{"id":2100,"date":"2024-02-20T09:32:23","date_gmt":"2024-02-20T01:32:23","guid":{"rendered":"https:\/\/sanlangcode.com\/?p=2100"},"modified":"2024-02-20T09:32:23","modified_gmt":"2024-02-20T01:32:23","slug":"gpu%e5%8a%a0%e9%80%9f%ef%bc%88graphics-processing-unit-acceleration%ef%bc%89%e7%9a%84%e5%88%9d%e6%ad%a5%e8%ae%a4%e8%af%86%e5%92%8c%e7%ae%80%e5%8d%95%e4%bd%bf%e7%94%a8","status":"publish","type":"post","link":"https:\/\/sanlangcode.com\/index.php\/2024\/02\/20\/gpu%e5%8a%a0%e9%80%9f%ef%bc%88graphics-processing-unit-acceleration%ef%bc%89%e7%9a%84%e5%88%9d%e6%ad%a5%e8%ae%a4%e8%af%86%e5%92%8c%e7%ae%80%e5%8d%95%e4%bd%bf%e7%94%a8\/","title":{"rendered":"GPU\u52a0\u901f\uff08Graphics Processing Unit Acceleration\uff09\u7684\u521d\u6b65\u8ba4\u8bc6\u548c\u7b80\u5355\u4f7f\u7528"},"content":{"rendered":"\n

GPU\u52a0\u901f\uff08Graphics Processing Unit Acceleration\uff09\u662f\u6307\u5229\u7528\u56fe\u5f62\u5904\u7406\u5668\uff08GPU\uff09\u6765\u52a0\u901f\u7279\u5b9a\u5e94\u7528\u7a0b\u5e8f\u7684\u8fd0\u884c\u8fc7\u7a0b\u3002GPU\u6700\u521d\u662f\u4e3a\u4e86\u5904\u7406\u56fe\u5f62\u6e32\u67d3\u800c\u8bbe\u8ba1\u7684\uff0c\u4f46\u7531\u4e8e\u5176\u9ad8\u5ea6\u5e76\u884c\u5316\u7684\u7279\u6027\uff0c\u4f7f\u5176\u4e5f\u80fd\u591f\u5728\u5176\u4ed6\u9886\u57df\u63d0\u4f9b\u663e\u8457\u7684\u6027\u80fd\u52a0\u901f\uff0c\u5982\u79d1\u5b66\u8ba1\u7b97\u3001\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u7b49\u3002<\/p>\n\n\n\n

\u4e0b\u9762\u662fGPU\u52a0\u901f\u7684\u4e00\u4e9b\u5173\u952e\u6982\u5ff5\u548c\u5de5\u4f5c\u539f\u7406\uff1a<\/p>\n\n\n\n

