{"id":19495,"date":"2025-07-26T12:02:33","date_gmt":"2025-07-26T04:02:33","guid":{"rendered":"https:\/\/aicats.wiki\/sites\/19495.html"},"modified":"2025-07-26T12:02:42","modified_gmt":"2025-07-26T04:02:42","slug":"lamini","status":"publish","type":"sites","link":"https:\/\/aicats.wiki\/tw\/sites\/19495-html","title":{"rendered":"Lamini"},"content":{"rendered":"<h1 class=\"wp-block-heading\">\u5168\u9762\u89e3\u6790Lamini\uff1a\u4f01\u696d\u7d1aAI\u8a13\u7df4\u6a21\u578b\u5e73\u53f0\u7684\u5148\u92d2<\/h1>\n\n\n\n<p>\u5728AI\u9769\u547d\u6d6a\u6f6e\u4e0b\uff0c\u66f4\u591a\u4f01\u696d\u5e0c\u671b\u4f4e\u9580\u6abb\u642d\u5efa\u5ba2\u88fd\u5316<a href=\"https:\/\/aicats.wiki\/tw\/sites\/18623-html\/\" title=\"ChatGPT\">\u5927\u8a9e\u8a00\u6a21\u578b<\/a>(LLM)\u3002<strong>Lamini<\/strong>\uff0c\u6b63\u662f\u5728\u9019\u4e00\u8da8\u52e2\u4e0b\u812b\u7a4e\u800c\u51fa\u7684\u4f01\u696d\u7d1a\u5e73\u53f0\uff0c\u63d0\u4f9b\u5f9eAI\u8a13\u7df4\u6a21\u578b\u3001\u6a21\u578b\u8abf\u512a\u5230\u63a8\u7406\u670d\u52d9\u7684\u4e00\u7ad9\u5f0f\u89e3\u6c7a\u65b9\u6848\u3002\u672c\u6587\u5c07\u4ee5\u65b0\u805e\u5831\u5c0e\u7684\u98a8\u683c\uff0c\u70ba\u5ee3\u5927\u4f01\u696d\u8207\u958b\u767c\u8005\u6df1\u5165\u89e3\u6790Lamini\u7684\u6838\u5fc3\u50f9\u503c\u3001\u6280\u8853\u4eae\u9ede\u8207\u61c9\u7528\u6f5b\u529b\u3002<\/p>\n\n\n\n<p>\u5168\u9762\u89e3\u6790Lamini\uff1a\u4f01\u696d\u7d1aAI\u8a13\u7df4\u6a21\u578b\u5e73\u53f0\u7684\u5148\u92d2\u5728AI\u9769\u547d\u6d6a\u6f6e\u4e0b\uff0c\u66f4\u591a\u4f01\u696d\u5e0c\u671b\u4f4e\u9580\u6abb\u642d\u5efa\u5ba2\u88fd\u5316\u5927\u8a9e\u8a00\u6a21\u578b(LLM)\u3002 Lamini\uff0c\u6b63\u662f\u5728\u9019\u4e00\u8da8\u52e2\u4e0b\u812b\u7a4e\u800c\u51fa\u7684\u4f01\u696d\u7d1a\u5e73\u53f0\uff0c\u63d0\u4f9b\u5f9eAI\u8a13\u7df4\u6a21\u578b\u3001\u6a21\u578b\u8abf\u512a\u5230\u63a8\u7406\u670d\u52d9\u7684\u4e00\u7ad9\u5f0f\u89e3\u6c7a\u65b9\u6848\u3002\u672c\u6587\u5c07\u4ee5\u65b0\u805e\u5831\u5c0e\u7684\u98a8\u683c\uff0c\u70ba\u5ee3\u5927\u4f01\u696d\u8207\u958b\u767c\u8005\u6df1\u5165\u89e3\u6790Lamini\u7684\u6838\u5fc3\u50f9\u503c\u3001\u6280\u8853\u4eae\u9ede\u8207\u61c9\u7528\u6f5b\u529b\u3002<\/p>\n\n\n\n<p>\uff08\u5b98\u65b9\u7db2\u5740: <a href=\"https:\/\/github.com\/lamini-ai\/lamini-examples\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >https:\/\/lamini.ai\/<\/a>\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1593\" height=\"894\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/07\/image-623.png\" alt=\"amini\u5b98\u65b9\u958b\u6e90\" class=\"wp-image-19525\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/github.com\/lamini-ai\/lamini-examples\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >lamini\u5b98\u65b9\u958b\u6e90<\/a><\/figcaption><\/figure>\n\n\n\n<p>Lamini\u5e73\u53f0\u7c21\u4ecbLamini\u662f\u4e00\u5bb6\u4f4d\u65bc\u7f8e\u570b\u52a0\u5dde\u3001\u65bc2022\u5e74\u6210\u7acb\u7684AI\u79d1\u6280\u516c\u53f8\uff0c\u5176\u6838\u5fc3\u7522\u54c1Lamini\u5e73\u53f0\u70ba\u4f01\u696d\u63d0\u4f9b\u958b\u653eLLM\uff08\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff09\u7684\u8a13\u7df4\u3001\u512a\u5316\u548c\u90e8\u7f72\u670d\u52d9\uff0c\u5f37\u8abf\u300c\u4f01\u696d\u7d1aAI\u8a13\u7df4\u6a21\u578b\u7684\u6975\u81f4\u7c21\u5316\u300d\u3002\u7121\u8ad6\u672c\u5730\u3001\u79c1\u6709\u96f2\u6216\u516c\u6709\u96f2\uff0cLamini\u90fd\u80fd\u76f8\u5bb9\u90e8\u7f72\uff0c\u4e26\u5168\u9762\u652f\u63f4NVIDIA\u8207AMD GPU\u786c\u4ef6\uff0c\u52a0\u901f\u4f01\u696d\u8d8a\u7d1a\u9081\u5165AI\u65b0\u6642\u4ee3\u3002 \u67e5\u770b\u5b98\u7db2\u66f4\u591a\u8cc7\u8a0aLamini\u7684\u5275\u59cb\u5718\u968a\u5177\u5099\u5f37\u5927\u7684\u5b78\u8853\u8207\u7522\u696d\u80cc\u666f\uff0d\u79d1\u5b78\u7814\u7a76\u6210\u679c\u6db5\u84cbLLM\u64f4\u5c55\u5b9a\u5f8b\u3001\u751f\u7522\u74b0\u5883AI\u5927\u898f\u6a21\u8fed\u4ee3\uff0c\u4ee5\u53ca\u4e9e\u99ac\u905c\u3001Google\u3001OpenAI\u7b49\u696d\u754c\u6a19\u7aff\u7d93\u9a57\u3002\u5e73\u6aaf\u9762\u5411\u6240\u6709\u5177\u5099AI\u9700\u6c42\u7684\u4f01\u696d\uff0c\u4e0d\u518d\u9650\u5b9a\u6a5f\u5668\u5b78\u7fd2\u535a\u58eb\u6216\u5c08\u8077AI\u5718\u968a\uff0c\u964d\u4f4e\u4e86\u7522\u696d\u9032\u5165\u969c\u7919\u3002<\/p>\n\n\n\n<p>Lamini\u7684\u4e3b\u8981\u529f\u80fdLamini\u4ee5\u300c\u4f4e\u7a0b\u5f0f\u78bc\u300d\u3001\u300c\u9ad8\u76f8\u5bb9\u6027\u300d\u3001\u300c\u9ad8\u53ef\u63a7\u6027\u300d\u70ba\u4e3b\u8981\u7406\u5ff5\uff0c\u81f4\u529b\u65bc\u5e6b\u52a9\u4f01\u696d\u9748\u6d3b\u64c1\u6709\u81ea\u5df1\u7684AI\u8a13\u7df4\u6a21\u578b\uff0c\u4e3b\u8981\u529f\u80fd\u4eae\u9ede\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\uff08\u8a73\u7d30\u958b\u767c\u6587\u4ef6\u8207\u5b98\u65b9Demo\uff0c\u8acb\u8a2a\u554f<a href=\"https:\/\/docs.lamini.ai\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Lamini Docs<\/a>\uff09<\/p>\n\n\n\n<p>1. \u5feb\u901fAI\u8a13\u7df4\u6a21\u578b\u5b9a\u5236<\/p>\n\n\n\n<p>\u652f\u63f4LoRA\u7b49\u5fae\u8abf\u6280\u8853\uff0c\u900f\u904e\u81ea\u6709API\u548cPython SDK\uff0c\u7121\u9700ML\u5c08\u5bb6\u3001\u50c5\u5e7e\u884c\u7a0b\u5f0f\u78bc\u5373\u53ef\u5b8c\u6210\u672c\u5730\/\u96f2\u7aef\u9ad8\u54c1\u8cea\u5fae\u8abf\u3002 \u914d\u5099RLHF\uff08\u4eba\u985e\u56de\u994b\u5f37\u5316\u5b78\u7fd2\uff09\u3001Prompt Engineering\u7b49\u6700\u4f73\u5316\u8def\u5f91\uff0c\u52a9\u529b\u6a21\u578b\u751f\u6210\u6e96\u78ba\u5ea6\u5927\u5e45\u63d0\u5347\u3002<\/p>\n\n\n\n<p>2. \u6578\u64da\u7522\u751f\u8207\u64f4\u5145<\/p>\n\n\n\n<p>\u5167\u5efa\u5f37\u5927\u7684\u751f\u6210\u5668\uff0c\u53ef\u5c07\u5c0f\u6279\u91cf\u8cc7\u6599\u81ea\u52d5\u64f4\u5c55\u70ba\u6d77\u91cf\u8a13\u7df4\u96c6\uff0c\u652f\u63f4\u5be6\u7528\u5834\u666f\u5982\u554f\u7b54\u3001\u6458\u8981\u3001\u7d50\u69cb\u5316\u8cc7\u8a0a\u751f\u6210\u3002 \u8cc7\u6599\u9a57\u8b49\u8207\u81ea\u52d5\u6e05\u6d17\u5de5\u5177\uff0c\u5927\u5e45\u6e1b\u8f15\u4f01\u696d\u8cc7\u6599\u524d\u7f6e\u8655\u7406\u58d3\u529b\u3002<\/p>\n\n\n\n<p>3. \u9ad8\u901f\u63a8\u7406\u8207\u6279\u91cf\u63a8\u7406<\/p>\n\n\n\n<p>\u6975\u81f4\u9ad8\u541e\u5410\u63a8\u7406API\uff0c\u9069\u5408\u5927\u898f\u6a21\u6587\u5b57\u3001\u6587\u4ef6\u7684\u5f8c\u53f0\u6279\u6b21\u63a8\u7406\u8207\u5373\u6642\u56de\u61c9\u5834\u666f\u3002 \u7d50\u69cb\u5316JSON\u8f38\u51fa\uff0c\u65b9\u4fbf\u548c\u4f01\u696d\u7cfb\u7d71\u505a\u6df1\u5ea6\u96c6\u6210\uff0c\u5927\u5927\u964d\u4f4e\u61c9\u7528\u51fa\u932f\u7387\u3002<\/p>\n\n\n\n<p>4. \u591a\u74b0\u5883\u9748\u6d3b\u90e8\u7f72<\/p>\n\n\n\n<p>\u8de8\u672c\u5730\uff08on-prem\uff09\u3001\u516c\u6709\u96f2\uff08\u5982AWS\u3001GCP\uff09\u3001\u79c1\u6709\u96f2\u548c\u9694\u96e2\u7db2\u8def\uff08<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/sitetag\/ai\" title=\"\u67e5\u770b\u8207 ai \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">ai<\/a>r gapped\uff09\u9748\u6d3b\u90e8\u7f72\u3002 \u652f\u63f4GPU\u53e2\u96c6\u81ea\u52d5\u7de8\u6392\uff0c\u8f15\u9b06\u61c9\u4ed8\u767e\u842c\u7d1a\u4e26\u767c\u8a13\u7df4\u8207\u63a8\u7406\u8acb\u6c42\u3002<\/p>\n\n\n\n<p>5. \u8cc7\u6599\u8207\u5b89\u5168\u5408\u898f<\/p>\n\n\n\n<p>\u4f01\u696d\u7d1a\u8cc7\u6599\u9694\u96e2\u8207\u5b89\u5168\uff0c\u78ba\u4fdd\u81ea\u6709\u8cc7\u6599\u7d55\u4e0d\u5916\u6d29\uff0c\u70ba\u5408\u898f\u6027\u5f37\u9700\u6c42\u5ba2\u6236\u63d0\u4f9b\u5f37\u529b\u57fa\u790e\u3002 \u7ba1\u7406\u5de5\u5177\u53ef\u81ea\u8a02\u65e5\u8a8c\u3001\u6b0a\u9650\u3001\u547c\u53eb\u983b\u6b21\u53ca\u6a21\u578b\u7248\u672c\u56de\u6eaf\u3002<\/p>\n\n\n\n<p>\u4e3b\u8981\u529f\u80fd\u901f\u89bd\u8868<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1593\" height=\"894\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/07\/image-624.png\" alt=\"\u672c\u5730\u90e8\u7f72\u5f15\u5c0e\" class=\"wp-image-19528\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u672c\u5730\u90e8\u7f72\u5f15\u5c0e<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u529f\u80fd\u985e\u5225<\/th><th>\u8aaa\u660e<\/th><th>\u6280\u8853\u7279\u8272<\/th><\/tr><tr><td>\u6a21\u578b\u8a13\u7df4\u8207\u6700\u4f73\u5316<\/td><td>LLM\u5ba2\u88fd\u5316\u8207\u500b\u4eba\u8cc7\u6599\u5fae\u8abf<\/td><td>\u652f\u63f4LoRA\u3001RLHF\u7b49<\/td><\/tr><tr><td>\u6578\u64da\u751f\u6210\u8207\u64f4\u5145<\/td><td>\u5c0f\u6a23\u672c\u7522\u751f\u5927\u6578\u64da<\/td><td>Prompt\u5de5\u7a0b\/\u81ea\u52d5\u6e05\u6d17<\/td><\/tr><tr><td>\u63a8\u7406\u8207\u96c6\u6210<\/td><td>\u5feb\u901fAPI\u6279\u91cf\u63a8\u7406+\u7d50\u69cb\u5316\u8f38\u