GPU Scheduling and Resource Management in Containerized Environments

  1. GPU Hardware Integration
    1. GPU Device Drivers
      1. NVIDIA Driver Stack
        1. Kernel Mode Driver
          1. User Mode Driver
            1. CUDA Driver API
              1. Driver Installation Methods
                1. Version Compatibility
                2. AMD Driver Stack
                  1. AMDGPU Driver
                    1. ROCm Platform
                      1. HIP Runtime
                        1. Driver Installation Methods
                        2. Intel Driver Stack
                          1. Intel GPU Drivers
                            1. oneAPI Toolkit
                              1. Level Zero API
                            2. GPU Runtime Libraries
                              1. CUDA Runtime
                                1. CUDA Toolkit Components
                                  1. Runtime API
                                    1. Driver API
                                      1. Library Dependencies
                                      2. ROCm Runtime
                                        1. HIP Runtime
                                          1. ROCr Runtime
                                            1. Library Dependencies
                                            2. OpenCL Runtime
                                              1. Platform Layer
                                                1. Runtime Layer
                                                  1. Compiler Layer
                                                2. Container GPU Access
                                                  1. Device File Exposure
                                                    1. Character Device Files
                                                      1. Device Permissions
                                                        1. Security Considerations
                                                        2. Library Mounting
                                                          1. Runtime Library Access
                                                            1. Version Compatibility
                                                              1. Path Resolution
                                                              2. NVIDIA Container Toolkit
                                                                1. nvidia-docker2
                                                                  1. nvidia-container-runtime
                                                                    1. libnvidia-container
                                                                      1. Configuration Management

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                                                                  1. Foundational Concepts

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                                                                  3. Core Mechanisms for GPU Management in Kubernetes