{"id":9632,"date":"2024-08-28T11:00:00","date_gmt":"2024-08-28T02:00:00","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=9632"},"modified":"2024-12-18T19:43:40","modified_gmt":"2024-12-18T10:43:40","slug":"ollamapython","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/ollamapython.html","title":{"rendered":"Ollama\u3092Python\u3067\u4f7f\u3044\u305f\u3044\uff01\u30ed\u30fc\u30ab\u30ebLLM\u3092\u5feb\u9069\u306b\u52d5\u304b\u3059\uff01"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">ollama-python\u306fPython\u74b0\u5883\u3067Ollama\u304c\u4f7f\u3048\u308b\u7121\u6599\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>ollama-python\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3092API\u3067\u7c21\u5358\u306b\u6d3b\u7528\u3067\u304d\u305f\u308a\u3001RAG\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u7d71\u5408\u3082\u67d4\u8edf\u306b\u884c\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001ollama-python\u306e\u74b0\u5883\u69cb\u7bc9\u304b\u3089\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u306e\u65b9\u6cd5\u307e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">ollama-python\u3068\u306f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/came3_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9574\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/came3_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/came3_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>ollama-python\u306fPython\u74b0\u5883\u3067Ollama\u304c\u4f7f\u3048\u308b\u7121\u6599\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">ollama-python\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3092API\u3067\u7c21\u5358\u306b\u6d3b\u7528\u3067\u304d\u305f\u308a\u3001RAG\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u7d71\u5408\u3082\u67d4\u8edf\u306b\u884c\u3048\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001ollama-python\u306e\u74b0\u5883\u69cb\u7bc9\u304b\u3089\u4f7f\u3044\u65b9\u307e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-balloon_box\">Ollama\u3092ChatGPT\u306e\u3088\u3046\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3067\u4f7f\u3046\u65b9\u6cd5\u306f\u3001\u5225\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/ollamainference-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ollamainference.html\">\u3010Ollama-OpenWebUI\u3011\u30ed\u30fc\u30ab\u30ebLLM\u3092ChatGPT\u98a8\u306b\u4f7f\u3046!<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Ollama-OpenWebUI\u306f\u3001ChatGPT\u306e\u3088\u3046\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3067\u30ed\u30fc\u30ab\u30ebLLM\u304c\u4f7f\u3048\u308b\u7121\u6599\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002 Ollama\u3092\u4f7f\u3048\u3070\u3001DeepSeek-R1\u3084Llama\u306a\u3069\u306e\u4eba\u6c17LLM\u3092\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u52d5&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4485\"><p><div class=\"p-adBox -ranking -border-on\" data-id=\"4507\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">1\u6642\u959350\u5186\u304b\u3089\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u300cGPUSOROBAN\u300d<\/div><div class=\"p-adBox__body\"><div class=\"p-adBox__img\"><div class=\"centerw250\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=highend-boxtop&adid=edgehub\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanlllm_banner.jpg\" alt=\"GPUSOROBAN\"><\/a><\/div><\/div><div class=\"p-adBox__details\"><div class=\"p-adBox__star c-reviewStars\"><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><\/div><div class=\"p-adBox__price u-thin u-fz-s\">GPU\u306e\u30b3\u30b9\u30c8\u3067\u304a\u60a9\u307f\u306e\u65b9\u306b\uff01<\/div><div class=\"p-adBox__desc\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e1\u6642\u959350\u5186\u304b\u3089\u5229\u7528\u3067\u304d\u307e\u3059\u3002\r\n\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001GPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u4f7f\u3048\u307e\u3059\u3002\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8d77\u52d5\u3057\u3066\u3044\u308b\u3068\u304d\u306e\u307f\u306e\u8ab2\u91d1\u3067\u3001\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\r\n<\/div><\/div><\/div><div class=\"p-adBox__btns\"><a href=\"https:\/\/soroban.highreso.jp\/compute\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn1\" target=\"_blank\" rel=\"noopener