51fa<\/td><td>\u9ad8\u541e\u5410\u91cf\/JSON\u7d50\u679c<\/td><\/tr><tr><td>\u90e8\u7f72\u8207\u76f8\u5bb9<\/td><td>\u672c\u6a5f\u3001\u96f2\u7aef\u3001GPU\u81ea\u52d5\u64f4\u5c55<\/td><td>\u652f\u63f4NVIDIA\u3001AMD\/\u591a\u96f2\u74b0\u5883<\/td><\/tr><tr><td>\u5b89\u5168\u8207\u7ba1\u7406<\/td><td>\u6b0a\u9650\u5168\u63a7\u3001\u8cc7\u6599\u9694\u96e2\u3001\u7a3d\u6838\u6eaf\u6e90<\/td><td>\u4f01\u696d\u7d1a\u52a0\u5bc6\/\u5408\u898f\u6027\u652f\u6301<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8a73\u7d30API\u548c\u696d\u52d9\u5834\u666f\u7bc4\u4f8b\u53ef\u9032\u4e00\u6b65\u67e5\u95b1<a href=\"https:\/\/docs.lamini.ai\/\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Lamini\u5b98\u65b9\u6587\u6a94<\/a>\u3002<\/p>\n\n\n\n<p>Lamini\u7684\u50f9\u683c&amp; \u65b9\u6848Lamini\u9762\u5411\u4e0d\u540c\u985e\u578b\u4f01\u696d\uff0c\u96a8\u9078\u63d0\u4f9b\u9748\u6d3b\u7684\u50f9\u683c\u8207\u670d\u52d9\u65b9\u6848\u3002\u5176\u4e3b\u8981\u5b9a\u50f9\u6a21\u5f0f\u7e3d\u7d50\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u65b9\u6848\u985e\u578b<\/th><th>\u4e3b\u8981\u5c0d\u8c61<\/th><th>\u7372\u5f97\u7684\u670d\u52d9<\/th><th>\u50f9\u683c<\/th><\/tr><tr><td>\u514d\u8cbb\u5957\u9910<\/td><td>\u958b\u767c\u8005\/\u5c0f\u898f\u6a21\u5be6\u9a57<\/td><td>200\u6b21\u63a8\u7406\/\u6708+\u6709\u9650\u8abf\u512a\u5617\u8a66<\/td><td>$0<\/td><\/tr><tr><td>\u4f01\u696d\u5957\u9910<\/td><td>\u4e2d\u5927\u578b\u5718\u968a\/\u4f01\u696d<\/td><td>\u7121\u9650\u63a8\u7406\/\u8abf\u512a\/\u79c1\u6709\u6a21\u578b\u6b0a\u91cd\u4e0b\u8f09\/\u5c08\u5bb6\u652f\u6301<\/td><td>\u5ba2\u88fd\u5316\uff08\u9700\u806f\u7d61\u92b7\u552e\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u514d\u8cbb\u8a3b\u518a\u5373\u9001$20\u8a66\u7528\u63a8\u7406\u7a4d\u5206\uff0c\u9069\u5408\u521d\u5b78\u8005\u9ad4\u9a57\u4f01\u696d\u7248\u4e0d\u9650\u6a21\u578b\u985e\u578b\u8207\u5bb9\u91cf\uff0c\u53ef\u5b8c\u5168\u5b9a\u5236\u541e\u5410\u91cf\u8207\u6642\u5ef6\u9700\u6c42\uff0c\u9084\u80fd\u76f4\u63a5\u4e0b\u8f09\u5fae\u8abf\u5f8c\u6a21\u578b\u6b0a\u91cd\u652f\u6301\u4fe1\u7528\u5361\u652f\u4ed8\u53ca\u4f01\u696d\u8cec\u671f\uff0c\u8a73\u7d30\u7d50\u7b97\u65b9\u5f0f\u8207\u5b9a\u50f9\u4ee5\u5b98\u7db2\u6700\u65b0\u516c\u544a\u70ba\u6e96<\/p>\n\n\n\n<p>\u7279\u5225\u8aaa\u660e\uff1a\u91dd\u5c0d\u9ad8\u983b\u6279\u91cfAI\u8a13\u7df4\u6a21\u578b\u8207\u5927\u898f\u6a21\u63a8\u7406\u5ba2\u6236\uff0cLamini\u53ef\u63d0\u4f9bGPU\u9810\u7559\u3001\u5c08\u5c6c\u983b\u5bec\u3001\u81ea\u8a02\u5b89\u5168\u52a0\u56fa\u7b49\u6df1\u5ea6\u4f01\u696d\u7d1a\u5408\u4f5c\u9078\u9805\u3002 \u9ede\u64ca\u806f\u7d61Lamini\u5718\u968a\u53d6\u5f97\u5ba2\u88fd\u5831\u50f9<\/p>\n\n\n\n<p>\u5982\u4f55\u4f7f\u7528Lamini 1. \u5e33\u6236\u8a3b\u518a\u8207API\u7533\u8acb\u524d\u5f80hugging face<a