{"id":2677,"date":"2025-11-10T18:38:17","date_gmt":"2025-11-10T10:38:17","guid":{"rendered":"https:\/\/imastudio.com\/?p=2677"},"modified":"2025-11-10T18:38:18","modified_gmt":"2025-11-10T10:38:18","slug":"kimi-k2-thinking","status":"publish","type":"post","link":"https:\/\/imastudio.com\/zh\/blog\/kimi-k2-thinking","title":{"rendered":"Kimi K2 \u7684\u5de5\u4f5c\u539f\u7406\u662f\u4ec0\u4e48\uff1f\u529f\u80fd\u3001\u8bbe\u7f6e\u548c\u8bc4\u4f30\u6280\u5de7"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Kimi K2 Thinking \u662f Moonshot AI \u5f00\u53d1\u7684\u4e00\u6b3e\u7ecf\u8fc7\u63a8\u7406\u4f18\u5316\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u65e8\u5728\u63d0\u5347\u591a\u6b65\u9aa4\u95ee\u9898\u89e3\u51b3\u3001\u89c4\u5212\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u80fd\u529b\u3002\u672c\u6307\u5357\u5c06\u89e3\u91ca Kimi K2 Thinking \u7684\u57fa\u672c\u6982\u5ff5\uff0c\u4ecb\u7ecd\u5982\u4f55\u901a\u8fc7 Ollama \u548c Unsloth \u5728\u672c\u5730\u8fd0\u884c\u5b83\uff0c\u5982\u4f55\u6709\u6548\u5730\u63d0\u793a\u5b83\uff0c\u4ee5\u53ca\u5982\u4f55\u5728 Ima Studio \u7684 Arena \u4e2d\u5c06\u5176\u4e0e\u5176\u4ed6\u63a8\u7406\u6a21\u578b\u8fdb\u884c\u5bf9\u6bd4\u8bc4\u4f30\u3002\u6211\u4eec\u59cb\u7ec8\u9075\u5faa Google EEAT \u539f\u5219\uff1a\u5f15\u7528\u539f\u59cb\u8d44\u6599\uff0c\u660e\u786e\u533a\u5206\u5df2\u77e5\u4fe1\u606f\u548c\u672a\u7ecf\u8bc1\u5b9e\u7684\u4fe1\u606f\uff0c\u5e76\u63d0\u4f9b\u53ef\u590d\u73b0\u7684\u6b65\u9aa4\u548c\u8bc4\u4f30\u601d\u8def\u3002.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/kimi-rank-1-1024x576.webp\" alt=\"\" class=\"wp-image-2681\" srcset=\"https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/kimi-rank-1-1024x576.webp 1024w, https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/kimi-rank-1-300x169.webp 300w, https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/kimi-rank-1-768x432.webp 768w, https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/kimi-rank-1-18x10.webp 18w, https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/kimi-rank-1.webp 1456w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Kimi K2 \u5728\u60f3\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kimi K2 Thinking \u662f Moonshot AI K2 \u7cfb\u5217\u7684\u4e00\u90e8\u5206\uff0c\u5176\u53d8\u4f53\u4e13\u4e3a\u201c\u601d\u8003\u201d\u4efb\u52a1\u800c\u8bbe\u8ba1\uff0c\u4f8b\u5982\u7ed3\u6784\u5316\u63a8\u7406\u3001\u591a\u8df3\u95ee\u7b54\u548c\u7ea6\u675f\u6761\u4ef6\u4e0b\u7684\u5206\u6790\u3002\u8be5\u6a21\u578b\u53ef\u5728\u793e\u533a\u5de5\u5177\u548c\u5f00\u653e\u6a21\u578b\u4e2d\u5fc3\u83b7\u53d6\uff0cMoonshot AI \u548c\u5f00\u6e90\u751f\u6001\u7cfb\u7edf\u5747\u63d0\u4f9b\u76f8\u5173\u6587\u6863\u548c\u5feb\u901f\u5165\u95e8\u6307\u5357\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u5361\u7247\u548c\u6587\u7269\uff1a <a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2-Thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u62e5\u62b1\u8138\uff1amoonshotai\/Kimi-K2-\u601d\u8003<\/a><\/li>\n\n\n\n<li>\u5b98\u65b9\u6587\u6863\u6982\u89c8\uff1a <a href=\"https:\/\/moonshotai.github.io\/Kimi-K2\/thinking.html\" rel=\"nofollow noopener\" target=\"_blank\">Moonshot AI K2 \u601d\u8003\u6587\u6863<\/a><\/li>\n\n\n\n<li>\u672c\u5730\u52a0\u901f\u6307\u5357\uff1a <a href=\"https:\/\/docs.unsloth.ai\/models\/kimi-k2-thinking-how-to-run-locally\" rel=\"nofollow noopener\" target=\"_blank\">Unsloth\uff1a\u5982\u4f55\u8fd0\u884c Kimi K2 \u672c\u5730\u5316\u601d\u8003<\/a><\/li>\n\n\n\n<li>\u7f8a\u9a7c\u6a21\u578b\uff1a <a href=\"https:\/\/ollama.com\/library\/kimi-k2-thinking\" rel=\"nofollow noopener\" target=\"_blank\">Ollama\uff1akimi-k2-thinking<\/a><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"439\" src=\"https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/image-2-1024x439.png\" alt=\"\" class=\"wp-image-2672\" srcset=\"https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/image-2-1024x439.png 1024w, https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/image-2-300x129.png 300w, https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/image-2-768x329.png 768w, https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/image-2-18x8.png 18w, https:\/\/imastudio.com\/wp-content\/uploads\/2025\/11\/image-2.png 1080w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bb8\u53ef\u534f\u8bae\u3001\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c\u53c2\u6570\u6570\u91cf\u53ef\u80fd\u56e0\u7248\u672c\u548c\u91cf\u5316\u7ea7\u522b\u800c\u5f02\u3002\u4f7f\u7528\u524d\u52a1\u5fc5\u786e\u8ba4\u6a21\u578b\u5361\u4e0a\u7684\u8bb8\u53ef\u534f\u8bae\u548c\u6280\u672f\u89c4\u683c\uff0c\u5c24\u5176\u662f\u5728\u5546\u4e1a\u90e8\u7f72\u4e2d\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Run Kimi K2 \u672c\u5730\u5316\u601d\u8003<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u60a8\u7684\u673a\u5668\u4e0a\u8fd0\u884c Kimi K2 Thinking \u6709\u591a\u79cd\u793e\u533a\u652f\u6301\u7684\u65b9\u6cd5\u3002\u60a8\u7684\u9009\u62e9\u53d6\u51b3\u4e8e\u60a8\u7684\u786c\u4ef6\u3001\u9996\u9009\u6846\u67b6\u4ee5\u53ca\u662f\u5426\u9700\u8981 GPU \u52a0\u901f\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9009\u9879 A\uff1a\u5965\u62c9\u739b\uff08\u8d77\u6b65\u6700\u5feb\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8bf7\u4ece\u5b98\u65b9\u7f51\u7ad9\u5b89\u88c5 Ollama\u3002.<\/li>\n\n\n\n<li>\u62c9\u51fa\u6a21\u578b\uff1a <code>ollama \u62c9 kimi-k2-thinking<\/code><\/li>\n\n\n\n<li>\u8dd1\u6b65\uff1a <code>ollama \u8dd1 kimi-k2-thinking<\/code><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5907\u6ce8\uff1a\u68c0\u67e5 <a href=\"https:\/\/ollama.com\/library\/kimi-k2-thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u5965\u62c9\u739b\u56fe\u4e66\u9986\u9875\u9762<\/a> \u7cbe\u786e\u7684\u6a21\u578b\u540d\u79f0\u6807\u7b7e\u548c\u53ef\u7528\u7684\u91cf\u5316\u503c\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9009\u9879 B\uff1aUnsloth\uff08GPU \u52a0\u901f\u7684 Transformers\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8ddf\u968f <a href=\"https:\/\/docs.unsloth.ai\/models\/kimi-k2-thinking-how-to-run-locally\" rel=\"nofollow noopener\" target=\"_blank\">Unsloth \u7684\u6307\u5357<\/a> \u7528\u4e8e\u73af\u5883\u8bbe\u7f6e\u3002.