{"id":8852,"date":"2025-04-18T16:58:31","date_gmt":"2025-04-18T08:58:31","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/8852.html"},"modified":"2025-04-18T16:58:31","modified_gmt":"2025-04-18T08:58:31","slug":"%e4%b8%87%e5%85%83%e6%9c%8d%e5%8a%a1%e5%99%a8%e8%bf%90%e8%a1%8c%e6%bb%a1%e8%a1%80deepseek%ef%bc%81%e5%85%a8%e7%bd%91%e6%9c%80%e5%85%a8%e4%bd%8e%e6%88%90%e6%9c%ac%e9%83%a8%e7%bd%b2%e6%96%b9%e6%a1%88","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/8852.html","title":{"rendered":"\u4e07\u5143\u670d\u52a1\u5668\u8fd0\u884c\u6ee1\u8840DeepSeek\uff01\u5168\u7f51\u6700\u5168\u4f4e\u6210\u672c\u90e8\u7f72\u65b9\u6848+\u786c\u4ef6\u91c7\u8d2d\u907f\u5751\u6307\u5357\uff01"},"content":{"rendered":"<p>\u672c\u6587\u6765\u81ea\u4e5d\u5929\u8001\u5e08\u7684\u89c6\u9891&#xff0c;\u7531\u8d4b\u8303\u7a7a\u95f4\u8fd0\u8425\u8fdb\u884c\u6574\u7406\u7f16\u8f91&#xff0c;\u5982\u679c\u4f60\u6709\u4efb\u4f55\u5efa\u8bae\u6b22\u8fce\u8bc4\u8bba\u544a\u77e5\u54e6~<\/p>\n<p>\u672c\u5730\u90e8\u7f72DeepSeek 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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085824-68021430d9901.png\" width=\"1080\" \/><\/p>\n<p>\u8fd9\u5e94\u8be5\u662f\u5168\u7f51\u7ea7\u8be6\u7ec6\u7684\u8d44\u6599\u4e86\u3002<\/p>\n<p>\u63a5\u4e0b\u6765&#xff0c;\u6211\u4eec\u4ece\u4e00\u4e2a\u5927\u5bb6\u6700\u5173\u6ce8\u7684\u95ee\u9898\u5f00\u59cb\u8ba8\u8bba&#xff0c;\u90a3\u5c31\u662f\u672c\u5730\u90e8\u7f72\u6ee1\u8840\u7248DeepSeek R1\u6a21\u578b&#xff0c;\u5230\u5e95\u9700\u8981\u4ec0\u4e48\u914d\u7f6e\u3002<\/p>\n<p>\u6211\u4eec\u5047\u8bbe\u5e76\u53d1\u91cf\u5728100\u5de6\u53f3&#xff0c;\u4e00\u4e2a\u7a33\u5b9a\u7684\u914d\u7f6e\u662f\u53cc\u8282\u70b9\u670d\u52a1\u5668&#xff0c;\u6bcf\u4e2a\u8282\u70b9\u7684\u670d\u52a1\u5668\u914d\u7f6e\u662f8\u5361A100 GPU&#xff08;80G&#xff09;\u4ee5\u53ca\u4e24\u9897intel \u5fd7\u5f3a8358\u62166348 CPU&#xff0c;\u5e76\u914d\u7f6e512G\u5185\u5b58\u548c5T\u786c\u76d8&#xff0c;\u5355\u8282\u70b9\u670d\u52a1\u5668\u4ef7\u683c\u5728185\u4e07\u4e0a\u4e0b&#xff0c;\u53cc\u8282\u70b9\u670d\u52a1\u5668\u603b\u6210\u672c\u7ea6\u5728350\u4e07\u5230370\u4e07\u5de6\u53f3\u3002<\/p>\n<p>\u9700\u8981\u8bf4\u660e\u4e00\u70b9\u7684\u662f&#xff0c;\u56fd\u5185GPU\u4ef7\u683c\u6c34\u5f88\u6df1&#xff0c;\u89c6\u9891\u4e2d\u7684\u62a5\u4ef7\u90fd\u4ee5\u4e00\u4e9b\u516c\u5f00\u6e20\u9053\u7684\u4ef7\u683c\u4e3a\u53c2\u8003&#xff0c;\u5177\u4f53\u91c7\u8d2d\u4ef7\u683c\u9700\u6839\u636e\u5b9e\u9645\u60c5\u51b5\u786e\u5b9a\u3002<\/p>\n<p>\u5e76\u4e14&#xff0c;\u5982\u679c\u662f\u914d\u7f6eA100 GPU&#xff0c;\u8fd8\u9700\u8981\u989d\u5916\u5c06DeepSeek R1\u6a21\u578b\u6743\u91cd\u7cbe\u5ea6\u7531\u539f\u5148\u7684BF8&#xff08;Brain Floating Point 8&#xff09;\u8f6c\u5316\u4e3aFP16&#xff0c;\u518d\u8fdb\u884c\u8ba1\u7b97\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"723\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085825-6802143128fc0.png\" width=\"1080\" \/><\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"1119\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085825-680214317408a.png\" width=\"1080\" \/><\/p>\n<table>\n<tbody>\n<tr>\n<td