Replication Data for: TAB: Unified and Optimized Ternary, Binary and Mixed-Precision Neural Network Inference on the Edge (doi:10.21979/N9/RZ75BY)

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Part 1: Document Description
Part 2: Study Description
Part 3: Data Files Description
Part 4: Variable Description
Part 5: Other Study-Related Materials
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Document Description
Citation
Title:	Replication Data for: TAB: Unified and Optimized Ternary, Binary and Mixed-Precision Neural Network Inference on the Edge
Identification Number:	doi:10.21979/N9/RZ75BY
Distributor:	DR-NTU (Data)
Date of Distribution:	2022-05-10
Version:	1
Bibliographic Citation:	Zhu, Shien; Duong, H. K. Luan; Liu, Weichen, 2022, "Replication Data for: TAB: Unified and Optimized Ternary, Binary and Mixed-Precision Neural Network Inference on the Edge", https://doi.org/10.21979/N9/RZ75BY, DR-NTU (Data), V1, UNF:6:Md7is6scgmHZ4O3PtUuAOg== [fileUNF]
Study Description
Citation
Title:	Replication Data for: TAB: Unified and Optimized Ternary, Binary and Mixed-Precision Neural Network Inference on the Edge
Identification Number:	doi:10.21979/N9/RZ75BY
Authoring Entity:	Zhu, Shien (Nanyang Technological University)
	Duong, H. K. Luan (Nanyang Technological University)
	Liu, Weichen (Nanyang Technological University)
Software used in Production:	Visual Studio 2019
Grant Number:	Academic Research Fund Tier 2 (MOE2019-T2-1-071)
Grant Number:	Academic Research Fund Tier 1 (MOE2019-T1-001-072)
Grant Number:	NAP (M4082282)
Grant Number:	SUG (M4082087)
Distributor:	DR-NTU (Data)
Access Authority:	Zhu, Shien
Depositor:	ZHU SHIEN
Date of Deposit:	2022-05-10
Holdings Information:	https://doi.org/10.21979/N9/RZ75BY
Study Scope
Keywords:	Computer and Information Science, Computer and Information Science, Convolutional Neural networks, Edge Computing
Abstract:	The TAB experiment code running on ARM CPU, x86 CPU, and Nvidia GPU.
Kind of Data:	C++ code, experiment records
Methodology and Processing
Sources Statement
Data Access
Other Study Description Materials
Related Publications
Citation
Identification Number:	10.1145/3508390
Bibliographic Citation:	Zhu, S., Duong, L. H. K., & Liu, W. (2022). TAB: Unified and Optimized Ternary, Binary and Mixed-Precision Neural Network Inference on the Edge. ACM Trans. Embed. Comput. Syst.
Citation
Identification Number:	10356/155648
Bibliographic Citation:	Zhu, S., Duong, L. H. K. & Liu, W. (2022). TAB : unified and optimized ternary, binary and mixed-precision neural network inference on the edge. ACM Transactions On Embedded Computing Systems.
File Description--f89726
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_1_2021_11_15_12_20.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:c7cwoVRHIaD87thHclpqLA==
File Description--f89676
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_1_2021_11_18_18_2.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:jrxpmqY2nj2Vxf6xZF2Quw==
File Description--f89703
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_16_2021_11_15_12_38.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:JlRo0UVYly1m9zxXkIFgYQ==
File Description--f89669
