{"id":1458,"date":"2026-07-20T14:44:48","date_gmt":"2026-07-20T06:44:48","guid":{"rendered":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/20\/2026-best-local-llms-24gb-gpu\/"},"modified":"2026-07-20T14:44:48","modified_gmt":"2026-07-20T06:44:48","slug":"2026-best-local-llms-24gb-gpu","status":"publish","type":"post","link":"https:\/\/ai.oaido.com\/index.php\/2026\/07\/20\/2026-best-local-llms-24gb-gpu\/","title":{"rendered":"2026\u5e74\u5355\u536124GB\u663e\u5b58\u672c\u5730\u5927\u6a21\u578b\u6307\u5357\uff1aQwen\u3001Gemma\u3001DeepSeek\u7b49\u516d\u6b3e\u6a21\u578b\u6df1\u5ea6\u5bf9\u6bd4"},"content":{"rendered":"

\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u98de\u901f\u53d1\u5c55\uff0c\u5728\u672c\u5730\u786c\u4ef6\u4e0a\u8fd0\u884c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5df2\u6210\u4e3a\u8bb8\u591a\u5f00\u53d1\u8005\u548c\u79d1\u6280\u7231\u597d\u8005\u7684\u9996\u9009\u3002\u5728\u4e91\u7aef API \u8c03\u7528\u6210\u672c\u9ad8\u6602\u4e14\u5b58\u5728\u6570\u636e\u9690\u79c1\u62c5\u5fe7\u7684\u80cc\u666f\u4e0b\uff0c\u62e5\u6709\u72ec\u7acb\u663e\u5361\u7684\u7528\u6237\u5f00\u59cb\u8ffd\u6c42\u66f4\u9ad8\u6548\u3001\u66f4\u79c1\u5bc6\u7684\u672c\u5730\u63a8\u7406\u89e3\u51b3\u65b9\u6848\u3002\u57282026\u5e74\u7684\u6280\u672f\u80cc\u666f\u4e0b\uff0c\u5355\u5f2024GB\u663e\u5b58\u7684\u663e\u5361\uff08\u5982RTX 3090\u30014090\u62164090D\uff09\u88ab\u5e7f\u6cdb\u8ba4\u4e3a\u662f\u8fdb\u884c\u4e25\u8083\u672c\u5730\u63a8\u7406\u7684\u201c\u5b9e\u7528\u95e8\u69db\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u516d\u6b3e\u9002\u5408\u5728\u5355\u5f2024GB\u663e\u5361\u4e0a\u8fd0\u884c\u7684\u5f00\u653e\u6743\u91cd\u6a21\u578b\uff0c\u6db5\u76d6\u4eceQwen3.6\u5230DeepSeek-R1\u7b49\u524d\u6cbf\u6280\u672f\uff0c\u5206\u6790\u5b83\u4eec\u7684\u663e\u5b58\u5360\u7528\u3001\u6388\u6743\u534f\u8bae\u4ee5\u53ca\u6700\u4f73\u5e94\u7528\u573a\u666f\u3002<\/p>\n

\u4e3a\u4f5524GB\u663e\u5b58\u662f\u5173\u952e\u8282\u70b9\uff1f<\/h3>\n

\u5bf9\u4e8e\u672c\u5730AI\u90e8\u7f72\u800c\u8a00\uff0c\u663e\u5b58\u5bb9\u91cf\u76f4\u63a5\u51b3\u5b9a\u4e86\u4f60\u80fd\u8fd0\u884c\u591a\u5927\u7684\u6a21\u578b\u4ee5\u53ca\u6a21\u578b\u7684\u8d28\u91cf\u300224GB\u663e\u5b58\u901a\u5e38\u5141\u8bb8\u6211\u4eec\u57284-bit\u91cf\u5316\uff08\u5982Q4_K_M\u683c\u5f0f\uff09\u4e0b\u8fd0\u884c\u9ad8\u8fbe14B\u751a\u81f320B\u53c2\u6570\u7ea7\u522b\u7684\u6a21\u578b\u3002\u8fd9\u610f\u5473\u7740\u7528\u6237\u53ef\u4ee5\u5728\u4e0d\u635f\u5931\u592a\u591a\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u83b7\u5f97\u6bd47B\u6a21\u578b\u66f4\u4e30\u5bcc\u3001\u66f4\u7ec6\u817b\u7684\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u79cd\u914d\u7f6e\u4e0d\u4ec5\u80fd\u591f\u652f\u6301\u65e5\u5e38\u7684\u6587\u672c\u5904\u7406\u3001\u4ee3\u7801\u751f\u6210\uff0c\u8fd8\u80fd\u80dc\u4efb\u590d\u6742\u7684\u903b\u8f91\u63a8\u7406\u4efb\u52a1\uff0c\u771f\u6b63\u5b9e\u73b0\u4e86\u201c\u7aef\u4fa7\u201d\u7684AI\u667a\u80fd\u3002<\/p>\n

