\u5185\u5b58\u53d7\u9650 \u2192 \u5185\u5b58\u5e26\u5bbd\u81f3\u5173\u91cd\u8981<\/strong><\/p>\n\u5728\u9009\u62e9\u66f4\u6602\u8d35\u7684\u52a0\u901f\u5668\u4e4b\u524d\uff0c\u5148\u6d4b\u5b9a\u5b9e\u9645\u7684\u74f6\u9888\u6240\u5728\u3002.<\/p>\n
\u4e3a\u4ec0\u4e48FP8\u6539\u53d8\u4e86\u6bd4\u8f83\u7ed3\u679c<\/h2>\n
FP8 \u662f H100 \u5728\u73b0\u4ee3\u4eba\u5de5\u667a\u80fd\u9886\u57df\u6700\u91cd\u8981\u7684\u4f18\u52bf\u4e4b\u4e00\u3002.<\/p>\n
\u5728\u6a21\u578b\u548c\u8f6f\u4ef6\u6808\u63d0\u4f9b\u9002\u5f53\u652f\u6301\u7684\u60c5\u51b5\u4e0b\uff0c\u964d\u4f4e\u6570\u503c\u7cbe\u5ea6\u53ef\u4ee5\u51cf\u5c11\u5185\u5b58\u9700\u6c42\u5e76\u63d0\u9ad8\u4eba\u5de5\u667a\u80fd\u7684\u541e\u5410\u91cf\u3002.<\/p>\n
Hopper \u7684 Transformer Engine \u65e8\u5728\u81ea\u52a8\u7ba1\u7406\u53d8\u538b\u5668\u5de5\u4f5c\u8d1f\u8f7d\u7684\u7cbe\u5ea6\u3002.<\/p>\n
\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5728\u67d0\u4e9b\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u8d1f\u8f7d\u4e2d\uff0c\u5373\u4f7f\u8fd9\u4e24\u6b3eGPU\u7684VRAM\u5bb9\u91cf\u76f8\u8fd1\uff0cH100\u4ecd\u80fd\u6bd4A100\u53d6\u5f97\u663e\u8457\u4f18\u52bf\u7684\u539f\u56e0\u4e4b\u4e00\u3002.<\/p>\n
A100 \u4e0e H100 \u5728\u5fae\u8c03\u65b9\u9762\u7684\u5bf9\u6bd4<\/h2>\n
\u5bf9\u4e8e\u8bad\u7ec3\u541e\u5410\u91cf\u81f3\u5173\u91cd\u8981\u7684\u5927\u89c4\u6a21\u5fae\u8c03\u4efb\u52a1\u800c\u8a00\uff0cH100 \u6781\u5177\u5438\u5f15\u529b\u3002.<\/p>\n
\u7136\u800c\uff0cLoRA \u548c QLoRA \u7b49\u6280\u672f\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u5bf9 GPU \u8d44\u6e90\u7684\u9700\u6c42\u3002.<\/p>\n
\u5bf9\u4e8e\u8bb8\u591a\u89c4\u6a21\u8f83\u5c0f\u7684\u5fae\u8c03\u9879\u76ee\u800c\u8a00\uff0cA100 \u53ef\u80fd\u5df2\u7ecf\u80fd\u591f\u63d0\u4f9b\u8db3\u591f\u7684\u6027\u80fd\u3002.<\/p>\n
\u4e00\u4e2a\u5408\u7406\u7684\u51b3\u7b56\u8fc7\u7a0b\u662f\uff1a<\/p>\n
\u6a21\u578b \u2192 \u5fae\u8c03\u65b9\u6cd5 \u2192 VRAM \u2192 \u8fd0\u884c\u65f6\u95f4 \u2192 GPU \u4ef7\u683c \u2192 \u4efb\u52a1\u603b\u6210\u672c\u3002.<\/strong><\/p>\nA100 \u4e0e H100 \u5728\u9ad8\u6027\u80fd\u8ba1\u7b97\uff08HPC\uff09\u9886\u57df\u7684\u5bf9\u6bd4<\/h2>\n
\u8fd9\u4e24\u6b3eGPU\u7684\u8bbe\u8ba1\u7528\u9014\u4e0d\u4ec5\u9650\u4e8e\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3002.<\/p>\n