style=\"vertical-align:top\">\n<p>\u5b98\u65b9\u811a\u672c\u5730\u5740&#xff1a;https:\/\/github.com\/deepseek-ai\/DeepSeek-V3\/blob\/main\/inference\/fp8_cast_bf16.py<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u9ad8\u6548\u5fae\u8c03\u76f8\u5f53\u4e8e\u662f\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u7684\u67d0\u4e00\u90e8\u5206\u53c2\u6570&#xff0c;\u5f80\u5f80\u9700\u8981\u5360\u7528\u66f4\u5927\u7684\u663e\u5b58\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"544\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085825-68021431e2079.png\" width=\"1080\" \/><\/p>\n<table>\n<tbody>\n<tr>\n<td style=\"vertical-align:top\">\n<p>Colossal\u9879\u76ee\u5b98\u7f51&#xff1a;https:\/\/github.com\/hpcaitech\/ColossalAI\/<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u6837\u4e00\u5957\u670d\u52a1\u5668&#xff0c;\u597d\u5012\u662f\u633a\u597d&#xff0c;\u4f46\u662f\u4ef7\u683c\u592a\u8d35\u4e86\u3002\u6709\u4ec0\u4e48\u65b9\u6cd5\u80fd\u591f\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u90e8\u7f72DeepSeek R1\u6a21\u578b\u4e48&#xff1f;\u6709&#xff0c;\u4f46\u9700\u8981\u505a\u4e9b\u53d6\u820d\u3002\u603b\u7684\u6765\u8bf4&#xff0c;\u4f4e\u6210\u672c\u9ad8\u6027\u80fd\u90e8\u7f72\u65b9\u6848\u6709\u4e09\u79cd&#xff0c;\u5206\u522b\u662f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u5c06GPU\u66f4\u6362\u4e3a\u63a8\u7406\u82af\u7247&#xff0c;\u653e\u5f03\u6a21\u578b\u8bad\u7ec3\u529f\u80fd&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u5c06DeepSeek R1\u6a21\u578b\u66f4\u6362\u91cf\u5316\u6a21\u578b\u6216\u84b8\u998f\u6a21\u578b&#xff0c;\u653e\u5f03\u90e8\u5206\u6a21\u578b\u6027\u80fd&#xff1b;<\/p>\n<\/li>\n<li>\n<p>\u91c7\u7528CPU&#043;GPU\u6df7\u5408\u63a8\u7406&#xff0c;\u727a\u7272\u90e8\u5206\u63a8\u7406\u901f\u5ea6\u3002<\/p>\n<\/li>\n<\/ul>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"489\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085826-680214322b5cb.png\" width=\"1080\" \/><\/p>\n<p>\u4e09\u5957\u65b9\u6848\u5982\u56fe\u6240\u793a&#xff0c;\u63a5\u4e0b\u6765\u6211\u4e3a\u5927\u5bb6\u9010\u4e00\u4ecb\u7ecd\u3002<\/p>\n<p>\u9996\u5148&#xff0c;\u5982\u679c\u6211\u4eec\u4e0d\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u6216\u8005\u5fae\u8c03&#xff0c;\u90a3\u4e48\u53ef\u4ee5\u8003\u8651\u5c06A100\u66ff\u6362\u4e3a\u4e00\u4e9b\u63a8\u7406\u5361\u3001\u6216\u8005\u56fd\u4ea7\u663e\u5361\u3001\u751a\u81f3\u662f\u4f7f\u7528Mac 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class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"305\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085826-6802143262faf.png\" width=\"1080\" \/><\/p>\n<p>\u800c\u5bf9\u4e8eA100\u8fd9\u79cd\u7ea7\u522b\u7684GPU&#xff0c;\u662f\u540c\u65f6\u5177\u5907\u6a21\u578b\u8bad\u7ec3\u548c\u6a21\u578b\u63a8\u7406\u80fd\u529b\u7684\u3002\u4f46\u5982\u679c\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e0d\u9700\u8981\u8fdb\u884c\u8bad\u7ec3&#xff0c;\u90a3\u786e\u5b9e\u53ef\u4ee5\u8003\u8651\u914d\u7f6e\u53ea\u9002\u5408\u8fdb\u884c\u6a21\u578b\u63a8\u7406\u7684\u663e\u5361&#xff0c;\u5