Mastering_DevOps_for_Embedded_Systems.pdf

1、 2024 ArmChristopher Seidl5 June 2024Mastering DevOps/MLOpsfor Embedded Systemswith Arm Innovations2 2024 ArmAgendaImproving development flows for Embedded and IoTDevOps with cloud-based Continuous Integration(CI)MLOps development flow for implementing machine learning on edge devicesCI usage exampl

2、esCloud-native tools3 2024 ArmTwo Decades of Microcontroller Innovation32-bit ComputeTrustZone SecurityHelium ML/DSP200420162020Birth of the Low Cost,Low Power 32-bit MicrocontrollerIntroducing TrustZone advanced security for Cortex-MDelivering Helium architecture technology for ML&DSP2023Today:Deli

3、vering high-efficiency ML&DSP2009Delivering DSP ExtensionsFocus on ultra-low cost/power/area2010Addressing higher performance ML&DSP applications20224 2024 ArmImprove development workflows for embedded and IoTNew tools available to developersVersion ControlSoftware DevelopmentContinuous TestingSoftw

4、are DeploymentMachine Learning(ML)Software as a Service(SaaS)Cloud StorageVirtual Machine(VM)Geographic DistributionData Analytics5 2024 ArmSoftware components and toolsDevelopment ToolsIoT ApplicationPSA Certified InterfaceHardware AbstractionSecurity Firmware Network ConnectivityRTOSML ModelSecuri

5、ty BoundaryIDE with ExtensionsModel TrainingModel DeploymentData CapturingDEVOPSIoT stacks with standard software components built MLOps6 2024 Arm Version 6Consistent software framework for billions of devicesSystem-on-chipArm Cortex processor and peripheralsCoreSight debug logicDebuggerCMSIS-Driver

6、Middleware I/FCMSIS-NNMachine learningCMSIS-DSPCompute libraryCMSIS-SVDPeripheral descriptionCMSIS-DAPDebug accessCMSIS-RTOS2Real-time executionCMSIS-CoreProcessor core and peripheral accessMPU,SAUCMSIS-ZoneSystem partitioningCMSIS-ViewEvent recorderOn-chip memoryApplication codeCMSIS-ToolboxCommand