<\/li>\n\n\n\n<li>\u6700\u5c0f Python \u793a\u4f8b\uff1a <code>from transformers import AutoTokenizer, AutoModelForCausalLM import torch model_id = &quot;moonshotai\/Kimi-K2-Thinking&quot; tokenizer = AutoTokenizer.from_pretrained(model_id, trust_remote_code=True) model = AutoModelForCausalLM.from_pretrained( model_id, torch_dtype=torch.float16, device_map=&quot;auto&quot;, trust_remote_code=True ) prompt = &quot;\u603b\u7ed3\u4f7f\u7528\u63a8\u7406\u4f18\u5316\u7684 LLM \u8fdb\u884c\u91d1\u878d\u5206\u6790\u7684\u5173\u952e\u6743\u8861\u3002.&quot; inputs = tokenizer(prompt, return_tensors=&quot;pt&quot;).to(model.device) outputs = model.generate(**inputs, max_new_tokens=300, temperature=0.3) print(tokenizer.decode(outputs[0], skip_special_tokens=True))<\/code><\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f\uff1a\u5185\u5b58\u9700\u6c42\u53d6\u51b3\u4e8e\u6a21\u578b\u5927\u5c0f\u548c\u91cf\u5316\u7ea7\u522b\u3002\u5982\u679c\u5185\u5b58\u53d7\u9650\uff0c\u8bf7\u4f7f\u7528 4 \u4f4d\/8 \u4f4d\u52a0\u8f7d\uff0c\u6216\u4f7f\u7528\u5177\u6709\u8db3\u591f\u663e\u5b58\u7684\u6d88\u8d39\u7ea7 GPU\u3002\u6709\u5173\u6027\u80fd\u8c03\u4f18\uff0c\u8bf7\u53c2\u9605 Unsloth \u6587\u6863\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9009\u9879 C\uff1a\u62e5\u62b1\u8138\u53d8\u5f62\u91d1\u521a\uff08\u539f\u7248\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u4e0e\u4e0a\u8ff0\u76f8\u540c\u7684\u6a21\u5f0f\uff0c\u4f46\u4e0d\u8981\u4f7f\u7528 Unsloth \u7279\u6709\u7684\u52a0\u901f\u5ea6\u3002\u68c0\u67e5 <a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2-Thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u6a21\u578b\u5361<\/a> Moonshot AI \u63a8\u8350\u7684\u5206\u8bcd\u5668\u548c\u751f\u6210\u53c2\u6570\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5408\u89c4\u6027\u63d0\u9192\uff1a\u5728\u5c06\u6a21\u578b\u96c6\u6210\u5230\u751f\u4ea7\u5de5\u4f5c\u6d41\u7a0b\u4e4b\u524d\uff0c\u52a1\u5fc5\u67e5\u770b\u6a21\u578b\u7684\u8bb8\u53ef\u548c\u9884\u671f\u7528\u9014\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4fc3\u4f7f Kimi K2 \u8fdb\u884c\u6709\u6548\u601d\u8003<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u201c\u601d\u8003\u201d\u6a21\u578b\u901a\u5e38\u5bf9\u8303\u56f4\u660e\u786e\u7684\u4efb\u52a1\u548c\u7ed3\u6784\u5316\u7684\u8f93\u51fa\u53cd\u5e94\u6700\u4f73\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\u660e\u786e\u76ee\u6807\u548c\u9650\u5236\u6761\u4ef6\uff1a\u53d7\u4f17\u3001\u65f6\u957f\u3001\u683c\u5f0f\u4ee5\u53ca\u8981\u907f\u514d\u7684\u4e8b\u9879\u3002.<\/li>\n\n\n\n<li>\u63d0\u4f9b\u76f8\u5173\u7684\u80cc\u666f\u4fe1\u606f\u6216\u4f8b\u5b50\uff0c\u800c\u4e0d\u662f\u8ba9\u5b83\u731c\u6d4b\u3002.<\/li>\n\n\n\n<li>\u8981\u6c42\u63d0\u4f9b\u7ed3\u6784\u5316\u7684\u7b54\u6848\uff08\u8981\u70b9\u5f0f\u3001JSON \u6216\u7f16\u53f7\u8ba1\u5212\uff09\uff0c\u800c\u4e0d\u662f\u81ea\u7531\u5f62\u5f0f\u7684\u6563\u6587\u3002.<\/li>\n\n\n\n<li>\u4ec5\u5728\u5fc5\u8981\u65f6\u8981\u6c42\u63d0\u4f9b\u7b80\u6d01\u7684\u7406\u7531\uff08\u4f8b\u5982\uff0c\u201c\u7b80\u8981\u8bf4\u660e\u60a8\u7684\u9009\u62e9\u7406\u7531\u201d\uff09\uff0c\u4ee5\u51cf\u5c11\u5197\u957f\u548c\u5ef6\u8fdf\u3002.<\/li>\n\n\n\n<li>\u8bbe\u7f6e\u786e\u5b9a\u6027\u89e3\u7801\u8fdb\u884c\u8bc4\u4f30\uff08\u6e29\u5ea6 0\u20130.3\uff0ctop_p 0.9\uff09\uff0c\u5e76\u63d0\u9ad8\u590d\u6742\u4efb\u52a1\u7684\u9650\u5236\uff08max_new_tokens\uff09\u3002.