{"id":736,"date":"2025-07-15T00:28:00","date_gmt":"2025-07-14T16:28:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=736"},"modified":"2025-09-17T00:32:02","modified_gmt":"2025-09-16T16:32:02","slug":"%e7%aa%81%e7%a0%b4%e5%86%85%e5%ad%98%e5%a2%99-%e6%b5%b7%e5%8a%9b%e5%a3%ab%e5%bc%95%e9%a2%86ai%e7%ae%97%e5%8a%9b%e6%97%b6%e4%bb%a3%e7%9a%84%e5%86%85%e5%ad%98%e5%88%9b","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/07\/15\/%e7%aa%81%e7%a0%b4%e5%86%85%e5%ad%98%e5%a2%99-%e6%b5%b7%e5%8a%9b%e5%a3%ab%e5%bc%95%e9%a2%86ai%e7%ae%97%e5%8a%9b%e6%97%b6%e4%bb%a3%e7%9a%84%e5%86%85%e5%ad%98%e5%88%9b\/","title":{"rendered":"\u7a81\u7834\u201c\u5185\u5b58\u5899\u201d\u2014\u2014\u6d77\u529b\u58eb\u5f15\u9886AI\u7b97\u529b\u65f6\u4ee3\u7684\u5185\u5b58\u521b\u65b0\u8def\u5f84"},"content":{"rendered":"\n<h1 class=\"wp-block-heading\"><\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\u5f15\u8a00<\/h2>\n\n\n\n<p>\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u751f\u6210\u5f0fAI\u9886\u57df\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u8ba1\u7b97\u7cfb\u7edf\u9762\u4e34\u524d\u6240\u672a\u6709\u7684\u67b6\u6784\u6027\u6311\u6218\u3002\u5f53\u524d\u4e3b\u6d41AI\u63a8\u7406\u4efb\u52a1\uff0c\u5c24\u5176\u5728Transformer\u6a21\u578b\u4e2d\uff0c\u4ee5\u77e9\u9635-\u5411\u91cf\u4e58\u6cd5\uff08GEMV\uff09\u4e3a\u4e3b\u7684\u4f4e\u7b97\u672f\u5f3a\u5ea6\u64cd\u4f5c\u65e5\u76ca\u6210\u4e3a\u6027\u80fd\u74f6\u9888\uff0c\u7cfb\u7edf\u5448\u73b0\u51fa\u660e\u663e\u7684<strong>\u5185\u5b58\u5e26\u5bbd\u53d7\u9650\u7279\u5f81<\/strong>\u3002\u4f20\u7edf\u4ee5\u7b97\u529b\u4e3a\u4e2d\u5fc3\u7684\u52a0\u901f\u5668\u8bbe\u8ba1\u9010\u6e10\u5931\u6548\uff0c<strong>\u201c\u5185\u5b58\u5899\u201d\u95ee\u9898\u6b63\u6210\u4e3aAI\u7b97\u529b\u4f53\u7cfb\u7684\u5173\u952e\u9650\u5236\u56e0\u7d20<\/strong>\u3002<\/p>\n\n\n\n<p>\u9762\u5bf9\u8fd9\u4e00\u8d8b\u52bf\uff0cSK hynix\u63d0\u51fa\u4ee5<strong>Processing-in-Memory<\/strong><strong>\uff08<\/strong><strong>PIM<\/strong><strong>\uff09\u4e3a\u6838\u5fc3<\/strong>\u7684\u7b97\u529b\u91cd\u6784\u8def\u5f84\uff0c\u7387\u5148\u63a8\u51fa\u57fa\u4e8eGDDR6\u4e0eLPDDR\u7684<strong>Accelerator-in-Memory<\/strong><strong>\uff08AiM\uff09\u7cfb\u5217\u4ea7\u54c1<\/strong>\uff0c\u5e76\u56f4\u7ed5\u6570\u636e\u4e2d\u5fc3\u4e0e\u7ec8\u7aef\u4fa7\u5e94\u7528\u6253\u9020\u4e86\u5b8c\u6574\u7684<strong>AiMX<\/strong><strong>\u7cfb\u7edf\u89e3\u51b3\u65b9\u6848<\/strong>\u3002\u8be5\u6280\u672f\u4e0d\u4ec5\u5728\u786c\u4ef6\u5c42\u9762\u5b9e\u73b0\u9ad8\u5e26\u5bbd\u3001\u4f4e\u80fd\u8017\u8ba1\u7b97\u534f\u540c\uff0c\u4e5f\u5728\u7cfb\u7edf\u4e0e\u8f6f\u4ef6\u751f\u6001\u4e0a\u63d0\u4f9b\u9762\u5411\u672a\u6765\u7684\u5927\u6a21\u578b\u63a8\u7406\u5e73\u53f0\u57fa\u7840\u3002<\/p>\n\n\n\n<p>\u672c\u62a5\u544a\u5c06\u7cfb\u7edf\u68b3\u7406\u6d77\u529b\u58eb\u5728\u5185\u5b58\u8ba1\u7b97\u9886\u57df\u7684\u67b6\u6784\u521b\u65b0\u3001\u4ea7\u54c1\u5e03\u5c40\u4e0e\u5e94\u7528\u62d3\u5c55\u8def\u5f84\uff0c\u5c55\u671bPIM\u4f5c\u4e3a\u4e0b\u4e00\u4ee3AI\u7b97\u529b\u5f15\u64ce\u7684\u6838\u5fc3\u5730\u4f4d\u4e0e\u4ea7\u4e1a\u5316\u524d\u666f\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u5bf9\u62a5\u544a\u5185\u5bb9\u7684\u68b3\u7406\u603b\u7ed3\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014\u2014<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001AI\u65f6\u4ee3\u7684\u5185\u5b58\u56f0\u5883\u4e0e\u8f6c\u673a<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><br><br><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1.1 