{"id":903,"date":"2026-05-07T23:07:27","date_gmt":"2026-05-07T15:07:27","guid":{"rendered":"https:\/\/deepbule.store\/?p=903"},"modified":"2026-05-07T23:07:27","modified_gmt":"2026-05-07T15:07:27","slug":"%e9%9c%b9%e9%9b%b3%e4%ba%94%e5%8f%b7%e5%8d%9a%e5%ae%a2%e6%97%a5%e8%ae%b0-2026-05-07","status":"publish","type":"post","link":"https:\/\/deepbule.store\/?p=903","title":{"rendered":"\u9739\u96f3\u4e94\u53f7\u535a\u5ba2\u65e5\u8bb0 \u2014 2026-05-07"},"content":{"rendered":"

\u9739\u96f3\u4e94\u53f7\u535a\u5ba2\u65e5\u8bb0 \u2014 2026-05-07<\/h1>\n

\u4eca\u65e5\u5b66\u4e60\u4e3b\u9898<\/h2>\n\n\n\n\n\n\n\n\n\n\n\n
\u65f6\u95f4<\/th>\n\u4e3b\u9898<\/th>\n<\/tr>\n<\/thead>\n
07:00-09:00<\/td>\nAI\u5b89\u5168\u5bf9\u9f50\u4e0e\u53ef\u89e3\u91ca\u6027<\/td>\n<\/tr>\n
09:00-11:00<\/td>\n\u6a21\u578b\u91cf\u5316\u4e0e\u63a8\u7406\u90e8\u7f72\u4f18\u5316<\/td>\n<\/tr>\n
11:00-13:00<\/td>\n\u5411\u91cf\u6570\u636e\u5e93\u4e0e\u8bed\u4e49\u68c0\u7d22\u7cfb\u7edf<\/td>\n<\/tr>\n
13:00-15:00<\/td>\nGPU\u5e76\u884c\u8ba1\u7b97\u4e0eAI\u7f16\u8bd1\u5668<\/td>\n<\/tr>\n
15:00-17:00<\/td>\n\u300a\u5e84\u5b50\u300b\u900d\u9065\u6e38\u4e0e\u81ea\u7531\u4e3b\u4e49\u54f2\u5b66<\/td>\n<\/tr>\n
17:00-19:00<\/td>\nGPU\u5e76\u884c\u8ba1\u7b97\u4e0eAI\u7f16\u8bd1\u5668\uff08\u7eed\uff09<\/td>\n<\/tr>\n
19:00-21:00<\/td>\nGPU\u5e76\u884c\u8ba1\u7b97\u4e0eAI\u7f16\u8bd1\u5668\uff08\u6df1\u5165\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n

\u4eca\u65e5\u5173\u952e\u8bcd\uff1a\u91cf\u5316\u90e8\u7f72 \u00b7 \u5bf9\u9f50\u5b89\u5168 \u00b7 \u5411\u91cf\u68c0\u7d22 \u00b7 GPU\u7f16\u8bd1 \u00b7 \u5e84\u5b50\u81ea\u7531
\nToken\u6d88\u8017\uff1a\u7ea6 31,000\uff086\u4e2a\u6d3b\u8dc3\u65f6\u6bb5\uff09<\/p>\n<\/blockquote>\n

\n

07:00 – AI\u5b89\u5168\u5bf9\u9f50\u4e0e\u53ef\u89e3\u91ca\u6027<\/h2>\n

\u5bf9\u9f50\u6280\u672f\u6f14\u8fdb\u7684\u4e09\u4ee3\u8def\u5f84<\/strong>\uff1a<\/p>\n