\u516d\u6b3e\u660e\u661f\u6a21\u578b\u6df1\u5ea6\u89e3\u6790<\/h3>\n

\u5728\u4f17\u591a\u5f00\u6e90\u6a21\u578b\u4e2d\uff0c\u4ee5\u4e0b\u516d\u6b3e\u6a21\u578b\u57282026\u5e74\u8868\u73b0\u5c24\u4e3a\u7a81\u51fa\uff1a<\/p>\n

1. Qwen3.6\uff1a\u5168\u80fd\u578b\u4e2d\u6587\u52a9\u624b<\/h4>\n

\u963f\u91cc\u5df4\u5df4\u63a8\u51fa\u7684Qwen3.6\u6a21\u578b\u57282026\u5e74\u4f9d\u7136\u662f\u672c\u5730\u90e8\u7f72\u7684\u9996\u9009\u4e4b\u4e00\u3002\u5f97\u76ca\u4e8e\u5176\u4f18\u79c0\u7684\u4e2d\u6587\u7406\u89e3\u80fd\u529b\u548c\u5e7f\u6cdb\u7684\u901a\u7528\u77e5\u8bc6\u5e93\uff0cQwen3.6\u5728\u5904\u7406\u590d\u6742\u7684\u4e2d\u6587\u6307\u4ee4\u548c\u957f\u6587\u672c\u4efb\u52a1\u65f6\u8868\u73b0\u51fa\u8272\u3002\u572824GB\u663e\u5361\u4e0a\u4ee5Q4_K_M\u683c\u5f0f\u8fd0\u884c\uff0c\u5b83\u80fd\u591f\u63d0\u4f9b\u63a5\u8fd1\u4e91\u7aef\u5927\u6a21\u578b\u7684\u8d28\u91cf\uff0c\u662f\u4e2d\u6587\u7528\u6237\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n

2. Gemma 4\uff1aGoogle\u7684\u6781\u81f4\u6548\u7387<\/h4>\n

Google\u7684Gemma\u7cfb\u5217\u4e00\u76f4\u4ee5\u8f7b\u91cf\u5316\u548c\u9ad8\u6548\u8457\u79f0\u3002Gemma 4\u8fdb\u4e00\u6b65\u4f18\u5316\u4e86\u6a21\u578b\u67b6\u6784\uff0c\u5728\u4fdd\u6301\u4f4e\u663e\u5b58\u5360\u7528\u7684\u540c\u65f6\u63d0\u5347\u4e86\u63a8\u7406\u901f\u5ea6\u3002\u5b83\u975e\u5e38\u9002\u5408\u4f5c\u4e3a\u8f7b\u91cf\u7ea7\u7684\u4e2a\u4eba\u52a9\u7406\u6216\u5d4c\u5165\u5f0fAI\u7cfb\u7edf\u7684\u6838\u5fc3\uff0c\u80fd\u591f\u5feb\u901f\u54cd\u5e94\u7528\u6237\u7684\u5373\u65f6\u9700\u6c42\u3002<\/p>\n

3. Mistral Small\uff1a\u901f\u5ea6\u4e0e\u5e73\u8861\u7684\u5178\u8303<\/h4>\n

Mistral AI\u63a8\u51fa\u7684Small\u6a21\u578b\u57282026\u5e74\u4f9d\u7136\u4fdd\u6301\u7740\u6781\u9ad8\u7684\u6027\u4ef7\u6bd4\u3002\u5b83\u4ee5\u6781\u5feb\u7684\u63a8\u7406\u901f\u5ea6\u548c\u8f83\u4f4e\u7684\u663e\u5b58\u9700\u6c42\u8457\u79f0\uff0c\u975e\u5e38\u9002\u5408\u5bf9\u5ef6\u8fdf\u654f\u611f\u7684\u5e94\u7528\u573a\u666f\uff0c\u5982\u5b9e\u65f6\u804a\u5929\u673a\u5668\u4eba\u6216\u81ea\u52a8\u5316\u811a\u672c\u6267\u884c\u3002\u5bf9\u4e8e\u8ffd\u6c42\u201c\u5feb\u201d\u800c\u975e\u201c\u5b8f\u5927\u201d\u4f53\u9a8c\u7684\u7528\u6237\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u7edd\u4f73\u7684\u9009\u62e9\u3002<\/p>\n

