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Benchmark Results 6.0

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 31.59 GiB 45.52 GiB 55.18 GiB

Direct Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 66.93 GiB 107.16 GiB 170.97 GiB

IMA-DRC: Initial Data Load Times

Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 13 Min 52 Sec 24 Min 21 Sec 37 Min 46 Sec
32 12 Min 0 Sec 21 Min 38 Sec 35 Min 7 Sec
64 12 Min 21 Sec 21 Min 1 Sec 35 Min 16 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 0.05 Sec 0.06 Sec 0.06 Sec
32 0.05 Sec 0.05 Sec 0.06 Sec
64 0.06 Sec 0.07 Sec 0.07 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 10.88 GiB 11.43 GiB 23.86 GiB

Direct Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 50.01 GiB 89.88 GiB 174.61 GiB

IMA-ES: Initial Data Load Times

Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 2 Min 1 Sec 3 Min 56 Sec 7 Min 34 Sec
32 1 Min 35 Sec 3 Min 17 Sec 6 Min 40 Sec
64 1 Min 56 Sec 3 Min 2 Sec 5 Min 39 Sec

IMA-ES: Query Performance

Query: “IMA ES (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: “IMA ES”

MDX
Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 0.12 Sec 0.12 Sec 0.13 Sec
32 0.12 Sec 0.12 Sec 0.12 Sec
64 0.13 Sec 0.13 Sec 0.13 Sec

Approach: “SA-SBM”

SA-SBM: Dataset Size Breakdown

MDX
Fact Level Small Dataset Facts Medium Dataset Facts Large Dataset Facts
Risk Factors 854,209 1,245,191 1,695,698
Underlyings 109,220 162,218 216,218
Trades 6,580,329 13,160,329 26,320,329
Count 95,024,751 188,604,715 377,204,715

SA-SBM: Environment Memory Usage

Heap Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 7.62 GiB 9.95 GiB 23.34 GiB

Direct Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 16.82 GiB 29.23 GiB 69.90 GiB

SA-SBM: Initial Data Load Times

Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 5 Min 43 Sec 10 Min 36 Sec 25 Min 13 Sec
32 4 Min 43 Sec 9 Min 45 Sec 25 Min 27 Sec
64 7 Min 18 Sec 13 Min 45 Sec 29 Min 25 Sec

SA-SBM: Query Performance

Query: “SA SBM”

MDX
Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 0.67 Sec 0.95 Sec 1.06 Sec
32 0.69 Sec 0.96 Sec 1.05 Sec
64 0.71 Sec 0.88 Sec 1.13 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 24,039,782
Count 8,757,500 17,515,000 33,339,782

SA-DRC: Environment Memory Usage

Heap Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 11.70 GiB 22.67 GiB 37.69 GiB

Direct Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 9.67 GiB 19.18 GiB 34.21 GiB

SA-DRC: Initial Data Load Times

Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 1 Min 24 Sec 2 Min 37 Sec 5 Min 24 Sec
32 1 Min 9 Sec 2 Min 24 Sec 5 Min 29 Sec
64 1 Min 27 Sec 2 Min 40 Sec 5 Min 13 Sec

SA-DRC: Query Performance

Query: “SA DRC”

MDX
Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 1.93 Sec 2.60 Sec 2.13 Sec
32 1.86 Sec 2.74 Sec 2.43 Sec
64 1.31 Sec 1.67 Sec 2.22 Sec