{"id":116433,"date":"2026-10-21T12:32:37","date_gmt":"2026-10-21T04:32:37","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/116433.html"},"modified":"2026-10-21T12:32:37","modified_gmt":"2026-10-21T04:32:37","slug":"128gb-%e7%bb%9f%e4%b8%80%e5%86%85%e5%ad%98%e8%83%bd%e8%b7%91%e5%a4%9a%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%9fpgx-%e7%9a%84%e5%ae%b9%e9%87%8f%e3%80%81%e5%b8%a6%e5%ae%bd%e4%b8%8e%e9%80%82%e7%94%a8%e8%be%b9","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/116433.html","title":{"rendered":"128GB \u7edf\u4e00\u5185\u5b58\u80fd\u8dd1\u591a\u5927\u6a21\u578b\uff1fPGX \u7684\u5bb9\u91cf\u3001\u5e26\u5bbd\u4e0e\u9002\u7528\u8fb9\u754c"},"content":{"rendered":"<p>\u300c128GB \u7edf\u4e00\u5185\u5b58\u3001\u5355\u673a 2000 \u4ebf\u53c2\u6570\u300d\u8fd9\u53e5\u8bdd&#xff0c;\u5fc5\u987b\u914d\u4e09\u4e2a\u9650\u5b9a\u8bcd\u624d\u6709\u610f\u4e49&#xff1a;\u4ec0\u4e48\u7cbe\u5ea6\u3001\u5355\u673a\u8fd8\u662f\u53cc\u673a\u3001\u591a\u5c11\u5e76\u53d1\u3002\u672c\u6587\u7ed9\u4e00\u4e2a\u9762\u5411\u7edf\u4e00\u5185\u5b58\u8bbe\u5907\u7684\u5bb9\u91cf\u4e0e\u5e26\u5bbd\u8ba1\u7b97\u811a\u672c&#xff0c;\u7528 8B\/32B\/70B\/200B\/405B \u4e94\u6863\u7b97\u4f8b\u8bf4\u660e\u5bb9\u91cf\u8fb9\u754c&#xff0c;\u5e76\u7ed9\u51fa\u300c\u80fd\u8dd1\u300d\u4e0e\u300c\u80fd\u670d\u52a1\u591a\u5c11\u4eba\u300d\u4e4b\u95f4\u7684\u533a\u522b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"\" height=\"800\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261021043235-6ad840637e192.jpg\" width=\"800\" \/><\/p>\n<p>\u56fe\u6ce8&#xff1a;\u7edf\u4e00\u5185\u5b58\u67b6\u6784\u793a\u610f&#xff08;\u6765\u6e90&#xff1a;\u5546\u7ea2\u79d1\u6280\u884c\u4e1a\u8bba\u575b\u539f\u6587\u914d\u56fe&#xff1b;\u975e\u5b9e\u6d4b&#xff09;<\/p>\n<h3>\u5148\u8bf4\u7ed3\u8bba<\/h3>\n<ul>\n<li>\u6743\u91cd\u5185\u5b58 \u2248 \u53c2\u6570\u91cf \u00d7 \u4f4d\u5bbd \u00f7 8&#xff0c;\u518d\u7559 10%\u201320% \u7ed9 KV Cache \u4e0e\u6846\u67b6\u5f00\u9500&#xff1b;<\/li>\n<li>128GB \u80fd\u88c5\u4e0b 70B \u7684 INT8\/INT4\u3001200B \u7684 FP4&#xff0c;\u4f46\u88c5\u4e0d\u4e0b 70B