{"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_tw\/blog\/kimi-k2-thinking","title":{"rendered":"Kimi K2 \u7684\u5de5\u4f5c\u539f\u7406\u662f\u4ec0\u9ebc\uff1f\u529f\u80fd\u3001\u8a2d\u5b9a\u548c\u8a55\u4f30\u6280\u5de7"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Kimi K2 Thinking \u662f Moonshot AI \u958b\u767c\u7684\u4e00\u6b3e\u7d93\u904e\u63a8\u7406\u512a\u5316\u7684\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u65e8\u5728\u63d0\u5347\u591a\u6b65\u9a5f\u554f\u984c\u89e3\u6c7a\u3001\u898f\u5283\u548c\u7d50\u69cb\u5316\u8f38\u51fa\u80fd\u529b\u3002\u672c\u6307\u5357\u5c07\u89e3\u91cb Kimi K2 Thinking \u7684\u57fa\u672c\u6982\u5ff5\uff0c\u4ecb\u7d39\u5982\u4f55\u900f\u904e Ollama \u548c Unsloth \u5728\u672c\u5730\u904b\u884c\u5b83\uff0c\u5982\u4f55\u6709\u6548\u5730\u63d0\u793a\u5b83\uff0c\u4ee5\u53ca\u5982\u4f55\u5728 Ima Studio \u7684 Arena \u4e2d\u5c07\u5176\u8207\u5176\u4ed6\u63a8\u7406\u6a21\u578b\u9032\u884c\u5c0d\u6bd4\u8a55\u4f30\u3002\u6211\u5011\u59cb\u7d42\u9075\u5faa Google EEAT \u539f\u5247\uff1a\u5f15\u7528\u539f\u59cb\u8cc7\u6599\uff0c\u660e\u78ba\u5340\u5206\u5df2\u77e5\u8cc7\u8a0a\u548c\u672a\u7d93\u8b49\u5be6\u7684\u8a0a\u606f\uff0c\u4e26\u63d0\u4f9b\u53ef\u8907\u73fe\u7684\u6b65\u9a5f\u548c\u8a55\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\u9ebc\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\u8b8a\u9ad4\u5c08\u70ba\u300c\u601d\u8003\u300d\u4efb\u52d9\u800c\u8a2d\u8a08\uff0c\u4f8b\u5982\u7d50\u69cb\u5316\u63a8\u7406\u3001\u591a\u8df3\u554f\u7b54\u548c\u7d04\u675f\u689d\u4ef6\u4e0b\u7684\u5206\u6790\u3002\u8a72\u6a21\u578b\u53ef\u5728\u793e\u5340\u5de5\u5177\u548c\u958b\u653e\u6a21\u578b\u4e2d\u5fc3\u7372\u53d6\uff0cMoonshot AI \u548c\u958b\u6e90\u751f\u614b\u7cfb\u7d71\u5747\u63d0\u4f9b\u76f8\u95dc\u6587\u4ef6\u548c\u5feb\u901f\u5165\u9580\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\">\u64c1\u62b1\u81c9\uff1amoonshotai\/Kimi-K2-\u601d\u8003<\/a><\/li>\n\n\n\n<li>\u5b98\u65b9\u6587\u4ef6\u6982\u89bd\uff1a <a href=\"https:\/\/moonshotai.github.io\/Kimi-K2\/thinking.html\" rel=\"nofollow noopener\" target=\"_blank\">Moonshot AI K2 \u601d\u8003\u6587\u6a94<\/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\u904b\u884c Kimi K2 \u672c\u5730\u5316\u601d\u8003<\/a><\/li>\n\n\n\n<li>\u7f8a\u99dd\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\">\u8a31\u53ef\u5354\u8b70\u3001\u4e0a\u4e0b\u6587\u9577\u5ea6\u548c\u53c3\u6578\u6578\u91cf\u53ef\u80fd\u56e0\u7248\u672c\u548c\u91cf\u5316\u7b49\u7d1a\u800c\u7570\u3002\u4f7f\u7528\u524d\u8acb\u52d9\u5fc5\u78ba\u8a8d\u6a21\u578b\u5361\u4e0a\u7684\u6388\u6b0a\u5354\u8b70\u548c\u6280\u8853\u898f\u683c\uff0c\u5c24\u5176\u662f\u5728\u5546\u696d\u90e8\u7f72\u4e2d\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Run Kimi K2 \u5728\u5730\u5316\u601d\u8003<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u60a8\u7684\u6a5f\u5668\u4e0a\u904b\u884c Kimi K2 Thinking \u6709\u591a\u7a2e\u793e\u5340\u652f\u6301\u7684\u65b9\u6cd5\u3002\u60a8\u7684\u9078\u64c7\u53d6\u6c7a\u65bc\u60a8\u7684\u786c\u9ad4\u3001\u9996\u9078\u6846\u67b6\u4ee5\u53ca\u662f\u5426\u9700\u8981 GPU \u52a0\u901f\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9078\u9805 A\uff1a\u5967\u62c9\u746a\uff08\u8d77\u6b65\u6700\u5feb\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8acb\u5f9e\u5b98\u65b9\u7db2\u7ad9\u5b89\u88dd 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\">\u5099\u8a3b\uff1a\u6aa2\u67e5 <a href=\"https:\/\/ollama.com\/library\/kimi-k2-thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u5967\u62c9\u746a\u5716\u66f8\u9928\u9801\u9762<\/a> \u7cbe\u78ba\u7684\u6a21\u578b\u540d\u7a31\u6a19\u7c64\u548c\u53ef\u7528\u7684\u91cf\u5316\u503c\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9078\u9805 B\uff1aUnsloth\uff08GPU \u52a0\u901f\u7684 Transformers\uff09<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8ddf\u96a8 <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\u65bc\u74b0\u5883\u8a2d\u5b9a\u3002.<\/li>\n\n\n\n<li>\u6700\u5c0f Python \u7bc4\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) modelpreModel; torch_dtype=torch.float16, device_map=&quot;auto&quot;, trust_remote_code=True ) prompt = &quot;\u7e3d\u7d50\u4f7f\u7528\u63a8\u7406\u512a\u5316\u7684 LLM \u9032\u884c\u91d1\u878d\u5206\u6790\u7684\u95dc\u9375\u6b0a\u8861\u3002.&quot; inputs = tokenizer(prompt, return_tensors=&quot;pt&quot;).to(model.device)\u3002 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\u8a18\u61b6\u9ad4\u9700\u6c42\u53d6\u6c7a\u65bc\u6a21\u578b\u5927\u5c0f\u548c\u91cf\u5316\u7b49\u7d1a\u3002\u5982\u679c\u8a18\u61b6\u9ad4\u53d7\u9650\uff0c\u8acb\u4f7f\u7528 4 \u4f4d\u5143\/8 \u4f4d\u5143\u52a0\u8f09\uff0c\u6216\u4f7f\u7528\u5177\u6709\u8db3\u5920\u986f\u5b58\u7684\u6d88\u8cbb\u7d1a GPU\u3002\u6709\u95dc\u6548\u80fd\u8abf\u512a\uff0c\u8acb\u53c3\u95b1 Unsloth \u6587\u4ef6\u3002.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u9078\u9805 C\uff1a\u64c1\u62b1\u81c9\u8b8a\u5f62\u91d1\u525b\uff08\u539f\u7248\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f7f\u7528\u8207\u4e0a\u8ff0\u76f8\u540c\u7684\u6a21\u5f0f\uff0c\u4f46\u4e0d\u8981\u4f7f\u7528 Unsloth \u7279\u6709\u7684\u52a0\u901f\u5ea6\u3002\u6aa2\u67e5 <a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2-Thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u6a21\u578b\u5361<\/a> Moonshot AI \u63a8\u85a6\u7684\u5206\u8a5e\u5668\u548c\u751f\u6210\u53c3\u6578\u3002.