  1. \u5e76\u884c\u8ba1\u7b97\u67b6\u6784<\/strong>\uff1aGPU\u662f\u7531\u5927\u91cf\u7684\u5904\u7406\u5355\u5143\u7ec4\u6210\u7684\uff0c\u5e76\u4e14\u8fd9\u4e9b\u5904\u7406\u5355\u5143\u80fd\u591f\u540c\u65f6\u6267\u884c\u591a\u4e2a\u6307\u4ee4\uff0c\u8fd9\u4f7f\u5f97GPU\u5728\u5e76\u884c\u8ba1\u7b97\u4efb\u52a1\u4e0a\u5177\u6709\u4f18\u52bf\u3002GPU\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u901a\u5e38\u901a\u8fc7\u5927\u91cf\u7684\u6d41\u5904\u7406\u5668\uff08Stream Processors\uff09\u5b9e\u73b0\u3002<\/li>
  2. \u6570\u636e\u5e76\u884c\u6027<\/strong>\uff1aGPU\u52a0\u901f\u901a\u5e38\u6d89\u53ca\u5c06\u8ba1\u7b97\u4efb\u52a1\u5206\u89e3\u4e3a\u8bb8\u591a\u5c0f\u4efb\u52a1\uff0c\u5e76\u5c06\u8fd9\u4e9b\u4efb\u52a1\u540c\u65f6\u5206\u914d\u7ed9GPU\u4e0a\u7684\u591a\u4e2a\u5904\u7406\u5355\u5143\u3002\u8fd9\u79cd\u65b9\u5f0f\u88ab\u79f0\u4e3a\u6570\u636e\u5e76\u884c\u6027\uff0c\u9002\u7528\u4e8e\u90a3\u4e9b\u53ef\u4ee5\u72ec\u7acb\u8fd0\u884c\u7684\u8ba1\u7b97\u4efb\u52a1\uff0c\u4f8b\u5982\u77e9\u9635\u8fd0\u7b97\u3001\u56fe\u50cf\u5904\u7406\u7b49\u3002<\/li>
  3. CUDA\u548cOpenCL<\/strong>\uff1aCUDA\uff08Compute Unified Device Architecture\uff09\u662fNVIDIA\u63a8\u51fa\u7684\u7528\u4e8eGPU\u7f16\u7a0b\u7684\u5e76\u884c\u8ba1\u7b97\u5e73\u53f0\u548c\u7f16\u7a0b\u6a21\u578b\u3002\u5b83\u5141\u8bb8\u5f00\u53d1\u8005\u4f7f\u7528\u7c7b\u4f3cC\u7684\u7f16\u7a0b\u8bed\u8a00\u6765\u7f16\u5199\u5e76\u884c\u7a0b\u5e8f\uff0c\u5e76\u5229\u7528GPU\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u3002OpenCL\uff08Open Computing Language\uff09\u662f\u4e00\u79cd\u5f00\u653e\u7684\u5e76\u884c\u8ba1\u7b97\u6846\u67b6\uff0c\u53ef\u7528\u4e8e\u7f16\u5199\u80fd\u591f\u5728\u4e0d\u540c\u5382\u5546\u7684GPU\u4e0a\u8fd0\u884c\u7684\u5e76\u884c\u7a0b\u5e8f\u3002<\/li>
  4. GPU\u52a0\u901f\u7684\u5e94\u7528<\/strong>\uff1aGPU\u52a0\u901f\u5df2\u7ecf\u5728\u8bb8\u591a\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\uff0c\u4f8b\u5982\u79d1\u5b66\u8ba1\u7b97\uff08\u5982\u6570\u503c\u6a21\u62df\u3001\u8ba1\u7b97\u6d41\u4f53\u529b\u5b66\uff09\u3001\u6df1\u5ea6\u5b66\u4e60\u548c\u673a\u5668\u5b66\u4e60\uff08\u5982\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\uff09\u3001\u56fe\u50cf\u5904\u7406\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\uff08\u5982\u56fe\u50cf\u6ee4\u6ce2\u3001\u76ee\u6807\u68c0\u6d4b\uff09\u3001\u5bc6\u7801\u5b66\u548c\u52a0\u5bc6\u7b97\u6cd5\u7b49\u3002\u901a\u8fc7\u5229\u7528GPU\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\uff0c\u8fd9\u4e9b\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u83b7\u5f97\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/strong><\/li>
  5. GPU\u52a0\u901f\u7684\u4f18\u52bf<\/strong>\uff1a\u76f8\u6bd4\u4e8e\u4f20\u7edf\u7684CPU\u8ba1\u7b97\uff0cGPU\u52a0\u901f\u5177\u6709\u66f4\u9ad8\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u548c\u66f4\u4f4e\u7684\u6210\u672c\u3002GPU\u901a\u5e38\u62e5\u6709\u6570\u4ee5\u5343\u8ba1\u7684\u5904\u7406\u5355\u5143\uff0c\u53ef\u4ee5\u540c\u65f6\u5904\u7406\u5927\u91cf\u6570\u636e\uff0c\u56e0\u6b64\u80fd\u591f\u52a0\u901f\u90a3\u4e9b\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u7684\u4efb\u52a1\u3002\u6b64\u5916\uff0cGPU\u7684\u4ef7\u683c\u901a\u5e38\u6bd4CPU\u4f4e\u5ec9\uff0c\u8fd9\u4f7f\u5f97\u5b83\u6210\u4e3a\u9ad8\u6027\u80fd\u8ba1\u7b97\u7684\u4e00\u79cd\u7ecf\u6d4e\u6709\u6548\u7684\u9009\u62e9\u3002<\/li><\/ol>\n\n\n\n

