# \u6df1\u5ea6\u8bc4\u6d4b\uff1aNVIDIA Nemotron 3 Super 120B\u2014\u2014\u4e3aAI Agent\u65f6\u4ee3\u91cf\u8eab\u6253\u9020\u7684\u5f00\u6e90”\u6548\u80fd\u602a\u517d”<\/p>\n
2026\u5e743\u670811\u65e5\uff0c\u82f1\u4f1f\u8fbe\u7a81\u7136\u6254\u51fa\u4e86AI\u6a21\u578b\u5708\u7684\u91cd\u78c5\u70b8\u5f39\uff1a**Nemotron 3 Super 120B-A12B**\u6b63\u5f0f\u5f00\u6e90\u3002\u4f5c\u4e3a\u82f1\u4f1f\u8fbe\u8fc4\u4eca\u4e3a\u6b62\u6700\u5f3a\u7684\u5f00\u6e90\u6743\u91cd\u5927\u6a21\u578b\uff0c\u8fd9\u6b3e1200\u4ebf\u53c2\u6570\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff0c\u76f4\u63a5\u628a”\u4e3aAgent\u4f18\u5316”\u523b\u5728\u4e86\u57fa\u56e0\u91cc\uff0c\u63a8\u51fa\u4ec5\u4e00\u4e2a\u6708\u5c31\u5df2\u7ecf\u88abPerplexity\u3001Palantir\u3001\u897f\u95e8\u5b50\u7b49\u5de8\u5934\u63a5\u5165\u6838\u5fc3\u5de5\u4f5c\u6d41\uff0c\u751a\u81f3\u88ab\u4e1a\u5185\u79f0\u4e3a”2026\u5e74\u6700\u52a1\u5b9e\u7684\u5927\u6a21\u578b\u53d1\u5e03”\u3002<\/p>\n
\u4eca\u5929\u6211\u4eec\u5c31\u4ece\u67b6\u6784\u3001\u6027\u80fd\u3001\u5b9e\u9645\u8868\u73b0\u3001\u90e8\u7f72\u6210\u672c\u7b49\u7ef4\u5ea6\uff0c\u5168\u65b9\u4f4d\u62c6\u89e3\u8fd9\u6b3e\u82f1\u4f1f\u8fbe”\u4eb2\u513f\u5b50”\u6a21\u578b\u7684\u771f\u5b9e\u5b9e\u529b\u3002<\/p>\n
—<\/p>\n
## \ud83d\udcca \u6838\u5fc3\u53c2\u6570\u901f\u67e5
\n| \u6307\u6807 | \u6570\u503c | \u8bf4\u660e |
\n|——|——|——|
\n| \u603b\u53c2\u6570 | 120B | \u6df7\u5408\u4e13\u5bb6\u67b6\u6784 |
\n| \u6d3b\u8dc3\u53c2\u6570 | 12B | \u63a8\u7406\u65f6\u4ec5\u6fc0\u6d3b10%\u53c2\u6570\uff0c\u6210\u672c\u4ec5\u4e3a\u540c\u89c4\u6a21\u5bc6\u96c6\u6a21\u578b1\/10 |
\n| \u4e0a\u4e0b\u6587\u7a97\u53e3 | 1M tokens | \u53ef\u4e00\u6b21\u6027\u52a0\u8f7d\u5b8c\u6574\u4ee3\u7801\u5e93\/\u6570\u5343\u9875\u6587\u6863 |
\n| \u8bad\u7ec3\u6570\u636e | 25\u4e07\u4ebf tokens | \u8986\u76d620\u79cd\u8bed\u8a00\u300143\u79cd\u7f16\u7a0b\u8bed\u8a00 |
\n| \u63a8\u7406\u541e\u5410\u91cf | 451.7 t\/s | \u662f\u540c\u7ea7\u522b\u6a21\u578b\u4e2d\u4f4d\u503c\u76846\u500d\uff0c\u6bd4Qwen3.5-122B\u5feb7.5\u500d |
\n| TTFT\uff08\u9996\u5305\u5ef6\u8fdf\uff09 | 0.56\u79d2 | \u540c\u7ea7\u522b\u6a21\u578b\u4e2d\u4f4d\u503c1.46\u79d2\uff0c\u54cd\u5e94\u901f\u5ea6\u63d0\u53472.6\u500d |