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5408\u898f\u6027\u63d0\u9192\uff1a\u5728\u5c07\u6a21\u578b\u6574\u5408\u5230\u751f\u7522\u5de5\u4f5c\u6d41\u7a0b\u4e4b\u524d\uff0c\u8acb\u52d9\u5fc5\u67e5\u770b\u6a21\u578b\u7684\u8a31\u53ef\u548c\u9810\u671f\u7528\u9014\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4fc3\u4f7f Kimi K2 \u9032\u884c\u6709\u6548\u601d\u8003<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u201c\u300c\u601d\u8003\u300d\u6a21\u578b\u901a\u5e38\u5c0d\u7bc4\u570d\u660e\u78ba\u7684\u4efb\u52d9\u548c\u7d50\u69cb\u5316\u7684\u8f38\u51fa\u53cd\u61c9\u6700\u4f73\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\u660e\u78ba\u76ee\u6a19\u548c\u9650\u5236\u689d\u4ef6\uff1a\u53d7\u773e\u3001\u6642\u9577\u3001\u683c\u5f0f\u4ee5\u53ca\u8981\u907f\u514d\u7684\u4e8b\u9805\u3002.<\/li>\n\n\n\n<li>\u63d0\u4f9b\u76f8\u95dc\u7684\u80cc\u666f\u8cc7\u8a0a\u6216\u4f8b\u5b50\uff0c\u800c\u4e0d\u662f\u8b93\u5b83\u731c\u6e2c\u3002.<\/li>\n\n\n\n<li>\u8981\u6c42\u63d0\u4f9b\u7d50\u69cb\u5316\u7684\u7b54\u6848\uff08\u8981\u9ede\u5f0f\u3001JSON \u6216\u7de8\u865f\u8a08\u5283\uff09\uff0c\u800c\u4e0d\u662f\u81ea\u7531\u5f62\u5f0f\u7684\u6563\u6587\u3002.<\/li>\n\n\n\n<li>\u50c5\u5728\u5fc5\u8981\u6642\u8981\u6c42\u63d0\u4f9b\u7c21\u6f54\u7684\u7406\u7531\uff08\u4f8b\u5982\uff0c\u300c\u7c21\u8981\u8aaa\u660e\u60a8\u7684\u9078\u64c7\u7406\u7531\u300d\uff09\uff0c\u4ee5\u6e1b\u5c11\u5197\u9577\u548c\u5ef6\u9072\u3002.<\/li>\n\n\n\n<li>\u8a2d\u5b9a\u78ba\u5b9a\u6027\u89e3\u78bc\u9032\u884c\u8a55\u4f30\uff08\u6eab\u5ea6 0\u20130.3\uff0ctop_p 0.9\uff09\uff0c\u4e26\u63d0\u9ad8\u8907\u96dc\u4efb\u52d9\u7684\u9650\u5236\uff08max_new_tokens\uff09\u3002.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7bc4\u672c\uff1a\u7d50\u69cb\u5316\u898f\u5283<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u4efb\u52d9\uff1a\u5236\u5b9a\u4e00\u500b\u4e94\u6b65\u9a5f\u8a08\u5283\uff0c\u4f7f\u7528\u771f\u5be6\u4f7f\u7528\u8005\u4efb\u52d9\u8a55\u4f30{\u7522\u54c1\/\u670d\u52d9}\u3002\u80cc\u666f\uff1a\u6211\u5011\u95dc\u6ce8\u6e96\u78ba\u6027\u3001\u5ef6\u9072\u548c\u6210\u672c\u3002\u76ee\u6a19\u4f7f\u7528\u8005\u662f{\u89d2\u8272}\u3002\u9650\u5236\u689d\u4ef6\uff1a- \u63d0\u4f9b\u7de8\u865f\u6b65\u9a5f - \u8a3b\u660e\u6240\u9700\u6307\u6a19\u548c\u7c21\u55ae\u7684\u8a55\u5206\u6a19\u6e96 - \u7406\u7531\u8aaa\u660e\u63a7\u5236\u572880\u5b57\u4ee5\u5167 \u8f38\u51fa\u683c\u5f0f\uff1a1) \u6b65\u9a5f 2) \u6307\u6a19\u548c\u8a55\u5206\u6a19\u6e96 3) \u98a8\u96aa\u53ca\u7de9\u89e3\u63aa\u65bd<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u7bc4\u672c\uff1a\u8cc7\u6599\u8f49\u6587\u5b57\u5206\u6790<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>\u76ee\u6a19\uff1a\u5411\u975e\u6280\u8853\u5229\u5bb3\u95dc\u4fc2\u4eba\u89e3\u91cb\u4ee5\u4e0b\u8cc7\u6599\u96c6\u4e2d\u7684\u95dc\u9375\u8da8\u52e2\u3002\u8cc7\u6599\u96c6\u6458\u8981\uff1a{\u8cbc\u4e0a\u6982\u8981\u7d71\u8a08\u8cc7\u6599\u6216\u5e7e\u884c\u8cc7\u6599} \u8981\u6c42\uff1a- \u5169\u53e5\u8a71\u7684\u6458\u8981 - \u4e09\u500b\u8981\u9ede\uff08\u6bcf\u500b\u4e0d\u8d85\u904e 20 \u5b57\uff09 - \u4e00\u500b\u9700\u8981\u5411\u8cc7\u6599\u5718\u968a\u63d0\u51fa\u7684\u5f8c\u7e8c\u554f\u984c<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\">\u4f7f\u7528\u53ef\u91cd\u8907\u7684\u65b9\u6cd5\u8a55\u4f30 Kimi K2 \u601d\u7dad<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u671f\u5a92\u9ad4\u5831\u5c0e\u5c0dKimi K2 Thinking\u7684\u8868\u73fe\u505a\u51fa\u4e86\u5927\u81bd\u7684\u5ba3\u50b3\uff0c\u751a\u81f3\u5c07\u5176\u8207GPT-5\u76f8\u63d0\u4e26\u8ad6\u3002\u622a\u81f3\u64b0\u5beb\u672c\u6587\u6642\uff0c\u9019\u4e9b\u8aaa\u6cd5\u5c1a\u672a\u5728\u540c\u884c\u8a55\u5be9\u7684\u6587\u737b\u4e2d\u5f97\u5230\u7368\u7acb\u9a57\u8b49\u3002\u70ba\u4e86\u7372\u5f97\u53ef\u9760\u7684\u8a55\u4f30\u7d50\u679c\uff0c\u5efa\u8b70\u63a1\u7528\u900f\u660e\u7684\u57fa\u6e96\u6e2c\u8a66\u548c\u60a8\u81ea\u5df1\u7684\u4efb\u52d9\u8a55\u4f30\u65b9\u6cd5\u3002.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u516c\u958b\u57fa\u6e96\u6e2c\u8a66\uff1aMMLU\uff08\u7d9c\u5408\u77e5\u8b58\uff09\u3001GSM8K\uff08\u6578\u5b78\uff09\u3001HumanEval\/MBPP\uff08\u7de8\u78bc\uff09\u3001BBH\uff08\u63a8\u7406\uff09\u3002\u8acb\u4f7f\u7528\u4e00\u81f4\u7684\u89e3\u78bc\u8a2d\u5b9a\u3002.<\/li>\n\n\n\n<li>\u985e\u4f3c\u751f\u7522\u74b0\u5883\u7684\u4efb\u52d9\uff1a\u60a8\u7684\u6587\u4ef6\u3001\u60a8\u7684\u6a23\u5f0f\u6307\u5357\u3001\u60a8\u7684\u7279\u6b8a\u60c5\u6cc1\u3002\u8ffd\u8e64\u6e96\u78ba\u6027\u3001\u5ef6\u9072\u548c\u6210\u672c\u3002.<\/li>\n\n\n\n<li>\u76f2\u6e2c\u6bd4\u8f03\uff1a\u76f8\u540c\u7684\u63d0\u793a\uff0c\u533f\u540d\u5316\u7684\u8f38\u51fa\uff0c\u4eba\u5de5\u8a55\u5206\u3002.<\/li>\n\n\n\n<li>\u5de5\u5177\u589e\u5f37\u578b\u4efb\u52d9\uff1a\u5982\u679c\u60a8\u7684\u5de5\u4f5c\u6d41\u7a0b\u4f7f\u7528\u6aa2\u7d22\u6216\u51fd\u6578\u8abf\u7528\uff0c\u8acb\u5c07\u9019\u4e9b\u64cd\u4f5c\u5305\u542b\u5728\u6e2c\u8a66\u4e2d\u3002.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b0a\u5a01\u7684\u8a55\u4f30\u5be6\u8e10\u8cc7\u6e90\u5305\u62ec\u5b78\u8853\u57fa\u6e96\u548c\u9805\u76ee\uff0c\u4f8b\u5982\u53f2\u4e39\u4f5b\u5927\u5b78\u7684HELM\u8a08\u756b\u4ee5\u53ca\u66f4\u5ee3\u6cdb\u7684LLM\u8a55\u4f30\u6587\u737b\u3002\u52d9\u5fc5\u8a18\u9304\u63d0\u793a\u3001\u8a2d\u5b9a\u548c\u7248\u672c\uff0c\u4ee5\u78ba\u4fdd\u7d50\u679c\u53ef\u91cd\u73fe\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ima Studio Arena \u7684\u4e26\u6392\u6e2c\u8a66<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ima Studio \u6574\u5408\u4e86\u4e3b\u6d41\u7684\u751f\u6210\u6a21\u578b\uff0c\u4e26\u80fd\u81ea\u52d5\u9078\u64c7\u9069\u5408\u60a8\u4efb\u52d9\u7684\u6a21\u578b\u3002 <a href=\"https:\/\/imastudio.com\/arena\/review\">\u4f0a\u746a\u7af6\u6280\u5834<\/a>, \u60a8\u53ef\u4ee5\u4f7f\u7528\u76f8\u540c\u7684\u63d0\u793a\u5c07 Kimi K2 Thinking \u8207\u5176\u4ed6\u63a8\u7406\u6a21\u578b\u9032\u884c\u6bd4\u8f03\uff0c\u4e26\u6295\u7968\u9078\u51fa\u6700\u4f73\u8f38\u51fa\u3002.