nofollow\">\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u898b\u308b<\/a><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn2\" target=\"_blank\" rel=\"noopener nofollow\">\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/div><\/div><\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">ollama-python\u306e\u5b9f\u884c\u74b0\u5883<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/palete_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9049\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/palete_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/palete_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">LLM\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u969b\u306b\u3001GPU\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u6b21\u306e\u3088\u3046\u306aGPU\u3092\u642d\u8f09\u3057\u305f\u74b0\u5883\u3092\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>GPU\uff1aNVIDIA A100<\/li>\n\n\n\n<li>GPU\u30e1\u30e2\u30ea\uff08VRAM\uff1a80GB\uff09<\/li>\n\n\n\n<li>OS\uff1aUbuntu 22.04LTS<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>Windows\u3092\u304a\u4f7f\u3044\u306e\u65b9\u306f\u3001Ubuntu\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/windowsubuntu-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/windowsubuntu.html\">Windows\u306bUbuntu\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff01WSL\u3092\u4f7f\u3063\u3066\u7c21\u5358\u306b\u69cb\u7bc9<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Windows\u306bUbuntu\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002 Windows\u306b\u6a19\u6e96\u642d\u8f09\u3055\u308c\u3066\u3044\u308bWSL\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001Ubuntu\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002 WSL\u30fbUbuntu\u306e&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h2 class=\"wp-block-heading\">ollama-python\u306e\u74b0\u5883\u69cb\u7bc9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/atom2_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9078\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/atom2_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/atom2_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Docker\u30b3\u30f3\u30c6\u30ca\u3092\u4f7f\u3063\u3066ollama-python\u306e\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>Docker\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u65b9\u6cd5\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/ubuntudocker-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ubuntudocker.html\">Ubuntu\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff01GPU\u3092\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u4f7f\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">GPU\u306e\u74b0\u5883\u69cb\u7bc9\u3067\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e0d\u4e00\u81f4\u306b\u3088\u308b\u30a8\u30e9\u30fc\u304c\u983b\u767a\u3057\u307e\u3059\u3002 Docker\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u3053\u306e\u3088\u3046\u306a\u4f9d\u5b58\u95a2\u4fc2\u306e\u30a8\u30e9\u30fc\u3092\u56de\u907f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Dockerfile\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>CUDA\u3001Python\u3001ollama\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308bDockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30d1\u30c3\u30b1\u30fc\u30b8\u4e00\u89a7<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li>CUDA\uff1a12.1<\/li>\n\n\n\n<li>Python\uff1a3.10<\/li>\n\n\n\n<li>ollama<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>Ubuntu\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u3001Dockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>mkdir ollama_python\ncd ollama_python\nnano Dockerfile<\/code><\/pre>\n\n\n\n<p>Dockerfile\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u3092\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code># \u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8(CUDA)\u306e\u6307\u5b9a\nFROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano curl\n\n# Ollama\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN curl -fsSL https:\/\/ollama.com\/install.sh | sh\n\n# \u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8a2d\u5b9a\nWORKDIR \/app\n\n# \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\nCOPY . \/app\n\n# Python\u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\nRUN