href=\"https:\/\/lamini.ai\/https:\/\/huggingface.co\/lamini\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Lamini<\/a>\u7dda\u4e0a\u9ad4\u9a57\u3002 \u652f\u63f4Python SDK\u3001RESTful API\u5c0d\u63a5\uff0c\u7121\u8ad6\u662f\u5c0f\u5de5\u5177\u5de5\u7a0b\u5e2b\u6216\u4f01\u696dIT\u90fd\u53ef\u5feb\u901f\u6574\u5408\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1593\" height=\"894\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/07\/image-625.png\" alt=\"\u7dda\u4e0a\u9ad4\u9a57\u9801\u9762\" class=\"wp-image-19531\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u7dda\u4e0a\u9ad4\u9a57\u9801\u9762<\/figcaption><\/figure>\n\n\n\n<p>2. \u57fa\u790e\u6a21\u578b\u5ba2\u88fd\u5316\u6d41\u7a0b<\/p>\n\n\n\n<p>\u4e0a\u50b3\/\u914d\u7f6e\u4f01\u696d\u79c1\u6709\u8cc7\u6599\uff08\u5982\u77e5\u8b58\u5eab\u3001\u5408\u7d04\u3001FAQ\u7b49\uff09\u3002 \u900f\u904e\u5e73\u53f0\u81ea\u52d5\u8cc7\u6599\u7522\u751f\u5668\u64f4\u5c55\u8a13\u7df4\u6a23\u672c\u3002 \u9078\u64c7\/\u4e0a\u50b3\u57fa\u790eLLM\uff08\u5e73\u53f0\u53ef\u76f8\u5bb9\u65bc\u591a\u7a2e\u4e3b\u6d41\u958b\u6e90\/\u81ea\u7814\u6a21\u578b\uff09\u3002 \u547c\u53ebAPI\u6216\u7528Python SDK<\/p>\n\n\n\n<p>from lamini import train_llm model = train_llm(task=&#039;qa&#039;, data=your_data, \u2026)<\/p>\n\n\n\n<p>\u5fae\u8abf\u5b8c\u6210\u5f8c\uff0c\u6a21\u578b\u53ef\u7acb\u5373\u4e0a\u7dda\u63a8\u7406\uff0c\u6216\u532f\u51fa\u6b0a\u91cd\u672c\u5730\u90e8\u7f72\u3002<\/p>\n\n\n\n<p>3. \u6574\u5408\u8207\u4e8c\u6b21\u958b\u767c<\/p>\n\n\n\n<p>Lamini\u53ef\u4f5c\u70ba\u5167\u90e8AI\u4e2d\u53f0\uff0c\u7d50\u5408\u5167\u696d\u52d9\u6578\u64da\uff0c\u4f4e\u7a0b\u5f0f\u78bc\u64f4\u5145\u77e5\u8b58\u554f\u7b54\u3001\u6587\u4ef6\u7522\u751f\u3001\u667a\u6167\u5ba2\u670d\u7b49\u5834\u666f\u3002 \u652f\u63f4\u9ad8\u4e26\u767c\u975e\u540c\u6b65\u6279\u91cf\u8acb\u6c42\uff0c\u6709\u8a73\u7d30\u5718\u968a\u5354\u4f5c\u8207\u7248\u672c\u7ba1\u7406\u6a5f\u5236\u3002 \u4f7f\u7528\u904e\u7a0b\u4e2d\u5982\u9047\u554f\u984c\uff0c\u53ef\u900f\u904e\u958b\u767c\u6587\u4ef6\u793e\u7fa4\u63d0\u554f\u3001\u6216\u806f\u7d61\u5b98\u65b9\u6280\u8853\u652f\u63f4\u3002<\/p>\n\n\n\n<p>Lamini\u7684\u9069\u7528\u4eba\u7fa4\u4e3b\u8981\u9069\u7528\u5c0d\u8c61<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u9069\u7528\u4eba\u7fa4<\/th><th>\u7406\u7531\u8207\u61c9\u7528\u5834\u666f<\/th><\/tr><tr><td>\u4f01\u696d\/\u5927\u4e2d\u578b\u6a5f\u69cb<\/td><td>\u9700\u8655\u7406\u5927\u91cf\u5c08\u6709\u6587\u4ef6\u3001\u8cc7\u6599\u5b89\u5168\u6027\u9ad8\u7b49\u5ba2\u88fd\u5316AI\u9700\u6c42<\/td><\/tr><tr><td>AI\u65b0\u5275\u516c\u53f8<\/td><td>\u9700\u5feb\u901f\u642d\u5efaPB\u7d1a\u6a21\u578b\u3001\u654f\u6377\u4e0a\u7dda\u65b0\u529f\u80fd<\/td><\/tr><tr><td>IT\/\u6578\u4f4d\u5316\u5718\u968a<\/td><td>\u7528\u65bc\u5167\u90e8\