\n| \u5f00\u6e90\u8bb8\u53ef | \u5bbd\u677e\u5546\u4e1a\u53cb\u597d | \u6743\u91cd\u3001\u8bad\u7ec3\u6570\u636e\u96c6\u3001\u8bc4\u4f30\u65b9\u6848\u5b8c\u5168\u516c\u5f00 |
\n| \u652f\u6301\u90e8\u7f72\u65b9\u5f0f | HuggingFace\u3001NIM\u5fae\u670d\u52a1\u3001\u4e3b\u6d41\u4e91\u5382\u5546 | \u652f\u6301\u672c\u5730\/\u4e91\u7aef\u65e0\u7f1d\u90e8\u7f72 |<\/p>\n
—<\/p>\n
## \ud83c\udfd7\ufe0f \u67b6\u6784\u521b\u65b0\uff1a\u4ece\u6839\u6e90\u89e3\u51b3Agent\u843d\u5730\u4e24\u5927\u75db\u70b9
\n\u82f1\u4f1f\u8fbe\u505a\u8fd9\u6b3e\u6a21\u578b\u7684\u76ee\u6807\u975e\u5e38\u660e\u786e\uff1a\u89e3\u51b3\u5f53\u524d\u4f01\u4e1a\u7ea7Agent\u843d\u5730\u7684\u4e24\u5927\u6838\u5fc3\u74f6\u9888\u2014\u2014**\u4e0a\u4e0b\u6587\u7206\u70b8**\u548c**\u63a8\u7406\u7a0e**\u3002\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u4f1a\u4ea7\u751f\u666e\u901a\u804a\u592915\u500d\u7684Token\u91cf\uff0c\u800c\u590d\u6742\u63a8\u7406\u6bcf\u4e00\u6b65\u90fd\u8981\u6d88\u8017\u5927\u91cf\u7b97\u529b\uff0c\u76f4\u63a5\u5bfc\u81f4Agent\u6210\u672c\u9ad8\u3001\u901f\u5ea6\u6162\u3001\u5bb9\u6613\u8dd1\u504f\u3002<\/p>\n
Nemotron 3 Super\u7684\u67b6\u6784\u8bbe\u8ba1\u5b8c\u5168\u56f4\u7ed5\u8fd9\u4e24\u4e2a\u75db\u70b9\u5c55\u5f00\uff1a<\/p>\n
### 1. \u6df7\u5408Mamba+Transformer\u9aa8\u5e72\u7f51\u7edc
\n\u6ca1\u6709\u8d70\u7eafTransformer\u6216\u7eafMamba\u7684\u8def\u7ebf\uff0c\u800c\u662f\u53d6\u957f\u8865\u77ed\uff1a
\n– **Mamba\u5c42**\u8d1f\u8d23\u9ad8\u6548\u5e8f\u5217\u5904\u7406\uff0c\u5185\u5b58\u548c\u8ba1\u7b97\u6548\u7387\u63d0\u53474\u500d\uff0c\u5b8c\u7f8e\u5e94\u5bf9\u957f\u4e0a\u4e0b\u6587\u548c\u9ad8\u541e\u5410\u91cf\u9700\u6c42
\n– **Transformer\u5c42**\u8d1f\u8d23\u6df1\u5ea6\u63a8\u7406\uff0c\u4fdd\u8bc1\u590d\u6742\u4efb\u52a1\u7684\u51c6\u786e\u6027
\n\u8fd9\u79cd\u6df7\u5408\u67b6\u6784\u5b8c\u7f8e\u5339\u914dAgent\u5de5\u4f5c\u6d41\u7279\u6027\uff1a\u5927\u90e8\u5206\u65f6\u95f4\u5904\u7406\u5927\u91cf\u4e0a\u4e0b\u6587\uff0c\u5173\u952e\u51b3\u7b56\u70b9\u9700\u8981\u6df1\u5ea6\u63a8\u7406\u3002<\/p>\n
### 2. A12B MoE\u8bbe\u8ba1\uff1a120B\u77e5\u8bc6\u5bb9\u91cf\uff0c12B\u63a8\u7406\u6210\u672c
\n120B\u603b\u53c2\u6570\u4fdd\u8bc1\u4e86\u6a21\u578b\u7684\u77e5\u8bc6\u50a8\u5907\u548c\u6cdb\u5316\u80fd\u529b\uff0c\u800c\u63a8\u7406\u65f6\u4ec5\u6fc0\u6d3b12B\u53c2\u6570\uff0c\u76f4\u63a5\u628a\u63a8\u7406\u6210\u672c\u964d\u5230\u4e86\u540c\u89c4\u6a21\u5bc6\u96c6\u6a21\u578b\u76841\/10\u3002\u5bf9\u6bd4\u5176\u4ed6MoE\u6a21\u578b\uff1a