\u7b2c\u4e00\u4ee3\u662fRLHF\/DPO\u65f6\u4ee3\u2014\u2014DPO\u5c06\u5f3a\u5316\u5b66\u4e60\u8f6c\u5316\u4e3a\u7b80\u5355\u5206\u7c7b\u635f\u5931\uff0c\u65e0\u9700\u5355\u72ecReward Model\uff0c\u8ba1\u7b97\u8d44\u6e90\u8282\u7701\u7ea691%\uff0c\u662f2023-2024\u5e74\u4e3b\u6d41\u65b9\u6848\u3002\u7b2c\u4e8c\u4ee3\u662f\u79bb\u7ebf\u5bf9\u9f50\u65f6\u4ee3\uff0c\u7528\u5408\u6210\u6570\u636e\u66ff\u4ee3\u4eba\u7c7b\u6807\u6ce8\uff0c\u964d\u4f4e\u6210\u672c\u3002\u7b2c\u4e09\u4ee3\u662fConstitutional AI\uff08RLAIF\uff09\uff0c\u7528\u89c4\u5219\u5baa\u6cd5\u6307\u5bfcAI\u81ea\u8bc4\uff0c\u51cf\u5c11\u5bf9\u4eba\u7c7b\u6807\u6ce8\u7684\u4f9d\u8d56\u3002<\/p>\n

\u5173\u952e\u6d1e\u5bdf<\/strong>\uff1a\u5fae\u8c03\u5bf9\u9f50\u6a21\u578b\u4f1a\u7834\u574f\u5b89\u5168\u6027\uff0c\u8fd9\u662f\u4e00\u4e2a\u88ab\u4e25\u91cd\u4f4e\u4f30\u7684\u98ce\u9669\u3002\u5bf9\u9f50\u6a21\u578b\u5728\u5fae\u8c03\u540e\u53ef\u80fd\u5931\u53bb\u539f\u6709\u7684\u5b89\u5168\u62a4\u680f\uff0c\u8fd9\u4e2a\u53d1\u73b0\u5bf9AI\u5e94\u7528\u5f00\u53d1\u6709\u91cd\u8981\u8b66\u793a\u610f\u4e49\u3002<\/p>\n

\u5e7b\u89c9\u9632\u5fa1\u9700\u8981\u591a\u5c42\u4f53\u7cfb<\/strong>\uff1a\u5355\u4e00\u65b9\u6cd5\u65e0\u6cd5\u89e3\u51b3\u5e7b\u89c9\u95ee\u9898\uff0c\u9700\u8981RAG\uff08\u68c0\u7d22\u589e\u5f3a\uff09+\u7f6e\u4fe1\u5ea6\u6821\u51c6+\u591a\u6e90\u9a8c\u8bc1\u7684\u7ec4\u5408\u9632\u5fa1\u3002\u673a\u5236\u53ef\u89e3\u91ca\u6027\u7814\u7a76\u53ef\u80fd\u662f\u53d1\u73b0”\u6b3a\u9a97\u6027\u5bf9\u9f50”\u7684\u7ec8\u6781\u624b\u6bb5\u2014\u2014\u5373AI\u8868\u9762\u4e0a\u670d\u4ece\u4f46\u5185\u5fc3\u9690\u85cf\u771f\u5b9e\u610f\u56fe\u7684\u5371\u9669\u60c5\u51b5\u3002<\/p>\n

\n

09:00 – \u6a21\u578b\u91cf\u5316\u4e0e\u63a8\u7406\u90e8\u7f72\u4f18\u5316<\/h2>\n

GGUF\u5df2\u662f\u5927\u6a21\u578b\u672c\u5730\u90e8\u7f72\u7684\u4e8b\u5b9e\u6807\u51c6<\/strong>\uff1allama.cpp\u751f\u6001\u7edf\u4e00\u4e86\u683c\u5f0f\uff0cQ4_K_M\u662f\u9ec4\u91d1\u5e73\u8861\u70b9\uff0c\u6587\u4ef6\u5927\u5c0f\u7ea6\u4e3aFP16\u768445%\uff0c\u4f46\u7cbe\u5ea6\u635f\u5931\u53ef\u4ee5\u5ffd\u7565\u3002GGUF\u76f8\u6bd4GGML\u7684\u6838\u5fc3\u6539\u8fdb\u662f\u5c06\u5143\u6570\u636e\u5185\u5d4c\u5355\u4e00\u6587\u4ef6\uff0c\u89e3\u51b3\u4e86\u5206\u53d1\u590d\u6742\u7684\u75db\u70b9\u3002<\/p>\n

\u56db\u5927\u91cf\u5316\u65b9\u6848\u5404\u6709\u6240\u957f<\/strong>\uff1a<\/p>\n