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_2_2021_11_15_12_21.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:eECYisAN3SEZbxEXq9VsuQ==
File Description--f89661
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_2_2021_11_18_18_4.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:SUF864oNn5RI/vKvoy1xUA==
File Description--f89681
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_32_2021_11_15_12_57.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:CGZT51sLpjEYjmF7uSVTVQ==
File Description--f89723
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_4_2021_11_15_14_0.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:ra2rpTPkqgm6T/e2r6NCdw==
File Description--f89657
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_4_2021_11_18_18_6.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
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File Description--f89665
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_64_2021_11_15_13_35.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:DQ6W8y4KoqbOIWEgPa7PAg==
File Description--f89674
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_8_2021_11_15_12_28.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:yYo5kpKQBr22mvsEwTNYlQ==
File Description--f89671
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMDbs_8_2021_11_18_18_11.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:vSO6Zgd1cgsGeYrsBbLG8g==
File Description--f89659
File: Benchamrking ResNet-18 Darknet-19 CPU 8565U Img2Row_GEMM_NHWCB With_OMP_SIMD Quantize All Layers bs_4_2021_11_19_12_19.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:/dbT1avlKLe8quKX2zWUKA==
File Description--f89684
File: Benchamrking ResNet-18 Darknet-19 Rpi 400 CPU Img2Row_GEMM_NHWCB With_OMP_SIMD Verified_popcnt_Kernels Benchmark DoReFa-Net Layers bs_4_2021_11_10_13_39.tab
	Number of cases: 179 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:XKcjbv3NcVer51eq9LGqfA==
File Description--f89724
File: Benchamrking ResNet-18 Darknet-19 Rpi 400 CPU Img2Row_GEMM_NHWCB With_OMP_SIMD Verified_popcnt_Kernels bs_1_2021_11_8_23_19.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:P9X4+tsuwTPEs7yzpt/4Nw==
File Description--f89721
File: Benchamrking ResNet-18 Darknet-19 Rpi 400 CPU Img2Row_GEMM_NHWCB With_OMP_SIMD Verified_popcnt_Kernels bs_2_2021_11_8_23_23.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:Dk7ntIVvyazz4SC4qxHgzw==
File Description--f89710
File: Benchamrking ResNet-18 Darknet-19 Rpi 400 CPU Img2Row_GEMM_NHWCB With_OMP_SIMD Verified_popcnt_Kernels bs_4_2021_11_8_23_30.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:+9a2np9d+TfKk2h+4aedKg==
File Description--f89696
File: Benchamrking ResNet-18 Darknet-19 Rpi 400 CPU Img2Row_GEMM_NHWCB With_OMP_SIMD Verified_popcnt_Kernels bs_8_2021_11_8_23_45.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:VGr4DI+HUzfccMayIRKocA==
File Description--f89713
File: Benchamrking ResNet-18 Darknet-19 Rpi 400 CPU Img2Row_GEMM_NHWCB With_OMP_SIMD Verified_popcnt_Kernels Power bs_4_2021_11_9_17_53.tab
	Number of cases: 179 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:LCUtBIFLIqoD1iCCr0n7sw==
File Description--f89720
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores bs_1_2021_11_4_20_2.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:i5+Sts+rMvhzpNmA8hqxLA==
