Full Comparison

Configurations

Intel Core i5 6300HQ:

Parameter Value
Laptop Dell XPS 15 9550
RAM 16GB DDR4-2133 (Dual Channel)

Intel Core i7 5820K:

Parameter Value
Frequency 4.3GHz
RAM 32GB DDR4-2666 (Quad Channel)

NVIDIA GeForce GTX 960M:

Parameter Value
Laptop Dell XPS 15 9550

NVIDIA GeForce GTX 1080Ti:

Parameter Value
PCI-E Bus 3.0 x16

Benchmarks

Build tree

Parameter Value
# search points 100,000

Build tree, # search points = 100,000

Parameter Value
# search points 1,000,000

Build tree, # search points = 1,000,000

Parameter Value
# search points 10,000,000

Build tree, # search points = 10,000,000

Best max leaf size

Parameter Value
# query points 100,000
K 1
Single-threaded:

NN search, # query points = 100,000, K = 1, single-threaded

Multi-threaded / CUDA:

NN search, # query points = 100,000, K = 1, multi-threaded / CUDA

Parameter Value
# query points 1,000,000
K 1
Multi-threaded / CUDA:

NN search, # query points = 1,000,000, K = 1, multi-threaded / CUDA

Generation

Page (with plots)

PYTHONPATH=. python generate.py -n "Full Comparison" -s "Intel Core i5 6300HQ" -c ../../configs/xps_15_9550/6300hq.json -b ../../results/xps_15_9550/6300hq/ -s "Intel Core i7 5820K" -c ../../configs/desktop/5820k.json -b ../../results/desktop/5820k/ -s "NVIDIA GeForce GTX 960M" -c ../../configs/xps_15_9550/960m.json -b ../../results/xps_15_9550/960m/ -s "NVIDIA GeForce GTX 1080Ti" -c ../../configs/desktop/1080ti.json -b ../../results/desktop/1080ti/ -o ../../docs/comparisons/full-comparison/

Plots

PYTHONPATH=. python plots/build_tree.py -b ../../results/xps_15_9550/6300hq/build_tree.csv -s "Intel Core i5 6300HQ" -b ../../results/desktop/5820k/build_tree.csv -s "Intel Core i7 5820K" -b ../../results/xps_15_9550/960m/build_tree.csv -s "NVIDIA GeForce GTX 960M" -b ../../results/desktop/1080ti/build_tree.csv -s "NVIDIA GeForce GTX 1080Ti"
PYTHONPATH=. python plots/nn_search.py -b ../../results/xps_15_9550/6300hq/nn_search.csv -s "Intel Core i5 6300HQ" -b ../../results/desktop/5820k/nn_search.csv -s "Intel Core i7 5820K" -b ../../results/xps_15_9550/960m/nn_search.csv -s "NVIDIA GeForce GTX 960M" -b ../../results/desktop/1080ti/nn_search.csv -s "NVIDIA GeForce GTX 1080Ti"