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6253\u958b <a href=\"https:\/\/imastudio.com\/arena\/review\">\u4f0a\u746a\u7af6\u6280\u5834<\/a>.<\/li>\n\n\n\n<li>\u8cbc\u4e0a\u63a8\u7406\u63d0\u793a\uff08\u8a08\u5283\u3001\u591a\u6b65\u9a5f\u54c1\u8cea\u4fdd\u8b49\u6216\u4ee3\u78bc\u89e3\u91cb\uff09\u3002.<\/li>\n\n\n\n<li>\u9078\u64c7\u6bd4\u8f03\u578b\u865f\uff08\u4f8b\u5982 DeepSeek-R1\u3001Llama 3.1 70B Instruct\u3001Qwen2.5 72B\u3001o3-mini \u6216\u5176\u4ed6\u53ef\u7528\u9078\u9805\uff09\u3002.<\/li>\n\n\n\n<li>\u7522\u751f\u8f38\u51fa\u7d50\u679c\u4e26\u9032\u884c\u533f\u540d\u8a55\u5be9\u3002\u8acb\u6839\u64da\u54c1\u8cea\u3001\u5fe0\u5be6\u5ea6\u548c\u6e05\u6670\u5ea6\u9032\u884c\u6295\u7968\u3002.<\/li>\n\n\n\n<li>\u5982\u679c\u60a8\u8df3\u904e\u624b\u52d5\u9078\u64c7\uff0cIma \u53ef\u4ee5\u6839\u64da\u60a8\u7684\u610f\u5716\u9810\u8a2d\u8def\u7531\u5230\u9069\u7576\u7684\u6a21\u578b\u3002.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d0\u793a\uff1a\u5c07\u6548\u679c\u6700\u4f73\u7684\u63d0\u793a\u8cc7\u8a0a\u5132\u5b58\u70ba\u53ef\u91cd\u8907\u4f7f\u7528\u7684\u7bc4\u672c\u3002 <a href=\"https:\/\/imastudio.com\/community\">Ima Studio \u793e\u5340<\/a> \u9019\u6a23\u60a8\u7684\u5718\u968a\u5c31\u53ef\u4ee5\u4e00\u9375\u91cd\u8907\u4f7f\u7528\u5b83\u5011\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u54ea\u88e1\u53ef\u4ee5\u8cb7\u5230 Kimi K2 Thinking \u4ee5\u53ca\u5982\u4f55\u904b\u884c\u5b83<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u4f86\u6e90<\/th><th>\u4f60\u5c07\u7372\u5f97\u4ec0\u9ebc<\/th><th>\u7b46\u8a18<\/th><\/tr><\/thead><tbody><tr><td><a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2-Thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u64c1\u62b1\u81c9<\/a><\/td><td>\u578b\u865f\u5361\u3001\u91cd\u91cf\/\u6aa2\u67e5\u9ede\u3001\u4f7f\u7528\u8aaa\u660e<\/td><td>\u78ba\u8a8d\u8a31\u53ef\u8b49\u3001\u4e0a\u4e0b\u6587\u9577\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\u8a08\u5283\u6587\u6a94<\/a><\/td><td>\u6982\u8ff0\u548c\u63a8\u85a6\u8a2d\u7f6e<\/td><td>\u8acb\u9075\u5faa\u5b98\u65b9\u6307\u5357\u9032\u884c\u767c\u96fb\u53c3\u6578\u8a2d\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\u65bc\u63d0\u9ad8\u901f\u5ea6\/\u986f\u5b58\u6548\u7387<\/td><\/tr><tr><td><a href=\"https:\/\/ollama.com\/library\/kimi-k2-thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u5967\u62c9\u746a<\/a><\/td><td>\u55ae\u4e00\u547d\u4ee4\u672c\u5730\u904b\u884c\u6642<\/td><td>\u4f7f\u7528\u63d0\u4f9b\u7684\u6a21\u578b\u6a19\u7c64\uff1b\u6aa2\u67e5\u91cf\u5316\u9078\u9805<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5275\u4f5c\u8005\u548c\u5718\u968a\u7684\u4f7f\u7528\u6848\u4f8b<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7814\u7a76\u8207\u5206\u6790\uff1a\u7d50\u69cb\u5316\u7c21\u5831\u3001\u6bd4\u8f03\u77e9\u9663\u8207\u98a8\u96aa\u8a55\u4f30\u3002.