{"id":19066,"date":"2024-06-22T08:00:46","date_gmt":"2024-06-22T00:00:46","guid":{"rendered":"https:\/\/www.varidata.com\/uncategorized-zh-cn\/what-impact-will-gpus-have-on-ai-and-machine-learning\/"},"modified":"2025-04-01T09:17:15","modified_gmt":"2025-04-01T01:17:15","slug":"what-impact-will-gpus-have-on-ai-and-machine-learning","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-cn\/knowledge\/what-impact-will-gpus-have-on-ai-and-machine-learning\/","title":{"rendered":"GPU\u5bf9\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u6709\u4f55\u5f71\u54cd\uff1f"},"content":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u548c\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u9886\u57df\uff0c\u4e00\u573a\u7531<a href=\"https:\/\/www.varidata.com\/zh-cn\/hardware\/gpu\/\" target=\"_blank\">\u56fe\u5f62\u5904\u7406\u5355\u5143\uff08GPU\uff09<\/a>\u9a71\u52a8\u7684\u9759\u9ed8\u9769\u547d\u6b63\u5728\u8fdb\u884c\u3002GPU\u66fe\u7ecf\u4ec5\u4ec5\u7528\u4e8e\u4e3a\u6e38\u620f\u73a9\u5bb6\u6e32\u67d3\u50cf\u7d20\uff0c\u5982\u4eca\u5df2\u6210\u4e3aAI\u8ba1\u7b97\u7684\u652f\u67f1\uff0c\u91cd\u5851\u4e86\u6570\u636e\u4e2d\u5fc3\u548c<a href=\"https:\/\/www.varidata.com\/zh-cn\/server\/hk\/cn2\/\" target=\"_blank\">\u670d\u52a1\u5668\u79df\u7528<\/a>\u89e3\u51b3\u65b9\u6848\u7684\u683c\u5c40\u3002\u8fd9\u79cd\u8303\u5f0f\u8f6c\u53d8\u4e0d\u4ec5\u4ec5\u5173\u4e4e\u539f\u59cb\u6027\u80fd\u2014\u2014\u5b83\u662f\u6211\u4eec\u5728AI\u65f6\u4ee3\u91cd\u65b0\u601d\u8003\u5982\u4f55\u5904\u7406\u590d\u6742\u8ba1\u7b97\u4efb\u52a1\u7684\u6839\u672c\u6027\u53d8\u9769\u3002<\/p>\n<h2><strong>GPU\u67b6\u6784\uff1a\u5e76\u884c\u5904\u7406\u5f3a\u8005<\/strong><\/h2>\n<p>\u8981\u7406\u89e3GPU\u5bf9AI\u548cML\u7684\u5f71\u54cd\uff0c\u6211\u4eec\u5fc5\u987b\u9996\u5148\u4e86\u89e3\u5176\u67b6\u6784\u3002\u4e0e\u8bbe\u8ba1\u7528\u4e8e\u987a\u5e8f\u5904\u7406\u7684CPU\u4e0d\u540c\uff0cGPU\u64c5\u957f\u5e76\u884c\u8ba1\u7b97\u3002\u8fd9\u662f\u901a\u8fc7\u5176\u72ec\u7279\u7684\u7ed3\u6784\u5b9e\u73b0\u7684\uff1a<\/p>\n<ul>\n<li>\u6570\u5343\u4e2a\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684\u6838\u5fc3<\/li>\n<li>\u4e3a\u541e\u5410\u91cf\u4f18\u5316\u7684\u4e13\u7528\u5185\u5b58\u5c42\u6b21\u7ed3\u6784<\/li>\n<li>\u4e13\u7528\u4e8e\u56fe\u5f62\u548c\u8ba1\u7b97\u64cd\u4f5c\u7684\u786c\u4ef6<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u5e76\u884c\u67b6\u6784\u4e0eAI\u7b97\u6cd5\u7684\u9700