FP16&#xff1b;<\/li>\n<li>\u5bb9\u91cf\u51b3\u5b9a\u300c\u88c5\u4e0d\u88c5\u5f97\u4e0b\u300d&#xff0c;\u5e26\u5bbd\u51b3\u5b9a\u300c\u5410\u5b57\u5feb\u4e0d\u5feb\u300d\u3002\u7edf\u4e00\u5185\u5b58 273 GB\/s \u7684\u5355\u6d41\u4e0a\u9650&#xff0c;\u9002\u5408\u4e2a\u4eba\/\u5c0f\u56e2\u961f&#xff0c;\u4e0d\u9002\u5408\u51e0\u5341\u4eba\u5e76\u53d1\u5728\u7ebf\u95ee\u7b54\u3002<\/li>\n<\/ul>\n<h3>\u4e00\u3001\u5148\u5206\u6e05\u4e09\u4e2a\u8bcd<\/h3>\n<p>\u53c2\u6570\u91cf \u2260 \u8981\u88c5\u8fdb\u5185\u5b58\u7684\u91cf\u3002\u00a0MoE \u6a21\u578b\u63a8\u7406\u65f6\u53ea\u6fc0\u6d3b\u90e8\u5206\u4e13\u5bb6&#xff0c;\u4f46\u6743\u91cd\u4ecd\u8981\u5168\u90e8\u9a7b\u7559\u3002\u603b\u53c2\u6570\u63cf\u8ff0\u89c4\u6a21&#xff0c;\u6fc0\u6d3b\u53c2\u6570\u63cf\u8ff0\u6bcf token \u8ba1\u7b97\u91cf&#xff0c;\u4e24\u8005\u4e0d\u80fd\u6df7\u3002<\/p>\n<p>\u7cbe\u5ea6\u4f4d\u5bbd\u51b3\u5b9a\u5185\u5b58\u3002\u00a0\u540c\u4e00\u4e2a 70B&#xff1a;FP16 \u7ea6 140GB\u3001INT8 \u7ea6 70GB\u3001INT4 \u7ea6 35GB\u3002\u770b\u5230\u300c\u80fd\u8dd1 N \u5343\u4ebf\u53c2\u6570\u300d&#xff0c;\u5148\u95ee\u7cbe\u5ea6\u3002<\/p>\n<p>\u5bb9\u91cf\u3001\u5e26\u5bbd\u3001\u7b97\u529b\u4e09\u8005\u5206\u5de5\u4e0d\u540c\u3002\u00a0\u5bb9\u91cf\u7ba1\u88c5\u4e0d\u88c5\u5f97\u4e0b&#xff0c;\u5e26\u5bbd\u7ba1\u5355\u6d41\u901f\u5ea6&#xff0c;\u7b97\u529b\u7ba1\u6bcf\u6b65\u8ba1\u7b97\u3002\u5ba3\u4f20\u53e3\u5f84\u5e38\u628a\u5b83\u4eec\u5408\u6210\u4e00\u53e5\u300c\u7b97\u529b\u5f3a\u300d&#xff0c;\u9009\u578b\u65f6\u5fc5\u987b\u5206\u5f00\u3002<\/p>\n<h3>\u4e8c\u3001\u5bb9\u91cf\u4e0e\u5e26\u5bbd\u8ba1\u7b97\u811a\u672c<\/h3>\n<p>#!\/usr\/bin\/env python3<\/p>\n<p>&#034;&#034;&#034;\u7edf\u4e00\u5185\u5b58\u8bbe\u5907\u7684\u5bb9\u91cf\u4e0e\u5355\u6d41\u901f\u5ea6\u4f30\u7b97&#xff08;\u793a\u4f8b\u53e3\u5f84&#xff0c;\u975e\u5b9e\u6d4b&#xff09;\u3002&#034;&#034;&#034;<\/p>\n<p>GB &#061; 1024 ** 3<\/p>\n<p>def kv_bytes(layers: int, kv_heads: int, head_dim: int,<\/p>\n<p>seq: int, batch: int &#061; 1, elem_bytes: int &#061; 2) -&gt; float:<\/p>\n<p>return 2 * layers * kv_heads * head_dim * seq * batch * elem_bytes<\/p>\n<p>def fit(params_b: float, bits: int, layers: int, kv_heads: int,<\/p>\n<p>head_dim: int, seq: int, batch: int &#061; 1,<\/p>\n<p>usable_gib: float &#061; 128.0, margin: float &#061; 0.15) -&gt; dict:<\/p>\n<p>weight_gib &#061; params_b * 1e9 * bits \/ 8 \/ GB<\/p>\n<p>kv_gib &#061; kv_bytes(layers, kv_heads, head_dim, seq, batch) \/ GB<\/p>\n<p>subtotal &#061; weight_gib &#043; kv_gib<\/p>\n<p>total &#061; subtotal * (1 &#043; margin)<\/p>\n<p>return {<\/p>\n<p>&#034;weight_GiB&#034;: round(weight_gib, 2),<\/p>\n<p>&#034;kv_GiB&#034;: round(kv_gib, 2),<\/p>\n<p>&#034;total_with_margin_GiB&#034;: round(total, 2),<\/p>\n<p>&#034;fits&#034;: total &lt;&#061; usable_gib,<\/p>\n<p>&#034;headroom_GiB&#034;: round(usable_gib &#8211; total, 2),<\/p>\n<p>}<\/p>\n<p>def decode_upper(weight_gib: float, bandwidth_gbs: float &#061; 273.0,<\/p>\n<p>efficiency: float &#061; 0.6) -&gt; float:<\/p>\n<p>&#034;&#034;&#034;\u5355\u6d41 tokens\/s \u7684\u7c97\u7565\u4e0a\u9650&#xff1a;\u5e26\u5bbd \u00f7 \u6bcf token \u8bfb\u53d6\u7684\u6743\u91cd\u3002&#034;&#034;&#034;<\/p>\n<p>return bandwidth_gbs * efficiency \/ weight_gib<\/p>\n<p>if __name__ &#061;&#061; &#034;__main__&#034;:<\/p>\n<p># \u4ee5 80 \u5c42\u30018 \u4e2a KV \u5934\u3001128 \u5934\u7ef4\u5ea6\u4e3a\u4f8b&#xff1b;\u4e0d\u540c\u6a21\u578b\u8bf7\u66ff\u6362<\/p>\n<p>for name, p, bits in [<\/p>\n<p>(&#034;8B FP16&#034;, 8, 16), (&#034;8B INT4&#034;, 8, 4),<\/p>\n<p>(&#034;32B FP16&#034;, 32, 16), (&#034;32B INT8&#034;, 32, 8),<\/p>\n<p>(&#034;70B INT8&#034;, 70, 8), (&#034;70B INT4&#034;, 70, 4),<\/p>\n<p>(&#034;200B FP4&#034;, 200, 4), (&#034;405B INT4&#034;, 405, 4),<\/p>\n<p>]:<\/p>\n<p>r &#061; fit(p, bits, 80, 8, 128, 8192)<\/p>\n<p>speed &#061; decode_upper(r[&#034;weight_GiB&#034;])<\/p>\n<p>print(f&#034;{name:12} {r} \u5355\u6d41\u4e0a\u9650\u7ea6 {speed:.1f} tok\/s&#034;)<\/p>\n<p>\u793a\u4f8b\u7ed3\u8bba&#xff1a;<\/p>\n<table>\n<tr>\u6a21\u578b\u6743\u91cd128GB \u662f\u5426\u88c5\u4e0b\u5355\u6d41\u4e0a\u9650&#xff08;60% \u6548\u7387&#xff09;<\/tr>\n<tbody>\n<tr>\n<td>8B FP16<\/td>\n<td>\u7ea6 16GB<\/td>\n<td>\u662f<\/td>\n<td>\u7ea6 10 tok\/s<\/td>\n<\/tr>\n<tr>\n<td>32B