982\u82f1\u4f1f\u8fbe\u7684\u4e13\u4e1a\u56fe\u5f62\u663e\u5361&#xff0c;\u6bd4\u5982RTX6000&#xff08;ada&#xff09;&#xff0c;48G\u663e\u5b58&#xff0c;\u5e02\u573a\u4ef7\u57285\u4e07\u5de6\u53f3&#xff0c;\u4e0d\u5230A100&#xff08;80G&#xff09;\u76841\/3\u3002<\/p>\n<p>\u8fd9\u7c7b\u663e\u5361\u539f\u672c\u662f\u4e3a3D\u6e32\u67d3\u6240\u8bbe\u8ba1&#xff0c;\u53ef\u4ee5\u8fdb\u884c\u5927\u6a21\u578b\u63a8\u7406&#xff0c;\u4f46\u8bad\u7ec3\u6216\u8005\u5fae\u8c03\u6027\u80fd\u975e\u5e38\u5f31\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"522\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085826-6802143289c42.png\" width=\"1080\" \/><\/p>\n<p>\u6b64\u5916&#xff0c;DeepSeek R1\u4e5f\u662f\u5168\u9762\u9002\u914d\u56fd\u4ea7\u82af\u7247\u7684&#xff0c;\u56e0\u6b64\u4e5f\u53ef\u4ee5\u8003\u8651\u91c7\u7528\u534e\u4e3a\u6607\u817e\u82af\u7247&#xff0c;\u603b\u6210\u672c\u53ef\u4ee5\u964d\u4f4e50%\u4ee5\u4e0a&#xff0c;\u670d\u52a1\u5668\u6210\u672c\u53ef\u4ee5\u63a7\u5236\u572880\u4e07\u5230160\u4e07\u4e4b\u95f4\u3002<\/p>\n<p>\u800c\u5982\u679c\u4e2a\u4eba\u6216\u8005\u5c0f\u56e2\u961f\u4f7f\u7528&#xff0c;\u5e76\u53d1\u91cf\u572810\u4ee5\u5185&#xff0c;\u8fd8\u53ef\u4ee5\u8003\u8651\u76f4\u63a5\u4f7f\u7528\u82f9\u679c\u7684M\u7cfb\u5217\u82af\u7247&#xff0c;\u4ec5\u970030\u4e07\u5373\u53ef\u91c7\u8d2d20\u53f064G MacMini&#xff0c;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"1053\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085826-68021432c5dfa.png\" width=\"821\" \/><\/p>\n<p>\u501f\u52a9exo\u642d\u5efa\u670d\u52a1\u5668\u96c6\u7fa4&#xff0c;\u53ef\u6d41\u7545\u8fd0\u884cDeepSeek R1\u6a21\u578b\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"685\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085827-68021433a9392.png\" width=\"1080\" \/><\/p>\n<p>\u4f46\u8fd9\u4e9b\u82af\u7247\u90fd\u53ea\u80fd\u8fdb\u884c\u6a21\u578b\u63a8\u7406&#xff0c;\u65e0\u6cd5\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u6216\u8005\u5fae\u8c03\u3002\u8fd9\u4e09\u79cd\u82af\u7247\u65b9\u6848\u4f18\u52a3\u52bf\u5bf9\u6bd4\u5982\u56fe\u6240\u793a\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"589\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085827-68021433f3bd4.png\" width=\"617\" \/><\/p>\n<p>\u5982\u679c\u8bf4\u6362\u82af\u7247\u662f\u727a\u7272\u6a21\u578b\u8bad\u7ec3\u80fd\u529b\u6765\u6362\u66f4\u4f4e\u7684\u670d\u52a1\u5668\u6210\u672c&#xff0c;\u90a3\u7b2c\u4e8c\u5957\u65b9\u6848&#xff0c;\u5c31\u662f\u9002\u5ea6\u727a\u7272\u6a21\u578b\u6027\u80fd&#xff0c;\u6765\u964d\u4f4e\u786c\u4ef6\u6210\u672c\u6210\u672c\u3002<\/p>\n<p>\u5176\u5b9e\u5f88\u591a\u573a\u666f\u4e0b\u6211\u4eec\u5e76\u4e0d\u4e00\u5b9a\u8981\u7528\u5230\u6700\u9876\u5c16\u7684DeepSeek R1 671B\u6a21\u578b&#xff0c;\u6709\u65f6\u4e5f\u53ef\u4ee5\u8003\u8651\u4f7f\u7528DeepSeek R1\u91cf\u5316\u6a21\u578b\u6216\u8005\u84b8\u998f\u6a21\u578b\u7ec4\u3002\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u5728\u4fdd\u8bc1\u6027\u80fd\u7684\u60c5\u51b5\u4e0b&#xff0c;\u5927\u5e45\u964d\u4f4e\u786c\u4ef6\u6210\u672c\u3002<\/p>\n<p>\u6211\u4eec\u5148\u6765\u770bDeepSeek