bigdata | repository contains an introduction to Big Data | Azure library
kandi X-RAY | bigdata Summary
kandi X-RAY | bigdata Summary
This repository contains an introduction to Big Data, the Azure ecosystem and Databricks. A PowerPoint presentation can be found here. Let's get started with Lab 1.
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QUESTION
I have this sql statement
...ANSWER
Answered 2022-Mar-14 at 14:44Convert the struct to string using to_json
QUESTION
Imagine a situation where you have a sizable List which you need to search through. When would you convert it to a Dictionary and when would you just query the list?
I am aware that querying a List is an O(n) operation, while querying a Dictionary (or Lookup/Hashset) is an O(1). However, I am entirely unsure of the efficiency of converting any O(n) collection into an O(1) collection. Isn't the efficiency of that conversion O(n) itself? Would that mean that converting a List into a Dictionary is entirely pointless unless you query it at least three times?
While we're at it, what's your thought process when you're deciding on a specific collection? What do you consider, and what do you find to be best practices?
E.g. (using my phone to write this, disregard syntax)
...ANSWER
Answered 2022-Feb-21 at 17:16If I could filter the result before I get it, that would be ideal. So, if that GetDataFromSomewhere
is query able, query your data there.
I did a test to show actual results:
On a collection of 1 000 000 records, get 1 000 records by ID
The Linq
expression in your example took 5.7
seconds.
A simplified Linq
expression took 6.6
seconds.
The Dictionary conversion and retrieve took 26
seconds.
Interestingly, if you convert the entire collection to a Dictionary and use that as your new source, it will take 2.7
seconds to get 1000 records.
So, the Dictionary conversion is quicker here. Though, I'm unsure if this is a sufficient test.
CodeQUESTION
In order to try the Kafka stream I did this :
...ANSWER
Answered 2022-Feb-03 at 13:14Your code works for me(even with wrong values-at least doesn't terminate). Please use logback in your code and keep logger level to DEBUG. This way you will be able to observe carefully what is happening when your kafka streams is launching. Probably kafka thread is terminating due to some reason which we can't just guess like that.
PS: Sorry I don't have reputation to add a comment.
QUESTION
I've been trying to read from a .csv file on many ways, utilizing SparkContext
object. I found it possible through scala.io.Source.fromFile
function, but I want to use spark object. Everytime I run function textfile
for org.apache.spark.SparkContext
I get the same error:
ANSWER
Answered 2021-Dec-31 at 09:47Have you tried to run your spark-shell using local mode?
QUESTION
I've previously splitted my bigdata:
...ANSWER
Answered 2022-Jan-02 at 00:29To shorten the training process by simply stopping the training for loop after a certain number like so.
QUESTION
I am trying to alter several columns on HIVE external table from double to decimal. I have dropped, recreated the table, and ran msck repair
statement. However, I am unable to select the table neither from Hive nor Impala as it returns these error:
ANSWER
Answered 2021-Dec-10 at 13:30can you pls use alter table like below to convert from double to decimal. Please make sure your decimal column can hold all double data. it works on both impala and hive.
QUESTION
Possible steps to reproduce:
- Run spark.sql multiple times, get DataFrame list [d1, d2, d3, d4]
- Combine DataFrame list [d1, d2, d3, d4] to a DataFrame d5 by calling Dataset#unionByName
- Run
d5.groupBy("c1").pivot("c2").agg(concat_ws(", ", collect_list("value")))
,produce DataFrame d6 - DataFrame d6 join another DataFrame d7
- Call function like
count
to trigger spark job - Exception happend
stack trace:
...ANSWER
Answered 2021-Dec-14 at 17:24Spark is selecting an optimization (spark.sql.adaptive.enabled) that it should not be. You should run this query with spark.sql.adaptive.enabled = false
as you are already doing. There may be settings that you could adjust that would work for you to run this with spark.sql.adaptive.enabled set to true work. But do you need to optimize this query and do you know what corner case you are hitting? I suggest until it's require to optimize that you just leave spark.sql.adaptive.enabled = false
.
QUESTION
I'm trying to do a Flink (1.12.1) batch job, with the following steps:
- Custom SourceFunction to connect with MongoDB
- Do any flatmaps and maps to transform some data
- Sink it in other MongoDB
I'm trying to run it in a StreamExecutionEnvironment , with RuntimeExexutionMode.BATCH, but the application throws a exception because detect my source as UNBOUNDED... And I can't set it BOUNDED ( it must finish after collect all documents in the mongo collection )
The exception:
...ANSWER
Answered 2021-Dec-03 at 10:29Sources used with RuntimeExecutionMode.BATCH
must implement Source
rather than SourceFunction
. And the sink should implement Sink
rather than SinkFunction
.
See Integrating Flink into your ecosystem - How to build a Flink connector from scratch for an introduction to these new interfaces. They are described in FLIP-27: Refactor Source Interface and FLIP-143: Unified Sink API.
QUESTION
So lets just say I have a big data coming in that looks like this
...ANSWER
Answered 2021-Nov-22 at 07:09For a pythonic solution, you can use collections.Counter
, like this:
QUESTION
I am trying to connect to Kafka. When I run a simple JAR file, I get the following error:
...ANSWER
Answered 2021-Nov-18 at 15:44If I recall correctly Flink 1.13.2 has switched to Apache Avro 1.10.0
, so that's quite probably the issue You are facing since You are trying to use the 1.8.2
avro lib.
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