File Description--f89682
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores bs_128_2021_11_4_20_24.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:V3h9CpOBLZ5YLIHg/BmN4A==
File Description--f89718
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores bs_16_2021_11_4_20_6.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:NzJZighKu0pWbRLv8UXovg==
File Description--f89649
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores bs_2_2021_11_4_20_3.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:sdwoSxoYuXiDGrMVbQ5XbQ==
File Description--f89717
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores bs_256_2021_11_4_20_45.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:KOHBBqz5XS9aq1K5E2TXwQ==
File Description--f89716
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores bs_32_2021_11_4_20_9.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:bORLkGqJroMmTXu6tuHzzQ==
File Description--f89701
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores bs_4_2021_11_4_20_3.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:vpMV4FMEHVU0hSz0s6ijiw==
File Description--f89708
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores bs_64_2021_11_4_20_14.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:VbCirnI0HSw1hQtkUJoiTg==
File Description--f89673
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores bs_8_2021_11_4_20_4.tab
	Number of cases: 419 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:ddFmyu2yE5F8342tnhxdvA==
File Description--f89672
File: Benchmarking ResNet-18 Darknet-19 Img2Row_GEMM_NHWCB GPU 49x32 Cores Power bs_16_2021_11_11_20_52.tab
	Number of cases: 131 No. of variables per record: 1 Type of File: text/tab-separated-values
Notes:	UNF:6:f3x5tyNzh7J4g8mEjITXcw==
File Description--f89654
File: Power of Rpi 400 CPU Test 2021-11-9.tab
	Number of cases: 798 No. of variables per record: 14 Type of File: text/tab-separated-values
Notes:	UNF:6:E3zmCd4z0oqaFC0WdRs6WA==
File Description--f89731
File: Power Rpi 400 DoReFa-Net Layers.tab
	Number of cases: 1622 No. of variables per record: 8 Type of File: text/tab-separated-values
Notes:	UNF:6:UVZuJOrcSnXbvuYuhtwKVg==
File Description--f89728
File: Power RTX-3080 bs16.tab
	Number of cases: 954 No. of variables per record: 16 Type of File: text/tab-separated-values
Notes:	UNF:6:Dh0z32X2fsaZOtqen7dmXw==
File Description--f89685
File: TECS2021 TAB Paper Reversion Experiments.tab
	Number of cases: 65 No. of variables per record: 67 Type of File: text/tab-separated-values
Notes:	UNF:6:5U/c3i4ob7IZOh9UXqSN/Q==
Variable Description
List of Variables:	FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 FP32 ResNet-18 - FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Img2Row_GEMM FP32 ResNet-18 - Img2Row_GEMM FP32 ResNet-18 Readtimes-Voltagegraph - Readtimes-Voltagegraph Voltage(V)-Voltagegraph - Voltage(V)-Voltagegraph Readtimes-Currentgraph - Readtimes-Currentgraph Current(A)-Currentgraph - Current(A)-Currentgraph Power(W) - Power(W) F - F ResNet-18 - ResNet-18 Method - Method AvgPower - AvgPower CPUUtilization - CPUUtilization Darknet-19 - Darknet-19 Method - Method AvgPower - AvgPower CPUUtilization - CPUUtilization Readtimes-Voltagegraph - Readtimes-Voltagegraph