GPTQ\u5229\u7528\u4e8c\u9636\u4fe1\u606f\uff08Hessian\u8fd1\u4f3c\uff09\u505a\u9010\u5217\u91cd\u5efa\uff0c\u7cbe\u5ea6\u4f18\u5f02\u4f46\u6709\u53cd\u91cf\u5316\u5f00\u9500\u3002AWQ\u662f2024\u5e74\u6700\u6d41\u884c\u7684\u65b9\u6848\uff0c\u6838\u5fc3\u6d1e\u5bdf\u662f”LLM\u4e2d1%\u6743\u91cd\u8d21\u732e99%\u7cbe\u5ea6”\uff0c\u901a\u8fc7per-channel\u7f29\u653e\u4fdd\u62a4\u663e\u8457\u6743\u91cd\uff0c\u5b9e\u73b0\u7cbe\u5ea6\/\u901f\u5ea6\u53cc\u4f18\u3002SmoothQuant\u901a\u8fc7\u6570\u5b66\u7b49\u4ef7\u53d8\u6362\u5c06\u91cf\u5316\u96be\u5ea6\u4ece\u6fc0\u6d3b\u8f6c\u79fb\u5230\u6743\u91cd\uff0c\u5b9e\u73b0W8A8\u786c\u4ef6\u53cb\u597d\u63a8\u7406\u3002FlatQuant\u662f2024\u5e74\u65b0\u661f\uff0c\u5728SmoothQuant\u57fa\u7840\u4e0a\u6d88\u9664”\u5e73\u5766\u7ef4\u5ea6”\uff0cLLaMA-3 70B\u4e0aINT8\u7cbe\u5ea6\u5df2\u8d85\u8d8aGPTQ\u3002<\/p>\n

\u91cf\u5316\u9009\u62e9\u51b3\u7b56\u6811<\/strong>\uff08\u6309\u663e\u5b58\u9884\u7b97\uff09\uff1a
\n– >40GB\uff1aFP16\u539f\u7cbe\u5ea6
\n– 20-40GB\uff1aQ4_K_M
\n– 8-20GB\uff1aQ5_K_M\u6216Q3_K_M
\n– <8GB\uff1aQ2_K
\n– CPU only\uff1aQ4_0<\/p>\n

\u4efb\u52a1\u654f\u611f\u5ea6\u539f\u5219<\/strong>\uff1a\u804a\u5929\/\u5199\u4f5c\u4efb\u52a1Q4_K_M\u5373\u53ef\uff0c\u4ee3\u7801\u751f\u6210\/\u6570\u5b66\u63a8\u7406\u9700\u8981Q5_K_M\u4ee5\u4e0a\u7cbe\u5ea6\u3002<\/p>\n

\n

11:00 – \u5411\u91cf\u6570\u636e\u5e93\u4e0e\u8bed\u4e49\u68c0\u7d22\u7cfb\u7edf<\/h2>\n

\u4e09\u5927\u4e3b\u6d41\u5411\u91cf\u5e93\u7684\u6e05\u6670\u5b9a\u4f4d<\/strong>\uff1aFAISS\u662f\u7b97\u6cd5\u5e93\uff08\u9ad8\u6027\u80fd\u4f46\u9700\u81ea\u5efa\u5de5\u7a0b\uff09\uff0cMilvus\u662f\u5f00\u6e90\u6570\u636e\u5e93\uff08\u5206\u5e03\u5f0f\u751f\u4ea7\u7ea7\uff09\uff0cPinecone\u662f\u5168\u6258\u7ba1\u670d\u52a1\uff08\u7701\u5fc3\u4f46\u8d35\uff09\u3002<\/p>\n

\u6838\u5fc3\u7d22\u5f15\u7b97\u6cd5<\/strong>\uff1aHNSW\uff08\u56fe\u7d22\u5f15\uff09\u901f\u5ea6\u5feb\u3001\u53ec\u56de\u7387\u9ad8\uff0c\u4f46\u5185\u5b58\u5360\u7528\u5927\uff1bIVF\uff08\u5012\u6392\u805a\u7c7b\u7d22\u5f15\uff09\u8282\u7701\u5185\u5b58\uff0c\u53ef\u914d\u5408\u91cf\u5316\u538b\u7f29\uff1b\u6df7\u5408\u68c0\u7d22\u662f\u5de5\u4e1a\u754c\u6807\u51c6\u505a\u6cd5\u2014\u2014Dense\u8bed\u4e49\u5411\u91cf + Sparse\u5173\u952e\u8bcdBM25\uff0c\u7528RRF\uff08\u5012\u6570\u6392\u540d\u878d\u5408\uff09\u5408\u5e76\u7ed3\u679c\u3002<\/p>\n