FP16<\/td>\n<td>\u7ea6 64GB<\/td>\n<td>\u662f<\/td>\n<td>\u7ea6 2.6 tok\/s<\/td>\n<\/tr>\n<tr>\n<td>70B INT8<\/td>\n<td>\u7ea6 70GB<\/td>\n<td>\u662f&#xff0c;\u4f59\u91cf\u7ea6 40GB<\/td>\n<td>\u7ea6 2.3 tok\/s<\/td>\n<\/tr>\n<tr>\n<td>70B FP16<\/td>\n<td>\u7ea6 140GB<\/td>\n<td>\u5426<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<tr>\n<td>200B FP4<\/td>\n<td>\u7ea6 100GB<\/td>\n<td>\u662f&#xff0c;\u4f59\u91cf\u5f88\u5c0f<\/td>\n<td>\u7ea6 1.6 tok\/s<\/td>\n<\/tr>\n<tr>\n<td>405B INT4<\/td>\n<td>\u7ea6 202GB<\/td>\n<td>\u5355\u673a\u5426&#xff1b;\u53cc\u673a\u5404\u7ea6 101GB<\/td>\n<td>\u2014<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u4e9b\u662f\u7b97\u672f\u793a\u4f8b&#xff0c;\u4e0d\u662f\u5b9e\u6d4b&#xff1b;KV Cache\u3001\u6fc0\u6d3b\u503c\u548c\u6846\u67b6\u5f00\u9500\u90fd\u4f1a\u8ba9\u5b9e\u9645\u503c\u53d8\u5316\u3002<\/p>\n<h3>\u4e09\u3001\u4e3a\u4ec0\u4e48\u300c\u80fd\u8dd1\u300d\u4e0d\u7b49\u4e8e\u300c\u80fd\u670d\u52a1\u300d<\/h3>\n<p>\u5355\u6d41\u901f\u5ea6\u7684\u4e0a\u9650\u7531\u5e26\u5bbd\u51b3\u5b9a\u3002128GB \u7edf\u4e00\u5185\u5b58\u8bbe\u5907\u7684\u5e26\u5bbd\u7ea6 273 GB\/s&#xff0c;\u800c\u72ec\u7acb\u663e\u5b58\u53ef\u4ee5\u5230 1792 GB\/s\u3002\u5dee\u8ddd\u4e0d\u662f\u5bb9\u91cf&#xff0c;\u662f\u6bcf\u5929\u7528\u8d77\u6765\u7684\u4f53\u611f\u3002<\/p>\n<p>\u4e09\u7c7b\u573a\u666f\u5bf9\u53f7\u5165\u5ea7&#xff1a;<\/p>\n<table>\n<tr>\u573a\u666f\u662f\u5426\u5408\u9002\u5173\u952e\u7406\u7531<\/tr>\n<tbody>\n<tr>\n<td>\u5355\u4eba\u7b97\u6cd5\u5f00\u53d1 \/ \u539f\u578b\u9a8c\u8bc1<\/td>\n<td>\u5408\u9002<\/td>\n<td>70B \u91cf\u5316\u6a21\u578b\u80fd\u88c5\u4e0b&#xff0c;\u5355\u6d41\u901f\u5ea6\u591f\u4e2a\u4eba\u7528<\/td>\n<\/tr>\n<tr>\n<td>\u9ad8\u6821\u5b9e\u9a8c\u5ba4\u6559\u5b66<\/td>\n<td>\u5408\u9002<\/td>\n<td>\u4fbf\u643a\u3001\u9884\u88c5\u8f6f\u4ef6\u6808\u3001\u65ad\u7f51\u53ef\u8dd1<\/td>\n<\/tr>\n<tr>\n<td>\u8f66\u95f4 \/ \u5382\u533a\u8fb9\u7f18\u4f4e\u5e76\u53d1<\/td>\n<td>\u5408\u9002<\/td>\n<td>\u6570\u636e\u4e0d\u51fa\u5185\u7f51<\/td>\n<\/tr>\n<tr>\n<td>\u51e0\u5341\u4eba\u9ad8\u5e76\u53d1\u5728\u7ebf\u95ee\u7b54<\/td>\n<td>\u4e0d\u5408\u9002<\/td>\n<td>\u5355\u6d41\u4e0a\u9650\u4e0e