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Benchmark Results 4.1

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 24,903 37,311 49,653
Trades 311,029 607,131 1,184,404
Count 455,465 891,267 1,743,215

IMA-DRC: Environment Memory Usage

Heap Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 41.04 GiB 39.13 GiB 56.32 GiB

Direct Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 79.10 GiB 121.27 GiB 190.42 GiB

IMA-DRC: Initial Data Load Times

Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 9 Min 56 Sec 14 Min 28 Sec 28 Min 10 Sec
32 10 Min 26 Sec 14 Min 48 Sec 21 Min 51 Sec
64 9 Min 24 Sec 13 Min 21 Sec 21 Min 5 Sec

IMA-DRC: Query Performance

Query: “DRC IMA (Spot)”

MDX
Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 5.32 Sec 7.14 Sec 12.93 Sec
32 4.69 Sec 6.60 Sec 6.35 Sec
64 2.71 Sec 3.91 Sec 4.89 Sec

Query: “DRC IMA”

MDX
Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 5.74 Sec 7.51 Sec 13.30 Sec
32 5.06 Sec 6.94 Sec 6.73 Sec
64 3.06 Sec 4.35 Sec 5.26 Sec

Approach: “IMA-ES”

IMA-ES: Dataset Size Breakdown

MDX
Fact Level Small Dataset Facts Medium Dataset Facts Large Dataset Facts
Trades 1,687,770 3,375,270 6,750,270
Risk Factors 35,297 52,922 70,547
Count 28,192,010 56,379,510 112,754,510

IMA-ES: Environment Memory Usage

Heap Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 14.19 GiB 25.51 GiB 38.82 GiB

Direct Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 77.92 GiB 119.58 GiB 239.22 GiB

IMA-ES: Initial Data Load Times

Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 5 Min 11 Sec 10 Min 34 Sec 23 Min 44 Sec
32 4 Min 37 Sec 9 Min 38 Sec 20 Min 20 Sec
64 5 Min 7 Sec 10 Min 1 Sec 20 Min 46 Sec

IMA-ES: Query Performance

Query: “IMA ES (Spot)”

MDX
Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 2.87 Sec 5.75 Sec 13.36 Sec
32 2.02 Sec 3.66 Sec 7.11 Sec
64 1.50 Sec 2.90 Sec 5.59 Sec

Query: “IMA ES”

MDX
Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 6.57 Sec 12.97 Sec 30.55 Sec
32 4.86 Sec 8.77 Sec 15.27 Sec
64 3.22 Sec 5.55 Sec 10.82 Sec

Approach: “SA-SBM”

SA-SBM: Dataset Size Breakdown

MDX
Fact Level Small Dataset Facts Medium Dataset Facts Large Dataset Facts
Trades 6,580,329 13,160,329 26,320,329
Underlyings 107,720 161,470 215,220
Risk Factors 171,347 256,847 342,347
Count 22,901,145 45,801,145 91,601,145

SA-SBM: Environment Memory Usage

Heap Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 52.67 GiB 93.04 GiB 159.28 GiB

Direct Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 13.12 GiB 24.05 GiB 46.44 GiB

SA-SBM: Initial Data Load Times

Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 4 Min 54 Sec 9 Min 43 Sec 19 Min 14 Sec
32 4 Min 48 Sec 9 Min 7 Sec 22 Min 12 Sec
64 4 Min 53 Sec 11 Min 58 Sec 26 Min 0 Sec

SA-SBM: Query Performance

Query: “SA SBM”

MDX
Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 1.03 Sec 1.24 Sec 1.52 Sec
32 1.09 Sec 1.12 Sec 1.44 Sec
64 0.93 Sec 1.26 Sec 1.54 Sec

Approach: “SA-DRC”

SA-DRC: Dataset Size Breakdown

MDX
Fact Level Small Dataset Facts Medium Dataset Facts Large Dataset Facts
Trades 6,432,500 12,865,000 25,730,000
Underlyings 26,500 39,750 53,000
Risk Factors 2,741,467 4,117,592 5,493,717
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 18.33 GiB 30.27 GiB 55.21 GiB

Direct Memory Usage

CPUs Small Dataset Medium Dataset Large Dataset
Average 11.24 GiB 20.67 GiB 42.70 GiB

SA-DRC: Initial Data Load Times

Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 1 Min 24 Sec 2 Min 40 Sec 5 Min 58 Sec
32 1 Min 17 Sec 2 Min 30 Sec 5 Min 24 Sec
64 1 Min 23 Sec 2 Min 55 Sec 5 Min 35 Sec

SA-DRC: Query Performance

Query: “SA DRC”

MDX
Number Of CPUs Small Dataset Medium Dataset Large Dataset
16 4.00 Sec 6.13 Sec 6.97 Sec
32 3.24 Sec 4.88 Sec 3.67 Sec
64 3.22 Sec 2.16 Sec 5.93 Sec