\u0418\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0438\u0440\u0443\u0435\u0442 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0439 \u043c\u0438\u0440 \u0441 \u0433\u043e\u043b\u043e\u0432\u043e\u043a\u0440\u0443\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0439 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c\u044e. \u041e\u0434\u043d\u0430\u043a\u043e \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u043f\u0440\u0438\u0432\u044b\u043a\u043b\u0438 \u0432\u0437\u0430\u0438\u043c\u043e\u0434\u0435\u0439\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0441 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u043c\u0438 \u043c\u043e\u0434\u0435\u043b\u044f\u043c\u0438 \u0438\u0441\u043a\u043b\u044e\u0447\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u0447\u0435\u0440\u0435\u0437 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0435 \u0441\u0435\u0440\u0432\u0438\u0441\u044b \u043a\u043e\u0440\u043f\u043e\u0440\u0430\u0446\u0438\u0439, \u0441\u0442\u0430\u043b\u043a\u0438\u0432\u0430\u044f\u0441\u044c \u0441 \u0432\u043e\u043f\u0440\u043e\u0441\u0430\u043c\u0438 \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u0435\u0436\u0435\u043c\u0435\u0441\u044f\u0447\u043d\u044b\u043c\u0438 \u043f\u043e\u0434\u043f\u0438\u0441\u043a\u0430\u043c\u0438 \u0438 \u0441\u0435\u0442\u0435\u0432\u044b\u043c\u0438 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0430\u043c\u0438.<\/p>\n
\u041f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0430 LM Studio<\/strong>, \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u043e\u0439 Element Labs, \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442 \u0441\u043e\u0432\u0435\u0440\u0448\u0435\u043d\u043d\u043e \u0438\u043d\u043e\u0439 \u043f\u043e\u0434\u0445\u043e\u0434 \u043a \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u0418\u0418. \u042d\u0442\u043e \u043c\u043e\u0449\u043d\u0430\u044f \u0438 \u043f\u0440\u043e\u0441\u0442\u0430\u044f \u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430, \u043f\u0440\u0435\u0432\u0440\u0430\u0449\u0430\u044e\u0449\u0430\u044f \u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440 \u0432 \u043f\u043e\u043b\u043d\u043e\u0446\u0435\u043d\u043d\u0443\u044e \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u0443\u044e \u043b\u0430\u0431\u043e\u0440\u0430\u0442\u043e\u0440\u0438\u044e \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430.<\/p>\n \u0421 LM Studio \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0435 \u043c\u043e\u0434\u0435\u043b\u0438 (LLM) \u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e, \u0431\u0435\u0437 \u043e\u0442\u043f\u0440\u0430\u0432\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0438\u043d\u0442\u0435\u0440\u043d\u0435\u0442 \u0438 \u0431\u0435\u0437 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0441\u0442\u0438 \u0441\u043b\u043e\u0436\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0438\u043d\u0433\u0430 \u0432 \u0442\u0435\u0440\u043c\u0438\u043d\u0430\u043b\u0435.<\/p>\n LM Studio \u2014 \u044d\u0442\u043e \u0434\u0435\u0441\u043a\u0442\u043e\u043f\u043d\u043e\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0435, \u0441\u043e\u0437\u0434\u0430\u043d\u043d\u043e\u0435 \u0434\u043b\u044f \u043f\u043e\u0438\u0441\u043a\u0430, \u0441\u043a\u0430\u0447\u0438\u0432\u0430\u043d\u0438\u044f, \u0442\u043e\u043d\u043a\u043e\u0439 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0438 \u0438 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043d\u0430 \u043f\u043e\u0442\u0440\u0435\u0431\u0438\u0442\u0435\u043b\u044c\u0441\u043a\u043e\u043c \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u0438 (\u041f\u041a \u0438 \u043d\u043e\u0443\u0442\u0431\u0443\u043a\u0430\u0445).<\/p>\n \u0412\u043c\u0435\u0441\u0442\u043e \u0441\u043b\u043e\u0436\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u0438\u043a\u043e\u0432 \u0438\u0437 GitHub, LM Studio \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u044d\u043b\u0435\u0433\u0430\u043d\u0442\u043d\u044b\u0439 \u0433\u0440\u0430\u0444\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441: — \u041f\u0440\u044f\u043c\u043e\u0439 \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0439 \u043f\u043e\u0438\u0441\u043a \u043f\u043e \u043a\u0430\u0442\u0430\u043b\u043e\u0433\u0443 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 Hugging Face. — \u0417\u0430\u043f\u0443\u0441\u043a \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0432 \u0444\u043e\u0440\u043c\u0430\u0442\u0435 GGUF<\/strong> \u0441 \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0432\u0435\u0441\u043e\u0432, \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u044b `llama.cpp`. — \u041f\u043e\u043b\u043d\u0430\u044f \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u043e\u0441\u0442\u044c: \u0432\u0441\u0435 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u044f\u0442\u0441\u044f \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u043e \u043d\u0430 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0435 (CPU) \u0438 \u0432\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442\u0435 (GPU), \u0447\u0442\u043e \u0433\u0430\u0440\u0430\u043d\u0442\u0438\u0440\u0443\u0435\u0442 100% \u043a\u043e\u043d\u0444\u0438\u0434\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u044c \u0434\u0438\u0430\u043b\u043e\u0433\u043e\u0432 \u0438 \u043a\u043e\u043c\u043c\u0435\u0440\u0447\u0435\u0441\u043a\u043e\u0439 \u0442\u0430\u0439\u043d\u044b. — \u0412\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u044b\u0439 \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0439 HTTP-\u0441\u0435\u0440\u0432\u0435\u0440, \u044d\u043c\u0443\u043b\u0438\u0440\u0443\u044e\u0449\u0438\u0439 OpenAI API (`v1\/chat\/completions`), \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0438\u0439 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u043b\u043e\u043a\u0430\u043b\u044c\u043d\u044b\u0435 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0438 \u043a \u0432\u043d\u0435\u0448\u043d\u0438\u043c \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\u043c \u0438 \u0441\u0440\u0435\u0434\u0430\u043c \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438.