Voltage(V)-Voltagegraph - Voltage(V)-Voltagegraph Readtimes-Currentgraph - Readtimes-Currentgraph Current(A)-Currentgraph - Current(A)-Currentgraph Power(W) - Power(W) F - F Baseline - Baseline 3.3915815379032246 - 3.3915815379032246 power.draw - power.draw [W] - [W] FP32 - FP32 Img2RowGEMM - Img2RowGEMM ResNet-18Conv - ResNet-18Conv layers - layers X2: - X2: 36928.400000000001 - 36928.400000000001 ms. - ms. ResNet-18 - ResNet-18 Method - Method AvgPower - AvgPower M - M Darknet-19 - Darknet-19 Method - Method AvgPower - AvgPower A - A Rpi400CPUBS=4BenchamrkingResNet-18Darknet-19Rpi400CPUImg2RowGEMMNHWCBWithOMPSIMDVerifiedpopcntKernelsbs420211182330 - Rpi400CPUBS=4BenchamrkingResNet-18Darknet-19Rpi400CPUImg2RowGEMMNHWCBWithOMPSIMDVerifiedpopcntKernelsbs420211182330 C - C D - D E - E F - F G - G H - H I - I J - J K - K L - L M - M N - N O - O P - P Q - Q R - R S - S T - T U - U V - V W - W X - X Y - Y Z - Z AA - AA AB - AB AC - AC AD - AD AE - AE AF - AF AG - AG AH - AH AI - AI AJ - AJ AK - AK AL - AL AM - AM AN - AN AO - AO AP - AP AQ - AQ AR - AR AS - AS AT - AT AU - AU AV - AV AW - AW AX - AX AY - AY AZ - AZ BA - BA BB - BB BC - BC BD - BD BE - BE BF - BF BG - BG BH - BH BI - BI BJ - BJ BK - BK BL - BL BM - BM BN - BN BO - BO
Variables
FP32 ResNet-18
f89726 Location:	Variable Format: character Notes: UNF:6:c7cwoVRHIaD87thHclpqLA==
FP32 ResNet-18
f89676 Location:	Variable Format: character Notes: UNF:6:jrxpmqY2nj2Vxf6xZF2Quw==
FP32 ResNet-18
f89703 Location:	Variable Format: character Notes: UNF:6:JlRo0UVYly1m9zxXkIFgYQ==
FP32 ResNet-18
f89669 Location:	Variable Format: character Notes: UNF:6:eECYisAN3SEZbxEXq9VsuQ==
FP32 ResNet-18
f89661 Location:	Variable Format: character Notes: UNF:6:SUF864oNn5RI/vKvoy1xUA==
FP32 ResNet-18
f89681 Location:	Variable Format: character Notes: UNF:6:CGZT51sLpjEYjmF7uSVTVQ==
FP32 ResNet-18
f89723 Location:	Variable Format: character Notes: UNF:6:ra2rpTPkqgm6T/e2r6NCdw==
FP32 ResNet-18
f89657 Location:	Variable Format: character Notes: UNF:6:HR1AckEJTkz3zGN5+SPpcg==
FP32 ResNet-18
f89665 Location:	Variable Format: character Notes: UNF:6:DQ6W8y4KoqbOIWEgPa7PAg==
FP32 ResNet-18
f89674 Location:	Variable Format: character Notes: UNF:6:yYo5kpKQBr22mvsEwTNYlQ==
FP32 ResNet-18
f89671 Location:	Variable Format: character Notes: UNF:6:vSO6Zgd1cgsGeYrsBbLG8g==
FP32 ResNet-18
f89659 Location:	Variable Format: character Notes: UNF:6:/dbT1avlKLe8quKX2zWUKA==
FP32 ResNet-18
f89684 Location:	Variable Format: character Notes: UNF:6:XKcjbv3NcVer51eq9LGqfA==
FP32 ResNet-18
f89724 Location:	Variable Format: character Notes: UNF:6:P9X4+tsuwTPEs7yzpt/4Nw==
FP32 ResNet-18
f89721 Location:	Variable Format: character Notes: UNF:6:Dk7ntIVvyazz4SC4qxHgzw==
FP32 ResNet-18
f89710 Location:	Variable Format: character Notes: UNF:6:+9a2np9d+TfKk2h+4aedKg==
FP32 ResNet-18
f89696 Location:	Variable Format: character Notes: UNF:6:VGr4DI+HUzfccMayIRKocA==
FP32 ResNet-18
f89713 Location:	Variable Format: character Notes: UNF:6:LCUtBIFLIqoD1iCCr0n7sw==
Img2Row_GEMM FP32 ResNet-18
f89720 Location:	Variable Format: character Notes: UNF:6:i5+Sts+rMvhzpNmA8hqxLA==
Img2Row_GEMM FP32 ResNet-18
f89682 Location:	Variable Format: character Notes: UNF:6:V3h9CpOBLZ5YLIHg/BmN4A==
Img2Row_GEMM FP32 ResNet-18