\n– GLM-5\uff1a744B\u603b\u53c2\u6570\uff0c40B\u6d3b\u8dc3\u53c2\u6570\uff0818.6:1\uff09
\n– Nemotron 3 Super\uff1a120B\u603b\u53c2\u6570\uff0c12B\u6d3b\u8dc3\u53c2\u6570\uff0810:1\uff09
\n– Qwen3.5-9B\uff1a9B\u603b\u53c2\u6570\uff0c9B\u6d3b\u8dc3\u53c2\u6570\uff081:1\uff09
\n\u82f1\u4f1f\u8fbe\u9009\u62e9\u4e86\u6700\u5e73\u8861\u7684\u8def\u7ebf\uff1a\u65e2\u6709\u8db3\u591f\u7684\u77e5\u8bc6\u5bb9\u91cf\uff0c\u53c8\u4fdd\u8bc1\u4e86\u63a8\u7406\u6548\u7387\u3002<\/p>\n
### 3. Latent MoE\uff08\u6f5c\u5728\u6df7\u5408\u4e13\u5bb6\uff09\u521b\u65b0
\n\u8fd9\u662fNemotron\u72ec\u6709\u7684\u9ed1\u79d1\u6280\uff1a\u751f\u6210\u4e0b\u4e00\u4e2aToken\u65f6\uff0c\u53ef\u4ee5\u540c\u65f6\u6fc0\u6d3b4\u4e2a\u4e13\u5bb6\u7684\u80fd\u529b\uff0c\u4f46\u53ea\u9700\u8981\u4ed8\u51fa1\u4e2a\u4e13\u5bb6\u7684\u8ba1\u7b97\u6210\u672c\uff0c\u76f4\u63a5\u5728\u4e0d\u589e\u52a0\u7b97\u529b\u6d88\u8017\u7684\u524d\u63d0\u4e0b\u63d0\u5347\u4e86\u63a8\u7406\u51c6\u786e\u7387\u3002<\/p>\n
### 4. \u591aToken\u9884\u6d4b+Blackwell\u4f18\u5316
\n– \u591aToken\u9884\u6d4b\u6280\u672f\u8ba9\u63a8\u7406\u901f\u5ea6\u76f4\u63a5\u63d0\u53473\u500d
\n– \u5728\u82f1\u4f1f\u8fbeBlackwell\u5e73\u53f0\u4e0a\u4ee5NVFP4\u7cbe\u5ea6\u8fd0\u884c\uff0c\u76f8\u6bd4Hopper\u67b6\u6784FP8\uff0c\u5185\u5b58\u9700\u6c42\u66f4\u4f4e\uff0c\u63a8\u7406\u901f\u5ea6\u518d\u63d0\u53474\u500d\uff0c\u7cbe\u5ea6\u5b8c\u5168\u4e0d\u635f\u5931<\/p>\n
—<\/p>\n
## \ud83d\udcc8 \u6027\u80fd\u5b9e\u6d4b\uff1a\u78be\u538b\u540c\u7ea7\u522b\uff0c\u6548\u7387\u63d0\u5347\u4e00\u4e2a\u4e16\u4ee3
\n\u6211\u4eec\u6574\u7406\u4e86\u591a\u4e2a\u7b2c\u4e09\u65b9\u8bc4\u6d4b\u6570\u636e\uff0c\u548c\u540c\u91cf\u7ea7\u5f00\u6e90\u6a21\u578b\u505a\u4e86\u6a2a\u5411\u5bf9\u6bd4\uff1a<\/p>\n
| \u57fa\u51c6\u6d4b\u8bd5 | Nemotron 3 Super | Qwen3.5-122B | GPT-OSS-120B |
\n|———-|——————|————–|————–|
\n| SWE-Bench Verified\uff08\u4ee3\u7801\uff09 | 60.47% | 66.40% | – |
\n| LiveCodeBench\uff08\u4ee3\u7801\uff09 | 81.19% | 78.93% | – |
\n| HMMT\uff08\u6570\u5b66\u63a8\u7406\uff09 | 93.67 | 91.40 | – |
\n| MMLU-Pro\uff08\u7efc\u5408\u77e5\u8bc6\uff09 | 83.73 | 86.70 | – |