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u677f\uff1a\u7ed3\u6784\u5316\u89c4\u5212<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4efb\u52a1\uff1a\u5236\u5b9a\u4e00\u4e2a\u4e94\u6b65\u8ba1\u5212\uff0c\u4f7f\u7528\u771f\u5b9e\u7528\u6237\u4efb\u52a1\u8bc4\u4f30{\u4ea7\u54c1\/\u670d\u52a1}\u3002\u80cc\u666f\uff1a\u6211\u4eec\u5173\u6ce8\u51c6\u786e\u6027\u3001\u5ef6\u8fdf\u548c\u6210\u672c\u3002\u76ee\u6807\u7528\u6237\u662f{\u89d2\u8272}\u3002\u9650\u5236\u6761\u4ef6\uff1a- \u63d0\u4f9b\u7f16\u53f7\u6b65\u9aa4 - \u6ce8\u660e\u6240\u9700\u6307\u6807\u548c\u7b80\u5355\u7684\u8bc4\u5206\u6807\u51c6 - \u7406\u7531\u8bf4\u660e\u63a7\u5236\u572880\u5b57\u4ee5\u5185 \u8f93\u51fa\u683c\u5f0f\uff1a1) \u6b65\u9aa4 2) \u6307\u6807\u548c\u8bc4\u5206\u6807\u51c6 3) \u98ce\u9669\u53ca\u7f13\u89e3\u63aa\u65bd<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u677f\uff1a\u6570\u636e\u8f6c\u6587\u672c\u5206\u6790<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u76ee\u6807\uff1a\u5411\u975e\u6280\u672f\u5229\u76ca\u76f8\u5173\u8005\u89e3\u91ca\u4ee5\u4e0b\u6570\u636e\u96c6\u4e2d\u7684\u5173\u952e\u8d8b\u52bf\u3002\u6570\u636e\u96c6\u6458\u8981\uff1a{\u7c98\u8d34\u6982\u8981\u7edf\u8ba1\u6570\u636e\u6216\u51e0\u884c\u6570\u636e} \u8981\u6c42\uff1a- \u4e24\u53e5\u8bdd\u7684\u6458\u8981 - \u4e09\u4e2a\u8981\u70b9\uff08\u6bcf\u4e2a\u4e0d\u8d85\u8fc7 20 \u5b57\uff09 - \u4e00\u4e2a\u9700\u8981\u5411\u6570\u636e\u56e2\u961f\u63d0\u51fa\u7684\u540e\u7eed\u95ee\u9898<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f7f\u7528\u53ef\u91cd\u590d\u7684\u65b9\u6cd5\u8bc4\u4f30 Kimi K2 \u601d\u7ef4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u671f\u5a92\u4f53\u62a5\u9053\u5bf9Kimi K2 Thinking\u7684\u6027\u80fd\u505a\u51fa\u4e86\u5927\u80c6\u7684\u5ba3\u4f20\uff0c\u751a\u81f3\u5c06\u5176\u4e0eGPT-5\u76f8\u63d0\u5e76\u8bba\u3002\u622a\u81f3\u64b0\u5199\u672c\u6587\u65f6\uff0c\u8fd9\u4e9b\u8bf4\u6cd5\u5c1a\u672a\u5728\u540c\u884c\u8bc4\u5ba1\u7684\u6587\u732e\u4e2d\u5f97\u5230\u72ec\u7acb\u9a8c\u8bc1\u3002\u4e3a\u4e86\u83b7\u5f97\u53ef\u9760\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u5efa\u8bae\u91c7\u7528\u900f\u660e\u7684\u57fa\u51c6\u6d4b\u8bd5\u548c\u60a8\u81ea\u5df1\u7684\u4efb\u52a1\u8bc4\u4f30\u65b9\u6cd5\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u516c\u5f00\u57fa\u51c6\u6d4b\u8bd5\uff1aMMLU\uff08\u7efc\u5408\u77e5\u8bc6\uff09\u3001GSM8K\uff08\u6570\u5b66\uff09\u3001HumanEval\/MBPP\uff08\u7f16\u7801\uff09\u3001BBH\uff08\u63a8\u7406\uff09\u3002\u8bf7\u4f7f\u7528\u4e00\u81f4\u7684\u89e3\u7801\u8bbe\u7f6e\u3002.<\/li>\n\n\n\n<li>\u7c7b\u4f3c\u751f\u4ea7\u73af\u5883\u7684\u4efb\u52a1\uff1a\u6587\u6863\u3001\u6837\u5f0f\u6307\u5357\u3001\u7279\u6b8a\u60c5\u51b5\u5904\u7406\u3002\u8ddf\u8e2a\u51c6\u786e\u7387\u3001\u5ef6\u8fdf\u548c\u6210\u672c\u3002.<\/li>\n\n\n\n<li>\u76f2\u6d4b\u6bd4\u8f83\uff1a\u76f8\u540c\u7684\u63d0\u793a\uff0c\u533f\u540d\u5316\u7684\u8f93\u51fa\uff0c\u4eba\u5de5\u8bc4\u5206\u3002.