A100 \u4f9d\u7136\u662f\u4e00\u6b3e\u6027\u80fd\u5f3a\u52b2\u7684\u9ad8\u6027\u80fd\u8ba1\u7b97\uff08HPC\uff09\u52a0\u901f\u5668\uff0c\u5177\u5907 FP64 \u5f20\u91cf\u6838\u5fc3\u529f\u80fd\u548c\u8f83\u9ad8\u7684\u5185\u5b58\u5e26\u5bbd\u3002.<\/p>\n
H100 \u63d0\u5347\u4e86\u53cc\u7cbe\u5ea6\u5f20\u91cf\u6838\u5fc3\u7684\u6027\u80fd\uff0c\u5e76\u5f15\u5165\u4e86 DPX \u6307\u4ee4\uff0c\u53ef\u52a0\u901f\u7279\u5b9a\u7684\u52a8\u6001\u89c4\u5212\u7b97\u6cd5\u3002.<\/p>\n
\u56e0\u6b64\uff0cH100 \u53ef\u80fd\u4e3a\u9002\u5f53\u7684\u79d1\u5b66\u548c\u5de5\u7a0b\u5e94\u7528\u5e26\u6765\u663e\u8457\u76ca\u5904\u3002.<\/p>\n
\u4f46HPC\u5de5\u4f5c\u8d1f\u8f7d\u5dee\u5f02\u6781\u5927\uff0c\u56e0\u6b64\u9488\u5bf9\u5177\u4f53\u5e94\u7528\u7a0b\u5e8f\u7684\u57fa\u51c6\u6d4b\u8bd5\u4ecd\u7136\u81f3\u5173\u91cd\u8981\u3002.<\/p>\n
A100 \u4e0e H100 \u7684\u591a GPU \u6269\u5c55\u6027\u5bf9\u6bd4<\/h2>\n
\u5927\u578b\u4eba\u5de5\u667a\u80fd\u5de5\u4f5c\u8d1f\u8f7d\u901a\u5e38\u4f1a\u4f7f\u7528\u591a\u5757GPU\u3002.<\/p>\n
\u5728\u8fd9\u79cd\u73af\u5883\u4e0b\uff0cGPU\u6027\u80fd\u53ea\u662f\u7cfb\u7edf\u4e2d\u7684\u4e00\u4e2a\u7ec4\u6210\u90e8\u5206\u3002.<\/p>\n
\u53e6\u8bf7\u53c2\u9605\uff1a<\/p>\n
\n- NVLink<\/li>\n
- NVSwitch<\/li>\n
- InfiniBand<\/li>\n
- \u4ee5\u592a\u7f51\u7ed3\u6784<\/li>\n
- CPU<\/li>\n
- \u7cfb\u7edf\u5185\u5b58<\/li>\n
- NVMe \u5b58\u50a8<\/li>\n
- \u8282\u70b9\u67b6\u6784<\/li>\n<\/ul>\n
\u5982\u679c\u901a\u8fc7\u7f51\u7edc\u8fde\u63a5\u4e0d\u4f73\u7684\u5f3a\u5927 H100 \u96c6\u7fa4\uff0c\u53ef\u80fd\u4f1a\u6d6a\u8d39\u6602\u8d35\u7684 GPU \u7b97\u529b\u3002.<\/p>\n
\u9ad8\u901f GPU + \u4f4e\u901f\u4e92\u8fde = \u6602\u8d35\u7684\u74f6\u9888\u3002.<\/strong><\/p>\nA100 \u4e0e H100 \u7684\u529f\u8017\u5bf9\u6bd4<\/h2>\n
\u6027\u80fd\u66f4\u9ad8\u7684 H100 \u914d\u7f6e\u7684\u529f\u8017\u53ef\u80fd\u6bd4 A100 \u914d\u7f6e\u66f4\u9ad8\u3002.<\/p>\n
\u7136\u800c\uff0c\u4ec5\u51edTDP\u5e76\u4e0d\u80fd\u51b3\u5b9a\u80fd\u6548\u3002.<\/p>\n
\u5373\u4f7f H100 \u5b8c\u6210\u8bad\u7ec3\u6216\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u7684\u901f\u5ea6\u5feb\u5f97\u591a\uff0c\u6bcf\u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\u7684\u603b\u80fd\u8017\u4ecd\u53ef\u80fd\u5177\u6709\u7ade\u4e89\u529b\uff0c\u751a\u81f3\u66f4\u4f4e\u3002.<\/p>\n
