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Benchmark Results 5.2

Approach: “IMA-DRC”

Please see the DRC Vectors section on DRC Vectors length and density.

IMA-DRC: Dataset Size Breakdown

MDX
Fact Level Small Dataset Facts Medium Dataset Facts Large Dataset Facts
Obligors 24,901 37,309 49,651
Trades 296,025 577,127 1,124,400
Count 440,461 861,263 1,683,211

IMA-DRC: Environment Memory Usage

Heap Memory Usage

Cpus Small Dataset Medium Dataset Large Dataset
Average 38.77 GiB 42.41 GiB 67.72 GiB

Direct Memory Usage

Cpus Small Dataset Medium Dataset Large Dataset
Average 74.59 GiB 124.47 GiB 182.49 GiB

IMA-DRC: Initial Data Load Times

Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 15 Min 11 Sec 27 Min 43 Sec 1 Hour 5 Min 28 Sec
32 14 Min 32 Sec 25 Min 12 Sec 40 Min 39 Sec
64 14 Min 1 Sec 23 Min 54 Sec 39 Min 4 Sec

IMA-DRC: Query Performance

Query: “DRC IMA (Spot)”

MDX
Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 0.02 Sec 0.02 Sec 0.02 Sec
32 0.02 Sec 0.02 Sec 0.02 Sec
64 0.02 Sec 0.02 Sec 0.02 Sec

Query: “DRC IMA”

MDX
Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 0.25 Sec 0.24 Sec 0.26 Sec
32 0.25 Sec 0.26 Sec 0.25 Sec
64 0.25 Sec 0.26 Sec 0.25 Sec

Approach: “IMA-ES”

IMA-ES: Dataset Size Breakdown

MDX
Fact Level Small Dataset Facts Medium Dataset Facts Large Dataset Facts
Risk Factors 35,297 52,922 70,547
Trades 1,687,770 3,375,270 6,750,270
Count 20,178,228 40,353,228 80,703,228

IMA-ES: Environment Memory Usage

Heap Memory Usage

Cpus Small Dataset Medium Dataset Large Dataset
Average 8.54 GiB 11.08 GiB 23.76 GiB

Direct Memory Usage

Cpus Small Dataset Medium Dataset Large Dataset
Average 47.78 GiB 87.81 GiB 167.66 GiB

IMA-ES: Initial Data Load Times

Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 1 Min 43 Sec 4 Min 12 Sec 8 Min 12 Sec
32 1 Min 37 Sec 3 Min 30 Sec 6 Min 26 Sec
64 1 Min 44 Sec 3 Min 19 Sec 6 Min 31 Sec

IMA-ES: Query Performance

Query: “IMA ES (Spot)”

MDX
Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 0.01 Sec 0.02 Sec 0.02 Sec
32 0.01 Sec 0.02 Sec 0.02 Sec
64 0.02 Sec 0.02 Sec 0.02 Sec

Query: “IMA ES”

MDX
Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 0.28 Sec 0.29 Sec 0.29 Sec
32 0.28 Sec 0.27 Sec 0.27 Sec
64 0.27 Sec 0.27 Sec 0.27 Sec

Approach: “SA-SBM”

SA-SBM: Dataset Size Breakdown

MDX
Fact Level Small Dataset Facts Medium Dataset Facts Large Dataset Facts
Risk Factors 858,718 1,251,199 1,716,748
Underlyings 109,220 162,218 218,220
Trades 6,580,329 13,160,329 26,320,329
Count 95,024,751 188,604,715 380,084,751

SA-SBM: Environment Memory Usage

Heap Memory Usage

Cpus Small Dataset Medium Dataset Large Dataset
Average 10.49 GiB 16.66 GiB 28.65 GiB

Direct Memory Usage

Cpus Small Dataset Medium Dataset Large Dataset
Average 19.17 GiB 37.58 GiB 74.05 GiB

SA-SBM: Initial Data Load Times

Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 5 Min 52 Sec 10 Min 19 Sec 24 Min 8 Sec
32 4 Min 7 Sec 8 Min 16 Sec 20 Min 28 Sec
64 4 Min 31 Sec 10 Min 27 Sec 21 Min 44 Sec

SA-SBM: Query Performance

Query: “SA SBM”

MDX
Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 0.33 Sec 0.36 Sec 0.38 Sec
32 0.33 Sec 0.38 Sec 0.39 Sec
64 0.30 Sec 0.32 Sec 0.35 Sec

Approach: “SA-DRC”

SA-DRC: Dataset Size Breakdown

MDX
Fact Level Small Dataset Facts Medium Dataset Facts Large Dataset Facts
Risk Factors 2,741,467 4,117,592 5,493,717
Underlyings 26,500 39,750 53,000
Trades 6,432,500 12,865,000 25,730,000
Count 8,757,500 17,515,000 35,030,000

SA-DRC: Environment Memory Usage

Heap Memory Usage

Cpus Small Dataset Medium Dataset Large Dataset
Average 16.09 GiB 28.39 GiB 48.01 GiB

Direct Memory Usage

Cpus Small Dataset Medium Dataset Large Dataset
Average 9.94 GiB 19.57 GiB 34.52 GiB

SA-DRC: Initial Data Load Times

Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 1 Min 33 Sec 3 Min 16 Sec 6 Min 17 Sec
32 2 Min 34 Sec 3 Min 16 Sec 6 Min 10 Sec
64 1 Min 39 Sec 3 Min 16 Sec 6 Min 25 Sec

SA-DRC: Query Performance

Query: “SA DRC”

MDX
Number Of Cpus Small Dataset Medium Dataset Large Dataset
16 1.07 Sec 1.60 Sec 2.21 Sec
32 0.75 Sec 1.08 Sec 1.08 Sec
64 0.46 Sec 0.64 Sec 0.83 Sec