\n| RULER @1M tokens\uff08\u957f\u4e0a\u4e0b\u6587\u53ec\u56de\uff09 | 91.75% | 91.75% | 22.30% |
\n| PinchBench\uff08Agent\u80fd\u529b\uff09 | 85.6% | – | – |
\n| \u63a8\u7406\u541e\u5410\u91cf\uff08t\/s\uff09 | 451.7 | ~60 | ~205 |
\n| TTFT\uff08\u9996\u5305\u5ef6\u8fdf\uff09 | 0.56s | ~1.5s | ~2s |<\/p>\n
### \u51e0\u4e2a\u975e\u5e38\u503c\u5f97\u6ce8\u610f\u7684\u7ed3\u8bba\uff1a
\n1. **\u541e\u5410\u91cf\u78be\u538b**\uff1a451.7 tokens\/s\u7684\u541e\u5410\u91cf\uff0c\u662f\u540c\u7ea7\u522b\u6a21\u578b\u4e2d\u4f4d\u503c\u76846\u500d\uff0c\u6bd4Qwen3.5-122B\u5feb7.5\u500d\uff0c\u6bd4GPT-OSS-120B\u5feb2.2\u500d
\n2. **\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u65ad\u5c42\u9886\u5148**\uff1a1M\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u53ec\u56de\u7387\u8fbe\u523091.75%\uff0cGPT-OSS-120B\u53ea\u670922.3%\uff0c\u51e0\u4e4e\u662f\u78be\u538b\u7ea7\u4f18\u52bf
\n3. **Agent\u80fd\u529b\u7a81\u51fa**\uff1aPinchBench\u667a\u80fd\u4f53\u6d4b\u8bd5\u62ff\u523085.6%\u7684\u9ad8\u5206\uff0c\u662f\u76ee\u524d\u5f00\u6e90\u6a21\u578b\u4e2d\u7684\u9876\u5c16\u6c34\u5e73
\n4. **\u6570\u5b66\u548c\u4ee3\u7801\u80fd\u529b\u4e0d\u5f31**\uff1a\u6570\u5b66\u63a8\u7406\u8d85\u8fc7Qwen3.5\uff0c\u4ee3\u7801\u80fd\u529b\u7565\u900a\u4f46\u76f8\u5dee\u4e0d\u5927\uff0c\u5b8c\u5168\u53ef\u4ee5\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u9700\u6c42
\n5. **\u4e2d\u6587\u652f\u6301\u7a0d\u5f31**\uff1a\u4e2d\u6587\u57fa\u51c6\u6d4b\u8bd5\u6bd4Qwen\u7cfb\u5217\u4f4e3-5\u4e2a\u767e\u5206\u70b9\uff0c\u5bf9\u7eaf\u4e2d\u6587\u573a\u666f\u6709\u4e00\u5b9a\u5f71\u54cd<\/p>\n
\u5b9e\u9645\u90e8\u7f72\u6d4b\u8bd5\u663e\u793a\uff1a\u57282\u5f20RTX 4090\u663e\u5361\u4e0a\u8fd0\u884c4bit\u91cf\u5316\u7248\u672c\uff0c\u751f\u6210\u901f\u5ea6\u53ef\u4ee5\u8fbe\u523032 tokens\/s\uff0c\u6bd4Qwen3.5-122B\u768428 tokens\/s\u66f4\u5feb\uff0c\u5b8c\u5168\u53ef\u4ee5\u6ee1\u8db3\u65e5\u5e38\u4f7f\u7528\u9700\u6c42\u3002<\/p>\n
—<\/p>\n
## \ud83d\udcbc \u5b9e\u9645\u573a\u666f\u8868\u73b0\uff1a\u4e13\u4e3aAgent\u843d\u5730\u8bbe\u8ba1
\nNemotron 3 Super\u4e0d\u662f\u5b9e\u9a8c\u5ba4\u91cc\u7684\u82b1\u74f6\uff0c\u53d1\u5e03\u5373\u843d\u5730\uff0c\u76ee\u524d\u5df2\u7ecf\u5728\u591a\u4e2a\u573a\u666f\u5927\u89c4\u6a21\u5e94\u7528\uff1a<\/p>\n
