The AI Edge – School/Education Video Security Monitoring Blueprint
Project Technical Lead: Hechun Zhang, Baidu, Elected 10/21/19
ai (1).pptx Blueprint species:
Use Case Attributes | Description | Informational | |
Type | New Blueprint for AI on the The AI Edge |
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Blueprint Family | Integrated Edge Cloud (IEC)New |
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Use Case | Safety and , security, and surveillance |
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Blueprint proposed Name | IEC The AI on the edgeEdge |
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Initial POD Cost (capex) | N/ALeverage Unicycle POD - less than $150K |
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Scale & Type One per community | up to 4 servers, x86/ Arm server or deep edge class With nVIDIA Telsa P4/T4 GPUs |
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ApplicationsTraining | 1. Small scale IoT data aggregation and machine learning platform 2. Small scale deep learning models for IoT devicestraining for video data 3. Model training for AcumosApps |
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Power and memory restrictionsIoT devices are power and memory constrained. | Less than 10Kw K8s 1.12.5 or above- Container Orchestration OS –CentOS 7.0 or above |
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Infrastructure orchestrationNeed IoT device ID correlation with deep learning model (the trained ones in binary format) | Docker 1.13.1 or above |
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SDN | Calico and K8s, and Containers serving as client/server (a database to collect raw data streams) and server/client (a database for trained models in binary format)container networking, or OVS-DPDK |
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Dataplane | VPP | ||
Workload Type | Containers (Tensoflow, Keras containers) |
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Additional Details | There are mainly 4 pieces:
| Acumos and EdgeX interfaces will be connected in this case |
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Attachment:
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Committer | Affiliation | Committer Contact Info | Committer Bio | Committer Picture | Self Nominate for PTL (Y/N) |
Hechun Zhang | Baidu | Seasoned MEC and 5G Solution Architect of Baidu, with impressive 9 years experience in ICT industry. Project Manager of ODCC Edge Computing Group. | Y | ||
Dechao Kong | Baidu | kongdechao@baidu.com | |||
Gang Chen | Baidu | chengang13@baidu.com | |||
Hechun ZhangZhenhua Xu | Baidu | zhanghechun@baiduxuzhenhua02@baidu.com | |||
Dechao KongSiyi He | Baidu | kongdechao@baiduhesiyi@baidu.com | |||
Arm | |||||
@Yipan Deng | Intel | yipan.deng@intel.com | |||
PSU | N | ||||
Raviraj Mahatme | Arm | raviraj.mahatme@arm.com | |||
Tiejun Chen | Affiliation | Committer Contact Info | Committer Bio | Committer Picture | Self Nominate for PTL (Y/N)|
VMware | tiejunc@vmware.com |