\u6c42\u5b8c\u7f8e\u5951\u5408\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u901a\u5e38\u6d89\u53ca\u5927\u89c4\u6a21\u77e9\u9635\u8fd0\u7b97\u548c\u6570\u636e\u64cd\u4f5c\u3002<\/p>\n<h2><strong>CUDA\uff1aGPU\u548cAI\u4e4b\u95f4\u7684\u6865\u6881<\/strong><\/h2>\n<p>NVIDIA\u7684CUDA\uff08\u7edf\u4e00\u8ba1\u7b97\u8bbe\u5907\u67b6\u6784\uff09\u5e73\u53f0\u5728\u5229\u7528GPU\u80fd\u529b\u8fdb\u884cAI\u65b9\u9762\u53d1\u6325\u4e86\u91cd\u8981\u4f5c\u7528\u3002CUDA\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8f6f\u4ef6\u5c42\uff0c\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u4f7f\u7528C++\u7f16\u5199\u5728GPU\u4e0a\u6267\u884c\u7684\u7a0b\u5e8f\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528CUDA\u6267\u884c\u5411\u91cf\u52a0\u6cd5\uff1a<\/p>\n<pre><code>__global__ void vectorAdd(float *a, float *b, float *c, int n) {\r\n    int i = blockDim.x * blockIdx.x + threadIdx.x;\r\n    if (i < n) {\r\n        c[i] = a[i] + b[i];\r\n    }\r\n}\r\n\r\nint main() {\r\n    int N = 1 << 20; \/\/ 1M elements\r\n    float *h_a, *h_b, *h_c;\r\n    float *d_a, *d_b, *d_c;\r\n    size_t size = N * sizeof(float);\r\n\r\n    \/\/ Allocate host memory\r\n    h_a = (float *)malloc(size);\r\n    h_b = (float *)malloc(size);\r\n    h_c = (float *)malloc(size);\r\n\r\n    \/\/ Allocate device memory\r\n    cudaMalloc((void **)&#038;d_a, size);\r\n    cudaMalloc((void **)&#038;d_b, size);\r\n    cudaMalloc((void **)&#038;d_c, size);\r\n\r\n    \/\/ Initialize host arrays and copy to device\r\n    for (int i = 0; i < N; i++) {\r\n        h_a[i] = rand() \/ (float)RAND_MAX;\r\n        h_b[i] = rand() \/ (float)RAND_MAX;\r\n    }\r\n    cudaMemcpy(d_a, h_a, size, cudaMemcpyHostToDevice);\r\n    cudaMemcpy(d_b, h_b, size, cudaMemcpyHostToDevice);\r\n\r\n    \/\/ Launch kernel\r\n    int threadsPerBlock = 256;\r\n    int blocksPerGrid = (N + threadsPerBlock - 1) \/ threadsPerBlock;\r\n    vectorAdd<<<blocksPerGrid, threadsPerBlock>>>(d_a, d_b, d_c, N);\r\n\r\n    \/\/ Copy result back to host\r\n    cudaMemcpy(h_c, d_c, size, cudaMemcpyDeviceToHost);\r\n\r\n    \/\/ Cleanup\r\n    cudaFree(d_a);\r\n    cudaFree(d_b);\r\n    cudaFree(d_c);\r\n    free(h_a);\r\n    free(h_b);\r\n    free(h_c);\r\n\r\n    return 