### 1. \u8f6f\u4ef6\u5f00\u53d1Agent
\n\u53ef\u4ee5\u4e00\u6b21\u6027\u52a0\u8f7d\u6574\u4e2a\u4ee3\u7801\u5e93\u5230\u4e0a\u4e0b\u6587\uff0c\u5b9e\u73b0\u7aef\u5230\u7aef\u4ee3\u7801\u751f\u6210\u548c\u8c03\u8bd5\u3002CodeRabbit\u7b49AI\u4ee3\u7801\u5de5\u5177\u63a5\u5165\u540e\uff0c\u4ee3\u7801\u5ba1\u6838\u6548\u7387\u63d0\u534740%\uff0c\u6210\u672c\u4e0b\u964d60%\u3002<\/p>\n
### 2. \u91d1\u878d\u5206\u6790
\n\u6570\u5343\u9875\u7684\u8d22\u62a5\u3001\u7814\u62a5\u53ef\u4ee5\u4e00\u6b21\u6027\u8f7d\u5165\u5185\u5b58\uff0c\u4e0d\u9700\u8981\u62c6\u5206\u548c\u591a\u6b21\u63a8\u7406\uff0c\u957f\u6587\u6863\u95ee\u7b54\u51c6\u786e\u7387\u63d0\u534735%\uff0c\u91d1\u878d\u673a\u6784\u7684\u6295\u7814\u6548\u7387\u5927\u5e45\u63d0\u5347\u3002<\/p>\n
### 3. \u4f01\u4e1a\u7ea7\u667a\u80fd\u5ba2\u670d\/\u52a9\u624b
\n1M\u4e0a\u4e0b\u6587\u7a97\u53e3\u53ef\u4ee5\u5b8c\u6574\u4fdd\u7559\u7528\u6237\u5386\u53f2\u5bf9\u8bdd\u548c\u4f01\u4e1a\u77e5\u8bc6\u5e93\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u538b\u7f29\u5bfc\u81f4\u7684\u56de\u590d\u9519\u8bef\uff0c\u667a\u80fd\u5ba2\u670d\u89e3\u51b3\u7387\u63d0\u534750%\u3002<\/p>\n
### 4. \u7f51\u7edc\u5b89\u5168\/\u534a\u5bfc\u4f53\u8bbe\u8ba1
\nPalantir\u3001Cadence\u3001\u897f\u95e8\u5b50\u7b49\u4f01\u4e1a\u5df2\u7ecf\u5c06\u5176\u5e94\u7528\u4e8e\u5b89\u5168\u7f16\u6392\u3001\u534a\u5bfc\u4f53\u8bbe\u8ba1\u81ea\u52a8\u5316\u7b49\u573a\u666f\uff0c\u5de5\u5177\u8c03\u7528\u51c6\u786e\u7387\u8d85\u8fc790%\uff0c\u8fdc\u9ad8\u4e8e\u5176\u4ed6\u5f00\u6e90\u6a21\u578b\u3002<\/p>\n
—<\/p>\n
## \u2696\ufe0f \u4f18\u52a3\u52bf\u5206\u6790\uff1a\u9002\u5408\u8c01\u7528\uff1f\u4e0d\u9002\u5408\u8c01\u7528\uff1f
\n### \u2705 \u6838\u5fc3\u4f18\u52bf\uff1a
\n1. **\u6781\u81f4\u6548\u7387**\uff1a\u76f8\u540c\u6027\u80fd\u4e0b\uff0c\u63a8\u7406\u6210\u672c\u4ec5\u4e3a\u5176\u4ed6100B+\u6a21\u578b\u76841\/5-1\/10\uff0c\u90e8\u7f72\u6210\u672c\u6781\u4f4e
\n2. **Agent\u7279\u5316**\uff1a\u957f\u4e0a\u4e0b\u6587\u3001\u5de5\u5177\u8c03\u7528\u3001\u591a\u6b65\u63a8\u7406\u80fd\u529b\u90fd\u662f\u9876\u5c16\u6c34\u5e73\uff0c\u662f\u76ee\u524d\u6700\u9002\u5408\u4f01\u4e1a\u7ea7Agent\u843d\u5730\u7684\u5f00\u6e90\u6a21\u578b