<\/li>\n\n\n\n<li>\u7522\u54c1\u8207\u71df\u904b\uff1a\u6a19\u6e96\u4f5c\u696d\u898f\u7a0b\u88fd\u5b9a\u3001\u6e2c\u8a66\u8a08\u756b\u8a2d\u8a08\u3001\u4e8b\u4ef6\u4e8b\u5f8c\u5206\u6790\u53ca\u7c21\u660e\u7406\u7531\u3002.<\/li>\n\n\n\n<li>\u5167\u5bb9\u5de5\u4f5c\u6d41\u7a0b\uff1a\u5927\u7db1\u3001\u5206\u985e\u6cd5\u548c\u5177\u6709\u56b4\u683c\u6a23\u5f0f\u7d04\u675f\u7684\u7de8\u8f2f\u65e5\u66c6\u3002.<\/li>\n\n\n\n<li>\u8996\u89ba+\u6587\u5b57\u63a8\u7406\uff1a\u89e3\u91cb\u5716\u50cf\u3001\u63d0\u53d6\u7d50\u69cb\u5316\u5c6c\u6027\u6216\u898f\u5283\u7de8\u8f2f\uff1b\u8a66\u8a66\u770b <a href=\"https:\/\/imastudio.com\/zh_tw\/chat-with-photo\">\u8207\u7167\u7247\u804a\u5929<\/a>.<\/li>\n\n\n\n<li>\u667a\u80fd\u9ad4\u81ea\u52d5\u5316\uff1a\u5efa\u7acb\u4e00\u500b\u7121\u9700\u7de8\u5beb\u7a0b\u5f0f\u78bc\u7684\u667a\u80fd\u9ad4\uff0c\u8a72\u667a\u80fd\u9ad4\u80fd\u5920\u70ba\u6bcf\u500b\u6b65\u9a5f\u9078\u64c7\u6700\u4f73\u6a21\u578b\uff1b\u53c3\u898b <a href=\"https:\/\/imastudio.com\/zh_tw\/blog\/create-ai-agent-guide\">\u5982\u4f55\u5efa\u7acb\u4eba\u5de5\u667a\u6167\u4ee3\u7406<\/a>.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u78ba\u4fdd\u8f38\u51fa\u53ef\u9760\u6027\u7684\u6700\u4f73\u5be6\u8e10<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7d50\u5408\u4e0a\u4e0b\u6587\uff1a\u63d0\u4f9b\u76f8\u95dc\u7684\u7247\u6bb5\u6216\u6578\u64da\uff0c\u800c\u4e0d\u662f\u901a\u7528\u7684\u63d0\u793a\u3002.<\/li>\n\n\n\n<li>\u9650\u5236\u8f38\u51fa\uff1a\u6307\u5b9a\u6a19\u8a18\u3001\u90e8\u5206\u548c\u5141\u8a31\u7684\u683c\u5f0f\uff0c\u4ee5\u6e1b\u5c11\u504f\u5dee\u3002.<\/li>\n\n\n\n<li>\u6301\u7e8c\u8a55\u4f30\uff1a\u8ffd\u8e64\u4e0d\u540c\u7248\u672c\u548c\u63d0\u793a\u7684\u6e96\u78ba\u6027\/\u4e00\u81f4\u6027\u3002.<\/li>\n\n\n\n<li>\u9632\u8b77\u63aa\u65bd\uff1a\u907f\u514d\u8981\u6c42\u654f\u611f\u8cc7\u6599\uff1b\u4f7f\u7528 Ima Arena \u4e2d\u7684\u8f14\u52a9\u6aa2\u67e5\u6216\u66ff\u4ee3\u6a21\u578b\u9a57\u8b49\u95dc\u9375\u8f38\u51fa\u3002.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u898b\u554f\u984c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kimi K2 Thinking \u80fd\u300c\u64ca\u6557 GPT-5\u300d\u55ce\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u4e9b\u5a92\u9ad4\u6587\u7ae0\u8072\u7a31 Kimi K2 Thinking \u53ef\u4ee5\u8207\u9802\u5c16\u7684\u5546\u696d\u6a21\u5f0f\u76f8\u5ab2\u7f8e\uff0c\u4e26\u63d0\u51fa\u4e86\u5f37\u6709\u529b\u7684\u8ad6\u9ede\u3002\u4f46\u9019\u4e9b\u8ad6\u65b7\u4e26\u672a\u7d93\u904e\u540c\u5115\u5be9\u67e5\u7684\u7368\u7acb\u9a57\u8b49\u3002\u5728\u9032\u884c\u6c7a\u7b56\u6642\uff0c\u8acb\u4f9d\u64da\u60a8\u81ea\u8eab\u7684\u4efb\u52d9\u8a55\u4f30\u548c\u4e0a\u8ff0\u900f\u660e\u7684\u57fa\u6e96\u9032\u884c\u5224\u65b7\u3002 Kimi K2 Thinking \u662f\u958b\u6e90\u7684\u55ce\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u7528\u6027\u548c\u8a31\u53ef\u8a73\u60c5\u5df2\u8a18\u9304\u5728\u6848\u3002 <a href=\"https:\/\/huggingface.co\/moonshotai\/Kimi-K2-Thinking\" rel=\"nofollow noopener\" target=\"_blank\">\u64c1\u62b1\u81c9\u6a21\u578b\u5361<\/a>. \u8acb\u67e5\u95b1\u8a31\u53ef\u5354\u8b70\uff0c\u4ee5\u78ba\u5b9a\u5546\u696d\u7528\u9014\u3001\u518d\u5206\u767c\u6b0a\u548c\u7f72\u540d\u8981\u6c42\u3002\u6211\u53ef\u4ee5\u5c07 Kimi K2 Thinking \u6574\u5408\u5230 Ima Studio \u4e2d\u55ce\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ima Studio \u6574\u5408\u4e86\u4e3b\u6d41\u6a21\u578b\uff0c\u4e26\u80fd\u5c07\u4efb\u52d9\u8def\u7531\u5230\u6700\u4f73\u53ef\u7528\u6a21\u578b\u3002\u5982\u679c\u60a8\u64c1\u6709 API \u6216\u6b0a\u91cd\u5b58\u53d6\u6b0a\u9650\uff0c\u5373\u53ef\u5c07\u5176\u9023\u63a5\u5230\u60a8\u7684\u5de5\u4f5c\u6d41\u7a0b\u4e26\u9032\u884c\u6e2c\u8a66\u3002 <a href=\"https:\/\/imastudio.com\/arena\/review\">\u4f0a\u746a\u7af6\u6280\u5834<\/a>. \u5426\u5247\uff0c\u53ef\u4ee5\u76f4\u63a5\u5728 Arena \u4e2d\u6bd4\u8f03\u53ef\u7528\u7684\u63a8\u7406\u6a21\u578b\u3002.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u76f8\u95dc Ima Studio \u8cc7\u6e90<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/imastudio.com\/arena\/review\">Ima Arena\uff1a\u8eca\u578b\u4e26\u6392\u8a55\u6e2c<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/imastudio.com\/community\">Ima\u793e\u7fa4\uff1a\u514d\u8cbb\u63d0\u4f9b\u63d0\u793a\u548c\u5de5\u4f5c\u6d41\u7a0b\u6a21\u677f<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/imastudio.com\/zh_tw\/blog\/create-ai-agent-guide\">\u5982\u4f55\u5efa\u7acb\u4eba\u5de5\u667a\u6167\u4ee3\u7406\uff08\u7121\u9700\u7a0b\u5f0f\u78bc\uff0c\u514d\u8cbb\u5de5\u5177\uff09<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/imastudio.com\/zh_tw\/blog\/best-ai-video-generator\">2025 \u5e74\u6700\u4f73 AI \u5f71\u7247\u7522\u751f\u5668\uff1aIma Studio \u7684\u771f\u5be6\u6e2c\u8a66<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c3\u8003\u6587\u737b\u53ca\u5ef6\u4f38\u95b1\u8b80<\/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\">\u64c1\u62b1\u81c9\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\u7dad\u6587\u6a94<\/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\u904b\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>\u95dc\u65bc\u8a55\u4f30\u5be6\u8e10\uff1a\u5b78\u8853\u57fa\u6e96\u6e2c\u8a66\uff0c\u4f8b\u5982 