<\/li>\n\n\n\n<li>\u5de5\u5177\u589e\u5f3a\u578b\u4efb\u52a1\uff1a\u5982\u679c\u60a8\u7684\u5de5\u4f5c\u6d41\u7a0b\u4f7f\u7528\u68c0\u7d22\u6216\u51fd\u6570\u8c03\u7528\uff0c\u8bf7\u5c06\u8fd9\u4e9b\u64cd\u4f5c\u5305\u542b\u5728\u6d4b\u8bd5\u4e2d\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6743\u5a01\u7684\u8bc4\u4f30\u5b9e\u8df5\u8d44\u6e90\u5305\u62ec\u5b66\u672f\u57fa\u51c6\u548c\u9879\u76ee\uff0c\u4f8b\u5982\u65af\u5766\u798f\u5927\u5b66\u7684HELM\u9879\u76ee\u4ee5\u53ca\u66f4\u5e7f\u6cdb\u7684LLM\u8bc4\u4f30\u6587\u732e\u3002\u52a1\u5fc5\u8bb0\u5f55\u63d0\u793a\u3001\u8bbe\u7f6e\u548c\u7248\u672c\uff0c\u4ee5\u786e\u4fdd\u7ed3\u679c\u53ef\u590d\u73b0\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ima Studio Arena \u7684\u5e76\u6392\u6d4b\u8bd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ima Studio \u96c6\u6210\u4e86\u4e3b\u6d41\u7684\u751f\u6210\u6a21\u578b\uff0c\u5e76\u80fd\u81ea\u52a8\u9009\u62e9\u9002\u5408\u60a8\u4efb\u52a1\u7684\u6a21\u578b\u3002 <a href=\"https:\/\/imastudio.com\/arena\/review\">Ima Arena<\/a>, \u60a8\u53ef\u4ee5\u4f7f\u7528\u76f8\u540c\u7684\u63d0\u793a\u5c06 Kimi K2 Thinking \u4e0e\u5176\u4ed6\u63a8\u7406\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\uff0c\u5e76\u6295\u7968\u9009\u51fa\u6700\u4f73\u8f93\u51fa\u3002.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6253\u5f00 <a href=\"https:\/\/imastudio.com\/arena\/review\">Ima Arena<\/a>.<\/li>\n\n\n\n<li>\u7c98\u8d34\u63a8\u7406\u63d0\u793a\uff08\u8ba1\u5212\u3001\u591a\u6b65\u9aa4\u8d28\u91cf\u4fdd\u8bc1\u6216\u4ee3\u7801\u89e3\u91ca\uff09\u3002.<\/li>\n\n\n\n<li>\u9009\u62e9\u5bf9\u6bd4\u578b\u53f7\uff08\u4f8b\u5982 DeepSeek-R1\u3001Llama 3.1 70B Instruct\u3001Qwen2.5 72B\u3001o3-mini \u6216\u5176\u4ed6\u53ef\u7528\u9009\u9879\uff09\u3002.<\/li>\n\n\n\n<li>\u751f\u6210\u8f93\u51fa\u7ed3\u679c\u5e76\u8fdb\u884c\u533f\u540d\u8bc4\u5ba1\u3002\u8bf7\u6839\u636e\u8d28\u91cf\u3001\u5fe0\u5b9e\u5ea6\u548c\u6e05\u6670\u5ea6\u8fdb\u884c\u6295\u7968\u3002.<\/li>\n\n\n\n<li>\u5982\u679c\u60a8\u8df3\u8fc7\u624b\u52a8\u9009\u62e9\uff0cIma \u53ef\u4ee5\u6839\u636e\u60a8\u7684\u610f\u56fe\u9ed8\u8ba4\u8def\u7531\u5230\u5408\u9002\u7684\u6a21\u578b\u3002.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d0\u793a\uff1a\u5c06\u6548\u679c\u6700\u4f73\u7684\u63d0\u793a\u4fe1\u606f\u4fdd\u5b58\u4e3a\u53ef\u91cd\u590d\u4f7f\u7528\u7684\u6a21\u677f\u3002 <a href=\"https:\/\/imastudio.com\/community\">Ima Studio \u793e\u533a<\/a> \u8fd9\u6837\u60a8\u7684\u56e2\u961f\u5c31\u53ef\u4ee5\u4e00\u952e\u91cd\u590d\u4f7f\u7528\u5b83\u4eec\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u54ea\u91cc\u53ef\u4ee5\u4e70\u5230 Kimi K2 Thinking \u4ee5\u53ca\u5982\u4f55\u8fd0\u884c\u5b83<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u6765\u6e90<\/th><th>\u4f60\u5c06\u83b7\u5f97\u4ec0\u4e48<\/th><th>\u7b14\u8bb0<\/th><\/tr><\/thead><tbody><tr><td><a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2-Thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u62e5\u62b1\u8138<\/a><\/td><td>\u578b\u53f7\u5361\u3001\u91cd\u91cf\/\u68c0\u67e5\u70b9\u3001\u4f7f\u7528\u8bf4\u660e<\/td><td>\u786e\u8ba4\u8bb8\u53ef\u8bc1\u3001\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c\u91cf\u5316\u503c<\/td><\/tr><tr><td><a href=\"https:\/\/moonshotai.github.io\/Kimi-K2\/thinking.html\" rel=\"nofollow noopener\" target=\"_blank\">\u767b\u6708\u8ba1\u5212\u6587\u6863<\/a><\/td><td>\u6982\u8ff0\u548c\u63a8\u8350\u8bbe\u7f6e<\/td><td>\u8bf7\u9075\u5faa\u5b98\u65b9\u6307\u5357\u8fdb\u884c\u53d1\u7535\u53c2\u6570\u8bbe\u7f6e<\/td><\/tr><tr><td><a