-
Notifications
You must be signed in to change notification settings - Fork 3
Use Case I: How our AWS implementation is different
dkakkar edited this page Jan 30, 2020
·
1 revision
- Extremely Fast: 200,000 distances/sec
- Resource Optimized: Basic EC2 m4.xlarge server
- Two layered approach:
- Bottom layer of Geohash based clustering assisting fast data retrieval by the
- Top layer of R-tree based KNN search
- Dimensional reduction: 2D coordinates reduced to 1D Geohash providing compressed storage
- Cost Effective: Infrastructure costs only 75/month
- Hardware and Software Optimization: Optimization of search algorithm and hard disk storage
- Customized AMI: Ready to use
- Compressed Storage: 18 TB reduced to 1.5 TB
- GPU based: Extremely fast GPU based processing of results