R1\u91cf\u5316\u6a21\u578b\u3002\u6240\u8c13\u91cf\u5316\u6a21\u578b&#xff0c;\u6307\u7684\u662f\u7ecf\u8fc7\u4e86\u7cbe\u5ea6\u538b\u7f29\u4e4b\u540e\u7684\u6a21\u578b&#xff0c;\u8fd9\u4e2a\u8fc7\u7a0b\u548c\u6587\u4ef6\u538b\u7f29\u7c7b\u4f3c&#xff0c;\u6bd4\u5982\u7528\u5fae\u4fe1\u4f20\u56fe\u7247&#xff0c;\u56fe\u7247\u592a\u5927\u5c31\u4f1a\u88ab\u538b\u7f29\u3002<\/p>\n<p>\u91cf\u5316\u4f1a\u5bfc\u81f4\u6a21\u578b\u7684\u7cbe\u5ea6\u964d\u4f4e&#xff0c;\u4f46\u8fd0\u884c\u6240\u9700\u7684\u786c\u4ef6\u95e8\u69db\u4e5f\u4f1a\u5927\u5e45\u964d\u4f4e\u3002\u5f53\u7136\u91cf\u5316\u4e5f\u662f\u5206\u7b49\u7ea7\u7684&#xff0c;DeepSeek R1\u7684\u6a21\u578b\u91cf\u5316\u4e00\u822c\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u7b49\u7ea7&#xff0c;\u5206\u522b\u662fQ2\u3001Q3\u4e00\u76f4\u5230Q8\u3002<\/p>\n<p>\u5176\u4e2dQ2\u3001Q4\u3001Q8\u4e5f\u88ab\u79f0\u4f5c\u4e3aINT2\u3001INT4\u548cINT8\u91cf\u5316&#xff0c;\u6570\u503c\u8d8a\u9ad8\u4ee3\u8868\u7684\u4fdd\u7559\u7684\u7cbe\u5ea6\u4e5f\u8d8a\u9ad8&#xff0c;\u6a21\u578b\u4f53\u79ef\u66f4\u5927\u3001\u6027\u80fd\u66f4\u5f3a\u3001\u8fd0\u884c\u9700\u8981\u7684\u7b97\u529b\u4e5f\u66f4\u5927&#xff0c;\u53cd\u4e4b\u6570\u503c\u8d8a\u5c0f\u5219\u4ee3\u8868\u538b\u7f29\u7a0b\u5ea6\u8d8a\u5927&#xff0c;\u6027\u80fd\u66f4\u5f31\u3001\u8fd0\u884c\u6240\u9700\u7b97\u529b\u4e5f\u66f4\u5c11\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"537\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085828-680214341793f.png\" width=\"1080\" \/><\/p>\n<p>\u6700\u4f4eQ2_K_M\u91cf\u5316\u6a21\u578b&#xff0c;\u4ec5\u5728\u53cc\u5361A100\u670d\u52a1\u5668\u4e0a\u5373\u53ef\u8fd0\u884c&#xff0c;\u5e76\u4e14\u6a21\u578b\u6027\u80fd\u548c\u54cd\u5e94\u6548\u7387\u90fd\u80fd\u5f97\u5230\u4fdd\u969c\u3002<\/p>\n<p>\u800c\u5982\u679c\u662f\u516b\u5361A100\u5355\u8282\u70b9\u670d\u52a1\u5668&#xff0c;\u5219\u53ef\u4ee5\u6d41\u7545\u8fd0\u884cQ4_K_M\u6a21\u578b&#xff0c;\u8be5\u6a21\u578b\u4e5f\u662f\u76ee\u524d\u516c\u8ba4\u7684\u80fd\u591f\u6bd4\u8f83\u597d\u7684\u5e73\u8861\u6a21\u578b\u6027\u80fd\u4e0e\u8ba1\u7b97\u6548\u7387\u7684\u91cf\u5316\u6a21\u578b&#xff0c;\u4e5f\u662fOllama\u9ed8\u8ba4\u652f\u6301\u7684\u91cf\u5316\u6a21\u578b\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"745\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085828-68021434542dc.png\" width=\"1080\" \/><\/p>\n<p>\u5f53\u7136&#xff0c;\u5982\u679c\u8fd8\u80fd\u8fdb\u4e00\u6b65\u653e\u5bbd\u6a21\u578b\u7684\u6027\u80fd\u8981\u6c42&#xff0c;\u90a3\u8fd8\u53ef\u4ee5\u8003\u8651DeepSeek R1\u7684\u84b8\u998f\u6a21\u578b\u7ec4&#xff0c;\u8fd9\u7ec4\u6a21\u578b\u662f<\/p>\n<p>DeepSeek R1\u84b8\u998f\u4e86Qwen\u3001Llama\u7b49\u6a21\u578b\u5f97\u5230\u7684\u6a21\u578b&#xff0c;\u6a21\u578b\u63a8\u7406\u80fd\u529b\u5f88\u5f3a\u3002\u800c\u4e14\u6a21\u578b\u5c3a\u5bf8\u4ece1.5B\u523070B\u4e0d\u7b49&#xff0c;\u53ef\u4ee5\u9002\u914d\u4ece\u6d88\u8d39\u7ea7\u663e\u5361\u5230\u670d\u52a1\u5668\u7ea7\u663e\u5361\u7b49\u5404\u7c7b\u786c\u4ef6\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"533\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085828-68021434a4228.png\" width=\"1080\" \/><\/p>\n<p>\u6700\u5c0f\u76841.5B\u6a21\u578b&#xff0c;GTX1660\u663e\u5361\u5373\u53ef\u8fd0\u884c&#xff0c;\u7f16\u7a0b\u80fd\u529b\u53ef\u4ee5\u8fbe\u5230GPT4o\u7ea7\u522b&#xff0c;\u800c\u6700\u5927\u768470B\u6a21\u578b&#xff0c;\u5219\u9700\u8981\u53cc\u5361A100\u670d\u52a1\u5668\u624d\u53ef\u8fd0\u884c&#xff0c;\u548cDeepSeek