HC34.Arm.SurajSudhir.v03.pdf

1、 2022 ArmSuraj SudhirAugust 21 2022ML Frameworks and Frontends in MLIRHot Chips 342 2022 ArmML Framework Frontends Environments to define and build ML models 3 2022 ArmML Framework Frontends Environments to define and build ML models Offer a range of capabilities 4 2022 ArmML Framework Frontends Env

2、ironments to define and build ML models Offer a range of capabilities Very dynamic&evolving space 5 2022 ArmML Framework Frontends Environments to define and build ML models Offer a range of capabilities Very dynamic&evolving space ML compiler/systems design goals:Support multiple frameworksKeep up

3、with their evolution 6 2022 ArmML Framework Characteristics ExpressivenessHigh-level language capabilities and paradigms7 2022 ArmML Framework Characteristics ExpressivenessHigh-level language capabilities and paradigms Feature richnessOperator sets/libraries8 2022 ArmML Framework Characteristics Ex

4、pressivenessHigh-level language capabilities and paradigms Feature richnessOperator sets/libraries InfrastructuralTraining,quantization,optimization/performance.9 2022 ArmML Framework Characteristics ExpressivenessHigh-level language capabilities and paradigms Feature richnessOperator sets/libraries

5、 InfrastructuralTraining,quantization,optimization/performance.ML compiler ask:All this needs to”just work”.10 2022 ArmMLIR In ML Frameworks Starts with an ML model constructed within a framework.11 2022 ArmMLIR In ML Frameworks Starts with an ML model constructed within a framework.Translators conv

6、ert serialized model to MLIR form.12 2022 ArmMLIR In ML Frameworks Starts with an ML model constructed within a framework.Translators convert serialized model to MLIR form.Enables construction of MLIR based compiler infrastructure.13 2022 ArmMLIR In ML Frameworks MLIR dialects of multiple frameworks