rpi0wpiw / 111125 Public

Target: Raspberry Pi RP2040 (Cortex-M0+ 133MHz) Clone this project

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111125

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Data (313,839 samples)

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preprocessed_nids_data.s420534

ID: 2370725149

Label: Infiltration

Sample length: 1s

preprocessed_nids_data.s417039

ID: 2370718813

Label: Web Attack � Brute Force

Sample length: 1s

preprocessed_nids_data.s58632

ID: 2369937087

Label: DoS Hulk

Sample length: 1s

preprocessed_nids_data.s227974

ID: 2370404249

Label: Bot

Sample length: 1s

preprocessed_nids_data.s154225

ID: 2370263372

Label: DoS Hulk

Sample length: 1s

preprocessed_nids_data.s363835

ID: 2370616094

Label: BENIGN

Sample length: 1s

preprocessed_nids_data.s373151

ID: 2370634702

Label: Web Attack � Brute Force

Sample length: 1s

preprocessed_nids_data.s334170

ID: 2370569809

Label: BENIGN

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

77.6%

Test set

On-device performance (Raspberry Pi RP2040 (Cortex-M0+ 133MHz), Quantized (int8))

Latency

2 ms.

Peak RAM usage

1.6K

Flash usage

15.8K

Run this model

On any device

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Dataset summary

Data collected

87h 10m 38s

Sensors

Destination Port, Flow Duration, Total Fwd Packets, Total Backward Packets, Total Length of Fwd Packets, Total Length of Bwd Packets, Flow IAT Mean, SYN Flag Count, PSH Flag Count, ACK Flag Count @ 1Hz

Labels

BENIGN, Bot, DDoS, DoS GoldenEye, DoS Hulk and 11 others

Project info

Project ID	823138
License	3-Clause BSD
No. of views	8
No. of clones	0