href=\"https:\/\/docs.unsloth.ai\/models\/kimi-k2-thinking-how-to-run-locally\" rel=\"nofollow noopener\" target=\"_blank\">Unsloth<\/a><\/td><td>\u672c\u5730 GPU \u52a0\u901f\u6307\u5357<\/td><td>\u6709\u5229\u4e8e\u63d0\u9ad8\u901f\u5ea6\/\u663e\u5b58\u6548\u7387<\/td><\/tr><tr><td><a href=\"https:\/\/ollama.com\/library\/kimi-k2-thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u5965\u62c9\u739b<\/a><\/td><td>\u5355\u547d\u4ee4\u672c\u5730\u8fd0\u884c\u65f6<\/td><td>\u4f7f\u7528\u63d0\u4f9b\u7684\u6a21\u578b\u6807\u7b7e\uff1b\u68c0\u67e5\u91cf\u5316\u9009\u9879<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u9762\u5411\u521b\u4f5c\u8005\u548c\u56e2\u961f\u7684\u4f7f\u7528\u6848\u4f8b<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7814\u7a76\u4e0e\u5206\u6790\uff1a\u7ed3\u6784\u5316\u7b80\u62a5\u3001\u6bd4\u8f83\u77e9\u9635\u548c\u98ce\u9669\u8bc4\u4f30\u3002.<\/li>\n\n\n\n<li>\u4ea7\u54c1\u548c\u8fd0\u8425\uff1a\u6807\u51c6\u64cd\u4f5c\u89c4\u7a0b\u5236\u5b9a\u3001\u6d4b\u8bd5\u8ba1\u5212\u8bbe\u8ba1\u3001\u4e8b\u4ef6\u4e8b\u540e\u5206\u6790\u53ca\u7b80\u660e\u7406\u7531\u3002.<\/li>\n\n\n\n<li>\u5185\u5bb9\u5de5\u4f5c\u6d41\u7a0b\uff1a\u5927\u7eb2\u3001\u5206\u7c7b\u6cd5\u548c\u5177\u6709\u4e25\u683c\u6837\u5f0f\u7ea6\u675f\u7684\u7f16\u8f91\u65e5\u5386\u3002.<\/li>\n\n\n\n<li>\u89c6\u89c9+\u6587\u672c\u63a8\u7406\uff1a\u89e3\u91ca\u56fe\u50cf\u3001\u63d0\u53d6\u7ed3\u6784\u5316\u5c5e\u6027\u6216\u89c4\u5212\u7f16\u8f91\uff1b\u8bd5\u8bd5\u770b <a href=\"https:\/\/imastudio.com\/zh\/chat-with-photo\">\u7528\u7167\u7247\u804a\u5929<\/a>.<\/li>\n\n\n\n<li>\u667a\u80fd\u4f53\u81ea\u52a8\u5316\uff1a\u6784\u5efa\u4e00\u4e2a\u65e0\u9700\u7f16\u5199\u4ee3\u7801\u7684\u667a\u80fd\u4f53\uff0c\u8be5\u667a\u80fd\u4f53\u80fd\u591f\u4e3a\u6bcf\u4e2a\u6b65\u9aa4\u9009\u62e9\u6700\u4f73\u6a21\u578b\uff1b\u53c2\u89c1 <a href=\"https:\/\/imastudio.com\/zh\/blog\/create-ai-agent-guide\">\u5982\u4f55\u521b\u5efa\u4eba\u5de5\u667a\u80fd\u4ee3\u7406<\/a>.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u786e\u4fdd\u8f93\u51fa\u53ef\u9760\u6027\u7684\u6700\u4f73\u5b9e\u8df5<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ed3\u5408\u4e0a\u4e0b\u6587\uff1a\u63d0\u4f9b\u76f8\u5173\u7684\u7247\u6bb5\u6216\u6570\u636e\uff0c\u800c\u4e0d\u662f\u901a\u7528\u7684\u63d0\u793a\u3002.<\/li>\n\n\n\n<li>\u9650\u5236\u8f93\u51fa\uff1a\u6307\u5b9a\u6807\u8bb0\u3001\u90e8\u5206\u548c\u5141\u8bb8\u7684\u683c\u5f0f\uff0c\u4ee5\u51cf\u5c11\u504f\u5dee\u3002.<\/li>\n\n\n\n<li>\u6301\u7eed\u8bc4\u4f30\uff1a\u8ddf\u8e2a\u4e0d\u540c\u7248\u672c\u548c\u63d0\u793a\u7684\u51c6\u786e\u6027\/\u4e00\u81f4\u6027\u3002.<\/li>\n\n\n\n<li>\u9632\u62a4\u63aa\u65bd\uff1a\u907f\u514d\u8bf7\u6c42\u654f\u611f\u6570\u636e\uff1b\u4f7f\u7528 Ima Arena \u4e2d\u7684\u8f85\u52a9\u68c0\u67e5\u6216\u66ff\u4ee3\u6a21\u578b\u9a8c\u8bc1\u5173\u952e\u8f93\u51fa\u3002.