f89718 Location:	Variable Format: character Notes: UNF:6:NzJZighKu0pWbRLv8UXovg==
Img2Row_GEMM FP32 ResNet-18
f89649 Location:	Variable Format: character Notes: UNF:6:sdwoSxoYuXiDGrMVbQ5XbQ==
Img2Row_GEMM FP32 ResNet-18
f89717 Location:	Variable Format: character Notes: UNF:6:KOHBBqz5XS9aq1K5E2TXwQ==
Img2Row_GEMM FP32 ResNet-18
f89716 Location:	Variable Format: character Notes: UNF:6:bORLkGqJroMmTXu6tuHzzQ==
Img2Row_GEMM FP32 ResNet-18
f89701 Location:	Variable Format: character Notes: UNF:6:vpMV4FMEHVU0hSz0s6ijiw==
Img2Row_GEMM FP32 ResNet-18
f89708 Location:	Variable Format: character Notes: UNF:6:VbCirnI0HSw1hQtkUJoiTg==
Img2Row_GEMM FP32 ResNet-18
f89673 Location:	Variable Format: character Notes: UNF:6:ddFmyu2yE5F8342tnhxdvA==
Img2Row_GEMM FP32 ResNet-18
f89672 Location:	Variable Format: character Notes: UNF:6:f3x5tyNzh7J4g8mEjITXcw==
Readtimes-Voltagegraph
f89654 Location:	Summary Statistics: Mean 398.5; StDev 230.5070497837322; Max. 797.0; Valid 798.0; Min. 0.0; Variable Format: numeric Notes: UNF:6:aj1h+SXlFIJYQ3WqsIK2/w==
Voltage(V)-Voltagegraph
f89654 Location:	Summary Statistics: Max. 5.119; Mean 5.056769423558897; Min. 5.009; StDev 0.03538246973127528; Valid 798.0 Variable Format: numeric Notes: UNF:6:UzXGGJdrMyWn/vg1YWVCXg==
Readtimes-Currentgraph
f89654 Location:	Summary Statistics: StDev 230.5070497837322; Min. 0.0; Max. 797.0; Mean 398.5; Valid 798.0 Variable Format: numeric Notes: UNF:6:aj1h+SXlFIJYQ3WqsIK2/w==
Current(A)-Currentgraph
f89654 Location:	Summary Statistics: Min. 0.4255; StDev 0.2398287555268551; Max. 1.1487; Mean 0.7359636591478697; Valid 798.0; Variable Format: numeric Notes: UNF:6:7HOJqxgllyLK0Mi0rA43nw==
Power(W)
f89654 Location:	Summary Statistics: Mean 3.7293126344611527; Min. 2.1341849; StDev 1.2353485789911813; Valid 798.0; Max. 5.868708300000001 Variable Format: numeric Notes: UNF:6:nJk+14yedjn1y1cwWF1YVw==
F
f89654 Location:	Variable Format: character Notes: UNF:6:sR9S3rx/iKcczWu0iQJDZQ==
ResNet-18
f89654 Location:	Summary Statistics: Max. NaN; StDev NaN; Mean NaN; Valid 0.0; Min. NaN Variable Format: numeric Notes: UNF:6:n5rudPbXxvku1HYjwXPDyQ==
Method
f89654 Location:	Variable Format: character Notes: UNF:6:5cViwuJNj2T02cKq/uZ5aA==
AvgPower
f89654 Location:	Summary Statistics: Valid 8.0; StDev 0.21132194958830666; Min. 4.5243465; Mean 4.805312247975076; Max. 5.148980886363635 Variable Format: numeric Notes: UNF:6:oMZ6L1DccMhbxRE+UCJFaQ==
CPUUtilization
f89654 Location:	Variable Format: character Notes: UNF:6:wAAUuO8ofQO8+9n4ATYrDg==
Darknet-19
f89654 Location:	Summary Statistics: Mean NaN; Min. NaN; Valid 0.0; Max. NaN; StDev NaN Variable Format: numeric Notes: UNF:6:n5rudPbXxvku1HYjwXPDyQ==
Method
f89654 Location:	Variable Format: character Notes: UNF:6:5cViwuJNj2T02cKq/uZ5aA==
AvgPower
f89654 Location:	Summary Statistics: Max. 5.2660044294117645; StDev 0.30196788961405624; Valid 8.0; Mean 4.787856860799919; Min. 4.329189093749999 Variable Format: numeric Notes: UNF:6:AJ0hV07XaeL2PlizD2GiJg==
CPUUtilization
f89654 Location:	Variable Format: character Notes: UNF:6:bpk7XwVX53h920+90dABAw==
Readtimes-Voltagegraph
f89731 Location:	Summary Statistics: Min. 0.0; Max. 1621.0; Mean 810.5; StDev 468.3753836400884; Valid 1622.0 Variable Format: numeric Notes: UNF:6:dw2F1cIzlI6hdHeBPhDMEQ==
