_sahal
Databricks MVP
  • 0 kudos

@tanja.savic tanja.savic​ You can use shared job cluster:https://docs.databricks.com/workflows/jobs/jobs.html#use-shared-job-clustersBut remember that a shared job cluster is scoped to a single job run, and cannot be used by other jobs or runs of the...

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Ancil
by Contributor II
  • 4821 Views
  • 3 replies
  • 1 kudos

Resolved! PythonException: 'RuntimeError: The length of output in Scalar iterator pandas UDF should be the same with the input's; however, the length of output was 1 and the length of input was 2.'.

I have pandas_udf, its working for 1 rows, but I tried with more than one rows getting below error.PythonException: 'RuntimeError: The length of output in Scalar iterator pandas UDF should be the same with the input's; however, the length of output w...

  • 4821 Views
  • 3 replies
  • 1 kudos
Latest Reply
Hubert-Dudek
Databricks MVP
  • 1 kudos

I was testing, and your function is correct. So you need to have an error in inputData type (is all string) or with result_json. Please also check the runtime version. I was using 11 LTS. 

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Brave
by New Contributor II
  • 7147 Views
  • 5 replies
  • 3 kudos

Resolved! Exporting R data frame variable

Hi all.I am trying to export R data frame variable as csv file.I am using this formula:df<- data.frame(VALIDADOR_FIM)df.coalesce(1).write.format("com.databricks.spark.csv").option("header", "true").save("dbfs:/FileStore/df/df.csv")But isn´t working. ...

  • 7147 Views
  • 5 replies
  • 3 kudos
Latest Reply
sher
Valued Contributor II
  • 3 kudos

Please try to execute write.csv with the following path instead:write.csv(TotalData,file='/dbfs/tmp/df.csv',row.names = FALSE)%fs ls /tmp

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Prem1
by New Contributor III
  • 27190 Views
  • 21 replies
  • 11 kudos

java.lang.IllegalArgumentException: java.net.URISyntaxException

I am using Databricks Autoloader to load JSON files from ADLS gen2 incrementally in directory listing mode. All source filename has Timestamp on them. The autoloader works perfectly couple of days with the below configuration and breaks the next day ...

  • 27190 Views
  • 21 replies
  • 11 kudos
Latest Reply
jshields
New Contributor II
  • 11 kudos

Hi Everyone,I'm seeing this issue as well - same configuration of the previous posts, using autoloader with incremental file listing turned on. The strange part is that it mostly works despite almost all of the files we're loading having colons incl...

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