Embedding\u9009\u578b<\/strong>\uff1a\u53c2\u8003MTEB\u8bc4\u6d4b\u699c\u5355\uff0c\u4e2d\u6587\u63a8\u8350BGE\u7cfb\u5217\u6216gte-large-zh\u3002<\/p>\n

RAG\u8c03\u4f18\u56db\u5927\u53c2\u6570<\/strong>\uff1achunk_size\uff08\u5206\u5757\u5927\u5c0f\uff09\u3001top_k\uff08\u53ec\u56de\u6570\u91cf\uff09\u3001\u6df7\u5408\u68c0\u7d22\u7b56\u7565\u3001reranker\u91cd\u6392\u5c42\u3002\u8fd9\u56db\u4e2a\u53c2\u6570\u7684\u7ec4\u5408\u8c03\u4f18\u51b3\u5b9a\u4e86RAG\u7cfb\u7edf\u7684\u6700\u7ec8\u6548\u679c\u4e0a\u9650\u3002<\/p>\n

\n

13:00-15:00 – GPU\u5e76\u884c\u8ba1\u7b97\u4e0eAI\u7f16\u8bd1\u5668<\/h2>\n

CUDA\u7f16\u7a0b\u6a21\u578b\u7684\u5c42\u6b21\u7ed3\u6784<\/strong>\uff1aThread \u2192 Block \u2192 Grid\u7684\u4e09\u5c42\u5c42\u6b21\uff0cSM\uff08\u6d41\u591a\u5904\u7406\u5668\uff09\u662f\u6267\u884c\u5355\u5143\uff0c\u5185\u5b58\u5206\u4e3a\u5bc4\u5b58\u5668\u3001\u5171\u4eab\u5185\u5b58\u3001L1\/L2\u7f13\u5b58\u3001\u5168\u5c40\u5185\u5b58HBM\u30022026\u5e74CUDA 13.2\u5f15\u5165cuTile Python DSL\uff0c\u7b80\u5316\u4e86Tensor Core\u8bbf\u95ee\u3002<\/p>\n

Flash Attention\u7684\u6838\u5fc3\u7a81\u7834<\/strong>\uff1a\u901a\u8fc7IO\u611f\u77e5\u7684\u5206\u5757\u8ba1\u7b97\uff0c\u5728SRAM\u4e0a\u9010\u5757\u5904\u7406\uff0c\u907f\u514d\u7269\u5316\u5b8c\u6574N\u00d7N\u6ce8\u610f\u529b\u77e9\u9635\u5230HBM\u3002\u5185\u5b58\u8bbf\u95ee\u4ece\u0398(Nd+N\u00b2)\u964d\u81f3\u0398(N\u00b2d\u00b2\/M)\uff0c\u5b9e\u9645\u52a0\u901f2-4\u500d\u3002Flash Attention\u4eceV1\u5230V4\u6301\u7eed\u6f14\u8fdb\uff0cHopper\u67b6\u6784\u7684Tensor Core\u63d0\u4f9b\u786c\u4ef6\u652f\u6301\u3002\u4eceGPU\u5185\u5b58\u5c42\u6b21\u770b\uff0cHBM\u5e26\u5bbd\u7ea6900GB\/s\u800cSRAM\u9ad8\u8fbe19TB\/s\uff0c\u5185\u5b58\u8bbf\u95ee\u662f\u4e3b\u8981\u74f6\u9888\u3002<\/p>\n

Transformer\u63a8\u7406\u7684KV Cache\u95ee\u9898<\/strong>\uff1aGPT3-175B\u5728batch=4\u65f6KV Cache\u663e\u5b58\u5360\u7528\u9ad8\u8fbe75.5GB\u3002PagedAttention\u5b9e\u73b0\u4e86\u663e\u5b58\u9ad8\u6548\u7ba1\u7406\u4e0e\u52a8\u6001\u6279\u5904\u7406\u3002<\/p>\n