python3 -m venv \/app\/.venv\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3092.bashrc\u306b\u8ffd\u52a0\nRUN echo \"source \/app\/.venv\/bin\/activate\" &gt;&gt; \/root\/.bashrc\n\n# JupyterLab\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab\n\n# LangChain\u95a2\u9023\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install ollama\n\n# \u30b3\u30f3\u30c6\u30ca\u306e\u8d77\u52d5\u6642\u306bbash\u3092\u5b9f\u884c\nCMD &#091;\"\/bin\/bash\"]<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">curl -fsSL https:\/\/ollama.com\/install.sh | sh<\/span><\/p>\n\n\n\n<p>Linux\u7528\u306eOllama\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">pip install ollama<\/span><\/p>\n\n\n\n<p>ollama-python\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">docker-compose.yml\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>Docker\u306e\u8a2d\u5b9a\u3092\u3059\u308b\u305f\u3081\u306edocker-compose.yml\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>nano docker-compose.yml<\/code><\/pre>\n\n\n\n<p>\u958b\u3044\u305fdocker-compose.yml\u30d5\u30a1\u30a4\u30eb\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u3092\u30b3\u30d4\u30fc\u3057\u3066\u8cbc\u308a\u3064\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>services:\n  ollama_python:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: ollama_python\n    runtime: nvidia\n    container_name: ollama_python\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/ollama_python\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: 1\n              capabilities: &#091;gpu]\n    command: &gt;\n      bash -c '\/usr\/local\/bin\/ollama serve &amp; \/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">bash -c &#8216;\/usr\/local\/bin\/ollama serve&#8217;<\/span><\/p>\n\n\n\n<p>Docker\u8d77\u52d5\u6642\u306bollama\u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3067\u3059\u3002ollama\u30b5\u30fc\u30d0\u30fc\u304c\u8d77\u52d5\u3057\u3066\u3044\u306a\u3044\u3068\u3001ollama-python\u3082\u52d5\u4f5c\u3057\u306a\u3044\u305f\u3081\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30b3\u30f3\u30c6\u30ca\u306e\u8d77\u52d5<\/div><div class=\"swell-block-step__body\">\n<p>docker-compose.yml\u306e\u8a18\u8ff0\u3092\u3082\u3068\u306b\u3001Docker\u30b3\u30f3\u30c6\u30ca\u3092\u69cb\u7bc9\u3057\u3066\u8d77\u52d5\u3057\u307e\u3059\u3002&nbsp;&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>docker compose up<\/code><\/pre>\n\n\n\n<p>\u30b3\u30f3\u30c6\u30ca\u304c\u8d77\u52d5\u3057\u305f\u3089\u3001\u30ed\u30fc\u30ab\u30ebPC\u306e\u300c\u30d6\u30e9\u30a6\u30b6\u306e\u691c\u7d22\u7a93\u300d\u306b\u4ee5\u4e0b\u306eURL\u3092\u5165\u529b\u3057\u3001Enter\u3092\u62bc\u3059\u3068Ollama\u306e\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>http:&#47;&#47;localhost:8888\/<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30ed\u30fc\u30ab\u30eb\u30dd\u30fc\u30c88888\u3092\u4f7f\u7528\u3057\u3066JupyterLab\u3092\u8d77\u52d5\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">ollama-python\u306e\u5b9f\u88c5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/icebag_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9000\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/icebag_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/icebag_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u30b3\u30f3\u30c6\u30ca\u3067\u8d77\u52d5\u3057\u305fJupyter Lab\u4e0a\u3067\u3001ollama-python\u306e\u5b9f\u88c5\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">LLM\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">Llama3.1\u306e\u65e5\u672c\u8a9eLLM\u300c Llama-3.1-70B-Instruct-Q4_K_M.gguf\u300d\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>!curl -L -o Llama-3.1-70B-Instruct-Q4_K_M.gguf \"https:\/\/huggingface.co\/mmnga\/Llama-3.1-70B-Instruct-gguf\/resolve\/main\/Llama-3.1-70B-Instruct-Q4_K_M.gguf?download=true\"<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">\u300c Llama-3.1-70B-Instruct-Q4_K_M.gguf\u300d\u306f45GB\u7a0b\u5ea6\u306eGPU\u30e1\u30e2\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">ollama-python\u3067Ollama\u7528\u306e\u30e2\u30c7\u30eb\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>LLM\u306e\u5b9f\u884c\u306b\u306fOllama\u306epython\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">LLM\u306e\u30e2\u30c7\u30eb\u304cOllama\u4f7f\u3048\u308b\u3088\u3046\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u6307\u5b9a\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import ollama\n\nmodelfile='''\nFROM .