\u6709\u7528\u7684\u6307\u6807\u662f\uff1a<\/p>\n
\u6bcf\u74e6\u6027\u80fd<\/strong><\/p>\n\u6700\u7ec8\uff1a<\/p>\n
\u6bcf\u9879\u5df2\u5b8c\u6210\u5de5\u4f5c\u8d1f\u8f7d\u7684\u80fd\u8017\u3002.<\/strong><\/p>\nA100 \u4e0e H100 GPU \u4e91\u670d\u52a1\u5b9a\u4ef7<\/h2>\n
A100 \u5c5e\u4e8e\u8f83\u65e9\u4e00\u4ee3\u7684 GPU\uff0c\u5176\u6bcf\u5c0f\u65f6\u79df\u8d41\u4ef7\u683c\u901a\u5e38\u6bd4 H100 \u66f4\u4f4e\u3002.<\/p>\n
\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u5b83\u5c31\u4e00\u5b9a\u66f4\u4fbf\u5b9c\u3002.<\/p>\n
\u8bf7\u8003\u8651\uff1a<\/p>\n
A100 \u6bcf\u5c0f\u65f6\u4ef7\u683c \u00d7 GPU \u6570\u91cf \u00d7 \u8fd0\u884c\u65f6\u95f4<\/strong><\/p>\n\u5bf9\u6bd4\uff1a<\/p>\n
H100 \u6bcf\u5c0f\u65f6\u4ef7\u683c \u00d7 GPU \u6570\u91cf \u00d7 \u8fd0\u884c\u65f6\u95f4<\/strong><\/p>\n\u5982\u679c H100 \u80fd\u663e\u8457\u7f29\u77ed\u8fd0\u884c\u65f6\u95f4\u6216\u51cf\u5c11 GPU \u6570\u91cf\uff0c\u90a3\u4e48\u5373\u4f7f\u5176\u6bcf\u5c0f\u65f6\u8d39\u7387\u8f83\u9ad8\uff0c\u603b\u5de5\u4f5c\u8d1f\u8f7d\u6210\u672c\u4ecd\u53ef\u80fd\u66f4\u4f4e\u3002.<\/p>\n
\u53cd\u4e4b\uff0c\u5982\u679c\u8be5\u5de5\u4f5c\u8d1f\u8f7d\u65e0\u6cd5\u4eceHopper\u4e2d\u83b7\u5f97\u663e\u8457\u6536\u76ca\uff0c\u90a3\u4e48A100\u80fd\u63d0\u4f9b\u66f4\u4f18\u7684\u6027\u4ef7\u6bd4\u3002.<\/p>\n
\u4e0d\u8981\u4ec5\u6bd4\u8f83\u6bcfGPU\u6bcf\u5c0f\u65f6$<\/h2>\n
\u6309\u5c0f\u65f6\u8ba1\u8d39\u5bf9\u5236\u5b9a\u9884\u7b97\u5f88\u6709\u5e2e\u52a9\uff0c\u4f46\u8fd9\u5e76\u4e0d\u662f\u6700\u7ec8\u7684\u8861\u91cf\u6807\u51c6\u3002.<\/p>\n
\u5728\u8bad\u7ec3\u4e2d\uff0c\u8bf7\u8ba1\u7b97\uff1a<\/p>\n
\u603b\u8bad\u7ec3\u6210\u672c = GPU \u5355\u4ef7 \u00d7 GPU \u6570\u91cf \u00d7 \u8bad\u7ec3\u65f6\u95f4<\/strong><\/p>\n\u5173\u4e8e\u63a8\u7406\uff0c\u8bf7\u8003\u8651\uff1a<\/p>\n
\u6bcf\u4e2a\u4ee3\u5e01\/\u6bcf\u6b21\u8bf7\u6c42\/\u541e\u5410\u91cf\u76ee\u6807\u6210\u672c<\/strong><\/p>\n\u5bf9\u4e8e\u6279\u5904\u7406 AI\uff1a<\/p>\n
\u6bcf\u9879\u5b8c\u6210\u5de5\u4f5c\u7684\u6210\u672c<\/strong><\/p>\n\u6700\u4fbf\u5b9c\u7684GPU\u5c0f\u65f6\u8d39\u7387\u5e76\u4e0d\u4e00\u5b9a\u610f\u5473\u7740\u6700\u4fbf\u5b9c\u7684AI\u5de5\u4f5c\u8d1f\u8f7d\u3002.<\/p>\n