4. gpt-oss-20b\uff1a\u5f00\u653e\u6743\u91cd\u7684\u672a\u6765<\/h4>\n

\u867d\u7136OpenAI\u5c1a\u672a\u5b8c\u5168\u5f00\u6e90\u5176\u6838\u5fc3\u6a21\u578b\uff0c\u4f46\u201cgpt-oss-20b\u201d\u8fd9\u4e00\u6982\u5ff5\u4ee3\u8868\u4e86\u4e1a\u754c\u7684\u671f\u5f85\u3002\u4f5c\u4e3a\u4e00\u6b3e20B\u53c2\u6570\u7ea7\u522b\u7684\u5f00\u653e\u6743\u91cd\u6a21\u578b\uff0c\u5b83\u53ef\u80fd\u5177\u5907\u4e86\u63a5\u8fd1GPT-4\u7684\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u5728\u672c\u5730\u8fd0\u884c\u65f6\u66f4\u52a0\u7075\u6d3b\u3002\u572824GB\u663e\u5361\u4e0a\u8fd0\u884c\u8be5\u6a21\u578b\uff0c\u610f\u5473\u7740\u7528\u6237\u53ef\u4ee5\u4f53\u9a8c\u5230\u63a5\u8fd1\u5546\u4e1a\u95ed\u6e90\u6a21\u578b\u7684\u9ad8\u8d28\u91cf\u8f93\u51fa\uff0c\u540c\u65f6\u4fdd\u7559\u4e86\u5b8c\u5168\u7684\u6570\u636e\u63a7\u5236\u6743\u3002<\/p>\n

5. DeepSeek-R1-Distill\uff1a\u63a8\u7406\u80fd\u529b\u7684\u98de\u8dc3<\/h4>\n

DeepSeek-R1\u7cfb\u5217\u6a21\u578b\u4ee5\u5176\u5f3a\u5927\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\u95fb\u540d\u3002\u7279\u522b\u662f\u5176Distill\u7248\u672c\uff0c\u5728\u91cf\u5316\u540e\u4f9d\u7136\u4fdd\u7559\u4e86\u51fa\u8272\u7684\u601d\u7ef4\u94fe\u63a8\u7406\u80fd\u529b\u3002\u8fd9\u4f7f\u5f97\u5b83\u5728\u89e3\u51b3\u6570\u5b66\u96be\u9898\u3001\u4ee3\u7801\u8c03\u8bd5\u548c\u590d\u6742\u903b\u8f91\u5206\u6790\u7b49\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u672c\u5730\u8fdb\u884c\u590d\u6742\u95ee\u9898\u6c42\u89e3\u7684\u5229\u5668\u3002<\/p>\n

\u91cf\u5316\u683c\u5f0fQ4_K_M\u7684\u610f\u4e49<\/h3>\n

\u5728\u4e0a\u8ff0\u5bf9\u6bd4\u4e2d\uff0cQ4_K_M\uff084-bit Quantized Model with K-quants\uff09\u626e\u6f14\u4e86\u5173\u952e\u89d2\u8272\u3002\u8fd9\u662f\u4e00\u79cd\u9ad8\u6548\u7684\u91cf\u5316\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u538b\u7f29\u6a21\u578b\u7684\u6743\u91cd\u6765\u51cf\u5c11\u663e\u5b58\u5360\u7528\uff0c\u540c\u65f6\u5c3d\u53ef\u80fd\u4fdd\u7559\u6a21\u578b\u7684\u8bed\u4e49\u5b8c\u6574\u6027\u3002\u5bf9\u4e8e24GB\u663e\u5b58\u7528\u6237\u6765\u8bf4\uff0cQ4_K_M\u5141\u8bb8\u5728\u6709\u9650\u7684\u786c\u4ef6\u8d44\u6e90\u4e0b\u52a0\u8f7d\u66f4\u5927\u7684\u6a21\u578b\uff0c\u4ece\u800c\u83b7\u5f97\u66f4\u4e30\u5bcc\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u548c\u66f4\u590d\u6742\u7684\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