LLM\u67b6\u6784\u7279\u6027\u63ed\u793a\u7684\u201c\u5185\u5b58\u5899\u201d\u672c\u8d28<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>\u5728\u5f53\u524dAI\u63a8\u7406\u573a\u666f\u4e2d\uff0c\u5c24\u5176\u662f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8f93\u51fa\u9636\u6bb5\uff0c\u6574\u4f53\u8ba1\u7b97\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u77e9\u9635-\u5411\u91cf\u4e58\u6cd5\uff08GEMV\uff09<strong>\u64cd\u4f5c\u3002\u8fd9\u4e00\u64cd\u4f5c\u5177\u6709\u5178\u578b\u7684<\/strong>\u4f4e\u7b97\u672f\u5f3a\u5ea6\uff08Arithmetic Intensity\uff09<strong>\u7279\u5f81\uff0c\u5373\u6bcf\u5355\u4f4d\u6570\u636e\u4f20\u8f93\u6240\u5bf9\u5e94\u7684\u8ba1\u7b97\u91cf\u8f83\u4f4e\uff0c\u4ece\u800c\u5bfc\u81f4\u7cfb\u7edf\u6574\u4f53\u5448\u73b0\u51fa<\/strong>\u5185\u5b58\u5e26\u5bbd\u53d7\u9650\uff08Memory Bandwidth Bound\uff09\u7684\u6027\u80fd\u74f6\u9888\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u770b\uff0cTransformer\u67b6\u6784\u4e2d\u7684\u591a\u5934\u6ce8\u610f\u529b\uff08Multi-head Attention, MHA\uff09\u4e0e\u5168\u8fde\u63a5\u5c42\uff08Fully-Connected Layer, FC\uff09\u90fd\u4f9d\u8d56GEMV\u3002\u5c3d\u7ba1\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u4e3b\u8981\u4e3a\u8ba1\u7b97\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u4f46LLM\u5728\u63a8\u7406\u9636\u6bb5\u7684\u6027\u80fd\u74f6\u9888\u51e0\u4e4e\u5168\u90e8\u8f6c\u79fb\u81f3\u5185\u5b58\u5e26\u5bbd\u5c42\u9762\u3002<\/p>\n\n\n\n<p>SK hynix\u901a\u8fc7\u5b9e\u9a8c\u6a21\u578b\u5206\u6790\u6307\u51fa\uff0c\u5728batch size\u4e3a1\u7684\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cGEMV\u64cd\u4f5c\u6210\u4e3a\u9650\u5236LLM\u6027\u80fd\u7684\u4e3b\u8981\u73af\u8282\u3002\u4ee5\u8f93\u51fatoken\u4e3a\u4f8b\uff0c\u7edd\u5927\u591a\u6570\u64cd\u4f5c\u4e3a\u5185\u5b58\u5e26\u5bbd\u654f\u611f\u578b\u8fd0\u7b97\uff0c\u5bfc\u81f4\u4f20\u7edf\u5904\u7406\u5668\u4e0eGPU\u5728\u6267\u884c\u8fd9\u7c7b\u4efb\u52a1\u65f6\u51fa\u73b0\u201c\u7b97\u529b\u6709\u4f59\u800c\u5e26\u5bbd\u4e0d\u8db3\u201d\u7684\u73b0\u8c61\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1.2 \u9ad8\u80fd\u8017\u4e0e\u7b97\u529b\u6269\u5c55\u6027\u7684\u53ef\u6301\u7eed\u6027\u95ee\u9898<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>\u5728LLM\u7684\u5b9e\u9645\u90e8\u7f72\u4e2d\uff0c\u6a21\u578b\u89c4\u6a21\u6307\u6570\u7ea7\u589e\u957f\u5df2\u6210\u4e3a\u884c\u4e1a\u8d8b\u52bf\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u89c4\u6a21\u6269\u5f20\u5e26\u6765\u4e86\u663e\u8457\u7684<strong>\u8fd0\u7ef4\u6210\u672c\uff08Operating Expenditure, OPEX\uff09\u63d0\u5347<\/strong>\uff0c\u7279\u522b\u662f\u5728\u6570\u636e\u4e2d\u5fc3\u5c42\u9762\u3002\u4ee5\u5355\u4e2a\u6a21\u578b\u4e3a\u4f8b\uff0c\u5176\u63a8\u7406\u8fc7\u7a0b\u6240\u9700\u7684\u5185\u5b58\u8bbf\u95ee\u9891\u7e41\u4e14\u5206\u5e03\u5e7f\u6cdb\uff0c\u4f20\u7edf\u7cfb\u7edf\u67b6\u6784\u5df2\u96be\u4ee5\u6709\u6548\u627f\u8f7d\u3002<\/p>\n\n\n\n<p>\u4ece\u6301\u7eed\u6027\uff08Sustainability\uff09\u89d2\u5ea6\u5206\u6790\uff0c\u73b0\u6709\u8ba1\u7b97\u8303\u5f0f\u96be\u4ee5\u6ee1\u8db3LLM\u65f6\u4ee3\u7684\u5e26\u5bbd\u5bc6\u5ea6\u3001\u80fd\u6548\u6bd4\u4e0e\u6210\u672c\u63a7\u5236\u4e09\u8005\u7684\u534f\u540c\u9700\u6c42\u3002\u5c3d\u7ba1\u786c\u4ef6\u52a0\u901f\u5668\uff08\u5982GPU\uff09\u4e0d\u65ad\u63d0\u5347\u5cf0\u503c\u7b97\u529b\uff0c\u4f46\u7531\u4e8e\u5927\u90e8\u5206\u64cd\u4f5c\u5904\u4e8e\u5185\u5b58\u5e26\u5bbd\u9650\u5236\u4e0b\uff0c\u9020\u6210\u7cfb\u7edf\u6574\u4f53\u6027\u80fd\u5229\u7528\u7387\u6301\u7eed\u8d70\u4f4e\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u8d8b\u52bf\u8feb\u5207\u547c\u5524\u4e00\u79cd \u7a81\u7834\u201c\u5185\u5b58\u5899\u201d\u7684\u65b0\u8303\u5f0f\u2014\u2014\u5373\u5728\u5185\u5b58\u4e2d\u96c6\u6210\u8ba1\u7b97\u80fd\u529b\uff0c\u6253\u7834\u5b58\u50a8\u4e0e\u8ba1\u7b97\u4e4b\u95f4\u7684\u9ad8\u9891\u6570\u636e\u642c\u8fd0\u74f6\u9888\uff0c\u6784\u5efa\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u5185\u5b58\u8ba1\u7b97\u534f\u540c\u4f53\u7cfb\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001AiM\u4e0eAiMX\uff1a\u6d77\u529b\u58eb\u7684\u5185\u5b58\u8ba1\u7b97\u67b6\u6784\u9769\u547d<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><br><br><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 Accelerator-in-Memory (AiM)\uff1a\u5b9e\u73b0\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u5168Bank\u5e76\u884c<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>SK hynix\u63a8\u51fa\u7684\u9996\u6b3e\u57fa\u4e8eGDDR6\u7684<strong>Processing-in-Memory<\/strong><strong>\uff08PIM\uff09\u4ea7\u54c1AiM<\/strong>\uff0c\u901a\u8fc7\u67b6\u6784\u7ea7\u521b\u65b0\uff0c\u5b9e\u73b0\u4e86\u201cTrue All-Bank Parallelism\u201d\uff08\u5168Bank\u5e76\u884c\uff09\u3002\u8be5\u82af\u7247\u5728\u5355Die\u5c42\u7ea7\u63d0\u4f9b\u4ee5\u4e0b\u89c4\u683c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5916\u90e8\u5e26\u5bbd\uff1a32 GB\/s<\/li>\n\n\n\n<li>\u5185\u90e8\u5e26\u5bbd\uff1a512 GB\/s<\/li>\n\n\n\n<li>\u8fd0\u7b97\u80fd\u529b\uff1a512 GFLOPS\uff08BF16\u7cbe\u5ea6\uff09<\/li>\n\n\n\n<li>\u5de5\u4f5c\u9891\u7387\uff1a1 GHz<\/li>\n\n\n\n<li>\u6570\u503c\u7cbe\u5ea6\u652f\u6301\uff1aBF16<\/li>\n<\/ul>\n\n\n\n<p>\u8be5\u8bbe\u8ba1\u53ef\u5728Burst\u6a21\u5f0f\u4e0b\u5b9e\u73b0\u5cf0\u503c\u5e26\u5bbd\u4e0e\u8ba1\u7b97\u80fd\u529b\uff0c\u7a81\u7834\u4e86\u4f20\u7edf\u5b58\u50a8\u8bbe\u5907\u4e2dBank\u8bbf\u95ee\u74f6\u9888\u3002<\/p>\n\n\n\n<p>AiM\u5c01\u88c5\u57fa\u4e8eGDDR6\u6280\u672f\uff0c\u53ef\u4e0eXilinx Virtex Ultrascale+\uff08VU9P\uff09FPGA\u534f\u540c\u96c6\u6210\uff0c\u5f62\u6210\u9ad8\u5ea6\u517c\u5bb9\u7684\u5185\u5b58\u8ba1\u7b97\u6a21\u5757\uff0c\u4e3a\u6570\u636e\u4e2d\u5fc3\u4e0e\u8fb9\u7f18\u8bbe\u5907\u63d0\u4f9b\u7075\u6d3b\u7684\u5d4c\u5165\u5f0f\u7b97\u529b\u652f\u6301\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 AiMX\u539f\u578b\u5361\uff1a\u6253\u901aGPU\u534f\u540c\u7684\u5185\u5b58\u8ba1\u7b97\u901a\u9053<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>SK hynix\u8fdb\u4e00\u6b65\u57fa\u4e8eAiM\u82af\u7247\u6253\u9020\u4e86<strong>AiMX<\/strong><strong>\u5361\u539f\u578b<\/strong>\uff0c\u8bbe\u8ba1\u89c4\u683c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Host\u63a5\u53e3\uff1aPCIe Gen3 x8x8\uff08bifurcated\uff09<\/li>\n\n\n\n<li>\u5916\u5f62\u89c4\u683c\uff1aFHFL\uff08\u517c\u5bb9NVIDIA A100\/A30\uff09<\/li>\n\n\n\n<li>\u914d\u7f6e\uff1a2\u5757FPGA\uff0c\u642d\u8f7d16\u9897AiM\u82af\u7247<\/li>\n\n\n\n<li>\u603b\u5185\u5b58\u5bb9\u91cf\uff1a16GB<\/li>\n\n\n\n<li>\u5e26\u5bbd\u80fd\u529b\uff1a170 GB\/s\uff08@2.67Gbps\uff09<\/li>\n<\/ul>\n\n\n\n<p> AiMX\u5361\u4e0eGPU\u5f62\u6210\u63a8\u7406\u4efb\u52a1\u534f\u540c\u5206\u5de5\uff1a\u5728batch size &gt; 1\u7684\u573a\u666f\u4e0b\uff0c\u5168\u8fde\u63a5\uff08FC\uff09\u64cd\u4f5c\u4ecd\u7531GPU\u5904\u7406\uff0c\u800c<strong>\u591a\u5934\u6ce8\u610f\u529b\uff08MHA\uff09\u5219\u901a\u8fc7AiMX\u52a0\u901f\u6267\u884c<\/strong>\uff0c\u4ece\u800c\u5728\u6210\u672c\u4e0e\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n\n\n\n<p>\u5f53\u524dAiMX\u7684\u67b6\u6784\u5df2\u5728\u591a\u9879\u56fd\u9645\u4f1a\u8bae\u4e2d\u5c55\u793a\u6210\u679c\uff0c\u5305\u62ecISSCC\u3001JSSC\u3001HC35\u4e0eSC23\u7b49\uff0c\u5176\u5728\u5927\u6a21\u578b\u63a8\u7406\u4e2d\u7684\u5e94\u7528\u8868\u73b0\u88ab\u5e7f\u6cdb\u5173\u6ce8\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 Extended AiMX\uff1a\u9762\u5411\u5927\u89c4\u6a21LLM\u90e8\u7f72\u7684\u7cfb\u7edf\u6269\u5c55\u8def\u5f84<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u6ee1\u8db3\u66f4\u9ad8\u5bb9\u91cf\u4e0e\u66f4\u5927\u6a21\u578b\u7684\u9700\u6c42\uff0cSK