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u89c1\u95ee\u9898<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kimi K2 Thinking \u80fd\u201c\u51fb\u8d25 GPT-5\u201d\u5417\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e9b\u5a92\u4f53\u6587\u7ae0\u58f0\u79f0 Kimi K2 Thinking \u53ef\u4ee5\u4e0e\u9876\u5c16\u7684\u5546\u4e1a\u6a21\u578b\u76f8\u5ab2\u7f8e\uff0c\u5e76\u63d0\u51fa\u4e86\u5f3a\u6709\u529b\u7684\u8bba\u65ad\u3002\u4f46\u8fd9\u4e9b\u8bba\u65ad\u5e76\u672a\u7ecf\u8fc7\u540c\u884c\u8bc4\u5ba1\u7684\u72ec\u7acb\u9a8c\u8bc1\u3002\u5728\u8fdb\u884c\u51b3\u7b56\u65f6\uff0c\u8bf7\u4f9d\u636e\u60a8\u81ea\u8eab\u7684\u4efb\u52a1\u8bc4\u4f30\u548c\u4e0a\u8ff0\u900f\u660e\u7684\u57fa\u51c6\u8fdb\u884c\u5224\u65ad\u3002Kimi K2 Thinking \u662f\u5f00\u6e90\u7684\u5417\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u7528\u6027\u548c\u8bb8\u53ef\u8be6\u60c5\u5df2\u8bb0\u5f55\u5728\u6848\u3002 <a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2-Thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u62e5\u62b1\u8138\u6a21\u578b\u5361<\/a>. \u8bf7\u67e5\u9605\u8bb8\u53ef\u534f\u8bae\uff0c\u4ee5\u786e\u5b9a\u5546\u4e1a\u7528\u9014\u3001\u518d\u5206\u53d1\u6743\u548c\u7f72\u540d\u8981\u6c42\u3002\u6211\u53ef\u4ee5\u5c06 Kimi K2 Thinking \u96c6\u6210\u5230 Ima Studio \u4e2d\u5417\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ima Studio \u6574\u5408\u4e86\u4e3b\u6d41\u6a21\u578b\uff0c\u5e76\u80fd\u5c06\u4efb\u52a1\u8def\u7531\u5230\u6700\u4f73\u53ef\u7528\u6a21\u578b\u3002\u5982\u679c\u60a8\u62e5\u6709 API \u6216\u6743\u91cd\u8bbf\u95ee\u6743\u9650\uff0c\u5373\u53ef\u5c06\u5176\u8fde\u63a5\u5230\u60a8\u7684\u5de5\u4f5c\u6d41\u7a0b\u5e76\u8fdb\u884c\u6d4b\u8bd5\u3002 <a href=\"https:\/\/imastudio.com\/arena\/review\">Ima Arena<\/a>. \u5426\u5219\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728 Arena \u4e2d\u6bd4\u8f83\u53ef\u7528\u7684\u63a8\u7406\u6a21\u578b\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u76f8\u5173 Ima Studio \u8d44\u6e90<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/imastudio.com\/arena\/review\">Ima Arena\uff1a\u8f66\u578b\u5e76\u6392\u8bc4\u6d4b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/imastudio.com\/community\">Ima\u793e\u533a\uff1a\u514d\u8d39\u63d0\u4f9b\u63d0\u793a\u548c\u5de5\u4f5c\u6d41\u7a0b\u6a21\u677f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/imastudio.com\/zh\/blog\/create-ai-agent-guide\">\u5982\u4f55\u521b\u5efa\u4eba\u5de5\u667a\u80fd\u4ee3\u7406\uff08\u65e0\u9700\u4ee3\u7801\uff0c\u514d\u8d39\u5de5\u5177\uff09<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/imastudio.com\/zh\/blog\/best-ai-video-generator\">2025 \u5e74\u6700\u4f73 AI \u89c6\u9891\u751f\u6210\u5668\uff1aIma Studio \u7684\u771f\u5b9e\u6d4b\u8bd5<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c2\u8003\u6587\u732e\u53ca\u5ef6\u4f38\u9605\u8bfb<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2-Thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u62e5\u62b1\u8138\uff1aKimi K2 \u601d\u8003\u6a21\u578b\u5361<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/moonshotai.github.io\/Kimi-K2\/thinking.html\" rel=\"nofollow noopener\" target=\"_blank\">Moonshot AI\uff1aK2\u601d\u7ef4\u6587\u6863<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/docs.unsloth.ai\/models\/kimi-k2-thinking-how-to-run-locally\" rel=\"nofollow noopener\" target=\"_blank\">Unsloth\uff1a\u8fd0\u884c Kimi K2 \u672c\u5730\u601d\u8003<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/ollama.com\/library\/kimi-k2-thinking\" rel=\"nofollow