R1 Q2\u91cf\u5316\u6a21\u578b\u8fd0\u884c\u786c\u4ef6\u6761\u4ef6\u76f8\u5f53\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"561\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085828-68021434df44e.png\" width=\"623\" \/><\/p>\n<p>\u8be6\u7ec6\u7684R1\u84b8\u998f\u6a21\u578b\u8fd0\u884c\u6240\u9700\u914d\u7f6e\u5982\u56fe\u6240\u793a&#xff1a;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"751\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085828-68021434f3fc6.png\" width=\"1080\" \/><\/p>\n<p>\u5f53\u7136&#xff0c;\u5982\u679c\u4f60\u65e2\u4e0d\u60f3\u5728\u6a21\u578b\u6027\u80fd\u4e0a\u8ba9\u6b65&#xff0c;\u540c\u65f6\u53c8\u5e0c\u671b\u8282\u7701GPU\u6210\u672c&#xff0c;\u90a3\u6700\u540e\u8fd8\u6709\u4e00\u4e2a\u65b9\u6848&#xff0c;\u5c31\u662f\u540c\u65f6\u501f\u52a9CPU\u548cGPU\u8fdb\u884c\u6df7\u5408\u63a8\u7406\u3002<\/p>\n<p>\u7531\u4e8e\u91c7\u7528\u4e86CPU\u6267\u884c\u8ba1\u7b97\u4efb\u52a1&#xff0c;GPU\u7684\u8d1f\u8f7d\u4f1a\u5927\u5e45\u964d\u4f4e&#xff0c;\u6574\u4f53\u786c\u4ef6\u6210\u672c\u4e5f\u4f1a\u4e0b\u964d\u3002\u4f46\u662f&#xff0c;\u6bd5\u7adfCPU\u4e0d\u9002\u5408\u8fdb\u884c\u6df1\u5ea6\u5b66\u4e60\u8ba1\u7b97&#xff0c;\u6240\u4ee5\u6a21\u578b\u6574\u4f53\u63a8\u7406\u901f\u5ea6\u4f1a\u5f88\u6162&#xff0c;\u5e76\u4e14\u65e0\u6cd5\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002<\/p>\n<p>\u867d\u7136\u8fd9\u5957\u65b9\u6848\u727a\u7272\u4e86\u8ba1\u7b97\u901f\u5ea6&#xff0c;\u4f46\u4ecd\u7136\u662f\u76ee\u524d\u70ed\u5ea6\u6700\u9ad8\u7684\u4f4e\u6210\u672c\u90e8\u7f72\u65b9\u6848\u3002\u8981\u4e86\u89e3\u8fd9\u5957\u65b9\u6848\u80cc\u540e\u7684\u7384\u673a&#xff1f;\u6211\u4eec\u8981\u5148\u8865\u5145\u4e00\u4e9b\u57fa\u7840\u77e5\u8bc6\u3002<\/p>\n<p>\u5176\u5b9e\u65e9\u57282023\u5e743\u6708&#xff0c;\u4e5f\u5c31\u662fLlama\u7b2c\u4e00\u4ee3\u6a21\u578b\u5f00\u6e90\u4e0d\u4e45&#xff0c;\u6709\u4e00\u4f4dC\u8bed\u8a00\u5927\u795e&#xff08;Georgi 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\/><\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f&#xff0c;llama.cpp\u73b0\u5728\u5df2\u7ecf\u6210\u4e86\u5927\u6a21\u578b\u91cf\u5316\u7684\u6807\u51c6\u89e3\u51b3\u65b9\u6848&#xff0c;\u524d\u9762\u8c08\u5230\u7684Q2\u3001Q4\u3001Q8\u7b49\u6a21\u578b\u91cf\u5316&#xff0c;\u90fd\u662f\u501f\u52a9llama.cpp\u5b8c\u6210\u7684\u3002\u8fd9\u4e2a\u795e\u7ea7\u9879\u76ee&#xff0c;\u73b0\u5728\u5728GitHub\u4e0a\u5df2\u7ecf\u65a9\u83b7\u4e8675k stars\u3002<\/p>\n<p>\u501f\u52a9llama.cpp&#xff0c;\u53ef\u4ee5\u4f7f\u7528\u7eafCPU\u6a21\u5f0f\u6765\u8fd0\u884cDeepSeek R1\u6a21\u578b&#xff0c;\u53ea\u4e0d\u8fc7\u6b64\u65f6\u9700\u8981\u5927\u91cf\u7684\u5185\u5b58\u6765\u52a0\u8f7d\u6a21\u578b\u6743\u91cd&#xff0c;\u5e76\u4e14\u8fd0\u884c\u901f\u5ea6\u975e\u5e38\u6162&#xff0c;\u4e0d\u8fc7\u786c\u4ef6\u4ef7\u683c\u5012\u662f\u5f88\u4fbf\u5b9c\u3002<\/p>\n<p>\u6bd4\u5982\u7f51\u4e0a\u751a\u81f3\u6709500\u8fd0\u884cDeepSeek