hynix\u63d0\u51fa\u4e86<strong>Extended AiMX<\/strong><strong>\u5361<\/strong>\uff0c\u5176\u6838\u5fc3\u53c2\u6570\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u914d\u7f6e\uff1a2\u5757FPGA\uff0c\u96c6\u621032\u9897AiM\u82af\u7247<\/li>\n\n\n\n<li>\u5185\u5b58\u5bb9\u91cf\uff1a32GB<\/li>\n\n\n\n<li>\u5e26\u5bbd\uff1a170 GB\/s\uff08@2.67Gbps\uff09<\/li>\n\n\n\n<li>\u6563\u70ed\uff1a\u88ab\u52a8\u51b7\u5374\u8bbe\u8ba1<\/li>\n\n\n\n<li>\u6392\u5e03\u65b9\u5f0f\uff1a\u975eJEDEC Rank-like GDDR6\u914d\u7f6e\uff0c\u7a81\u7834FPGA IO\u74f6\u9888\u9650\u5236<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u5b9e\u9645\u6027\u80fd\u8bc4\u4f30\u4e2d\uff0c\u901a\u8fc7\u4e0eNVIDIA H100\uff0880GB\uff09\u8fdb\u884c\u5bb9\u91cf\u5339\u914d\uff0c\u91c7\u7528\u6a21\u578bOPT3-30B\u4f5c\u4e3a\u57fa\u51c6\uff0c\u9a8c\u8bc1\u4e86\u5f53FC\u5c42\u7531GPU\u5904\u7406\u3001MHA\u7531AiMX\u52a0\u901f\u65f6\uff0c\u7cfb\u7edf\u6574\u4f53\u6027\u80fd\u8fbe\u5230\u9ad8\u5ea6\u534f\u540c\u4f18\u5316\uff0c\u5c55\u793a\u51faAiMX\u67b6\u6784\u5728\u5927\u6a21\u578b\u573a\u666f\u4e0b\u7684\u5b9e\u7528\u4ef7\u503c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u6570\u636e\u4e2d\u5fc3\u4e0e\u7ec8\u7aef\u4fa7\u7684\u5e94\u7528\u6f14\u8fdb\u8d8b\u52bf<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><br><br><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u6570\u636e\u4e2d\u5fc3\uff1a\u4ece\u5c0f\u6279\u91cf\u5230\u5927\u6279\u91cf\u7684\u63a8\u7406\u67b6\u6784\u6f14\u53d8<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>\u5728\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u63a8\u7406\u4e2d\uff0c\u968f\u7740\u6279\u91cf\u5927\u5c0f\uff08Batch Size\uff09\u7684\u589e\u5927\uff0c\u63a8\u7406\u8ba1\u7b97\u7684\u7b97\u672f\u7279\u5f81\u4ece<strong>\u5185\u5b58\u5e26\u5bbd\u53d7\u9650\u7684GEMV\uff08\u77e9\u9635-\u5411\u91cf\u4e58\u6cd5\uff09\u9010\u6b65\u8f6c\u5411\u8ba1\u7b97\u5bc6\u96c6\u7684<\/strong><strong>GEMM<\/strong><strong>\uff08\u77e9\u9635-\u77e9\u9635\u4e58\u6cd5\uff09<\/strong>\u3002\u4ee5\u5168\u8fde\u63a5\u5c42\uff08Fully-Connected Layer, FC\uff09\u4e3a\u4f8b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Batch Size<\/strong><strong>\u4e3a1\u65f6<\/strong>\uff1a\u63a8\u7406\u4e2d\u4e3b\u8981\u4e3aGEMV\uff0c\u7cfb\u7edf\u8868\u73b0\u51fa\u5185\u5b58\u53d7\u9650\u7279\u5f81\u3002<\/li>\n\n\n\n<li><strong>Batch Size<\/strong><strong>\u63d0\u5347\u81f3N\u65f6<\/strong>\uff1aFC\u5c42\u4e2dGEMV\u6f14\u5316\u4e3aGEMM\uff0c\u9010\u6e10\u5177\u5907\u8f83\u9ad8\u7b97\u672f\u5f3a\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7136\u800c\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cTransformer\u7ed3\u6784\u4e2d\u7684<strong>\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\uff08MHA\uff09\u65e0\u8bba\u5728\u4f55\u79cdBatch Size\u4e0b\uff0c\u4ecd\u4fdd\u6301GEMV\u7279\u6027\uff0c\u5373\u6301\u7eed\u5904\u4e8eMemory-Bound<\/strong>\u533a\u57df\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5bf9\u4e0d\u540cBatch Size\u7684\u6027\u80fd\u5360\u6bd4\u8d8b\u52bf\u5206\u6790\u53d1\u73b0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f53Batch Size\u4ece1\u589e\u52a0\u81f332\u65f6\uff0cFC\u5c42\u4eceMemory-Bound\u9010\u6b65\u8f6c\u5411Compute-Bound\uff1b<\/li>\n\n\n\n<li>\u800cMHA\u5360\u6bd4\u6301\u7eed\u4e0a\u5347\uff0c\u6210\u4e3a\u4e3b\u5bfc\u8d1f\u8f7d\uff0c\u59cb\u7ec8\u4fdd\u6301Memory-Bound\u72b6\u6001\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u7ed3\u6784\u6027\u7279\u70b9\u8868\u660e\uff1a\u5373\u4f7fGPU\u80fd\u591f\u6709\u6548\u52a0\u901fGEMM\u8ba1\u7b97\uff0cMHA\u90e8\u5206\u4ecd\u9700\u4f9d\u8d56\u4e13\u7528\u7684\u9ad8\u5e26\u5bbd\u5185\u5b58\u89e3\u51b3\u65b9\u6848\u8fdb\u884c\u52a0\u901f\uff0c\u4ece\u800c\u9a71\u52a8\u4e86AiMX\u67b6\u6784\u5728\u6570\u636e\u4e2d\u5fc3\u7684\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u591a\u5934\u6ce8\u610f\u529b\uff08MHA\uff09\u5728AiM\u4e2d\u7684\u5e76\u884c\u4f18\u5316\u673a\u5236<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>\u9488\u5bf9MHA\u5728Transformer\u4e2d\u7684\u5173\u952e\u5730\u4f4d\uff0cSK