0;\r\n}\r\n<\/code><\/pre>\n<p>\u8fd9\u6bb5\u4ee3\u7801\u5c55\u793a\u4e86CUDA\u5982\u4f55\u5728GPU\u4e0a\u5b9e\u73b0\u5e76\u884c\u8ba1\u7b97\uff0c\u4ece\u800c\u9ad8\u6548\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u2014\u2014\u8fd9\u662fAI\u548cML\u5de5\u4f5c\u8d1f\u8f7d\u4e2d\u7684\u5173\u952e\u65b9\u9762\u3002<\/p>\n<h2><strong>\u5f20\u91cf\u6838\u5fc3\uff1aAI\u7684\u79d8\u5bc6\u6b66\u5668<\/strong><\/h2>\n<p>\u73b0\u4ee3GPU\u914d\u5907\u4e86\u4e13\u95e8\u4e3a\u6df1\u5ea6\u5b66\u4e60\u64cd\u4f5c\u8bbe\u8ba1\u7684\u5f20\u91cf\u6838\u5fc3\u3002\u8fd9\u4e9b\u6838\u5fc3\u52a0\u901f\u4e86\u6df7\u5408\u7cbe\u5ea6\u77e9\u9635\u4e58\u6cd5\u548c\u7d2f\u52a0\u8ba1\u7b97\uff0c\u8fd9\u662f\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u6838\u5fc3\u3002\u5176\u5f71\u54cd\u662f\u60ca\u4eba\u7684\uff1a<\/p>\n<ul>\n<li>\u5927\u578b\u6a21\u578b\u7684\u8bad\u7ec3\u65f6\u95f4\u52a0\u5feb\u4e866\u500d<\/li>\n<li>\u663e\u8457\u964d\u4f4e\u4e86\u63a8\u7406\u5ef6\u8fdf<\/li>\n<li>\u63d0\u9ad8\u4e86\u6570\u636e\u4e2d\u5fc3\u7684\u80fd\u6e90\u6548\u7387<\/li>\n<\/ul>\n<h2><strong>GPU\u5bf9AI\u5e94\u7528\u7684\u5f71\u54cd<\/strong><\/h2>\n<p>GPU\u9769\u547d\u5df2\u5728\u5404\u79cdAI\u9886\u57df\u5b9e\u73b0\u4e86\u7a81\u7834\uff1a<\/p>\n<ol>\n<li><strong>\u8ba1\u7b97\u673a\u89c6\u89c9\uff1a<\/strong>\u5b9e\u65f6\u7269\u4f53\u68c0\u6d4b\u548c\u56fe\u50cf\u5206\u5272<\/li>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff1a<\/strong>BERT\u548cGPT\u7b49Transformer\u6a21\u578b<\/li>\n<li><strong>\u63a8\u8350\u7cfb\u7edf\uff1a<\/strong>\u5904\u7406\u5e9e\u5927\u7684\u7528\u6237-\u9879\u76ee\u4ea4\u4e92\u77e9\u9635<\/li>\n<li><strong>\u81ea\u52a8\u9a7e\u9a76\uff1a<\/strong>\u4f20\u611f\u5668\u878d\u5408\u548c\u5b9e\u65f6\u51b3\u7b56<\/li>\n<\/ol>\n<p>\u8fd9\u4e9b\u5e94\u7528\u5229\u7528GPU\u7684\u5e76\u884c\u5904\u7406\u80fd\u529b\u6765\u5904\u7406\u6700\u5148\u8fdbAI\u6a21\u578b\u6240\u9700\u7684\u5de8\u5927\u8ba1\u7b97\u8d1f\u8f7d\u3002<\/p>\n<h2><strong>\u6570\u636e\u4e2d\u5fc3\u8f6c\u578b<\/strong><\/h2>\n<p>GPU\u7684\u91c7\u7528\u6b63\u5728\u91cd\u5851\u6570\u636e\u4e2d\u5fc3\u67b6\u6784\u548c\u670d\u52a1\u5668\u79df\u7528\u7b56\u7565\uff1a<\/p>\n<ul>\n<li><strong>\u5bc6\u5ea6\u4f18\u5316\uff1a<\/strong>GPU\u5141\u8bb8\u66f4\u9ad8\u7684\u8ba1\u7b97\u5bc6\u5ea6\uff0c\u6700\u5927\u9650\u5ea6\u5730\u5229\u7528\u7a7a\u95f4\u3002<\/li>\n<li><strong>\u529f\u7387\u6548\u7387\uff1a<\/strong>\u5c3d\u7ba1\u5cf0\u503c\u529f\u8017\u8f83\u9ad8\uff0c\u4f46GPU\u5728AI\u5de5\u4f5c\u8d1f\u8f7d\u65b9\u9762\u63d0\u4f9b\u4e86\u66f4\u597d\u7684\u6027\u80fd\u6bcf\u74e6\u6bd4\u3002<\/li>\n<li><strong>\u51b7\u5