R1 Q4_K_M\u6a21\u578b\u7684\u7ec4\u673a\u65b9\u6848&#xff0c;\u53ea\u4e0d\u8fc7\u91c7\u7528\u7eafCPU\u63a8\u7406\u6a21\u5f0f&#xff0c;\u6bcf\u79d2\u53ea\u80fd\u8f93\u51fa\u4e24\u4e2a\u5b57\u7b26&#xff0c;\u800c\u4e14\u4e0d\u652f\u6301\u5e76\u53d1&#xff0c;\u4e00\u4e2a300\u5b57\u7684\u5c0f\u4f5c\u6587&#xff0c;\u5c31\u5f97\u5199\u4e2a2\u30013\u5206\u949f\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"1289\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085829-6802143594e4c.png\" width=\"1080\" \/><\/p>\n<p>\u90a3\u80fd\u4e0d\u80fd\u5728CPU\u63a8\u7406\u57fa\u7840\u4e0a&#xff0c;\u518d\u501f\u52a9\u4e00\u4e9bGPU\u80fd\u529b\u6765\u52a0\u901f\u5462&#xff1f;\u57fa\u4e8e\u8fd9\u4e2a\u601d\u8def&#xff0c;\u6e05\u534e\u5927\u5b66\u56e2\u961f\u548cUnsloth\u56e2\u961f&#xff0c;\u5206\u522b\u63d0\u51fa\u4e86\u53ef\u4ee5\u540c\u65f6\u501f\u52a9CPU\u548cGPU\u8fdb\u884c\u63a8\u7406\u7684DeepSeek 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Transformers&#xff09;\u9879\u76ee&#xff0c;\u53ef\u4ee5\u501f\u52a9R1\u6a21\u578b\u7684MoE\u67b6\u6784\u7279\u6027&#xff0c;\u5c06\u4e13\u5bb6\u6a21\u578b\u7684\u6743\u91cd\u52a0\u8f7d\u5230\u5185\u5b58\u4e0a&#xff0c;\u5e76\u5206\u914dCPU\u5b8c\u6210\u76f8\u5173\u8ba1\u7b97\u5de5\u4f5c&#xff0c;\u540c\u65f6\u5c06MLA\/KV Cache\u52a0\u8f7d\u5230GPU\u4e0a&#xff0c;\u8fdb\u800c\u5b9e\u73b0CPU&#043;GPU\u6df7\u5408\u63a8\u7406\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"535\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/04\/20250418085830-6802143694f29.png\" width=\"1080\" \/><\/p>\n<p>\u5728\u8fd9\u4e2a\u65b9\u6848\u4e2d&#xff0c;14G\u663e\u5b58&#043;382G\u5185\u5b58\u5373\u53ef\u8fd0\u884cDeepSeek R1 Q4_K_M\u6a21\u578b\u3002\u800c\u8fd9\u5957\u786c\u4ef6\u4ef7\u683c&#xff0c;\u6700\u591a\u4e0d\u8d85\u8fc75\u4e07\u5373\u53ef\u62ff\u4e0b&#xff0c;\u76f8\u6bd4\u516b\u5361A100\u670d\u52a1\u5668&#xff0c;\u53ef\u4ee5\u8bf4\u662f\u8282\u7701\u81f3\u5c11\u767e\u4e07\u6210\u672c\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"580\" src=\"2025-04-18p5212y25abh.png\" width=\"1080\" \/><\/p>\n<p>\u4e0d\u8fc7\u8fd9\u5957\u65b9\u6848\u6700\u5927\u7684\u95ee\u9898\u5728\u4e8e&#xff0c;\u6a21\u578b\u8fd0\u884c\u901f\u5ea6\u4f1a\u5927\u5e45\u53d7\u5230CPU\u6027\u80fd\u5f71\u54cd&#xff0c;\u9700\u89814\u4ee3\u5fd7\u5f3a\u82af\u7247\u624d\u80fd\u8fbe\u523010\u4e2a\u4ee5\u4e0atoken\u6bcf\u79d2&#xff0c;\u800c\u4e14KTransformers\u5bf9GPU\u6027\u80fd\u6316\u6398\u4e0d\u8db3&#xff0c;\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\u8868\u73b0\u4e4f\u529b&#xff0c;\u66f4\u9002\u5408\u5c0f\u56e2\u961f\u6216\u4e2a\u4eba\u4f7f\u7528\u3002<\/p>\n<p>\u76f8\u6bd4\u4e4b\u4e0b&#xff0c;Unsloth\u63d0\u51fa\u7684\u52a8\u6001\u91cf\u5316\u65b9\u6848\u4f1a\u66f4\u52a0\u7efc\u5408\u4e00\u4e9b&#xff0c;\u6240\u8c13\u52a8\u6001\u91cf\u5316\u7684\u6280\u672f&#xff0c;\u6307\u7684\u662f\u53ef\u4ee5\u56f4\u7ed5\u6a21\u578b\u7684\u4e0d\u540c\u5c42&#xff0c;\u8fdb\u884c\u4e0d\u540c\u7a0b\u5ea6\u7684\u91cf\u5316&#xff0c;\u5173\u952e\u5c42\u5462&#xff0c;\