hynix\u63d0\u51fa\u4e86<strong>\u57fa\u4e8eAiM\u7684\u591a\u5934\u6ce8\u610f\u529b\u5904\u7406\u7b56\u7565<\/strong>\u3002\u5176\u6838\u5fc3\u5728\u4e8e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u77e9\u9635\u7ef4\u5ea6\u4e0d\u5bf9\u79f0<\/strong>\uff1a\u67e5\u8be2\uff08Q\uff09\u3001\u952e\uff08K\uff09\u3001\u503c\uff08V\uff09\u77e9\u9635\u4e2d\uff0cQKT\u548cSV\u64cd\u4f5c\u5206\u522b\u6d89\u53ca\u8f83\u5c0f\u8f93\u5165\u548c\u8f93\u51fa\u5411\u91cf\uff1b<\/li>\n\n\n\n<li><strong>\u5e76\u884c\u5904\u7406\u591a\u4e2aHeads<\/strong>\uff1aAiM\u7ed3\u6784\u80fd\u591f\u5c06\u6bcf\u4e2a\u6ce8\u610f\u529bHead\u5e76\u884c\u8c03\u5ea6\uff0c\u52a0\u901f\u63a8\u7406\u6548\u7387\uff1b<\/li>\n\n\n\n<li><strong>Key\/Value<\/strong><strong>\u77e9\u9635\u7684\u5b58\u50a8\u4f18\u5316<\/strong>\uff1a<ul><li>Key\u5411\u91cf\u96c6\u4e2d\u5199\u5165\u5355\u4e00Bank\uff1b<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li>Value\u5411\u91cf\u5747\u5300\u5206\u5e03\u5199\u5165\u591a\u4e2aBanks\uff0c\u5b9e\u73b0\u5e26\u5bbd\u5747\u8861\uff1b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd<strong>AiM<\/strong><strong>\u611f\u77e5\u7684Key\/Value\u77e9\u9635\u5e03\u5c40\u7b56\u7565<\/strong>\uff0c\u5145\u5206\u5229\u7528\u4e86\u5176\u201c\u5168Bank\u5e76\u884c\u8bbf\u95ee\u201d\u7279\u6027\uff0c\u4e3aMHA\u8ba1\u7b97\u63d0\u4f9b\u4e86\u7ed3\u6784\u5c42\u7ea7\u7684\u5e26\u5bbd\u8c03\u5ea6\u4f18\u5316\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 On-device AI\uff1a\u63a8\u7406\u672c\u5730\u5316\u8d8b\u52bf\u4e0e\u5e26\u5bbd\u6311\u6218<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>SK hynix\u9884\u6d4b\uff0c\u968f\u7740\u5927\u6a21\u578b\u5728\u667a\u80fd\u7ec8\u7aef\uff08\u5982\u624b\u673a\u3001\u53ef\u7a7f\u6234\u8bbe\u5907\uff09\u4e0a\u7684\u90e8\u7f72\u9700\u6c42\u4e0a\u5347\uff0c<strong>On-device AI<\/strong><strong>\u5c06\u6210\u4e3a\u65b0\u5174\u589e\u957f\u70b9<\/strong>\u3002\u8be5\u8d8b\u52bf\u7684\u6838\u5fc3\u52a8\u56e0\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u9690\u79c1\u7684\u589e\u5f3a\u9700\u6c42\uff1b<\/li>\n\n\n\n<li>\u5bf9\u4f4e\u5ef6\u8fdf\u54cd\u5e94\u7684\u671f\u671b\uff1b<\/li>\n\n\n\n<li>\u7f51\u7edc\u5e26\u5bbd\u4e0e\u4e91\u670d\u52a1\u4f9d\u8d56\u7684\u89c4\u907f\uff1b<\/li>\n\n\n\n<li>\u8bbe\u5907\u529f\u8017\u9650\u5236\u5bf9\u9ad8\u80fd\u6548\u67b6\u6784\u7684\u8bc9\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4ece\u6a21\u578b\u89c4\u6a21\u4e0e\u5e26\u5bbd\u9700\u6c42\u6f14\u8fdb\u6765\u770b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong><\/strong><strong>\u5e74\u4efd<\/strong><\/td><td><strong><\/strong><strong>\u4ee3\u8868\u6a21\u578b\u89c4\u6a21<\/strong><\/td><td><strong><\/strong><strong>\u6240\u9700\u5e26\u5bbd\uff08GB\/s\uff09<\/strong><\/td><\/tr><\/thead><tbody><tr><td>2023<\/td><td>7B<\/td><td>~150<\/td><\/tr><tr><td>2026<\/td><td>34B<\/td><td>~350<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>SK hynix\u5e02\u573a\u9884\u6d4b\u8868\u660e\uff0c\u52302028\u5e74\uff0c\u914d\u5907On-device