    \u603b\u7684\u6765\u8bf4\uff0cGPU\u52a0\u901f\u901a\u8fc7\u5229\u7528GPU\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u6765\u52a0\u901f\u7279\u5b9a\u5e94\u7528\u7a0b\u5e8f\u7684\u8fd0\u884c\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u8ba1\u7b97\u6027\u80fd\u548c\u6548\u7387\uff0c\u540c\u65f6\u964d\u4f4e\u6210\u672c\u3002\u968f\u7740GPU\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\u548c\u666e\u53ca\uff0cGPU\u52a0\u901f\u5c06\u5728\u66f4\u591a\u7684\u9886\u57df\u5f97\u5230\u5e94\u7528\uff0c\u5e76\u5bf9\u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u5de5\u7a0b\u9886\u57df\u4ea7\u751f\u6df1\u8fdc\u7684\u5f71\u54cd\u3002<\/p>\n\n\n\n

    VTK \u5e93\u901a\u5e38\u4f1a\u81ea\u52a8\u5229\u7528\u53ef\u7528\u7684GPU\u8d44\u6e90\u6765\u52a0\u901f\u6e32\u67d3\u8fc7\u7a0b\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0cVTK \u5e93\u4f1a\u5728\u542f\u52a8\u65f6\u68c0\u6d4b\u7cfb\u7edf\u7684\u786c\u4ef6\u914d\u7f6e\uff0c\u5e76\u5c1d\u8bd5\u4f7f\u7528\u53ef\u7528\u7684GPU\u8fdb\u884c\u6e32\u67d3\u52a0\u901f\u3002<\/p>\n\n\n\n

    \u8981\u786e\u4fdd\u542f\u7528\u4e86GPU\u52a0\u901f\uff0c\u60a8\u53ef\u4ee5\u6267\u884c\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n

    1. \u68c0\u67e5VTK\u7f16\u8bd1\u9009\u9879<\/strong>\uff1a\u5728\u7f16\u8bd1VTK\u5e93\u65f6\uff0c\u786e\u4fdd\u5df2\u542f\u7528GPU\u52a0\u901f\u9009\u9879\u3002\u8fd9\u901a\u5e38\u662f\u901a\u8fc7\u5728CMake\u4e2d\u8bbe\u7f6e\u76f8\u5e94\u7684\u9009\u9879\u6765\u5b8c\u6210\u7684\u3002<\/li>
    2. \u68c0\u67e5\u56fe\u5f62\u9a71\u52a8\u7a0b\u5e8f<\/strong>\uff1a\u786e\u4fdd\u60a8\u7684\u7cfb\u7edf\u4e0a\u5b89\u88c5\u4e86\u6b63\u786e\u7684\u56fe\u5f62\u9a71\u52a8\u7a0b\u5e8f\uff0c\u5e76\u4e14\u5b83\u4eec\u5df2\u6b63\u786e\u914d\u7f6e\u4ee5\u5229\u7528GPU\u8d44\u6e90\u3002<\/li>
    3. \u4f7f\u7528\u4e13\u95e8\u7684\u6e32\u67d3\u5668<\/strong>\uff1a\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u7279\u5b9a\u4e8eGPU\u7684\u6e32\u67d3\u5668\u6765\u542f\u7528GPU\u52a0\u901f\u3002\u4f8b\u5982\uff0cVTK\u63d0\u4f9b\u4e86 vtkOpenGLRenderer<\/code> \u7c7b\uff0c\u53ef\u4ee5\u4f7f\u7528OpenGL\u8fdb\u884c\u6e32\u67d3\uff0c\u4ece\u800c\u5229\u7528GPU\u52a0\u901f\u3002<\/li>
    4. \u6027\u80fd\u6d4b\u8bd5<\/strong>\uff1a\u60a8\u53ef\u4ee5\u4f7f\u7528\u6027\u80fd\u6d4b\u8bd5\u5de5\u5177\u6216\u5185\u7f6e\u7684VTK\u6027\u80fd\u6d4b\u91cf\u529f\u80fd\u6765\u68c0\u67e5\u6e32\u67d3\u901f\u5ea6\uff0c\u5e76\u786e\u5b9a\u662f\u5426\u5df2\u542f\u7528GPU\u52a0\u901f\u3002<\/li><\/ol>\n\n\n\n