u5c31\u91cf\u5316\u7684\u5c11\u4e00\u4e9b&#xff0c;\u975e\u5173\u952e\u5c42\u91cf\u5316\u7684\u591a\u4e00\u4e9b&#xff0c;\u6700\u7ec8\u5f97\u5230\u4e86\u4e00\u7ec4\u6bd4Q2\u91cf\u5316\u7a0b\u5ea6\u66f4\u6df1\u7684\u6a21\u578b\u7ec4&#xff0c;\u5206\u522b\u662f1.58-bit\u30011.73-bit\u548c2.22-bit\u6a21\u578b\u7ec4\u3002\u5c3d\u7ba1\u91cf\u5316\u7a0b\u5ea6\u5f88\u6df1&#xff0c;\u4f46\u5b9e\u9645\u6027\u80fd\u5176\u5b9e\u5e76\u4e0d\u5f31\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"599\" src=\"2025-04-18u3rfdniic4g.png\" width=\"1080\" \/><\/p>\n<p>\u6b64\u5916&#xff0c;Unsloth\u63d0\u4f9b\u4e86\u4e00\u5957\u53ef\u4ee5\u628a\u6a21\u578b\u6743\u91cd\u5206\u522b\u52a0\u8f7d\u5230CPU\u548cGPU\u4e0a\u7684\u65b9\u6cd5&#xff0c;\u7528\u6237\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u5b9e\u9645\u786c\u4ef6\u60c5\u51b5&#xff0c;\u9009\u62e9\u52a0\u8f7d\u82e5\u5e72\u5c42\u6a21\u578b\u6743\u91cd\u5230GPU\u4e0a&#xff0c;\u7136\u540e\u5269\u4e0b\u7684\u6a21\u578b\u6743\u91cd\u52a0\u8f7d\u5230CPU\u5185\u5b58\u4e0a\u8fdb\u884c\u8ba1\u7b97\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"255\" src=\"2025-04-18cvc2lge2zke.png\" width=\"1080\" \/><\/p>\n<p>\u4f8b\u5982&#xff0c;\u5982\u679c\u662f\u5355\u536124G\u663e\u5361&#xff0c;\u5e76\u4e14\u8fd0\u884c1.58bit\u6a21\u578b&#xff0c;\u90a3\u4e48\u6700\u591a\u53ef\u4ee5\u52a0\u8f7d7\u5c42\u6a21\u578b\u6743\u91cd\u5230GPU\u4e0a&#xff0c;\u5176\u4ed6\u7684\u4ea4\u7ed9CPU\u6765\u8ba1\u7b97\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"255\" src=\"2025-04-18wmubyzgdafv.png\" width=\"1080\" \/><\/p>\n<p>\u800c\u5982\u679c\u5047\u8bbe\u6709\u53cc\u5361A100\u670d\u52a1\u5668&#xff0c;\u5e76\u4e14\u9009\u62e9\u8fd0\u884c2.22bit\u6a21\u578b&#xff0c;\u90a3\u4e48\u5c31\u53ef\u4ee5\u5c0649\u5c42\u52a0\u8f7d\u5230GPU\u4e0a\u6765\u8fd0\u884c\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"255\" src=\"2025-04-1854v2wmihhx4.png\" width=\"1080\" \/><\/p>\n<p>\u5e76\u4e14&#xff0c;\u52a0\u8f7d\u5230GPU\u4e0a\u7684\u5c42\u6570\u8d8a\u591a&#xff0c;\u5e76\u53d1\u91cf\u4e5f\u8d8a\u5927\u3002\u4f8b\u5982\u5047\u8bbe\u8fd0\u884c1.58bit\u6a21\u578b&#xff0c;\u5982\u679c\u628a\u5168\u90e8\u768461\u5c42\u6743\u91cd\u5168\u90fd\u52a0\u8f7d\u5230\u53cc\u5361A100\u670d\u52a1\u5668\u4e0a&#xff0c;\u90a3\u4e48\u670d\u52a1\u5668\u8d1f\u8f7d\u5c06\u8fbe\u5230140tokens\u6bcf\u79d2&#xff0c;\u652f\u6301\u767e\u4eba\u5e76\u53d1&#xff0c;\u5e76\u80fd\u4fdd\u6301\u6bcf\u4e2a\u4eba14tokens\u6bcf\u79d2\u7684\u54cd\u5e94\u901f\u5ea6\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"255\" src=\"2025-04-18jnoew5jgrzr.png\" width=\"1080\" \/><\/p>\n<p>\u5f88\u660e\u663e&#xff0c;\u8fd9\u5957\u65b9\u6848\u7075\u6d3b\u5ea6\u66f4\u9ad8&#xff0c;\u4e5f\u80fd\u591f\u66f4\u52a0\u5145\u5206\u7684\u6316\u6398GPU\u6027\u80fd&#xff0c;\u4ece\u800c\u4fdd\u969c\u5e76\u53d1\u91cf&#xff0c;\u66f4\u9002\u5408\u6709\u4e00\u5b9a\u786c\u4ef6\u57fa\u7840\u7684\u4f01\u4e1a\u6765\u4f7f\u7528\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"557\" src=\"2025-04-18sqhq3toha0q.png\" width=\"587\" \/><\/p>\n<p>\u603b\u7684\u6765\u770b&#xff0c;\u5728\u8fd9\u4e09\u5957\u4f4e\u6210