AI\u7684\u667a\u80fd\u624b\u673a\u5c06\u5360\u6bd4\u8fd150%\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u7ec8\u7aef\u4fa7\u8bbe\u5907\u5bf9\u4e8e\u5185\u5b58\u7684\u80fd\u6548\u5bc6\u5ea6\u3001\u529f\u8017\u63a7\u5236\u3001\u5e26\u5bbd\u9002\u914d\u5747\u63d0\u51fa\u6781\u9ad8\u8981\u6c42\uff0c\u4f20\u7edfLPDDR\u5185\u5b58\u9010\u6e10\u96be\u4ee5\u652f\u6491\uff0c\u4e9f\u9700\u5f15\u5165\u5185\u5b58\u5185\u8ba1\u7b97\uff08PIM\uff09\u6280\u672f\u4e88\u4ee5\u8865\u5f3a\u3002<\/p>\n\n\n\n<p><strong>\u56db\u3001\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1\u7684\u524d\u77bb\u6027\u8003\u91cf<\/strong><\/p>\n\n\n\n<p>\u4e3a\u5e94\u5bf9AI\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u6301\u7eed\u589e\u957f\u6240\u5e26\u6765\u7684\u80fd\u6548\u3001\u5e26\u5bbd\u4e0e\u8ba1\u7b97\u590d\u6742\u6027\u6311\u6218\uff0cSK hynix\u56f4\u7ed5<strong>AiM<\/strong><strong>\u82af\u7247\u672c\u4f53\u8bbe\u8ba1\u3001SoC\u7cfb\u7edf\u6574\u5408<\/strong>\u4e0e<strong>\u8f6f\u4ef6\u652f\u6301\u751f\u6001<\/strong>\u63d0\u51fa\u4e86\u9762\u5411\u672a\u6765\u7684\u4e09\u7ef4\u4f18\u5316\u8def\u5f84\u3002\u8be5\u8bbe\u8ba1\u539f\u5219\u65e8\u5728\u786e\u4fddAiM\u4e0eAiMX\u5e73\u53f0\u5177\u5907\u8de8\u4ee3\u517c\u5bb9\u6027\u3001\u7075\u6d3b\u6269\u5c55\u6027\u4e0e\u751f\u6001\u53ef\u6301\u7eed\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 AiM\u67b6\u6784\u7684\u529f\u80fd\u62d3\u5c55\u4e0e\u7cbe\u5ea6\u591a\u6837\u6027<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p> AiM\u672a\u6765\u67b6\u6784\u7684\u53d1\u5c55\u91cd\u70b9\u5305\u62ec<strong>\u8ba1\u7b97\u529f\u80fd\u7684\u4e30\u5bcc\u5316<\/strong>\u4e0e<strong>\u6570\u503c\u7cbe\u5ea6\u7684\u5f02\u6784\u5316\u652f\u6301<\/strong>\u3002\u5177\u4f53\u65b9\u5411\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8ba1\u7b97\u529f\u80fd\u652f\u6301<\/strong>\uff1a<ul><li>\u9664GEMV\u5916\uff0c\u8fdb\u4e00\u6b65\u6269\u5c55\u81f3GEMM\u3001GQA\uff08Grouped Query Attention\uff09\u7b49\u5f62\u5f0f\uff1b<\/li><\/ul><ul><li>\u63d0\u9ad8\u5bf9\u6279\u5904\u7406\uff08Batch\uff09\u64cd\u4f5c\u7684\u9002\u914d\u6027\uff1b<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li>\u62d3\u5c55\u81f3\u591a\u7c7b\u578b\u6a21\u578b\u8d1f\u8f7d\uff0c\u63a2\u7d22\u5728\u56fe\u795e\u7ecf\u7f51\u7edc\u7b49\u65b0\u67b6\u6784\u4e2d\u7684\u5e94\u7528\u53ef\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5c01\u88c5\u521b\u65b0<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u63a2\u7d22**Hybrid Bonding\uff08\u6df7\u5408\u952e\u5408\uff09**\u7b49\u5148\u8fdb\u5c01\u88c5\u6280\u672f\uff0c\u4ee5\u63d0\u5347\u82af\u7247\u5806\u53e0\u5bc6\u5ea6\u4e0e\u5e26\u5bbd\u4f20\u8f93\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6570\u636e\u7cbe\u5ea6\u652f\u6301<\/strong>\uff1a<ul><li>\u652f\u6301\u591a\u79cd\u7cbe\u5ea6\u683c\u5f0f\uff0c\u5982INT4\u3001INT8\u3001BF16\u3001FP16\u3001FP32\u3001MX\u7b49\uff1b<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li>\u5f15\u5165<strong>Heterogeneous Precision\uff08\u5f02\u6784\u7cbe\u5ea6\u5904\u7406\uff09<\/strong>\u673a\u5236\uff0c\u5b9e\u73b0\u52a8\u6001\u6743\u91cd\u7f29\u653e\uff08Scale Factor\uff09\u4e0e\u8ba1\u7b97\u7075\u6d3b\u6027\uff0c\u4ee5\u63d0\u5347\u6574\u4f53\u7cfb\u7edf\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 SoC\u6574\u5408\uff1a\u529f\u8017-\u6027\u80fd\u534f\u540c\u4e0e\u4ef2\u88c1\u673a\u5236\u4f18\u5316<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>\u5728\u7cfb\u7edf\u96c6\u6210\u5c42\u9762\uff0c\u5982\u4f55\u5728\u529f\u8017\u53d7\u9650\u7ea6\u675f\u4e0b\u5b9e\u73b0\u9ad8\u6548\u7b97\u529b\u8c03\u5ea6\uff0c\u662fAiM\u67b6\u6784\u5728SoC\u7ea7\u90e8\u7f72\u7684\u6838\u5fc3\u8bfe\u9898\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u529f\u8017\u70ed\u8bbe\u8ba1\u4f18\u5316<\/strong>\uff1a<ul><li>\u5f15\u5165<strong>\u52a8\u6001\u529f\u7387\u8c03\u8282\u673a\u5236<\/strong>\uff0c\u5305\u62ecMAC\u4e4b\u95f4\u7684\u7535\u6e90\u95e8\u63a7\u4e0e\u70ed\u63a7\u5236\u7b56\u7565\uff1b<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li>\u7cbe\u7ec6\u5316\u7ba1\u7406MAC\u5355\u5143\u4e0eBank\u4e4b\u95f4\u7684\u8bbf\u95ee\u8def\u5f84\uff0c\u63d0\u5347\u6570\u636e\u672c\u5730\u5316\u8bbf\u95ee\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6570\u636e\u4ef2\u88c1\u673a\u5236<\/strong>\uff1a<ul><li>\u91c7\u7528<strong>\u7c97\u7c92\u5ea6\u7684Normal\u4e0ePIM\u8bbf\u95ee\u4ea4\u9519\u8c03\u5ea6<\/strong>\uff0c\u964d\u4f4eBank\u5207\u6362\u5f00\u9500\uff1b<\/li><\/ul><ul><li>\u4f18\u5316\u5199\u5165\u8bf7\u6c42\u7684\u6392\u961f\u4e0e\u91ca\u653e\u673a\u5236\uff08Write