374\u521b\u65b0\uff1a<\/strong>\u6db2\u51b7\u89e3\u51b3\u65b9\u6848\u53d8\u5f97\u8d8a\u6765\u8d8a\u666e\u904d\uff0c\u4ee5\u7ba1\u7406GPU\u7684\u70ed\u8f93\u51fa\u3002<\/li>\n<\/ul>\n<h2><strong>\u9009\u62e9\u6b63\u786e\u7684GPU\u670d\u52a1\u5668\u79df\u7528\u89e3\u51b3\u65b9\u6848<\/strong><\/h2>\n<p>\u5728\u4e3aAI\u548cML\u5de5\u4f5c\u8d1f\u8f7d\u9009\u62e9GPU\u670d\u52a1\u5668\u79df\u7528\u89e3\u51b3\u65b9\u6848\u65f6\uff0c\u8bf7\u8003\u8651\uff1a<\/p>\n<ol>\n<li><strong>GPU\u67b6\u6784\uff1a<\/strong>NVIDIA\u9009\u9879\u5305\u62ecAmpere\u3001Turing\u6216\u5373\u5c06\u63a8\u51fa\u7684Hopper<\/li>\n<li><strong>\u5185\u5b58\u5e26\u5bbd\uff1a<\/strong>\u5bf9\u5927\u578b\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u81f3\u5173\u91cd\u8981<\/li>\n<li><strong>\u4e92\u8fde\uff1a<\/strong>\u7528\u4e8e\u591aGPU\u8bbe\u7f6e\u7684NVLink\uff0c\u63d0\u9ad8\u53ef\u6269\u5c55\u6027<\/li>\n<li><strong>\u865a\u62df\u5316\u652f\u6301\uff1a<\/strong>\u7528\u4e8e\u591a\u79df\u6237\u73af\u5883\u4e2d\u7075\u6d3b\u7684\u8d44\u6e90\u5206\u914d<\/li>\n<\/ol>\n<h2><strong>GPU\u5728AI\u4e2d\u7684\u672a\u6765<\/strong><\/h2>\n<p>\u5c55\u671b\u672a\u6765\uff0c\u51e0\u4e2a\u8d8b\u52bf\u6b63\u5728\u5851\u9020GPU\u6280\u672f\u5728AI\u4e2d\u7684\u672a\u6765\uff1a<\/p>\n<ul>\n<li><strong>AI\u7279\u5b9a\u67b6\u6784\uff1a<\/strong>\u4e3aAI\u5de5\u4f5c\u8d1f\u8f7d\u91cf\u8eab\u5b9a\u5236\u7684GPU\uff0c\u914d\u5907\u66f4\u591a\u4e13\u7528\u6838\u5fc3<\/li>\n<li><strong>\u6539\u8fdb\u7684\u5185\u5b58\u5c42\u6b21\u7ed3\u6784\uff1a<\/strong>HBM3\u548c\u672a\u6765\u7684\u5185\u5b58\u6280\u672f\uff0c\u51cf\u5c11\u6570\u636e\u79fb\u52a8\u74f6\u9888<\/li>\n<li><strong>\u4e0e\u5176\u4ed6\u52a0\u901f\u5668\u7684\u96c6\u6210\uff1a<\/strong>GPU\u3001CPU\u548c\u5b9a\u5236AI\u82af\u7247\u7684\u5f02\u6784\u8ba1\u7b97<\/li>\n<\/ul>\n<h2><strong>\u7ed3\u8bba\uff1a\u62e5\u62b1GPU\u9a71\u52a8\u7684AI\u65f6\u4ee3<\/strong><\/h2>\n<p>GPU\u65e0\u7591\u5df2\u6210\u4e3a\u73b0\u4ee3AI\u548c\u673a\u5668\u5b66\u4e60\u7684\u4e3b\u529b\u3002\u5176\u5f71\u54cd\u4e0d\u4ec5\u4ec5\u9650\u4e8e\u539f\u59cb\u6027\u80fd\u63d0\u5347\uff0c\u8fd8\u4ece\u6839\u672c\u4e0a\u6539\u53d8\u4e86\u6211\u4eec\u5728\u6570\u636e\u4e2d\u5fc3\u548c\u670d\u52a1\u5668\u79df\u7528\u73af\u5883\u4e2d\u5904\u7406\u8ba1\u7b97\u7684\u65b9\u5f0f\u3002\u968f\u7740AI\u7684\u4e0d\u65ad\u53d1\u5c55\uff0cGPU\u6280\u672f\u4e0e\u673a\u5668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GPU\u67b6\u6784\uff1a\u5e76\u884c\u5904\u7406\u5f3a\u8005 \u8981\u7406\u89e3GPU\u5bf9AI\u548cML\u7684\u5f71\u54cd\uff0c\u6211\u4eec\u5fc5\u987b\u9996\u5148\u4e86\u89e3\u5176\u67b6\u6784\u3002\u4e0e\u8bbe\u8ba1\u7528\u4e8e\u987a\u5e8f\u5904\u7406\u7684CPU\u4e0d\u540c\uff0cGPU\u64c5\u957f\u5e76\u884c\u8ba1\u7b97\u3002\u8fd9\u662f\u901a\u8fc7\u5176\u72ec\u7279\u7684\u7ed3\u6784\u5b9e\u73b0\u7684\uff1a \u6570\u5343\u4e2a\u66f4\u5c0f\u3001\u66f4\u9ad8\u6548\u7684\u6838\u5fc3 \u4e3a\u541e\u5410\u91cf\u4f18\u5316\u7684\u4e13\u7528\u5185\u5b58\u5c42\u6b21\u7ed3\u6784 \u4e13\u7528\u4e8e\u56fe\u5f62\u548c\u8ba1\u7b97\u64cd\u4f5c\u7684\u786c\u4ef6 \u8fd9\u79cd\u5e76\u884c\u67b6\u6784\u4e0eAI\u7b97\u6cd5\u7684\u9700\u6c42\u5b8c\u7f8e\u5951\u5408\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u901a\u5e38\u6d89\u53ca\u5927\u89c4\u6a21\u77e9\u9635\u8fd0\u7b97\u548c\u6570\u636e\u64cd\u4f5c\u3002 CUDA\uff1aGPU\u548cAI\u4e4b\u95f4\u7684\u6865\u6881 NVIDIA\u7684CUDA\uff08\u7edf\u4e00\u8ba1\u7b97\u8bbe\u5907\u67b6\u6784\uff09\u5e73\u53f0\u5728\u5229\u7528GPU\u80fd\u529b\u8fdb\u884cAI\u65b9\u9762\u53d1\u6325\u4e86\u91cd\u8981\u4f5c\u7528\u3002CUDA\u63d0\u4f9b\u4e86\u4e00\u4e2a\u8f6f\u4ef6\u5c42\uff0c\u5141\u8bb8\u5f00\u53d1\u4eba\u5458\u4f7f\u7528C++\u7f16\u5199\u5728GPU\u4e0a\u6267\u884c\u7684\u7a0b\u5e8f\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528CUDA\u6267\u884c\u5411\u91cf\u52a0\u6cd5\uff1a __global__ void vectorAdd(float *a, float *b, float *c, int n) { int i = blockDim.x * blockIdx.x + threadIdx.x; if (i < n) { c[i] = a[i] + b[i]; } } int main() { int N = 1 [...]\n\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-cn\/knowledge\/what-impact-will-gpus-have-on-ai-and-machine-learning\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":3,"featured_media":19063,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[80],"tags":[],"class_list":["post-19066","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>GPU\u5bf9\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u6709\u4f55\u5f71\u54cd\uff1f<\/title>\n<meta name=\"description\" content=\"\u63a2\u7d22GPU\u5982\u4f55\u9769\u65b0\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u3002\u4e86\u89e3\u6027\u80fd\u63d0\u5347\u3001\u80fd\u6e90\u6548\u7387\u4ee5\u53ca\u6700\u4f73GPU\u670d\u52a1\u5668\u79df\u7528\u89e3\u51b3\u65b9\u6848\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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