u77e5\u8b58\u5eab\u5c0d\u8a71\u52a9\u7406\u3001\u667a\u6167\u7dad\u904b\u3001\u4f01\u696d\u6d41\u7a0b\u512a\u5316\u7b49<\/td><\/tr><tr><td>AI\u6559\u80b2\u79d1\u5b78\u7814\u7a76\u6a5f\u69cb<\/td><td>\u9a57\u8b49\u65b0\u6a21\u578b\u7406\u8ad6\u3001\u751f\u6210\u6559\u5b78\u6216\u79d1\u5b78\u7814\u7a76\u7bc4\u4f8b<\/td><\/tr><tr><td>AI\u5916\u5305\u670d\u52d9\u5546<\/td><td>\u5be6\u73fe\u591a\u7528\u6236\u3001\u591a\u696d\u52d9\u5834\u666f\u4e0b\u7684LLM\u5feb\u901f\u4ea4\u4ed8<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1593\" height=\"894\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/07\/image-626.png\" alt=\"\u5b98\u65b9\u6587\u4ef6\u554f\u7b54\" class=\"wp-image-19534\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u5b98\u65b9\u6587\u4ef6\u554f\u7b54<\/figcaption><\/figure>\n\n\n\n<p>\u5178\u578b\u7522\u696d\u6848\u4f8b<\/p>\n\n\n\n<p>\u91d1\u878d\uff1a\u81ea\u52d5\u751f\u6210\u5831\u544a\u3001\u53cd\u8a50\u6b3a\u98a8\u63a7\u6587\u5b57\u5206\u6790\u3001\u667a\u80fd\u6295\u9867\u91ab\u7642\uff1a\u75c5\u4f8b\u89e3\u8b80\u3001\u6587\u4ef6\u6458\u8981\u3001\u79d1\u666e\u5167\u5bb9\u81ea\u52d5\u751f\u6210\u96f6\u552e\/\u96fb\u5546\uff1a\u5546\u54c1\u6587\u6848\u751f\u6210\u3001\u5ba2\u670d\u6a5f\u5668\u4eba\u3001\u5ba2\u6236\u8f3f\u60c5\u5206\u6790\u88fd\u9020\u696d\uff1a\u5de5\u85dd\u6587\u6a94\u5beb\u4f5c\u3001\u7dad\u8b77\u77e5\u8b58\u5eab\u5c0d\u8a71\u3001\u5408\u898f\u6750\u6599\u6b78\u96c6<\/p>\n\n\n\n<p>Lamini\u70ba\u4f55\u6210\u70ba\u9818\u5148AI\u8a13\u7df4\u6a21\u5f0f\u5e73\u53f0\uff1f \u6280\u8853\u5275\u65b0\u8207\u7522\u696d\u61c9\u7528\u7684\u6df1\u5ea6\u878d\u5408\uff0c\u662fLamini\u6700\u5927\u7279\u8272\uff1a<\/p>\n\n\n\n<p>\u5ba2\u88fd\u5316\u9ad8\u7cbe\u5ea6\uff1aMemory Tuning\u3001LoRA\u8abf\u512a+Experts in-the-Loop\u591a\u7dad\u63d0\u5347\u4f01\u696d\u8cc7\u6599\u4e0a\u7684\u4efb\u52d9\u6e96\u78ba\u7387\u63a8\u7406\u8cc7\u6e90\u6975\u81f4\u5229\u7528\uff1a\u540c\u7b49\u786c\u9ad4\u4e0bGPU\u5229\u7528\u7387\u63d0\u534732\u500d\uff0c\u652f\u63f4AMD GPU\uff0c\u6253\u7834NVIDIA\u4e00\u5bb6\u7368\u5927\u5168\u666f\u90e8\u7f72\u80fd\u529b\uff1a\u53ef\u672c\u5730\u3001\u65b7\u7db2\u3001\u6df7\u5408\u96f2\u9748\u6d3b\u90e8\u7f72\uff0c\u8cc7\u6599\u59cb\u7d42\u53ef\u63a7\uff0c\u4f01\u696dIT\u5b89\u5168\u5408\u898f\u5f97\u4ee5\u4fdd\u969c\u958b\u767c\u8005\u53cb\u597d\uff1a\u4ee5\u958b\u767c\u8005\u81f3\u4e0a\u7684API\u548c\u7c21\u55ae\u7684SDK\u70ba\u6839\u672c\uff0c\u6587\u6a94\u5b8c\u5584\uff0c\u964d\u4f4eAI\u843d\u5730\u9580\u6abb<\/p>\n\n\n\n<p>\u8207\u5e38\u898b\u958b\u6e90\u81ea\u8a13\u6846\u67b6\/\u96f2\u7aefAPI\u4e00\u7ad9\u5f0f\u80fd\u529b\u6bd4\u8f03\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u7dad\u5ea6<\/th><th>Lamini<\/th><th>Huggingface<\/th><th>OpenAI\u5e73\u53f0<\/th><th>\u5fae\u8abf\u96e3\u5ea