Request Draining\uff09\uff0c\u63d0\u9ad8\u6574\u4f53\u541e\u5410\u7387\uff1b<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li>\u884c\u5207\u6362\uff08Row Switch\uff09\u4f18\u5316\u7b56\u7565\uff0c\u517c\u987e\u8bfb\u53d6\u5ef6\u8fdf\u4e0e\u529f\u8017\u63a7\u5236\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8be5\u8bbe\u8ba1\u76ee\u6807\u662f\u5b9e\u73b0\u5728\u529f\u8017\u53d7\u9650SoC\u573a\u666f\u4e0b\uff0c\u8fbe\u5230\u7c7b\u4f3c\u6570\u636e\u4e2d\u5fc3\u7ea7\u522b\u7684\u5185\u5b58\u8ba1\u7b97\u6548\u7387\uff0c\u4e3a\u7ec8\u7aef\u8bbe\u5907\u63d0\u4f9b\u5b9a\u5236\u5316\u9ad8\u6027\u80fd\u52a0\u901f\u8def\u5f84\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4.3 \u8f6f\u4ef6\u751f\u6001\uff1aPIM\u611f\u77e5\u7684\u5185\u5b58\u7ba1\u7406\u673a\u5236<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>\u8f6f\u4ef6\u5c42\u9762\u7684\u4f18\u5316\u5bf9\u4e8ePIM\u67b6\u6784\u7684\u843d\u5730\u4e0e\u6269\u5c55\u81f3\u5173\u91cd\u8981\u3002SK hynix\u63d0\u51fa\u4e86\u4ee5\u4e0b\u8f6f\u4ef6\u534f\u540c\u7b56\u7565\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5927\u9875\u5185\u5b58\u914d\u7f6e<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u901a\u8fc7\u914d\u7f6eLarge Page Size\uff0c\u5b9e\u73b0\u6743\u91cd\u6570\u636e\u5728AiM\u67b6\u6784\u4e0b\u7684Bank\u611f\u77e5\u5f0f\u5e03\u5c40\uff0c\u63d0\u9ad8\u8bbf\u95ee\u5e76\u884c\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5185\u5b58\u8c03\u5ea6\u4e0e\u6362\u9875\u7b56\u7565<\/strong>\uff1a<ul><li>\u5f15\u5165<strong>PIM-Aware Memory Swap Policy<\/strong>\uff0c\u533a\u5206PIM\u533a\u57df\u4e0e\u5e38\u89c4\u5185\u5b58\u533a\u57df\u7684\u8c03\u5ea6\u65b9\u5f0f\uff1b<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li>\u5728\u78c1\u76d8\u4e0eDRAM\u4e4b\u95f4\u5b9e\u73b0PIM\u4efb\u52a1\u4e0e\u6570\u636e\u7684\u9ad8\u6548\u8fc1\u79fb\uff0c\u63d0\u5347\u6570\u636e\u9a7b\u7559\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4e0a\u8ff0\u673a\u5236\u786e\u4fddAiM\u67b6\u6784\u4e0d\u4ec5\u5177\u5907\u786c\u4ef6\u4e0a\u7684\u6027\u80fd\u4f18\u52bf\uff0c\u4e5f\u5728\u7cfb\u7edf\u8c03\u5ea6\u4e0e\u8fd0\u884c\u65f6\u73af\u5883\u4e2d\u5b9e\u73b0\u6700\u5927\u5316\u5229\u7528\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u53ef\u63a7\u3001\u53ef\u590d\u7528\u3001\u53ef\u79fb\u690d\u7684\u8ba1\u7b97\u5e73\u53f0\u57fa\u7840\u3002<\/p>\n\n\n\n<p><strong>\u4e94\u3001\u7ed3\u8bed\uff1aAI\u5185\u5b58\u9769\u547d\u7684\u8d77\u70b9\u4e0e\u672a\u6765\u5e03\u5c40<\/strong><\/p>\n\n\n\n<p>\u5728AI\u7b97\u529b\u6f14\u8fdb\u7684\u5927\u80cc\u666f\u4e0b\uff0cSK hynix\u901a\u8fc7AiM\u4e0eAiMX\u67b6\u6784\u7684\u6301\u7eed\u8fed\u4ee3\uff0c\u6784\u5efa\u4e86\u4ece\u82af\u7247\u5230\u7cfb\u7edf\u3001\u4ece\u670d\u52a1\u5668\u5230\u7ec8\u7aef\u7684\u5168\u6808\u5f0f\u5185\u5b58\u8ba1\u7b97\u89e3\u51b3\u65b9\u6848\u3002\u8be5\u8def\u5f84\u4e0d\u4ec5\u4ee3\u8868\u4e86\u5b58\u7b97\u534f\u540c\u8303\u5f0f\u7684\u5b9e\u9645\u843d\u5730\uff0c\u66f4\u9884\u793a\u7740\u672a\u6765AI\u63a8\u7406\u6027\u80fd\u4f18\u5316\u7684\u4e3b\u9635\u5730\u6b63\u9010\u6b65\u5411\u5185\u5b58\u4fa7\u8f6c\u79fb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u591a\u5143\u4ea7\u54c1\u8def\u5f84\uff1a\u4ece\u6570\u636e\u4e2d\u5fc3\u5230\u8fb9\u7f18\u8bbe\u5907\u7684\u5168\u9762\u90e8\u7f72<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>SK