\u4f55\u65f6A100\u662f\u66f4\u4f73\u7684\u9009\u62e9<\/h2>\n\n- \u60a8\u66f4\u770b\u91cd\u8f83\u4f4e\u7684\u79df\u91d1<\/li>\n
- \u60a8\u7684\u6a21\u578b\u53ef\u5bb9\u7eb3\u5728\u53ef\u7528\u7684 A100 \u663e\u5b58\u4e2d<\/li>\n
- \u60a8\u7684\u5de5\u4f5c\u8d1f\u8f7d\u4e0d\u9700\u8981 FP8<\/li>\n
- \u60a8\u8fd0\u884c\u7684\u662f\u89c4\u6a21\u8f83\u5c0f\u6216\u5df2\u6210\u719f\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b<\/li>\n
- \u4f60\u9700\u8981\u4e00\u4e2a\u4ef7\u683c\u5b9e\u60e0\u7684\u5f00\u53d1\u73af\u5883<\/li>\n
- \u8bad\u7ec3\u901f\u5ea6\u5e76\u4e0d\u662f\u4e3b\u8981\u5236\u7ea6\u56e0\u7d20<\/li>\n
- A100 \u53ef\u964d\u4f4e\u603b\u5de5\u4f5c\u8d1f\u8f7d\u6210\u672c<\/li>\n<\/ul>\n
\u4e0d\u5e94\u4ec5\u4ec5\u56e0\u4e3aH100\u66f4\u65b0\uff0c\u5c31\u5ffd\u89c6A100\u3002.<\/p>\n
\u5bf9\u4e8e\u5408\u9002\u7684\u5de5\u4f5c\u8d1f\u8f7d\u548c\u4ef7\u683c\u800c\u8a00\uff0c\u5b83\u4ecd\u7136\u662f\u4e00\u6b3e\u5b9e\u7528\u7684AI\u52a0\u901f\u5668\u3002.<\/p>\n
\u4f55\u65f6H100\u662f\u66f4\u4f73\u7684\u9009\u62e9<\/h2>\n\n- \u4f60\u8bad\u7ec3\u5927\u578bTransformer\u6a21\u578b<\/li>\n
- \u4f60\u9700\u8981 FP8 \u548c Transformer Engine<\/li>\n
- \u60a8\u9700\u8981\u66f4\u9ad8\u7684AI\u541e\u5410\u91cf<\/li>\n
- \u60a8\u6b63\u5728\u8fd0\u884c\u5927\u89c4\u6a21\u7684LLM\u63a8\u7406\u4efb\u52a1<\/li>\n
- \u57f9\u8bad\u6210\u672c\u5f88\u9ad8<\/li>\n
- \u60a8\u9700\u8981\u66f4\u5f3a\u5927\u7684\u591aGPU AI\u6027\u80fd<\/li>\n
- \u66f4\u9ad8\u7684\u541e\u5410\u91cf\u62b5\u6d88\u4e86\u79df\u91d1\u6ea2\u4ef7<\/li>\n<\/ul>\n
\u5e94\u8be5\u4ece A100 \u5347\u7ea7\u5230 H100 \u5417\uff1f<\/h2>\n
\u4e0d\u8981\u4ec5\u4ec5\u56e0\u4e3aH100\u66f4\u65b0\u800c\u5347\u7ea7\u3002.<\/p>\n
\u9996\u5148\u5bf9\u60a8\u5f53\u524d\u7684\u5de5\u4f5c\u8d1f\u8f7d\u8fdb\u884c\u57fa\u51c6\u6d4b\u8bd5\u3002.<\/p>\n
\u5ea6\u91cf\uff1a<\/p>\n
\n- GPU\u5229\u7528\u7387<\/li>\n
- VRAM\u5229\u7528\u7387<\/li>\n
- \u57f9\u8bad\u541e\u5410\u91cf<\/li>\n
- \u63a8\u7406\u541e\u5410\u91cf<\/li>\n
- \u5185\u5b58\u5e26\u5bbd\u5229\u7528\u7387<\/li>\n
- GPU\u901a\u4fe1<\/li>\n
- \u6bcf\u79d2\u4ee3\u5e01\u6570<\/li>\n
- \u4efb\u52a1\u5b8c\u6210\u65f6\u95f4<\/li>\n