\/Llama-3.1-70B-Instruct-Q4_K_M.gguf\nTEMPLATE \"\"\"{{ if .System }}&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;\n\n{{ .System }}&lt;|eot_id|&gt;{{ end }}{{ if .Prompt }}&lt;|start_header_id|&gt;user&lt;|end_header_id|&gt;\n\n{{ .Prompt }}&lt;|eot_id|&gt;{{ end }}&lt;|start_header_id|&gt;assistant&lt;|end_header_id|&gt;\n\n{{ .Response }}&lt;|eot_id|&gt;\"\"\"\nPARAMETER stop \"&lt;|start_header_id|&gt;\"\nPARAMETER stop \"&lt;|end_header_id|&gt;\"\nPARAMETER stop \"&lt;|eot_id|&gt;\"\nPARAMETER stop \"&lt;|reserved_special_token\"\n'''\n\nollama.create(model='cyberllama31:70b', modelfile=modelfile)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">FROM .\/Llama-3.1-70B-Instruct-Q4_K_M.gguf<\/span><\/p>\n\n\n\n<p>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30e2\u30c7\u30eb\u306e\u30d1\u30b9\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">TEMPLATE &#8220;&#8221;&#8221;{{ if .System }}&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;&#8230;<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">ollama.create(model=&#8217;cyberllama31:70b&#8217;, modelfile=modelfile)<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f7f\u3063\u3066Ollama\u7528\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<code>model<\/code>\u306b\u306fOllama\u3067\u547c\u3073\u51fa\u3059\u969b\u306b\u4f7f\u7528\u3059\u308b\u540d\u524d\u3092\u3064\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">ollama.create\u306e\u30a8\u30e9\u30fc\u300cinvalid digest format\u300d\u306e\u89e3\u6d88\u65b9\u6cd5<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/12\/eyecatch_ollama_create_error-300x157.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ollama-create-error.html\">ollama.create\u306e\u30a8\u30e9\u30fc\u300cResponseError: invalid digest format\u300d<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u5916\u90e8\u306eLLM\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u969b\u3001ollama.create\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u300cResponseError:invalid digest format\u300d\u3068\u3044\u3046\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e\u30a8\u30e9&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">ollama-python\u306e\u4f7f\u3044\u65b9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/firework_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9136\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/firework_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/firework_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">ollama-python\u3092\u4f7f\u3063\u3066\u3001\u4f1a\u8a71\u5f62\u5f0f\u306e\u30c1\u30e3\u30c3\u30c8\u3084API\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5b9f\u884c\u3092\u8a66\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f1a\u8a71\u5f62\u5f0f\u306e\u30c1\u30e3\u30c3\u30c8<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u8cc7\u6599\u4f5c\u6210\u6642\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u300d\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u65e5\u672c\u8a9e\u3067\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>response = ollama.chat(model='cyberllama31:70b', messages=&#091;\n  {\n    'role': 'user',\n    'content': '\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u8cc7\u6599\u4f5c\u6210\u6642\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002',\n  },\n])\nprint(response&#091;'message']&#091;'content'])<\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u306e\u8cc7\u6599\u4f5c\u6210\u6642\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p><strong>\uff11\uff0e\u76ee\u7684\u3068\u5bfe\u8c61<\/strong>: \u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u884c\u3046\u76ee\u7684\u304c\u660e\u78ba\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3001\u305d\u3057\u3066\u305d\u306e\u5185\u5bb9\u304c\u8074\u8846\u306b\u5408\u3063\u305f\u3082\u306e\u3067\u3042\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3002<br><br><strong>\uff12\uff0e\u69cb\u6210<\/strong>: \u306f\u3058\u3081\u306b\u3001\u7d50\u8ad6\u3001\u5404\u9805\u306e\u8aac\u660e\u304c\u9069\u5207\u306b\u914d\u7f6e\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u4e00\u822c\u7684\u306b\u306f\u4e09\u6bb5\u69cb\u6210\uff08\u306f\u3058\u3081\u30fb\u306a\u304b\u30fb\u304a\u308f\u308a\uff09\u304c\u57fa\u672c\u3068\u306a\u308b\u3002<br><br><strong>\uff13\uff0e\u8cc7\u6599\u306e\u91cf\u3068\u5185\u5bb9<\/strong>: \u8cc7\u6599\u304c\u591a\u3059\u304e\u305a\u3001\u5185\u5bb9\u3082\u9069\u5207\u3067\u7c21\u6f54\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u591a\u3059\u304e\u308b\u3068\u8074\u8846\u304c\u628a\u63e1\u3057\u306b\u304f\u304f\u306a\u308a\u3001\u9006\u306b\u5c11\u306a\u3059\u304e\u308b\u3068\u4f1d\u3048\u305f\u3044\u3053\u3068\u304c\u4f1d\u308f\u308a\u306b\u304f\u3044\u3002<br><br><strong>\uff14\uff0e\u8868\u73fe\u529b<\/strong>: \u6587\u5b57\u306e\u30d5\u30a9\u30f3\u30c8\u3084\u30b5\u30a4\u30ba\u3001\u8272\u3001\u753b\u50cf\u306e\u4f7f\u7528\u306a\u3069\u3001\u8996\u899a\u7684\u306a\u8981\u7d20\u3082\u542b\u3081\u3066\u3001\u5168\u4f53\u7684\u306b\u898b\u3084\u3059\u304f\u3001\u8aad\u307f\u3084\u3059\u3044\u914d\u616e\u304c\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u7279\u306b\u3001\u6587\u5b57\u304c\u5c0f\u3055\u3059\u304e\u305a\u3001\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u306f\u660e\u793a\u7684\u3067\u3042\u308b\u3002<br><br><strong>\uff15\uff0e\u30b0\u30e9\u30d5\u3084\u56f3\u8868<\/strong>: \u4f7f\u7528\u3057\u3066\u3044\u308b\u30b0\u30e9\u30d5\u3084\u56f3\u8868\u304c\u3001\u30c7\u30fc\u30bf\u306e\u8aac\u660e\u306b\u52b9\u679c\u7684\u3067\u308f\u304b\u308a\u3084\u3059\u3044\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u307e\u305f\u3001\u30b0\u30e9\u30d5\u3084\u56f3\u8868\u81ea\u4f53\u3082\u6b63\u78ba\u304b\u3069\u3046\u304b\u3082\u30c1\u30a7\u30c3\u30af\u3002<br><br><strong>\uff16\uff0e\u914d\u8272:<\/strong> \u30ab\u30e9\u30fc\u30b9\u30ad\u30fc\u30e0\u304c\u7d71\u4e00\u3055\u308c\u3066\u304a\u308a\u3001\u898b\u305f\u76ee\u304c\u7f8e\u3057\u304f\u3001\u5370\u8c61\u7684\u306a\u914d\u8272\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u7279\u306b\u3001\u80cc\u666f\u3068\u6587\u5b57\u306e\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u306f\u5341\u5206\u306b\u3042\u308b\u3079\u304d\u3067\u3042\u308b\u3002<br><br><strong>\uff17\uff0e\u30bf\u30a4\u30e0\u30de\u30cd\u30b8\u30e1\u30f3\u30c8<\/strong>: \u30d7\u30ec\u30bc\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u5168\u4f53\u306e\u6642\u9593\u306b\u3042\u308f\u305b\u3066\u3001\u5404\u9805\u306e\u8aac\u660e\u304c\u9069\u5207\u306a\u9577\u3055\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<br><br><strong>\uff18\uff0e\u7df4\u7fd2<\/strong>: \u672c\u756a\u524d\u306b\u4f55\u5ea6\u3082\u7df4\u7fd2\u3057\u3001\u30b9\u30e0\u30fc\u30ba\u306b\u9032\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<p class=\"is-style-icon_good\">\u8981\u70b9\u3092\u62bc\u3055\u3048\u305f\u56de\u7b54\u304c\u3048\u3089\u308c\u307e\u3057\u305f\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">API\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5b9f\u884c<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u793e\u5185\u898f\u5b9a\u3092\u4f5c\u308b\u969b\u306e\u8981\u70b9\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\u300d\u3068\u3044\u3046API\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import requests\nimport json\n\nurl = 'http:\/\/localhost:11434\/api\/chat'\n\ndata = {\n    \"model\":\"cyberllama31:70b\",\n    \"messages\": &#091;\n        {\n            \"role\": \"user\",\n            \"content\": \"\u793e\u5185\u898f\u5b9a\u3092\u4f5c\u308b\u969b\u306e\u8981\u70b9\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\"\n        }\n    ],\n    \"stream\": False\n}\n\nresponse = requests.post(url, data=json.dumps(data))\nresponse_data = response.json()\nprint(response_data)<\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>\u793e\u5185\u898f\u5b9a\u3092\u4f5c\u308b\u969b\u306e\u8981\u70b9\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>{&#8216;model&#8217;: &#8216;cyberllama31:70b&#8217;, &#8216;created_at&#8217;: &#8216;2024-08-18T12:01:06.436293778Z&#8217;, &#8216;message&#8217;: {&#8216;role&#8217;: &#8216;assistant&#8217;, &#8216;content&#8217;: &#8216;\u793e\u5185\u898f\u5b9a\u3092\u4f5c\u6210\u3059\u308b\u969b\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002\\n\\n1.  **\u76ee\u7684\u3068\u7bc4\u56f2**: \u793e\u5185\u898f\u5b9a\u306e\u76ee\u7684\u3068\u9069\u7528\u7bc4\u56f2\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002\\n2.  **\u7c21\u6f54\u304b\u3064\u660e\u78ba\u306a\u6587\u8a00**: \u898f\u5247\u3092\u7c21\u5358\u306b\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u7c21\u6f54\u3067\u660e\u78ba\u306a\u6587\u8a00\u3092\u4f7f\u3044\u307e\u3059\u3002\\n3.  **\u5177\u4f53\u7684\u304b\u3064\u5b9f\u884c\u53ef\u80fd**: \u793e\u54e1\u304c\u5bb9\u6613\u306b\u5f93\u3048\u308b\u5185\u5bb9\u306b\u3059\u308b\u305f\u3081\u3001\u5177\u4f53\u7684\u304b\u3064\u5b9f\u884c\u53ef\u80fd\u306a\u898f\u5b9a\u306b\u3057\u307e\u3059\u3002\\n4.  **\u4e00\u8cab\u6027**: \u793e\u5185\u5168\u4f53\u3067\u4e00\u8cab\u3057\u305f\u30eb\u30fc\u30eb\u3092\u9069\u7528\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\\n5.  **\u66f4\u65b0\u3068\u6539\u6b63**: \u6642\u4ee3\u306e\u5909\u5316\u3084\u4f1a\u793e\u306e\u6210\u9577\u306b\u5408\u308f\u305b\u3066\u968f\u6642\u898b\u76f4\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u5909\u66f4\u3092\u884c\u3044\u307e\u3059\u3002&#8217;}, &#8216;done_reason&#8217;: &#8216;stop&#8217;, &#8216;done&#8217;: True, &#8216;total_duration&#8217;: 8272226469, &#8216;load_duration&#8217;: 72153044, &#8216;prompt_eval_count&#8217;: 25, &#8216;prompt_eval_duration&#8217;: 97571000, &#8216;eval_count&#8217;: 179, &#8216;eval_duration&#8217;: 8059330000}<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<p class=\"is-style-icon_good\">JSON\u5f62\u5f0f\u3067\u30ec\u30b9\u30dd\u30f3\u30b9\u304c\u3067\u304d\u3066\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<p class=\"is-style-balloon_box\">API\u306e\u4ed5\u69d8\u3092\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u65b9\u306f\u3001Ollama\u306eAPI\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -external\" data-type=\"type3\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">GitHub<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/opengraph.githubassets.com\/6ff73679174049995d18a1893cb7be96ee77d3a1b6fad86689900ca46b8bc91f\/ollama\/ollama\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/github.com\/ollama\/ollama\/blob\/main\/docs\/api.md\" target=\"_blank\" rel=\"noopener noreferrer\">ollama\/docs\/api.md at main \u00b7 ollama\/ollama<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Get up and running with Kimi-K2.5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models. &#8211; ollama\/ollama<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h2 class=\"wp-block-heading\">\u751f\u6210AI\u30fbLLM\u306e\u30b3\u30b9\u30c8\u3067\u304a\u56f0\u308a\u306a\u3089<\/h2>\n\n\n\n<p>GPU\u306e\u30b9\u30da\u30c3\u30af\u4e0d\u8db3\u3067\u751f\u6210AI\u306e\u958b\u767a\u304c\u601d\u3046\u3088\u3046\u306b\u9032\u307e\u306a\u3044\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u3068\u304d\u306b\u306f\u3001\u9ad8\u6027\u80fd\u306aGPU\u3092\u30ea\u30fc\u30ba\u30ca\u30d6\u30eb\u306a\u4fa1\u683c\u3067\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304c\u304a\u3059\u3059\u3081\u3067\u3059\uff01<\/p>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4543\">\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>GPUSOROBAN<\/span><\/div><div class=\"cap_box_content\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"283\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-4552\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-300x106.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-768x272.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>GPUSOROBAN\u306f\u3001<span class=\"swl-format-1\"><span class=\"swl-marker mark_yellow\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e\u6599\u91d1\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306eGPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5927\u898f\u6a21\u306a\u8a2d\u5099\u6295\u8cc7\u306e\u5fc5\u8981\u304c\u306a\u304f\u3001\u7169\u96d1\u306a\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u304b\u3089\u3082\u89e3\u653e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-columns\"><div class=\"swell-block-columns__inner\">\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button blue_ -size-l is-style-btn_normal\"><a 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ollama-python\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3092API\u3067\u7c21\u5358\u306b\u6d3b\u7528\u3067\u304d\u305f\u308a\u3001RAG\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u7d71\u5408\u3082\u67d4\u8edf\u306b\u884c\u3048\u307e\u3059\u3002 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