hynix\u5df2\u7ecf\u5f62\u6210\u4e86\u5b8c\u6574\u7684PIM\u4ea7\u54c1\u6f14\u8fdb\u5e8f\u5217\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>2020<\/strong><strong>\u5e74<\/strong>\uff1a\u63a8\u51fa\u57fa\u4e8eGDDR6\u7684\u9996\u6b3eAiM\u82af\u7247\uff0c\u6807\u5fd7\u7740\u5185\u5b58\u8ba1\u7b97\u4ece\u7406\u8bba\u8d70\u5411\u4ea7\u54c1\u5316\uff1b<\/li>\n\n\n\n<li><strong>2022<\/strong><strong>\u20132023\u5e74<\/strong>\uff1aAiMX\u5361\u539f\u578b\u53d1\u5e03\uff0c\u652f\u6301\u4e0e\u4e3b\u6d41GPU\u5e73\u53f0\u534f\u540c\u90e8\u7f72\uff1b<\/li>\n\n\n\n<li><strong>2024<\/strong><strong>\u5e74\u4ee5\u540e<\/strong>\uff1a<ul><li>\u53d1\u5e03<strong>LPDDR-AiM<\/strong>\uff0c\u9762\u5411\u7ec8\u7aef\u4fa7On-device AI\u5e94\u7528\uff1b<\/li><\/ul><ul><li>\u63d0\u51fa<strong>Extended AiMX<\/strong>\u7cfb\u7edf\uff0c\u5339\u914d\u66f4\u5927\u6a21\u578b\u3001\u66f4\u9ad8\u80fd\u6548\u6bd4\u9700\u6c42\uff1b<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li>\u63a8\u52a8\u9ad8\u5bb9\u91cf\u3001\u7cfb\u7edf\u7ea7\u89e3\u51b3\u65b9\u6848\u7684\u4ea7\u4e1a\u5316\u90e8\u7f72\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8be5\u6f14\u8fdb\u8def\u7ebf\u4ee5<strong>\u82af\u7247\u8bbe\u8ba1\u2013\u7cfb\u7edf\u96c6\u6210\u2013\u5e94\u7528\u534f\u540c<\/strong>\u4e3a\u4e3b\u7ebf\uff0c\u6a2a\u8de8\u670d\u52a1\u5668\u4e0e\u7ec8\u7aef\u573a\u666f\uff0c\u6253\u901a\u4e86\u5b58\u50a8\u4e0e\u8ba1\u7b97\u7684\u7ed3\u6784\u6027\u74f6\u9888\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 SDK\u4e0e\u751f\u6001\u5f00\u653e\uff1a\u63a8\u52a8\u4ea7\u4e1a\u534f\u540c\u4e0e\u6807\u51c6\u5171\u5efa<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>\u4e3a\u4e86\u63a8\u52a8AiM\u6280\u672f\u7684\u89c4\u6a21\u5316\u843d\u5730\uff0cSK hynix\u5df2\u53d1\u5e03\u5b8c\u6574\u7684<strong>AiM<\/strong><strong>\u8f6f\u4ef6\u5f00\u53d1\u5de5\u5177\u5305\uff08SDK\uff09<\/strong>\uff0c\u5e76\u901a\u8fc7\u5168\u7403\u5f00\u53d1\u8005\u5927\u4f1a\uff08\u59822024\u5e749\u6708San Jose\u300110\u6708San Jose\u300111\u6708Atlanta\uff09\u5c55\u793a\u5b9e\u9645DEMO\u4e0e\u8054\u5408\u9a8c\u8bc1\u6210\u679c\u3002<\/p>\n\n\n\n<p>SDK\u652f\u6301\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5404\u7c7b\u6a21\u578b\u8f6c\u6362\u4e0e\u7f16\u8bd1\u5de5\u5177\uff1b<\/li>\n\n\n\n<li>PIM\u4efb\u52a1\u8c03\u5ea6API\u4e0e\u6027\u80fd\u8bc4\u4f30\u6a21\u5757\uff1b<\/li>\n\n\n\n<li>\u4e0e\u4e3b\u6d41AI\u6846\u67b6\u7684\u63a5\u53e3\u9002\u914d\u652f\u6301\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u540c\u65f6\uff0cSK hynix\u6b63\u79ef\u6781\u5f00\u5c55\u4e0e\u7cfb\u7edf\u5382\u5546\u3001\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u3001\u82af\u7247\u8bbe\u8ba1\u4f01\u4e1a\u7684\u5408\u4f5c\uff0c<strong>\u63a8\u52a8PIM\u751f\u6001\u4ece\u82af\u7247\u521b\u65b0\u8d70\u5411\u884c\u4e1a\u5171\u5efa<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u6280\u672f\u8dc3\u8fc1\u7684\u8d77\u70b9\uff1a\u201cBeyond Memory\u201d\u7684\u6218\u7565\u6784\u60f3<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><br><\/h3>\n\n\n\n<p>SK hynix\u63d0\u51fa\u7684\u201c<strong>Beyond Memory<\/strong>\u201d\u613f\u666f\u660e\u786e\u6307\u51fa\uff0c\u672a\u6765PIM\u4e0d\u518d\u4ec5\u4ec5\u662f\u5185\u5b58\u7684\u589e\u5f3a\u529f\u80fd\uff0c\u800c\u662fAI\u7b97\u529b\u4f53\u7cfb\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002\u57fa\u4e8e\u6b64\uff0cSK hynix\u6b63\u5728\u63a2\u7d22\u4ee5\u4e0b\u6280\u672f\u65b9\u5411\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Hybrid 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