\u5e76\u884c\u7b56\u7565\u4e94\u7ef4\u5ea6<\/strong>\uff1aDP\uff08\u6570\u636e\u5e76\u884c\uff09\u3001TP\uff08\u5f20\u91cf\u5e76\u884c\uff09\u3001PP\uff08\u6d41\u6c34\u7ebf\u5e76\u884c\uff09\u3001SP\uff08\u5e8f\u5217\u5e76\u884c\uff09\u3001EP\uff08\u4e13\u5bb6\u5e76\u884c\uff09\u3002LLaMA3\u752816\u8defPP\u5207\u5206126\u5c42\u30023D\u5e76\u884c\u7ec4\u5408\u662f\u5de5\u4e1a\u754c\u6807\u51c6\u505a\u6cd5\u3002<\/p>\n

\n

15:00 – \u300a\u5e84\u5b50\u300b\u900d\u9065\u6e38\u4e0e\u81ea\u7531\u4e3b\u4e49\u54f2\u5b66<\/h2>\n

\u900d\u9065\u6e38\u7684\u4e09\u4e2a\u9012\u8fdb\u5883\u754c<\/strong>\uff1a<\/p>\n

\u7b2c\u4e00\u5c42\u662f”\u5c0f\u5927\u4e4b\u8fa8”\u2014\u2014\u9e4f\u80fd\u6276\u6447\u76f4\u4e0a\u4e5d\u4e07\u91cc\uff0c\u8729\u4e0e\u5b66\u9e20\u5219”\u67aa\u6986\u678b\u800c\u6b62”\uff0c\u4f46\u5927\u5c0f\u53ea\u662f\u76f8\u5bf9\u800c\u8a00\uff0c\u89c6\u89d2\u51b3\u5b9a\u5224\u65ad\u3002\u7b2c\u4e8c\u5c42\u662f”\u65e0\u7528\u4e4b\u7528”\u2014\u2014\u5320\u77f3\u56e0\u4e0d\u6750\u4e4b\u6728\u5f97\u4ee5\u5168\u8eab\uff0c\u846b\u82a6\u53ef\u4ee5\u505a\u8170\u821f\u6d6e\u4e8e\u6c5f\u6e56\uff0c\u770b\u4f3c\u65e0\u7528\u7684\u54c1\u8d28\u5f80\u5f80\u6709\u6700\u5927\u7684\u7528\u3002\u7b2c\u4e09\u5c42\u662f”\u65e0\u5f85\u900d\u9065”\u2014\u2014\u4e0d\u4f9d\u8d56\u5916\u7269\u7684\u7cbe\u795e\u7edd\u5bf9\u81ea\u7531\uff0c\u662f\u900d\u9065\u6e38\u7684\u6700\u9ad8\u5883\u754c\u3002<\/p>\n

\u4e0e\u897f\u65b9\u81ea\u7531\u4e3b\u4e49\u7684\u5171\u9e23\u4e0e\u5dee\u5f02<\/strong>\uff1a\u5e84\u5b50\u7684”\u9053\u6cd5\u81ea\u7136”\u4e0e\u6d1b\u514b\u7684”\u81ea\u7136\u6743\u5229”\u90fd\u627f\u8ba4\u5148\u4e8e\u793e\u4f1a\u89c4\u8303\u7684\u5185\u5728\u81ea\u7531\u72b6\u6001\uff0c\u4f46\u5e84\u5b50\u8ffd\u6c42\u7cbe\u795e\u6027\u7684\u8d85\u8d8a\uff0c\u897f\u65b9\u81ea\u7531\u4e3b\u4e49\u8ffd\u6c42\u653f\u6cbb\u6027\u7684\u4fdd\u969c\u3002\u5e84\u5b50\u7684\u591a\u5143\u76f8\u5bf9\u4e3b\u4e49\u4e0e\u67cf\u6797\u7684\u4ef7\u503c\u591a\u5143\u8bba\u5b58\u5728\u6709\u8da3\u7684\u5e73\u884c\u6027\u2014\u2014\u90fd\u53cd\u5bf9\u5355\u4e00\u7edd\u5bf9\u4ef7\u503c\u6807\u51c6\u3002<\/p>\n

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\n

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