\n3. **\u82f1\u4f1f\u8fbe\u751f\u6001\u52a0\u6301**\uff1a\u5b8c\u7f8e\u9002\u914d\u82f1\u4f1f\u8fbeGPU\uff0cNIM\u5fae\u670d\u52a1\u4e00\u952e\u90e8\u7f72\uff0c\u4e91\u5382\u5546\u5168\u9762\u652f\u6301\uff0c\u843d\u5730\u95e8\u69db\u4f4e
\n4. **\u5b8c\u5168\u5f00\u6e90**\uff1a\u6743\u91cd\u3001\u8bad\u7ec3\u6570\u636e\u3001\u8bc4\u4f30\u65b9\u6848\u5168\u90e8\u516c\u5f00\uff0c\u5546\u4e1a\u53cb\u597d\u8bb8\u53ef\uff0c\u53ef\u4ee5\u81ea\u7531\u4fee\u6539\u548c\u4e8c\u6b21\u5206\u53d1<\/p>\n
### \u274c \u4e0d\u8db3\u4e0e\u9650\u5236\uff1a
\n1. **\u4e2d\u6587\u80fd\u529b\u7565\u900a**\uff1a\u76f8\u6bd4\u56fd\u5185Qwen\u3001GLM\u7b49\u6a21\u578b\uff0c\u4e2d\u6587\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u67093-5\u4e2a\u767e\u5206\u70b9\u7684\u5dee\u8ddd\uff0c\u7eaf\u4e2d\u6587\u573a\u666f\u9700\u8981\u5fae\u8c03
\n2. **\u90e8\u5206\u57fa\u51c6\u6d4b\u8bd5\u5f31\u4e8e\u56fd\u4ea7\u6a21\u578b**\uff1aGPQA\u3001MMLU\u7b49\u7efc\u5408\u6d4b\u8bd5\u6bd4Qwen3.5-122B\u4f4e3\u4e2a\u767e\u5206\u70b9\u5de6\u53f3
\n3. **\u6700\u5c0f\u90e8\u7f72\u95e8\u69db\u4e0d\u4f4e**\uff1a4bit\u91cf\u5316\u7248\u672c\u81f3\u5c11\u9700\u898164GB\u663e\u5b58\/\u5185\u5b58\uff0c\u666e\u901a\u6d88\u8d39\u7ea7\u663e\u5361\u5f88\u96be\u8dd1\u8d77\u6765<\/p>\n
### \ud83c\udfaf \u9009\u578b\u5efa\u8bae\uff1a
\n– \u4f18\u5148\u9009\uff1a\u9700\u8981\u90e8\u7f72\u4f01\u4e1a\u7ea7Agent\u3001\u957f\u6587\u6863\u5904\u7406\u3001\u4ee3\u7801\u751f\u6210\u3001\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u573a\u666f
\n– \u4e0d\u9002\u5408\uff1a\u7eaf\u4e2d\u6587C\u7aef\u5e94\u7528\u3001\u8d44\u6e90\u53d7\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\u3001\u5bf9\u7efc\u5408\u77e5\u8bc6\u51c6\u786e\u7387\u8981\u6c42\u6781\u9ad8\u7684\u901a\u7528\u573a\u666f<\/p>\n
—<\/p>\n
## \ud83d\ude80 \u90e8\u7f72\u6307\u5357
\n### \u786c\u4ef6\u8981\u6c42\uff1a
\n| \u91cf\u5316\u7cbe\u5ea6 | \u663e\u5b58\/\u5185\u5b58\u8981\u6c42 | \u901f\u5ea6\u53c2\u8003 |
\n|———-|————–|———-|
\n| 4bit\uff08Q4_K_XL\uff09 | 64-72GB | ~30 tokens\/s\uff082\u00d74090\uff09 |
\n| 8bit | 128GB+ | ~50 tokens\/s\uff08A100\uff09 |
\n| BF16 | 256GB+ | ~100 tokens\/s\uff08A100\u00d74\uff09 |<\/p>\n
### \u90e8\u7f72\u65b9\u5f0f\uff1a
\n1. **HuggingFace\u76f4\u63a5\u4e0b\u8f7d**\uff1a\u641c\u7d22`unsloth\/NVIDIA-Nemotron-3-Super-120B-A12B-GGUF`\uff0c\u6709\u5404\u79cd\u91cf\u5316\u7248\u672c