KV \u5360\u7528\u6446\u5728\u90a3\u91cc<\/td>\n<\/tr>\n<tr>\n<td>70B \u4ee5\u4e0a\u5168\u91cf\u5fae\u8c03<\/td>\n<td>\u4e0d\u5408\u9002<\/td>\n<td>\u5f62\u6001\u4e0e\u5185\u5b58\u90fd\u4e3a\u63a8\u7406\u4e0e\u8f7b\u91cf\u5fae\u8c03\u8bbe\u8ba1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u56db\u3001\u91c7\u8d2d\u524d\u8981\u5199\u8fdb\u786e\u8ba4\u5355\u7684\u4e09\u4ef6\u4e8b<\/h3>\n<li>\u89c4\u683c\u53e3\u5f84&#xff1a;\u4ea4\u4ed8\u7684\u662f FP4 \u4e0b\u5355\u673a 2000 \u4ebf&#xff0c;\u8fd8\u662f BF16 \u4e0b 70B&#xff1f;\u662f\u5426\u53cc\u673a\u65b9\u6848&#xff1f;KV \u4f59\u91cf\u6309\u591a\u957f\u4e0a\u4e0b\u6587\u7b97&#xff1f;<\/li>\n<li>\u4ef7\u683c\u53e3\u5f84&#xff1a;\u540c\u4e00\u578b\u53f7\u5728\u4e0d\u540c\u5b98\u65b9\u9875\u9762\u7684\u53c2\u8003\u4ef7\u53ef\u80fd\u4e0d\u540c&#xff0c;\u4e0b\u5355\u524d\u6838\u5bf9\u8d2d\u4e70\u5f53\u5929\u7684\u5b98\u65b9\u6e20\u9053\u9875\u3002<\/li>\n<li>\u6570\u636e\u5408\u89c4\u4e0e\u9a8c\u6536&#xff1a;\u6a21\u578b\u4e0e\u6570\u636e\u5168\u7a0b\u5728\u672c\u673a\/\u5185\u7f51\u8fd0\u884c\u3001\u65ad\u7f51\u53ef\u7528\u3001\u65e5\u5fd7\u4e0e\u6a21\u578b\u6587\u4ef6\u4e0d\u5916\u53d1\u3001\u8bbe\u5907\u56de\u6536\u65f6\u6570\u636e\u53ef\u6e05\u9664\u3002<\/li>\n<h3>\u4e94\u3001\u4e0e\u5854\u5f0f\/\u670d\u52a1\u5668\u7684\u8fb9\u754c<\/h3>\n<p>\u7edf\u4e00\u5185\u5b58\u8bbe\u5907\u7684\u4f18\u52bf\u662f\u5bb9\u91cf\u4e0e\u4fbf\u643a&#xff0c;\u4ee3\u4ef7\u662f\u4e0d\u80fd\u6362\u5361\u6269\u5bb9\u3001\u6563\u70ed\u6309\u5c0f\u673a\u8eab\u8bbe\u8ba1\u3001\u957f\u65f6\u95f4\u6ee1\u8f7d\u4e0d\u9002\u5408\u585e\u673a\u67dc\u3002\u9700\u8981\u591a\u5361\u8bad\u7ec3\u3001\u51e0\u5341\u4eba\u5e76\u53d1\u6216\u66f4\u9ad8\u5e26\u5bbd\u65f6&#xff0c;\u5e94\u770b\u5854\u5f0f\u591a\u5361\u6216\u673a\u67b6\u670d\u52a1\u5668&#xff0c;\u800c\u4e0d\u662f\u7ee7\u7eed\u52a0\u7edf\u4e00\u5185\u5b58\u8bbe\u5907\u3002<\/p>\n<h3>\u8fb9\u754c\u4e0e\u9002\u7528\u6761\u4ef6<\/h3>\n<ul>\n<li>\u811a\u672c\u4e2d\u7684\u5c42\u6570\u3001KV 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