6<\/th><th>\u76f8\u5bb9\u6027<\/th><th>\u63a8\u7406\u541e\u5410<\/th><th>\u4f01\u696d\u5c08\u7528\u6027<\/th><th>\u6578\u64da\u5168\u63a7\u6027<\/th><\/tr><tr><td>\u2606\u2606\u2606\u2606\u2606<\/td><td>\u8f15\u9b06<\/td><td>\u8f03\u9ad8<\/td><td>\u50c5\u9650API<\/td><td>\u4f4e<\/td><td>\u9ad8<\/td><td>\u6975\u9ad8<\/td><td>\u6975\u5f37<\/td><td>\u6975\u4f73<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6df1\u5165\u4e86\u89e3Lamini\u6280\u8853\u6587\u6a94<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1593\" height=\"894\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/07\/image-627.png\" alt=\"\u806f\u7d61\u5b98\u65b9\u63d0\u4f9b\u8a73\u7d30\u670d\u52d9\" class=\"wp-image-19537\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f\u806f\u7d61\u5b98\u65b9\u63d0\u4f9b\u8a73\u7d30\u670d\u52d9<\/figcaption><\/figure>\n\n\n\n<p>\u5e38\u898b\u554f\u984c1. Lamini\u652f\u6301\u54ea\u4e9bAI\u6a21\u578b\u7684\u8a13\u7df4\u8207\u5fae\u8abf\uff1f Lamini\u5b8c\u5168\u6a21\u578b\u7121\u95dc\uff08model-agnostic\uff09\uff0c\u652f\u63f4\u4e3b\u6d41\u958b\u6e90LLM\uff08\u5982Llama\u3001GPT-3\/4\u5bb6\u65cf\u3001Mistral\u7b49\uff09\u53ca\u4f01\u696d\u81ea\u7814\u57fa\u790e\u6a21\u578b\u7684\u81ea\u52a9\u8a13\u7df4\u3001\u8abf\u512a\u8207\u63a8\u7406\uff0c\u76f8\u5bb9\u7121\u7e2b\u5207\u63db\uff0c\u7121\u9700\u64d4\u5fc3\u300c\u53ea\u652f\u63f4\u5e73\u53f0\u81ea\u7814\u6a21\u578b\u300d\u9650\u5236\u3002 \u66f4\u591a\u8a73\u60c5\u8acb\u898b\u5b98\u7db2\u652f\u63f4\u6a21\u578b\u5217\u8868<\/p>\n\n\n\n<p>2. Lamini\u90e8\u7f72\u8207\u8cc7\u6599\u5b89\u5168\u5982\u4f55\u4fdd\u8b49\uff1f \u5e73\u53f0\u539f\u751f\u652f\u63f4\u672c\u5730\u79c1\u6709\u90e8\u7f72\u53ca\u9694\u96e2\u7db2\u8def\u74b0\u5883\uff0c\u6240\u6709\u4f01\u696d\u8cc7\u6599\u3001\u6a21\u578b\u53c3\u6578\u53ef100%\u7559\u5728\u81ea\u6709\u57fa\u790e\u8a2d\u65bd\u3002\u672c\u5e73\u53f0\u4e5f\u5177\u5099\u8a73\u7d30\u8cc7\u6599\u52a0\u5bc6\u3001\u5b58\u53d6\u6b0a\u63a7\u5236\u8207\u5b89\u5168\u7a3d\u6838\u6a5f\u5236\uff0c\u9069\u7528\u65bc\u5c0d\u8cc7\u6599\u96b1\u79c1\u8207\u5408\u898f\u6027\u6975\u5ea6\u654f\u611f\u7684\u91d1\u878d\u3001\u91ab\u7642\u7b49\u7522\u696d\u3002 \u9020\u8a2a\u300cSelf-Hosted\u300d\u90e8\u7f72\u6307\u5357<\/p>\n\n\n\n<p>3. Lamini\u8207\u958b\u6e90\u81ea\u8a13or \u7d14API\u96f2\u6a21\u578b\u6709\u4f55\u6838\u5fc3\u5dee\u7570\uff1f<\/p>\n\n\n\n<p>Lamini\u5021\u5c0e\u201c\u4f4e\u9580\u6abb\u5c08\u5c6c\u6a21\u578b\u201d\uff0c\u8b93\u975eAI\u5c08\u696d\u5718\u968a\u5feb\u901f\u64c1\u6709\u81ea\u5df1\u7684AI\u8a13\u7df4\u6a21\u578b\uff0c\u4e26\u80fd\u4e0b\u8f09\u6b0a\u91cd\u3001\u81ea\u4e3b\u7ba1\u7406\u8207\u5347\u7d1a\uff1b \u4e26\u975e\u201c\u5373\u62cb\u5373\u7528API\u201d\uff0c\u66f4\u5f37\u8abf\u4f01\u696d\u6578\u4f4d\u8cc7\u7522\u5b89\u5168\u8207AI\u53ef\u6301\u7e8c\u6210\u9577\u80fd\u529b\uff1b \u540c\u6642\uff0cLamini\u6574\u5408\u4e86\u5fae\u8abf\u3001\u8cc7\u6599\u751f\u6210\u3001\u63a8\u7406\u4ecb\u9762\u3001\u6b0a\u9650\u7ba1\u7406\u3001\u76e3\u63a7\u7b49\u5168\u6d41\u7a0b\uff0c\u5b8c\u52dd\u300c\u5149\u6709\u8a13\u7df4\u4e0d\u6613\u843d\u5730\u300d\u7684\u7814\u7a76\u5de5\u5177\uff0c\u4e5f\u898f\u907f\u5168\u90e8\u4f9d\u8cf4\u7b2c\u4e09\u65b9\u96f2\u7aefAI\u7684\u98a8\u96aa\u3002<\/p>\n\n\n\n<p>\u7d50\u8a9eLamini\u6b63\u5728\u9a45\u52d5AI\u8a13\u7df4\u6a21\u578b\u6280\u8853\u5927\u6b65\u8d70\u5411\u4f01\u696d\u7d1a\u81ea\u4e3b\u6642\u4ee3\u3002\u5b83\u4e0d\u50c5\u70ba\u5927\u4f01\u696d\u89e3\u6c7a\u4e86\u8cc7\u6599\u5b89\u5168\u3001\u6548\u80fd\u8207\u5feb\u901f\u843d\u5730\u7684\u75db\u9ede\uff0c\u4e5f\u5927\u5927\u58d3\u7e2e\u4e86\u65b0\u92b3\u5718\u968a\u8207AI\u5de8\u982d\u7684\u6280\u8853\u9d3b\u6e9d\u3002\u5c0d\u65bc\u672a\u4f86\u4e2d\u570b\u4f01\u696d\u60f3\u4f54\u64daAI\u667a\u80fd\u696d\u52d9\u7684\u9ad8\u5730\uff0d\u64c1\u62b1Lamini\u9019\u6a23\u53ef\u638c\u63a7\u3001\u81ea\u6210\u9577\u7684AI\u8a13\u7df4\u6a21\u578b\u5e73\u53f0\uff0c\u7121\u7591\u662f\u6700\u5177\u524d\u77bb\u6027\u7684\u7b56\u7565\u9078\u64c7\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u60f3\u8981\u9ad4\u9a57Lamini\u7684\u667a\u6167\u529b\u91cf\uff1f\u73fe\u5728\u5c31\u8a2a\u554f\u5176<a href=\"https:\/\/lamini.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u5b98\u65b9\u7db2\u7ad9<\/a>\uff0c\u958b\u555f\u5ba2\u88fd\u5316\u4f01\u696dAI\u6a21\u578b\u7684\u65b0\u7d00\u5143\uff01<\/p>","protected":false},"author":3,"comment_status":"open","ping_status":"closed","template":"","meta":{"_crsspst_to_aicatswiki":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"content_visibility":[262],"sitetag":[17,799,802,687,800],"favorites":[570],"class_list":{"0":"post-19495","1":"sites","2":"type-sites","3":"status-publish","4":"hentry","5":"sitetag-ai","10":"favorites-ai-chatbots"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sites\/19495","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sites"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/sites"}],"author":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/comments?post=19495"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sites\/19495\/revisions"}],"predecessor-version":[{"id":19542,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sites\/19495\/revisions\/19542"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=19495"}],"wp:term":[{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=19495"},{"taxonomy":"sitetag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/sitetag?post=19495"},{"taxonomy":"favorites","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/favorites?post=19495"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}