noopener\" target=\"_blank\">Ollama\uff1akimi-k2-thinking<\/a><\/li>\n\n\n\n<li>\u5173\u4e8e\u8bc4\u4f30\u5b9e\u8df5\uff1a\u5b66\u672f\u57fa\u51c6\u6d4b\u8bd5\uff0c\u4f8b\u5982 MMLU\u3001GSM8K\u3001HumanEval\u3001BBH\uff1b\u4ee5\u53ca\u8c03\u67e5\u9879\u76ee\uff0c\u4f8b\u5982\u65af\u5766\u798f HELM\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kimi K2 Thinking \u662f\u4e00\u6b3e\u5f88\u6709\u524d\u9014\u7684\u3001\u4ee5\u63a8\u7406\u4e3a\u4e2d\u5fc3\u7684\u5b66\u4e60\u6a21\u578b\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7 Ollama \u6216 Unsloth \u5728\u672c\u5730\u8fd0\u884c\u5b83\uff0c\u5e76\u4f7f\u7528\u60a8\u81ea\u5df1\u7684\u4efb\u52a1\u5bf9\u5176\u8fdb\u884c\u4e25\u683c\u8bc4\u4f30\u3002\u4e3a\u4e86\u505a\u51fa\u57fa\u4e8e\u8bc1\u636e\u7684\u51b3\u7b56\uff0c\u60a8\u53ef\u4ee5\u5c06\u5176\u4e0e\u5176\u4ed6\u6a21\u578b\u5e76\u6392\u6bd4\u8f83\u3002 <a href=\"https:\/\/imastudio.com\/arena\/review\">Ima Studio Arena<\/a>, \u4fdd\u5b58\u83b7\u80dc\u63d0\u793a <a href=\"https:\/\/imastudio.com\/community\">\u4f0a\u739b\u793e\u533a<\/a>, \u5e76\u5c06\u8868\u73b0\u6700\u4f73\u7684\u4ee3\u7406\u6574\u5408\u5230\u60a8\u7684\u4ee3\u7406\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u786e\u4fdd\u60a8\u5728\u51c6\u786e\u6027\u3001\u5ef6\u8fdf\u548c\u6210\u672c\u65b9\u9762\u83b7\u5f97\u53ef\u8861\u91cf\u7684\u63d0\u5347\uff0c\u800c\u65e0\u9700\u4f9d\u8d56\u672a\u7ecf\u6838\u5b9e\u7684\u7d22\u8d54\u3002.<\/p>","protected":false},"excerpt":{"rendered":"<p>Kimi K2 Thinking \u662f Moonshot AI \u5f00\u53d1\u7684\u4e00\u6b3e\u63a8\u7406\u4f18\u5316\u578b\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u65e8\u5728\u63d0\u5347\u591a\u6b65\u9aa4\u95ee\u9898\u89e3\u51b3\u3001\u89c4\u5212\u548c\u7ed3\u6784\u5316\u8f93\u51fa\u80fd\u529b\u3002\u672c\u6307\u5357\u5c06\u89e3\u91ca Kimi K2 Thinking \u7684\u6982\u5ff5\u3001\u5982\u4f55\u901a\u8fc7 Ollama \u548c Unsloth \u5728\u672c\u5730\u8fd0\u884c\u3001\u5982\u4f55\u6709\u6548\u5730\u63d0\u793a\u5b83\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u5176\u4e0e\u5176\u4ed6\u63a8\u7406\u6a21\u578b\u8fdb\u884c\u5bf9\u6bd4\u8bc4\u4f30 [\u2026]<\/p>","protected":false},"author":1,"featured_media":2672,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"rank_math_title":"","rank_math_description":"","footnotes":""},"categories":[11],"tags":[],"class_list":["post-2677","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-trends"],"_links":{"self":[{"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/posts\/2677","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/comments?post=2677"}],"version-history":[{"count":2,"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/posts\/2677\/revisions"}],"predecessor-version":[{"id":2682,"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/posts\/2677\/revisions\/2682"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/media\/2672"}],"wp:attachment":[{"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/media?parent=2677"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/categories?post=2677"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/imastudio.com\/zh\/wp-json\/wp\/v2\/tags?post=2677"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}