Voltage(V)-Voltagegraph
f89731 Location:	Summary Statistics: StDev 0.03974324481340874; Min. 5.005; Valid 1622.0; Mean 5.057245992601726; Max. 5.116 Variable Format: numeric Notes: UNF:6:kvbiLOQcNSAEIW6LyO0beg==
Readtimes-Currentgraph
f89731 Location:	Summary Statistics: Mean 810.5; Min. 0.0; Valid 1622.0; StDev 468.3753836400884; Max. 1621.0 Variable Format: numeric Notes: UNF:6:dw2F1cIzlI6hdHeBPhDMEQ==
Current(A)-Currentgraph
f89731 Location:	Summary Statistics: StDev 0.2868644859722636; Max. 1.2194; Min. 0.3993; Mean 0.7732531442663377; Valid 1622.0; Variable Format: numeric Notes: UNF:6:P2L8kQJfqLSTIYEF+iZ5xA==
Power(W)
f89731 Location:	Summary Statistics: Valid 1622.0; Mean 3.9214298324290997; Max. 6.2262564000000005; Min. 1.9992950999999999; StDev 1.479797362015911 Variable Format: numeric Notes: UNF:6:6eFymT1SFdXLu4FY093XDQ==
F
f89731 Location:	Summary Statistics: Min. NaN; Valid 0.0; Max. NaN; Mean NaN; StDev NaN; Variable Format: numeric Notes: UNF:6:5MjixF6OODyu0EhBZMM0Cg==
Baseline
f89731 Location:	Variable Format: character Notes: UNF:6:+7WflVtil55Vujo7CO41fg==
3.3915815379032246
f89731 Location:	Summary Statistics: Min. 4.87202983; Valid 6.0; Mean 5.3367208322915145; Max. 5.588874092857146; StDev 0.2969262076696951; Variable Format: numeric Notes: UNF:6:XF2bw8Ch7ay2fdxF0dwLMQ==
power.draw
f89728 Location:	Summary Statistics: Min. 23.15; Valid 954.0; StDev 24.888364419730372; Mean 109.31873165618448; Max. 125.74; Variable Format: numeric Notes: UNF:6:6X30imjpKN1t5PvGOpcd9A==
[W]
f89728 Location:	Variable Format: character Notes: UNF:6:plbNyxjWrO31dqMfNRSjLw==
FP32
f89728 Location:	Variable Format: character Notes: UNF:6:Ip9KtcGQzGXzHtMiHabpIg==
Img2RowGEMM
f89728 Location:	Variable Format: character Notes: UNF:6:O3v+mxVstCTuvn2rCJRCpA==
ResNet-18Conv
f89728 Location:	Variable Format: character Notes: UNF:6:YYYze0X34whFdcOJHuMyUA==
layers
f89728 Location:	Variable Format: character Notes: UNF:6:a/q5n94eN1fMzGOXUm1OOA==
X2:
f89728 Location:	Variable Format: character Notes: UNF:6:UXsdr4JfEBaQRu3XkM2gCw==
36928.400000000001
f89728 Location:	Summary Statistics: StDev 14957.633061625791; Min. 4828.09; Max. 63284.2; Mean 17008.278666666665; Valid 15.0 Variable Format: numeric Notes: UNF:6:iIVE7O2lA/jGfF5FZ/XpoQ==
ms.
f89728 Location:	Variable Format: character Notes: UNF:6:HipswJ9Zcrf7yeyuwebmBQ==
ResNet-18
f89728 Location:	Summary Statistics: Valid 0.0; Min. NaN; Max. NaN; Mean NaN; StDev NaN; Variable Format: numeric Notes: UNF:6:VKkY7XEymi5q+DEVOCXLaQ==
Method
f89728 Location:	Variable Format: character Notes: UNF:6:0/QN48hlxpD1+iMYyCi2zA==
AvgPower
f89728 Location:	Summary Statistics: Min. 122.5138028169014; Valid 8.0; StDev 0.3316826772785437; Mean 123.0087888514153; Max. 123.52222222222223 Variable Format: numeric Notes: UNF:6:gs8PKwrPszKZ1BntuMaucw==
M
f89728 Location:	Summary Statistics: Max. NaN; Mean NaN; Min. NaN; StDev NaN; Valid 0.0; Variable Format: numeric Notes: UNF:6:VKkY7XEymi5q+DEVOCXLaQ==
Darknet-19
f89728 Location:	Summary Statistics: Max. NaN; Valid 0.0; StDev NaN; Mean NaN; Min. NaN; Variable Format: numeric Notes: UNF:6:VKkY7XEymi5q+DEVOCXLaQ==
Method
f89728 Location:	Variable Format: character Notes: UNF:6:0/QN48hlxpD1+iMYyCi2zA==
