PySpark - Classification, Regression and Clustering Job

This week, I was able to run Logistic Regression, Linear Regression and k-means using data streamed into PySpark using HPCCFuseJ. The code can be found here.

Note:
- PySpark + HPCCFuseJ currently treats HPCC file as local file.
- The implementation has been used only to simple flat thor files. It has not been tested on more complicated datasets such as datasets with child datasets or records.
- The performance of the HPCCFuseJ has not been assessed yet. A good idea would be to test the performance of HPCCFuseJ and compare it to just scp'ng the file to the local machine.

Comments

Post a Comment

Popular posts from this blog

How to set up a Spark multi-node cluster on AWS-EC2

Context Our, Timothy Humphrey and I, aim was to benchmark the performance of Apache Spark against HPCC.  Tim had already a set up HPCC on AWS and had all the worker nodes on the same placement group so that the network latency is low. The easiest way to start a Spark multi-node cluster in AWS is to use AWS EMR. There are various resources like this , which explain  how to Spark multi-node cluster.  But, EMR service does not support placement group. Since, it only supports a small number of EC2 instance types, as compared to the EMR service. Hence, we decided to set up Spark on EC2 rather than using AWS EMR. The rest of the article will document the process. Disclaimer Most of the content of this document is from here  with some changes for example, the tutorial talks about install Spark on Ubuntu system and for our setup we wanted to use Centos (for legacy reasons). Steps 1. Spin N nodes on EC2. For this article, we assume N=5. Please make sure that the ports (7077, 8080, etc.
Read more

How to use REST based calls to submit spark jobs

How to use Livy: Livy (alpha) enables programmatic, fault-tolerant, multi-tenant submission of Spark jobs from web/mobile apps which uses a REST calls to communicate with the Spark cluster. Note, during the time of writing this blog, I have only tried Levy on a standalone PySpark setup, so I don't know the challenges involved in setting up Levy in the PySpark Cluster. Since we would be using local file make sure to add the folder containing the pyspark scripts to parameter 'livy.file.local-dir-whitelist' of livy.conf file. Failing to do so would result in the following error:                 requirement failed: Local path pi.py cannot be added to user sessions. The command used to submit a batch script is as follows:  curl -X POST --data '{"file": "file:/home/osboxes/spark-1.6.0/examples/src/main/python/pi.py"}' -H "Content-Type: application/json" localhost:8998/batches  | python -m json.too l This command runs the spark
Read more