      \u603b\u7684\u6765\u8bf4\uff0c\u867d\u7136\u6211\u4eec\u5728\u8fd9\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\u4e2d\u6ca1\u6709\u660e\u786e\u542f\u7528GPU\u52a0\u901f\uff0c\u4f46VTK\u5e93\u901a\u5e38\u4f1a\u81ea\u52a8\u5229\u7528\u53ef\u7528\u7684GPU\u8d44\u6e90\u6765\u52a0\u901f\u6e32\u67d3\u8fc7\u7a0b\u3002\u8981\u786e\u4fddGPU\u52a0\u901f\u5df2\u542f\u7528\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7\u68c0\u67e5\u7f16\u8bd1\u9009\u9879\u3001\u56fe\u5f62\u9a71\u52a8\u7a0b\u5e8f\u548c\u6027\u80fd\u6d4b\u8bd5\u6765\u8fdb\u884c\u786e\u8ba4\u3002<\/strong><\/p>\n\n\n\n

      \n\n\n\n
      1. 3D\u663e\u5361\u662f\u5e72\u4ec0\u4e48\u7684\uff1f<\/li><\/ol>\n\n\n\n

        \u901a\u8fc7\u8ba1\u7b97\u673a\u76843D\u56fe\u5f62\u8ba1\u7b97\u5361\uff0c\u5c06\u6a21\u578b\u7a7a\u95f4\u8ba1\u7b97\u5b8c\u6210\u7684\u7ed3\u679c\u6295\u5c04\u52302D\u7684\u663e\u793a\u5c4f\u4e0a\uff1a\u7531\u70b9\u7ebf\u9762\u7ec4\u6210\u5c01\u95ed\u591a\u8fb9\u5f62\uff0c\u5c01\u95ed\u591a\u8fb9\u5f62\u5149\u6805\u5316\u540e\uff0c\u5177\u6709\u4f4d\u7f6e\u3001\u989c\u8272\u3001\u6cd5\u7ebf\u548c\u7eb9\u7406\u7b49\u5c5e\u6027\u3002\u5c06\u6a21\u578b\u62d3\u6251\u5316\u540e\uff0c\u8d4b\u4e88\u5404\u79cd\u6750\u8d28\u3002\u6700\u7ec8\u751f\u6210\u7684\u6570\u5b57\u5316\u7684\u573a\u666f\u6a21\u578b\u3002\u8be5\u6280\u672f\u5728CAD\/CAM\u3001\u5f71\u89c6\u52a8\u753b\u5236\u4f5c\u3001\u6e38\u620f\u5236\u4f5c\u9886\u57df\u4f7f\u7528\u7684\u6700\u591a\u3001\u6700\u5e7f\u6cdb\u3002<\/p>\n\n\n\n

        \"\"\/
        \u56fe 1\u56fe\u5f62\u5361\u5de5\u4f5c\u539f\u7406<\/figcaption><\/figure>\n\n\n\n

        \u6570\u5b57\u5316\u7684\u573a\u666f\u6a21\u578b\u4e2d\u4f1a\u6709\u4e0a\u767e\u4e07\u4e2a\u70b9\u7ec4\u6210\u7684\u7269\u4f53\uff0c\u5f53\u9f20\u6807\u65cb\u8f6c\u65f6\uff08\u770b\u4eba\u673a\u4ea4\u4e92\u7684\u65b9\u5f0f\uff0c\u4f8b\u5982VR\/AR\u5c31\u53ea\u662f\u75286\u8f74\u52a0\u901f\u5ea6\u4f20\u611f\u5668\u4ee3\u66ff\u9f20\u6807\u63a7\u5236\u753b\u9762\u65cb\u8f6c\uff09\uff0c\u573a\u666f\u4e2d\u4e0a\u767e\u4e07\u7684\u70b9\u540c\u65f6\u65cb\u8f6c\uff0c\u9700\u8981\u7684\u662f\u5927\u91cf\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u3002<\/p>\n\n\n\n