MMLU\u3001GSM8K\u3001HumanEval\u3001BBH\uff1b\u4ee5\u53ca\u8abf\u67e5\u9805\u76ee\uff0c\u4f8b\u5982\u53f2\u4e39\u4f5b HELM\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d50\u8ad6<\/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\u70ba\u4e2d\u5fc3\u7684\u5b78\u7fd2\u6a21\u578b\uff0c\u60a8\u53ef\u4ee5\u900f\u904e Ollama \u6216 Unsloth \u5728\u672c\u5730\u904b\u884c\u5b83\uff0c\u4e26\u4f7f\u7528\u60a8\u81ea\u5df1\u7684\u4efb\u52d9\u5c0d\u5176\u9032\u884c\u56b4\u683c\u8a55\u4f30\u3002\u70ba\u4e86\u505a\u51fa\u57fa\u65bc\u8b49\u64da\u7684\u6c7a\u7b56\uff0c\u60a8\u53ef\u4ee5\u5c07\u5176\u8207\u5176\u4ed6\u6a21\u578b\u4e26\u6392\u6bd4\u8f03\u3002 <a href=\"https:\/\/imastudio.com\/arena\/review\">\u4f0a\u746a\u5de5\u4f5c\u5ba4\u7af6\u6280\u5834<\/a>, \u5132\u5b58\u7372\u52dd\u63d0\u793a <a href=\"https:\/\/imastudio.com\/community\">\u4f0a\u746a\u793e\u5340<\/a>, \u4e26\u5c07\u8868\u73fe\u6700\u4f73\u7684\u4ee3\u7406\u5546\u6574\u5408\u5230\u60a8\u7684\u4ee3\u7406\u5546\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u3002\u9019\u7a2e\u65b9\u6cd5\u53ef\u78ba\u4fdd\u60a8\u5728\u6e96\u78ba\u6027\u3001\u5ef6\u9072\u548c\u6210\u672c\u65b9\u9762\u7372\u5f97\u53ef\u8861\u91cf\u7684\u63d0\u5347\uff0c\u800c\u7121\u9700\u4f9d\u8cf4\u672a\u7d93\u6838\u5be6\u7684\u7d22\u8ce0\u3002.<\/p>","protected":false},"excerpt":{"rendered":"<p>Kimi K2 Thinking \u662f\u7531 Moonshot AI \u958b\u767c\u7684\u63a8\u7406\u6700\u4f73\u5316\u578b\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff0c\u65e8\u5728\u63d0\u5347\u591a\u6b65\u9a5f\u554f\u984c\u89e3\u6c7a\u3001\u898f\u5283\u548c\u7d50\u69cb\u5316\u8f38\u51fa\u80fd\u529b\u3002\u672c\u6307\u5357\u5c07\u89e3\u91cb Kimi K2 Thinking \u7684\u6982\u5ff5\u3001\u5982\u4f55\u900f\u904e Ollama \u548c Unsloth \u5728\u672c\u5730\u904b\u884c\u3001\u5982\u4f55\u6709\u6548\u5730\u63d0\u793a\u5b83\uff0c\u4ee5\u53ca\u5982\u4f55\u5c07\u5176\u8207\u5176\u4ed6\u63a8\u7406\u6a21\u578b\u9032\u884c\u5c0d\u6bd4\u8a55\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_tw\/wp-json\/wp\/v2\/posts\/2677","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/comments?post=2677"}],"version-history":[{"count":2,"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/posts\/2677\/revisions"}],"predecessor-version":[{"id":2682,"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/posts\/2677\/revisions\/2682"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/media\/2672"}],"wp:attachment":[{"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/media?parent=2677"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/categories?post=2677"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/imastudio.com\/zh_tw\/wp-json\/wp\/v2\/tags?post=2677"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}