<\/p>\n 1. \u041a\u0440\u043e\u0441\u0441\u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435\u043d\u043d\u043e\u0441\u0442\u044c:<\/strong> \u041e\u0444\u0438\u0446\u0438\u0430\u043b\u044c\u043d\u0430\u044f \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 Windows 10\/11, macOS (\u0441 \u0432\u0435\u043b\u0438\u043a\u043e\u043b\u0435\u043f\u043d\u043e\u0439 \u0430\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u043e\u0439 \u043e\u043f\u0442\u0438\u043c\u0438\u0437\u0430\u0446\u0438\u0435\u0439 \u043f\u043e\u0434 \u0447\u0438\u043f\u044b Apple Silicon M1, M2, M3, M4) \u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0441\u0435\u043c\u0435\u0439\u0441\u0442\u0432\u0430 Linux. 2. \u0410\u043f\u043f\u0430\u0440\u0430\u0442\u043d\u0430\u044f \u0430\u043a\u0441\u0435\u043b\u0435\u0440\u0430\u0446\u0438\u044f \u0438 \u0440\u0430\u0441\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0441\u043b\u043e\u0435\u0432 (GPU Offloading):<\/strong> \u0412\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0433\u0438\u0431\u043a\u043e \u043d\u0430\u0441\u0442\u0440\u0430\u0438\u0432\u0430\u0442\u044c \u043f\u043e\u043b\u0437\u0443\u043d\u043e\u043a \u043f\u0435\u0440\u0435\u043d\u043e\u0441\u0430 \u0441\u043b\u043e\u0435\u0432 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0438 \u0438\u0437 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u043f\u0430\u043c\u044f\u0442\u0438 \u0432 \u0432\u0438\u0434\u0435\u043e\u043f\u0430\u043c\u044f\u0442\u044c (VRAM), \u0432\u044b\u0436\u0438\u043c\u0430\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0443\u043c \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u0438 \u0434\u0430\u0436\u0435 \u0438\u0437 \u0432\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442 \u0441\u0440\u0435\u0434\u043d\u0435\u0433\u043e \u043a\u043b\u0430\u0441\u0441\u0430. 3. \u041f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0439 \u0447\u0430\u0442-\u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441:<\/strong> \u041f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u043d\u044b\u0445 \u043f\u0440\u043e\u043c\u043f\u0442\u043e\u0432 (System Prompts), \u0440\u0435\u0433\u0443\u043b\u0438\u0440\u043e\u0432\u043a\u0430 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u044b (`temperature`), \u0448\u0442\u0440\u0430\u0444\u043e\u0432 \u0437\u0430 \u043f\u043e\u0432\u0442\u043e\u0440\u044b (`repetition penalty`) \u0438 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043d\u044b\u043c \u043e\u043a\u043d\u043e\u043c. 4. \u0420\u0435\u0436\u0438\u043c Playground \u0434\u043b\u044f \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439:<\/strong> \u0422\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u0438\u0445 \u0440\u0430\u0437\u043d\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0431\u043e\u043a \u043e \u0431\u043e\u043a \u043d\u0430 \u043e\u0434\u043d\u043e\u043c \u0438 \u0442\u043e\u043c \u0436\u0435 \u0437\u0430\u043f\u0440\u043e\u0441\u0435.<\/p>\n 1. \u041f\u0435\u0440\u0435\u0439\u0434\u0438\u0442\u0435 \u043d\u0430 \u0441\u0430\u0439\u0442 lmstudio.ai \u0438 \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u0435 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u0449\u0438\u043a \u0434\u043b\u044f \u0432\u0430\u0448\u0435\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u044b. 2. \u041e\u0442\u043a\u0440\u043e\u0439\u0442\u0435 \u0432\u043a\u043b\u0430\u0434\u043a\u0443 \u043f\u043e\u0438\u0441\u043a\u0430 (\u0438\u043a\u043e\u043d\u043a\u0430 \u043b\u0443\u043f\u044b) \u0438 \u0432\u0432\u0435\u0434\u0438\u0442\u0435 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435 \u0436\u0435\u043b\u0430\u0435\u043c\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438: \u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, `Meta-Llama-3.1-8B-Instruct` \u0438\u043b\u0438 `Mistral-7B-Instruct`. 3. \u0412\u044b\u0431\u0435\u0440\u0438\u0442\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044f\u0449\u0438\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u043a\u0432\u0430\u043d\u0442\u043e\u0432\u0430\u043d\u0438\u044f (\u0434\u043b\u044f \u0431\u043e\u043b\u044c\u0448\u0438\u043d\u0441\u0442\u0432\u0430 \u0434\u043e\u043c\u0430\u0448\u043d\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u043e\u043f\u0442\u0438\u043c\u0430\u043b\u0435\u043d \u0432\u0430\u0440\u0438\u0430\u043d\u0442 `Q4_K_M` \u0438\u043b\u0438 `Q5_K_M`). 4. \u041d\u0430\u0436\u043c\u0438\u0442\u0435 \u00abDownload\u00bb, \u043f\u0435\u0440\u0435\u0439\u0434\u0438\u0442\u0435 \u0432\u043e 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