        \u800c\u9876\u70b9\u65cb\u8f6c\u7684\u516c\u5f0f\uff08\u77e9\u9635\u6a21\u578b\uff09\u53ea\u9700\u8981\u4e00\u4e2a\uff0c\u5c06\u4e0a\u767e\u4e07\u4e2a\u70b9\u9010\u4e2a\u4ee3\u5165\u516c\u5f0f\u4e2d\u8ba1\u7b97\uff0c\u6700\u7ec8\u83b7\u5f97\u65cb\u8f6c\u540e\u7684\u6a21\u578b\u663e\u793a\u7ed3\u679c\u3002\uff08\u91cd\u590d\u5de5\u4f5c\u91cf\uff09<\/p>\n\n\n\n

        \n\n\n\n

        2.GPU\u662f\u4e2a\u4ec0\u4e48\u4e1c\u897f\uff0c\u4e3a\u4f55\u4ee5\u524d\u662f\u663e\u5361\u73b0\u5728\u53ef\u4ee5\u5e94\u7528\u4e8e\u90a3\u4e48\u591a\u9886\u57df\uff1f<\/p>\n\n\n\n

        \u4ee5\u524d\u76843D\u663e\u5361\u6700\u4e3b\u8981\u7684\u76ee\u7684\u662f\u4e3a\u4e86\u57282D\u7684\u663e\u793a\u5c4f\u4e2d\u663e\u793a\u4e09\u7ef4\u7684\u7269\u4f53\u3002\u751f\u6210\u591a\u8fb9\u5f62\u3001\u5bf9\u591a\u8fb9\u5f62\u5bf9\u8c61\u7684\u6e32\u67d3\uff0c\u548c\u4e00\u4e9b\u7279\u6548\u7684\u5904\u7406\u3002<\/p>\n\n\n\n

        CPU\u5c31\u662f\u53ef\u4ee5\u505a\u4e0d\u540c\u89e3\u7b97\u516c\u5f0f\u4efb\u52a1\u7684\u8ba1\u7b97\u786c\u4ef6\u3002\u800c\u663e\u5361\u662f\u53ea\u80fd\u540c\u65f6\u91cd\u590d\u89e3\u7b97\u4e00\u4e2a\u516c\u5f0f\u7684\u8ba1\u7b97\u786c\u4ef6\u3002<\/p>\n\n\n\n

        \u6709\u4e2a\u901a\u4fd7\u7684\u6bd4\u55bb\uff1aCPU\u662f\u4e00\u4e2a\u535a\u58eb\u5565\u90fd\u61c2\uff0c\u663e\u5361\u662f\u5343\u4e07\u4e2a\u5c0f\u5b66\u751f\u540c\u65f6\u8ba1\u7b97\u4e00\u4e2a\u516c\u5f0f\u3002<\/p>\n\n\n\n

        CPU\u53ea\u80fd\u4e00\u4ef6\u4ef6\u7684\u89e3\u7b97\uff0c\u663e\u5361\u53ef\u4ee5\u5343\u4e07\uff08\u4e0a\u4ebf\uff09\u4e2a\u540c\u65f6\u89e3\u7b97\u3002<\/p>\n\n\n\n

        \u4e3e\u4e2a\u6817\u5b50\uff1a\uff08\u75283D\u5f15\u64ce\u539f\u7406\u505a\u4e2a\u6a21\u62df\u56fe\u5f62\u663e\u6838\uff09<\/p>\n\n\n\n

        \"\"\/
        \u56fe 2 \u5728CAD\u8f6f\u4ef6\u4e2d\u5efa\u6a21<\/figcaption><\/figure>\n\n\n\n

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