{
  "id": "lib-process:gpu-programming--opencl-application-development",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "specializations/gpu-programming/opencl-application-development",
    "description": "OpenCL Application Development - Process for developing portable GPU applications using OpenCL.\nCovers platform/device selection, context creation, kernel compilation, and cross-vendor deployment.",
    "libraryPath": "library/specializations/gpu-programming/opencl-application-development.js",
    "specialization": "gpu-programming",
    "references": [
      "- OpenCL Specification: https://registry.khronos.org/OpenCL/specs/3.0-unified/html/OpenCL_API.html",
      "- OpenCL C Language Specification: https://registry.khronos.org/OpenCL/specs/3.0-unified/html/OpenCL_C.html",
      "- OpenCL Reference Pages: https://man.opencl.org/"
    ],
    "example": "const result = await orchestrate('specializations/gpu-programming/opencl-application-development', {\n  appName: 'image_processor',\n  kernelOperations: ['convolution', 'histogram'],\n  targetVendors: ['NVIDIA', 'AMD', 'Intel'],\n  portabilityLevel: 'high'\n});",
    "usesAgents": [
      "cross-platform-gpu-expert"
    ]
  },
  "outgoingEdges": [
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      "to": "skill-area:cuda-kernels",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--opencl-application-development",
      "to": "skill-area:compute-shaders",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
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      "attributes": {
        "weight": 0.5
      }
    },
    {
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      "to": "domain:scientific-computing",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--opencl-application-development",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--opencl-application-development",
      "to": "role:ml-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:gpu-programming--opencl-application-development",
      "to": "workflow:performance-profiling-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--opencl-application-development",
      "to": "specialization:gpu-programming",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--opencl-application-development",
      "to": "lib-agent:gpu-programming--cross-platform-gpu-expert",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}