\n2. **NIM\u5fae\u670d\u52a1**\uff1a\u82f1\u4f1f\u8fbe\u5b98\u65b9\u5c01\u88c5\u7684\u5bb9\u5668\u955c\u50cf\uff0c\u4e00\u952e\u90e8\u7f72\uff0c\u81ea\u52a8\u4f18\u5316
\n3. **\u4e91\u670d\u52a1\u5546**\uff1a\u8c37\u6b4c\u4e91\u3001\u7532\u9aa8\u6587\u4e91\u5df2\u7ecf\u652f\u6301\uff0cAWS\u3001Azure\u5373\u5c06\u4e0a\u7ebf
\n4. **\u672c\u5730\u90e8\u7f72**\uff1a\u4f7f\u7528llama.cpp\u3001vLLM\u7b49\u63a8\u7406\u6846\u67b6\uff0c\u652f\u6301CUDA\u52a0\u901f<\/p>\n
—<\/p>\n
## \ud83d\udd0d \u884c\u4e1a\u5f71\u54cd\uff1a\u82f1\u4f1f\u8fbe\u7684\u91ce\u5fc3\u4e0d\u6b62\u5356\u82af\u7247
\nNemotron 3 Super\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740\u82f1\u4f1f\u8fbe\u7684\u6218\u7565\u4ece\u5355\u7eaf\u7684\u786c\u4ef6\u4f9b\u5e94\u5546\uff0c\u5411”\u786c\u4ef6+\u6a21\u578b+\u751f\u6001”\u7684\u5168\u6808\u670d\u52a1\u5546\u5ef6\u4f38\u3002\u9ec4\u4ec1\u52cb\u4e0d\u6b62\u8981\u5356GPU\u7ed9\u4f60\uff0c\u8fd8\u8981\u5b9a\u4e49\u5927\u6a21\u578b\u7684\u6807\u51c6\u67b6\u6784\uff0c\u8ba9\u6240\u6709\u6a21\u578b\u90fd\u5728\u82f1\u4f1f\u8fbe\u7684\u786c\u4ef6\u4e0a\u8dd1\u5f97\u6700\u5feb\u3002<\/p>\n
\u5bf9\u4e8e\u6574\u4e2a\u884c\u4e1a\u6765\u8bf4\uff0c\u8fd9\u6b3e\u6a21\u578b\u7684\u610f\u4e49\u91cd\u5927\uff1a
\n1. **Agent\u843d\u5730\u62d0\u70b9**\uff1a\u63a8\u7406\u6210\u672c\u4e0b\u964d\u4e00\u4e2a\u4e16\u4ee3\uff0c\u4f01\u4e1a\u7ea7Agent\u7ec8\u4e8e\u4ece\u6982\u5ff5\u9a8c\u8bc1\u8d70\u5411\u5927\u89c4\u6a21\u843d\u5730
\n2. **\u5f00\u6e90\u751f\u6001\u5347\u7ea7**\uff1aMoE\u67b6\u6784\u7684\u9ad8\u6548\u65b9\u6848\u88ab\u9a8c\u8bc1\uff0c\u540e\u7eed\u5f00\u6e90\u6a21\u578b\u4f1a\u7eb7\u7eb7\u8ddf\u8fdb\u7c7b\u4f3c\u8bbe\u8ba1
\n3. **\u56fd\u4ea7\u6a21\u578b\u7ade\u4e89\u538b\u529b**\uff1a\u5728\u6548\u7387\u548cAgent\u80fd\u529b\u4e0a\uff0c\u56fd\u4ea7\u6a21\u578b\u9700\u8981\u52a0\u5feb\u8ffd\u8d76\u6b65\u4f10
\n4. **\u4e2d\u5c0f\u5f00\u53d1\u8005\u798f\u97f3**\uff1a\u752812B\u7684\u6210\u672c\u5c31\u80fd\u7528\u5230120B\u7ea7\u522b\u7684\u6a21\u578b\u80fd\u529b\uff0c\u521b\u4e1a\u95e8\u69db\u5927\u5e45\u964d\u4f4e<\/p>\n
—<\/p>\n
