In a Cloud Computing project, we implemented PageRank using both Spark and GraphLab. I used Python in Spark. It took me 10 hours to finish 10 iterations. And it only took me less than 1 hour to finish same amount of work using GraphLab. That was a shock on me!
In a Cloud Computing project, we implemented PageRank using both Spark and GraphLab. I used Python in Spark. It took me 10 hours to finish 10 iterations. And it only took me less than 1 hour to finish same amount of work using GraphLab. That was a shock on me!
Some important features of GraphLab are -
1) Unified multicore API
2) HDFS integration
3) Powerful Machine Learning Toolkits
4) Scalable
More information here.