\u884c\u4e1a\u5f71\u54cd\u4e0e\u5e94\u7528\u573a\u666f<\/h3>\n

\u9009\u62e9\u5728\u672c\u5730\u8fd0\u884c\u8fd9\u4e9b\u6a21\u578b\uff0c\u4e0d\u4ec5\u4ec5\u662f\u4e3a\u4e86\u7701\u94b1\uff0c\u66f4\u662f\u51fa\u4e8e\u5bf9\u6570\u636e\u9690\u79c1\u548c\u4f01\u4e1a\u5b89\u5168\u7684\u8003\u91cf\u3002\u968f\u7740\u4f01\u4e1a\u5bf9\u654f\u611f\u6570\u636e\u5916\u6cc4\u7684\u62c5\u5fe7\u65e5\u76ca\u589e\u52a0\uff0c\u672c\u5730\u90e8\u7f72LLM\u5c06\u6210\u4e3a\u6570\u636e\u5bc6\u96c6\u578b\u884c\u4e1a\uff08\u5982\u91d1\u878d\u3001\u533b\u7597\u3001\u6cd5\u5f8b\uff09\u7684\u6807\u51c6\u914d\u7f6e\u3002\u6b64\u5916\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u6a21\u578b\u6784\u5efa\u5b8c\u5168\u79bb\u7ebf\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u5728\u7269\u8054\u7f51\u8bbe\u5907\u6216\u8fb9\u7f18\u8ba1\u7b97\u670d\u52a1\u5668\u4e0a\u8fd0\u884c\uff0c\u5b9e\u73b0\u771f\u6b63\u7684\u201cAI\u65e0\u5904\u4e0d\u5728\u201d\u3002<\/p>\n

\u603b\u7ed3<\/h3>\n

\u57282026\u5e74\uff0c\u5355\u5f2024GB\u663e\u5361\u4f9d\u7136\u662f\u672c\u5730AI\u90e8\u7f72\u7684\u9ad8\u6027\u80fd\u5e73\u53f0\u3002\u901a\u8fc7\u5bf9\u6bd4Qwen3.6\u3001Gemma 4\u3001Mistral Small\u3001gpt-oss-20b\u548cDeepSeek-R1-Distill\u7b49\u516d\u6b3e\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u5f00\u6e90\u793e\u533a\u5728\u6a21\u578b\u6548\u7387\u3001\u63a8\u7406\u80fd\u529b\u548c\u901a\u7528\u6027\u4e0a\u7684\u5de8\u5927\u8fdb\u6b65\u3002\u65e0\u8bba\u4f60\u662f\u8ffd\u6c42\u6781\u81f4\u4e2d\u6587\u4f53\u9a8c\uff0c\u8fd8\u662f\u9700\u8981\u5f3a\u5927\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\uff0c\u8fd9\u4e9b\u6a21\u578b\u90fd\u80fd\u5728\u5355\u5361\u73af\u5883\u4e0b\u63d0\u4f9b\u4ee4\u4eba\u6ee1\u610f\u7684\u89e3\u51b3\u65b9\u6848\u3002\u968f\u7740\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u6210\u719f\uff0c\u672c\u5730AI\u7684\u95e8\u69db\u5c06\u6301\u7eed\u964d\u4f4e\uff0c\u8ba9\u66f4\u591a\u666e\u901a\u7528\u6237\u548c\u4f01\u4e1a\u80fd\u591f\u4eab\u53d7\u5230\u4eba\u5de5\u667a\u80fd\u5e26\u6765\u7684\u4fbf\u5229\u3002<\/p>\n

\n

\u53c2\u8003\u6765\u6e90\uff1a<\/strong>MarkTechPost<\/p>\n

\u539f\u6587\u94fe\u63a5\uff1a<\/strong>https:\/\/www.marktechpost.com\/2026\/07\/19\/best-local-llms-you-can-run-on-a-single-24gb-gpu-in-2026-qwen-gemma-mistral-deepseek-compared\/<\/a><\/p>\n

\u4fe1\u606f\u6765\u6e90\uff1aMarkTechPost\uff0c\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.marktechpost.com\/2026\/07\/19\/best-local-llms-you-can-run-on-a-single-24gb-gpu-in-2026-qwen-gemma-mistral-deepseek-compared\/<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"

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