AvgPower
f89728 Location:	Summary Statistics: Valid 8.0; StDev 0.3259460210411253; Min. 123.59730769230772; Max. 124.528125; Mean 124.11284741259213 Variable Format: numeric Notes: UNF:6:FMSyodgPywqwK1elbHqP8w==
A
f89685 Location:	Summary Statistics: Min. NaN; Mean NaN; StDev NaN; Valid 0.0; Max. NaN Variable Format: numeric Notes: UNF:6:H55PZ6brpdyDhexuTePwJA==
Rpi400CPUBS=4BenchamrkingResNet-18Darknet-19Rpi400CPUImg2RowGEMMNHWCBWithOMPSIMDVerifiedpopcntKernelsbs420211182330
f89685 Location:	Variable Format: character Notes: UNF:6:fApaCeljKioScBptk0NGYg==
C
f89685 Location:	Variable Format: character Notes: UNF:6:NS4y4cRVSs7FV5S5KT4v+g==
D
f89685 Location:	Variable Format: character Notes: UNF:6:7VfsxmzPLS74VB7YRQC9jA==
E
f89685 Location:	Variable Format: character Notes: UNF:6:DQ+Yxsm48oLD9K9foPPmHw==
F
f89685 Location:	Variable Format: character Notes: UNF:6:r1L0yFHj03qfD6IAelmpXQ==
G
f89685 Location:	Variable Format: character Notes: UNF:6:Tdxcr7ddIvIwxqcL9Y4Elg==
H
f89685 Location:	Variable Format: character Notes: UNF:6:NdMel7Ax8uSFL8enV42RAA==
I
f89685 Location:	Variable Format: character Notes: UNF:6:ziK8Yq0Hz/aQSG/Ni/Tb4w==
J
f89685 Location:	Variable Format: character Notes: UNF:6:TkWzfSzQjlggebMUSPIkmg==
K
f89685 Location:	Variable Format: character Notes: UNF:6:tpv+cO/F2u9y6OhVQEtstQ==
L
f89685 Location:	Variable Format: character Notes: UNF:6:OmTiBOCu2McP5Oax53mRoQ==
M
f89685 Location:	Variable Format: character Notes: UNF:6:9Jk/lK+NPajEhd4Ov33OyA==
N
f89685 Location:	Variable Format: character Notes: UNF:6:Guk55VQACugbrJ3R38ELvg==
O
f89685 Location:	Variable Format: character Notes: UNF:6:pGlxu700hOC2ov5+YBzfEA==
P
f89685 Location:	Variable Format: character Notes: UNF:6:YWRgPoahZk97rG+112d2gw==
Q
f89685 Location:	Variable Format: character Notes: UNF:6:9WUSGsNvS0g5WCRkcQ/uPA==
R
f89685 Location:	Variable Format: character Notes: UNF:6:QOgQSKxXSTuvxYE0DrtUUQ==
S
f89685 Location:	Variable Format: character Notes: UNF:6:BFF8NonFP9tjYNJvwOsJxg==
T
f89685 Location:	Variable Format: character Notes: UNF:6:jTw8LRyL3tEpOSSguIKPFA==
U
f89685 Location:	Variable Format: character Notes: UNF:6:PaOnvQ/m1NX8P8uTXJ5scQ==
V
f89685 Location:	Variable Format: character Notes: UNF:6:d4yhvn5F0zqWl1OyCWIM3A==
W
f89685 Location:	Variable Format: character Notes: UNF:6:Qn6DRRVnhgBH1XMhtwF6xA==
X
f89685 Location:	Variable Format: character Notes: UNF:6:4Uw1j9/H6qMH0S43tqde9A==
Y
f89685 Location:	Summary Statistics: Max. 3672.98; StDev 1007.2026111874525; Mean 1071.706958888889; Valid 9.0; Min. 509.742; Variable Format: numeric Notes: UNF:6:vP7qXsg+jiI4NZlOpK1ZDg==
Z
f89685 Location:	Summary Statistics: Max. 7.205566737682984; Valid 8.0; Min. 1.0; Mean 4.8251561212944925; StDev 2.1409163087217173 Variable Format: numeric Notes: UNF:6:7R/wauhOaNJe2xRdYphTag==
AA
f89685 Location:	Variable Format: character Notes: UNF:6:e7pgTN2jcTFoDr8DVzjp9Q==
AB
f89685 Location:	Variable Format: character Notes: UNF:6:CbmPUDXAnUzobCx/9PxvYg==
AC
f89685 Location:	Variable Format: character Notes: UNF:6:aBuyIYqi+/WXG2mQrjzLGA==
AD
f89685 Location:	Variable Format: character Notes: UNF:6:lYB8NCTCZFkmzbUlW4OLkw==
AE
f89685 Location:	Variable Format: character Notes: UNF:6:WMU2uFWiGn2rxkDadPFsSA==
AF
