{
  "id": "lib-process:gpu-programming--cuda-stream-concurrency",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "specializations/gpu-programming/cuda-stream-concurrency",
    "description": "CUDA Stream and Concurrency Management - Process for implementing concurrent kernel execution\nand overlapping operations using CUDA streams and events.",
    "libraryPath": "library/specializations/gpu-programming/cuda-stream-concurrency.js",
    "specialization": "gpu-programming",
    "references": [
      "- CUDA Streams: https://docs.nvidia.com/cuda/cuda-c-programming-guide/",
      "- CUDA Graphs: https://developer.nvidia.com/blog/cuda-graphs/"
    ],
    "example": "const result = await orchestrate('specializations/gpu-programming/cuda-stream-concurrency', {\n  projectName: 'data_pipeline',\n  concurrencyPatterns: ['kernel-overlap', 'transfer-compute'],\n  streamCount: 4,\n  useGraphs: true\n});",
    "usesAgents": [
      "cuda-kernel-expert",
      "gpu-performance-engineer"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "skill-area:cuda-kernels",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "skill-area:compute-shaders",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "skill-area:concurrency-multithreading",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "domain:scientific-computing",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "role:ml-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "workflow:performance-profiling-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "specialization:gpu-programming",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "lib-agent:gpu-programming--cuda-kernel-expert",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "lib-agent:gpu-programming--gpu-performance-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}