\u672c\u9ad8\u6027\u80fd\u90e8\u7f72\u65b9\u6848\u4e2d&#xff0c;<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"489\" src=\"2025-04-18dkd3bimt5fm.png\" width=\"1080\" \/><\/p>\n<p>CPU&#043;GPU\u6df7\u5408\u63a8\u7406\u5e94\u8be5\u662f\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u65b9\u6848\u4e86&#xff0c;\u4e0d\u8fc7\u8fd9\u5957\u65b9\u6848\u7684\u6280\u672f\u96be\u5ea6\u5374\u5f88\u9ad8&#xff0c;\u6211\u4eec\u56e2\u961f\u653b\u575a\u514b\u96be&#xff0c;\u4e3a\u5927\u5bb6\u63d0\u4f9b\u4e86\u5b8c\u6574\u7684\u96f6\u57fa\u7840\u4fdd\u59c6\u7ea7\u90e8\u7f72\u6d41\u7a0b&#xff0c;\u8fd9\u4e5f\u662f\u5168\u7f51\u72ec\u5bb6\u90e8\u7f72\u6559\u7a0b&#xff0c;\u5927\u5bb6\u626b\u7801\u5373\u53ef\u9886\u53d6\u3002\u540c\u65f6\u76f8\u5173\u6559\u5b66\u89c6\u9891\u53ef\u4ee5\u5728\u6211\u7684B\u7ad9\u4e3b\u9875\u4e0a\u770b\u5230\u3002<\/p>\n<\/p>\n<p>\u597d\u4e86&#xff0c;\u4ee5\u4e0a\u5c31\u662fDeepSeek R1\u5b8c\u6574\u7684\u90e8\u7f72\u65b9\u6848\u4ecb\u7ecd\u3002\u6211\u5c06\u4e0d\u540c\u65b9\u6848\u7684\u9009\u914d\u601d\u8def&#xff0c;\u90fd\u5199\u5728\u8fd9\u5f20\u601d\u7ef4\u5bfc\u56fe\u4e2d\u3002<\/p>\n<\/p>\n<p class=\"img-center\"><img loading=\"lazy\" decoding=\"async\" alt=\"\u56fe\u7247\" height=\"467\" src=\"2025-04-18oxvw0gvmxr4.png\" width=\"1080\" \/><\/p>\n<p>\u89c6\u9891\u7684\u6700\u540e&#xff0c;\u7ed9\u6b63\u5728\u91c7\u8d2d\u786c\u4ef6\u7684\u4f19\u4f34\u4eec\u63d0\u4f9b\u4e00\u4efd\u907f\u5751\u6307\u5357\u3002<\/p>\n<p>\u4f34\u968f\u7740DeepSeek R1\u672c\u5730\u90e8\u7f72\u9700\u6c42\u66b4\u589e&#xff0c;\u4e5f\u6709\u5f88\u591a\u5382\u5546\u63a8\u51fa\u4e86DeepSeek R1\u670d\u52a1\u5668&#xff0c;\u5e76\u4e14\u6709\u4e9bR1\u670d\u52a1\u5668\u4ef7\u683c\u7b80\u76f4\u4fbf\u5b9c\u7684\u79bb\u8c31&#xff0c;\u51e0\u4e07\u5757\u7684\u670d\u52a1\u5668&#xff0c;\u5c31\u80fd\u53f7\u79f0\u90e8\u7f72R1\u6ee1\u8840\u7248\u6a21\u578b\u3002\u786c\u4ef6\u5e02\u573a\u4e00\u822c\u4e0d\u4f1a\u6709\u5929\u4e0a\u6389\u9985\u997c\u7684\u597d\u4e8b\u513f&#xff0c;\u8fd9\u4e2a\u65f6\u5019\u6211\u4eec\u9700\u8981\u4ece\u4ee5\u4e0b4\u4e2a\u65b9\u9762\u8fdb\u884c\u4ed4\u7ec6\u7684\u7504\u522b&#xff1a;<\/p>\n<p>\u00b7 \u786e\u8ba4\u8fd0\u884c\u7684\u6a21\u578b\u7248\u672c&#xff1a;\u6211\u4eec\u8981\u786e\u8ba4\u5230\u5e95\u8fd0\u884c\u7684\u662f\u54ea\u4e2aR1\u6a21\u578b&#xff0c;\u4ee5\u53ca\u662f\u4e0d\u662f\u7ecf\u8fc7\u91cf\u5316\u540e\u7684\u6a21\u578b\u6216\u8005\u84b8\u998f\u6a21\u578b&#xff1b;<\/p>\n<p>\u00b7 \u786e\u8ba4\u786c\u4ef6\u578b\u53f7\u548c\u8fd0\u884c\u6a21\u5f0f&#xff1a;\u5982\u679c\u662fCPU&#043;GPU\u6df7\u5408\u63a8\u7406&#xff0c;\u90a34\u4ee3\u5fd7\u5f3aCPU\u63a8\u7406\u6027\u80fd\u66f4\u5f3a&#xff0c;\u5982\u679c\u662f\u7eafGPU\u63a8\u7406&#xff0c;\u9700\u8981\u786e\u8ba4\u662f\u56fe\u5f62\u663e\u5361\u3001\u5982A6000&#xff0c;\u8fd8\u662f\u63a8\u7406\u8bad\u7ec3\u4e00\u4f53\u663e\u5361&#xff0c;\u5982A100&#xff0c;\u5982\u679c\u56fe\u5f62\u663e\u5361&#xff0c;\u90a3\u672a\u6765\u53ef\u80fd\u65e0\u6cd5\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c\u6a21\u578b\u5fae\u8c03&#xff1b;<\/p>\n<p>\u00b7 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