- GPU\u603b\u6210\u672c<\/li>\n<\/ul>\n
\u7136\u540e\u5728 H100 \u4e0a\u6d4b\u8bd5\u76f8\u540c\u7684\u5de5\u4f5c\u8d1f\u8f7d\u3002.<\/p>\n
\u5f53\u6027\u80fd\u63d0\u5347\u80fd\u4e3a\u6574\u4f53\u5de5\u4f5c\u8d1f\u8f7d\u7ecf\u6d4e\u6027\u5e26\u6765\u53ef\u91cf\u5316\u7684\u6539\u5584\u65f6\uff0c\u6b64\u6b21\u8fc1\u79fb\u5728\u8d22\u52a1\u4e0a\u5c31\u5177\u6709\u5408\u7406\u6027\u3002.<\/p>\n
A100 \u4e0e H100\uff1a\u4f18\u7f3a\u70b9\u5bf9\u6bd4<\/h2>\n
\n\n\n| <\/th>\n | NVIDIA A100<\/th>\n | NVIDIA H100<\/th>\n<\/tr>\n<\/thead>\n |
\n\n| \u5efa\u7b51<\/td>\n | \u5b89\u57f9<\/td>\n | \u970d\u73c0<\/td>\n<\/tr>\n |
\n| \u4eba\u5de5\u667a\u80fd\u57f9\u8bad<\/td>\n | \u5f3a<\/td>\n | \u975e\u5e38\u68d2<\/td>\n<\/tr>\n |
\n| LLM \u63a8\u7406<\/td>\n | \u5f3a<\/td>\n | \u975e\u5e38\u68d2<\/td>\n<\/tr>\n |
\n| Transformer Engine<\/td>\n | \u4e0d<\/td>\n | \u662f\u7684<\/td>\n<\/tr>\n |
\n| FP8<\/td>\n | \u4e0e\u970d\u73c0\u76f8\u6bd4\uff0c\u529f\u80fd\u6709\u9650<\/td>\n | \u6838\u5fc3\u4eba\u5de5\u667a\u80fd\u4f18\u52bf<\/td>\n<\/tr>\n |
\n| \u4e91\u53ef\u7528\u6027<\/td>\n | \u5e7f\u6cdb<\/td>\n | \u5e7f\u6cdb<\/td>\n<\/tr>\n |
\n| \u79df\u91d1<\/td>\n | \u901a\u5e38\u8f83\u4f4e<\/td>\n | \u901a\u5e38\u8f83\u9ad8<\/td>\n<\/tr>\n |
\n| \u4e3b\u8981\u4f18\u52bf<\/td>\n | \u6027\u4ef7\u6bd4\u9ad8\u7684\u6210\u719fAI\u8ba1\u7b97\u65b9\u6848<\/td>\n | \u73b0\u4ee3\u53d8\u538b\u5668\u7684\u6027\u80fd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n\u79df\u7528 A100 \u6216 H100 \u4e4b\u524d\u5e94\u8003\u8651\u7684\u95ee\u9898<\/h2>\n\n- \u4f60\u4f1a\u8fd0\u884c\u54ea\u4e2a\u6a21\u578b\uff1f<\/li>\n
- \u5b83\u9700\u8981\u591a\u5c11VRAM\uff1f<\/li>\n
- \u8be5\u5de5\u4f5c\u8d1f\u8f7d\u80fd\u5426\u4f7f\u7528FP8\uff1f<\/li>\n
- \u5b83\u662f\u5426\u91c7\u7528\u4e86Transformer Engine\u6280\u672f\uff1f<\/li>\n
- \u8be5\u5de5\u4f5c\u8d1f\u8f7d\u662f\u8ba1\u7b97\u5bc6\u96c6\u578b\u8fd8\u662f\u5185\u5b58\u5bc6\u96c6\u578b\uff1f<\/li>\n
- \u9700\u8981\u591a\u5c11\u4e2aGPU\uff1f<\/li>\n
- \u63d0\u4f9b\u4e86\u54ea\u79cd\u89c4\u683c\u7684GPU\uff1f<\/li>\n
- \u662f\u5426\u652f\u6301 NVLink\uff1f<\/li>\n
- \u7cfb\u7edf\u81ea\u5e26\u591a\u5c11\u5185\u5b58\uff1f<\/li>\n
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