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Introduction to ROCm

Introduction to ROCm ROCm Tutorial Part 1 Part 1: ROCm and ROCm modules3 Introduction to ROCm | ROCm Tutorial | AMD 2020 What is ROCm ?RuntimesROCmProgramming modelsHIP, OpenCLLibrariesMIOpen, roc* librariesProgrammer and system tools-debug-profileIntermediate runtimes/compilersLLVM based Clang(HIP-Clang)FrameworksTensorFlow, PyTorch, KokkosAn OpenSoftware Platform for GPU-accelerated Computing4 Introduction to ROCm | ROCm Tutorial | AMD 2020 Supported GPUs4 Supported GPUsDevice DriverSystem RuntimePrograming FrameworksLibrariesApplication FrameworksDevelopment/Management Tools Radeon GPUs R9 Nano & R9 Fury X (Fiji) R9 480 & R9 580 (Polaris 10)

11 Introduction to ROCm | ROCm Tutorial | AMD 2020 Conclusion 11 In this module we have looked at what is the ROCm framework We looked at …

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Transcription of Introduction to ROCm

1 Introduction to ROCm ROCm Tutorial Part 1 Part 1: ROCm and ROCm modules3 Introduction to ROCm | ROCm Tutorial | AMD 2020 What is ROCm ?RuntimesROCmProgramming modelsHIP, OpenCLLibrariesMIOpen, roc* librariesProgrammer and system tools-debug-profileIntermediate runtimes/compilersLLVM based Clang(HIP-Clang)FrameworksTensorFlow, PyTorch, KokkosAn OpenSoftware Platform for GPU-accelerated Computing4 Introduction to ROCm | ROCm Tutorial | AMD 2020 Supported GPUs4 Supported GPUsDevice DriverSystem RuntimePrograming FrameworksLibrariesApplication FrameworksDevelopment/Management Tools Radeon GPUs R9 Nano & R9 Fury X (Fiji) R9 480 & R9 580 (Polaris 10)

2 RX Vega 56 & RX Vega 64 (Vega 10) Radeon VII (Vega 20) Radeon Instinct GPUs MI8 (Fiji) MI6 (Polaris 10) MI25 (Vega 10) MI50 & MI60 (Vega 20)5 Introduction to ROCm | ROCm Tutorial | AMD 2020 Device DriverSupported GPUsDevice DriverSystem RuntimePrograming FrameworksLibrariesApplication FrameworksDevelopment/Management Tools ROCm GPU Driver Supported in: ThunkDriver InterfaceLinux6 Introduction to ROCm | ROCm Tutorial | AMD 2020 System Runtimes HSA Runtime6 Supported GPUsDevice DriverSystem RuntimePrograming FrameworksLibrariesApplication FrameworksDevelopment/Management Tools Low-level device manipulation Interoperability for layers above7 Introduction to ROCm | ROCm Tutorial | AMD 2020 Programming Frameworks7 Supported GPUsDevice DriverSystem RuntimeProgramming FrameworksLibrariesApplication FrameworksDevelopment/Management Tools HIP OpenCLHIP8 Introduction to ROCm |

3 ROCm Tutorial | AMD 2020 Libraries4/23/208 Supported GPUsDevice DriverSystem RuntimePrograming FrameworksLibrariesApplication FrameworksDevelopment/Management Tools MIOpen MIOpenGEMM rocBLAS, hipBLAS rocSPARSE, hipSPARSE rocFFT rocRAND RCCL9 Introduction to ROCm | ROCm Tutorial | AMD 2020 Application Frameworks4/23/209 Supported GPUsDevice DriverSystem RuntimePrograming FrameworksLibrariesApplication FrameworksDevelopment/Management Tools10 Introduction to ROCm | ROCm Tutorial | AMD 2020 Development Tools10 Supported GPUsDevice DriverSystem RuntimePrograming FrameworksLibrariesApplication FrameworksDevelopment/Management Tools Assembler and Disassembler roc-prof.

4 Roc-tracer ROCr Debug Agent rocm-smi11 Introduction to ROCm | ROCm Tutorial | AMD 2020 Conclusion11 In this module we have looked at what is the ROCmframework We looked at the different layers involved in the framework ROCmsupports numerous application frameworks and provides lots of useful libraries ROCmenriches the programming experience through debugging and profiling tools In the next module, we are going to take a lookat what are the basics involved in installing ROCmon a system with supported hardwar


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