Container First Architecture for Secure Edge Deployment
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Solution Overview
Problem
Current development architectures do not allow for the direct import, execution, and testing of pre-built containers with AI or Deep Learning models in cloud environments, leading to security concerns and the need for repeated container rebuilding on new edge nodes, hindering heterogeneity in workload migration and limiting developer flexibility.
Innovation Solution
The Container First Architecture (CFA) enables the import and deployment of pre-built containers on edge hardware, incorporating security integrity validation and privilege management, allowing 'Bring Your Own Container' (BYOC) features for secure execution across multiple hardware accelerators, including support for frameworks like TensorFlow and OpenVINO.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If pre-built containers are imported and executed directly in cloud environments, then developer flexibility and workload migration heterogeneity are improved, but security concerns worsen
Solution Approach 1:
The patent introduces an intermediary security validation layer between container import and execution. The system performs security integrity validation on imported containers before allowing execution, acting as a mediator that enables flexible container portability while mitigating security risks through automated validation checks
Solution Approach 2:
The system performs preliminary security validation actions on containers before they are executed in the cloud environment. By validating container integrity and security attributes in advance, the system prevents potentially harmful containers from being deployed, thus improving both security and developer confidence in container portability
2Reliability
If containers are rebuilt on new edge nodes, then security integrity is improved, but productivity and time consumption worsen
Solution Approach 1:
The system performs preliminary security validation on containers before deployment to edge nodes, so that containers can be directly executed without rebuilding. This preliminary security check ensures integrity while eliminating the time-consuming rebuild process, thus improving both reliability and productivity
Solution Approach 2:
The system validates and executes container copies directly on edge nodes without requiring local rebuilding. By verifying the integrity of imported container images and allowing their direct execution, the system maintains security while dramatically improving deployment efficiency and reducing time consumption
3Reliability
If security validation is performed on all imported containers, then reliability is improved, but device complexity and processing overhead worsen
Solution Approach 1:
The system performs partial security validation by checking only critical security attributes and integrity markers of imported containers rather than进行全面 analysis. This selective validation approach maintains reliable security checks while reducing system complexity and processing overhead, making the validation mechanism more scalable
Data Source
AI summary
Various systems and methods are described for testing and deployment of containers on cloud and edge computing hardware. An example development platform may include capabilities for identifying, from a remote location, data to import a container software package. The development platform may store a container image, based on the data to import the container software package.The development platform may perform a security evaluation of the container image, before execution of the container image. The development platform may store results of the security evaluation of the container image in a database accessible to the development platform. The development platform may add the container image into a registry of containers available for execution at the development platform, with execution of the container image being based on verification of the results of the security evaluation and use of the registry of containers.