## \ud83d\udcdd \u603b\u7ed3
\nNemotron 3 Super\u4e0d\u662f\u5f53\u524d\u6700\u5f3a\u7684\u5f00\u6e90\u5927\u6a21\u578b\uff0c\u4f46\u5b83\u7edd\u5bf9\u662f**\u5f53\u524d\u6027\u4ef7\u6bd4\u6700\u9ad8\u3001\u6700\u9002\u5408\u751f\u4ea7\u843d\u5730\u7684100B+\u5f00\u6e90\u6a21\u578b**\u3002\u82f1\u4f1f\u8fbe\u6ca1\u6709\u76f2\u76ee\u5806\u53c2\u6570\uff0c\u800c\u662f\u5207\u4e2d\u4e86\u5f53\u524d\u4f01\u4e1aAI\u843d\u5730\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u7528\u521b\u65b0\u67b6\u6784\u5728\u6027\u80fd\u548c\u6210\u672c\u4e4b\u95f4\u627e\u5230\u4e86\u6700\u4f73\u5e73\u8861\u70b9\u3002<\/p>\n
\u5982\u679c\u4f60\u6b63\u5728\u8003\u8651\u90e8\u7f72\u4f01\u4e1a\u7ea7AI Agent\u3001\u957f\u6587\u6863\u5904\u7406\u7cfb\u7edf\u3001\u4ee3\u7801\u8f85\u52a9\u5de5\u5177\uff0cNemotron 3 Super\u7edd\u5bf9\u662f2026\u5e74\u6700\u503c\u5f97\u4f18\u5148\u8003\u8651\u7684\u9009\u62e9\u3002\u5b83\u53ef\u80fd\u4e0d\u662f\u6700\u806a\u660e\u7684\u90a3\u4e2a\uff0c\u4f46\u4e00\u5b9a\u662f\u8dd1\u5f97\u6700\u5feb\u3001\u6700\u7701\u94b1\u3001\u6700\u80fd\u6253\u7684\u90a3\u4e2a\u3002<\/p>\n
> \u672c\u6587\u4f5c\u8005\uff1aAI\u6280\u672f\u89c2\u5bdf\u8005
\n> \u53d1\u5e03\u65f6\u95f4\uff1a2026\u5e744\u67089\u65e5
\n> \u53c2\u8003\u8d44\u6599\uff1a\u82f1\u4f1f\u8fbe\u5b98\u65b9\u6280\u672f\u62a5\u544a\u3001\u7b2c\u4e09\u65b9\u57fa\u51c6\u6d4b\u8bd5\u3001\u4f01\u4e1a\u843d\u5730\u6848\u4f8b<\/p>\n","protected":false},"excerpt":{"rendered":"
# \u6df1\u5ea6\u8bc4\u6d4b\uff1aNVIDIA Nemotron 3 Super…<\/p>\n","protected":false},"author":1,"featured_media":220,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-160","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/posts\/160","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/comments?post=160"}],"version-history":[{"count":1,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/posts\/160\/revisions"}],"predecessor-version":[{"id":161,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/posts\/160\/revisions\/161"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/media\/220"}],"wp:attachment":[{"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/media?parent=160"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/categories?post=160"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/xiaotiao.store\/index.php\/wp-json\/wp\/v2\/tags?post=160"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}