f89685 Location:	Variable Format: character Notes: UNF:6:ZtC0K3XODoJ+WgjwzlaVWA==
AG
f89685 Location:	Variable Format: character Notes: UNF:6:+tUWoY3Zx9MP1mzjmIsChQ==
AH
f89685 Location:	Variable Format: character Notes: UNF:6:MYzQaqpJq8u+6ktbqvvSQA==
AI
f89685 Location:	Variable Format: character Notes: UNF:6:MOB44lz7e57eMn/dIDyOdQ==
AJ
f89685 Location:	Variable Format: character Notes: UNF:6:xVS8aThr4/0Myw5RqxN9bg==
AK
f89685 Location:	Variable Format: character Notes: UNF:6:2NmIVFVjldMsr2rv+grngw==
AL
f89685 Location:	Variable Format: character Notes: UNF:6:4blCU2lrX0bYqS+dA3b+iw==
AM
f89685 Location:	Variable Format: character Notes: UNF:6:6+qwpb69+jK9YWXZ2B8t4g==
AN
f89685 Location:	Variable Format: character Notes: UNF:6:AYki12z2PQRDxfPznw/ULw==
AO
f89685 Location:	Summary Statistics: Mean NaN; Valid 0.0; Min. NaN; Max. NaN; StDev NaN Variable Format: numeric Notes: UNF:6:H55PZ6brpdyDhexuTePwJA==
AP
f89685 Location:	Variable Format: character Notes: UNF:6:e7pgTN2jcTFoDr8DVzjp9Q==
AQ
f89685 Location:	Variable Format: character Notes: UNF:6:CbmPUDXAnUzobCx/9PxvYg==
AR
f89685 Location:	Variable Format: character Notes: UNF:6:aBuyIYqi+/WXG2mQrjzLGA==
AS
f89685 Location:	Variable Format: character Notes: UNF:6:lYB8NCTCZFkmzbUlW4OLkw==
AT
f89685 Location:	Variable Format: character Notes: UNF:6:WMU2uFWiGn2rxkDadPFsSA==
AU
f89685 Location:	Variable Format: character Notes: UNF:6:ZtC0K3XODoJ+WgjwzlaVWA==
AV
f89685 Location:	Variable Format: character Notes: UNF:6:+tUWoY3Zx9MP1mzjmIsChQ==
AW
f89685 Location:	Variable Format: character Notes: UNF:6:MYzQaqpJq8u+6ktbqvvSQA==
AX
f89685 Location:	Variable Format: character Notes: UNF:6:MOB44lz7e57eMn/dIDyOdQ==
AY
f89685 Location:	Variable Format: character Notes: UNF:6:xVS8aThr4/0Myw5RqxN9bg==
AZ
f89685 Location:	Variable Format: character Notes: UNF:6:2NmIVFVjldMsr2rv+grngw==
BA
f89685 Location:	Variable Format: character Notes: UNF:6:4blCU2lrX0bYqS+dA3b+iw==
BB
f89685 Location:	Variable Format: character Notes: UNF:6:6+qwpb69+jK9YWXZ2B8t4g==
BC
f89685 Location:	Variable Format: character Notes: UNF:6:AYki12z2PQRDxfPznw/ULw==
BD
f89685 Location:	Summary Statistics: Mean NaN; Max. NaN; Min. NaN; Valid 0.0; StDev NaN Variable Format: numeric Notes: UNF:6:H55PZ6brpdyDhexuTePwJA==
BE
f89685 Location:	Variable Format: character Notes: UNF:6:D+NHdxd1ZQMcu4eyJ42jvw==
BF
f89685 Location:	Variable Format: character Notes: UNF:6:wNJ6VwpBj8dnJ1Xub26GfA==
BG
f89685 Location:	Variable Format: character Notes: UNF:6:0RHra+5cLtz3Z8nwoXJC/w==
BH
f89685 Location:	Variable Format: character Notes: UNF:6:QRbtCGTiTudcqGSANUB5xQ==
BI
f89685 Location:	Variable Format: character Notes: UNF:6:bkrvEytuZqG1ChV0H38m9A==
BJ
f89685 Location:	Variable Format: character Notes: UNF:6:PPkhW+3FG02XLbXXpv/cgw==
BK
f89685 Location:	Variable Format: character Notes: UNF:6:lKS4udKQx3Lu7JQ4pULKCg==
BL
f89685 Location:	Variable Format: character Notes: UNF:6:s+hOPI6I31q3xpWxxe9TVg==
BM
f89685 Location:	Variable Format: character Notes: UNF:6:4AORoq+tiV76eoiWOow1qw==
BN
f89685 Location:	Variable Format: character Notes: UNF:6:VgH7BaOM5f9DjIETjaoJQA==
BO
f89685 Location:	Variable Format: character Notes: UNF:6:i05HJ0X9hnpF7T04HHqnyA==
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