{"id":11215,"date":"2025-04-22T17:45:01","date_gmt":"2025-04-22T08:45:01","guid":{"rendered":"https:\/\/www.stechstar.com\/user\/wordpress\/?p=11215"},"modified":"2026-08-20T03:38:33","modified_gmt":"2026-08-19T18:38:33","slug":"ollama-%ec%9d%91%ec%9a%a9%ea%b0%9c%eb%b0%9c-%eb%a1%9c%ec%bb%ac-%ed%99%98%ea%b2%bd%ec%97%90%ec%84%9c-api-%ed%98%b8%ec%8a%a4%ed%8c%85%ec%9d%84-%ec%9c%84%ed%95%9c-ollama-%ec%84%a4%ec%a0%95-%ec%a2%85","status":"publish","type":"post","link":"https:\/\/www.stechstar.com\/user\/wordpress\/ollama-%ec%9d%91%ec%9a%a9%ea%b0%9c%eb%b0%9c-%eb%a1%9c%ec%bb%ac-%ed%99%98%ea%b2%bd%ec%97%90%ec%84%9c-api-%ed%98%b8%ec%8a%a4%ed%8c%85%ec%9d%84-%ec%9c%84%ed%95%9c-ollama-%ec%84%a4%ec%a0%95-%ec%a2%85\/","title":{"rendered":"[Ollama \uc751\uc6a9\uac1c\ubc1c] \ub85c\uceec \ud658\uacbd\uc5d0\uc11c API \ud638\uc2a4\ud305\uc744 \uc704\ud55c Ollama \uc124\uc815 \uc885\ud569 \uac00\uc774\ub4dc\u00a0"},"content":{"rendered":"<h1>[Ollama \uc751\uc6a9\uac1c\ubc1c] \ub85c\uceec \ud658\uacbd\uc5d0\uc11c API \ud638\uc2a4\ud305\uc744 \uc704\ud55c Ollama \uc124\uc815 \uc885\ud569 \uac00\uc774\ub4dc&nbsp;<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/www.stechstar.com\/user\/zbxe\/files\/attach\/images\/105602\/114\/112\/dda18b4ab66008947c8b03ae62669168.png\" alt=\"2025-04-22-01 \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud305 ad1fa514-dd01-40f5-9717-90164a969d40.png\" data-file-srl=\"112115\" data-cke-saved-src=\"https:\/\/www.stechstar.com\/user\/zbxe\/.\/files\/attach\/images\/105602\/114\/112\/dda18b4ab66008947c8b03ae62669168.png\"><\/p>\n<pre data-ke-type=\"codeblock\">&nbsp;<\/pre>\n<h2>1. Ollama \uc18c\uac1c<\/h2>\n<p>Ollama\ub294 \uc790\uccb4 \ud558\ub4dc\uc6e8\uc5b4\uc5d0\uc11c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \ub85c\uceec\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\ub294 \uc624\ud508\uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. Llama 3, DeepSeek-R1, Phi-4, Gemma 2 \ub4f1\uc758 \ubaa8\ub378\uc744 \ubcf5\uc7a1\ud55c \uc778\ud504\ub77c \uc124\uc815 \uc5c6\uc774 \ub2e4\uc6b4\ub85c\ub4dc, \uc124\uc815 \ubc0f \uc0c1\ud638\uc791\uc6a9\ud560 \uc218 \uc788\ub294 \uacfc\uc815\uc744 \ub2e8\uc21c\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p>Ollama\uc758 \uc8fc\uc694 \uae30\ub2a5:<\/p>\n<ul>\n<li>\ub85c\uceec \uba38\uc2e0\uc5d0\uc11c \uc644\uc804\ud788 \uc624\ud504\ub77c\uc778\uc73c\ub85c LLM \uc2e4\ud589<\/li>\n<li>\uac04\ub2e8\ud55c \uba85\ub839\uc904 \uc778\ud130\ud398\uc774\uc2a4<\/li>\n<li>\uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc\uc758 \ud1b5\ud569\uc744 \uc704\ud55c RESTful API<\/li>\n<li>CPU \ubc0f GPU \uac00\uc18d \uc9c0\uc6d0<\/li>\n<li>\ubaa8\ub378 \uad00\ub9ac(\ub2e4\uc6b4\ub85c\ub4dc, \uc2e4\ud589, \uc0dd\uc131, \uc0ad\uc81c)<\/li>\n<\/ul>\n<h2>2. \uc2dc\uc2a4\ud15c \uc694\uad6c \uc0ac\ud56d<\/h2>\n<p>Ollama\ub97c \uc124\uce58\ud558\uae30 \uc804\uc5d0 \uc2dc\uc2a4\ud15c\uc774 \ub2e4\uc74c \ucd5c\uc18c \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub294\uc9c0 \ud655\uc778\ud558\uc138\uc694:<\/p>\n<p><strong>\ucd5c\uc18c \uc694\uad6c \uc0ac\ud56d:<\/strong><\/p>\n<ul>\n<li><strong>\uc6b4\uc601 \uccb4\uc81c<\/strong>: macOS, Linux \ub610\ub294 Windows<\/li>\n<li><strong>RAM<\/strong>: \ucd5c\uc18c 8GB(\ub300\ud615 \ubaa8\ub378\uc758 \uacbd\uc6b0 16GB+ \uad8c\uc7a5)<\/li>\n<li><strong>\ub514\uc2a4\ud06c \uacf5\uac04<\/strong>: Ollama \ubc0f \uae30\ubcf8 \ubaa8\ub378\uc6a9 12GB+(\ucd94\uac00 \ubaa8\ub378\uc744 \uc704\ud55c \ub354 \ub9ce\uc740 \uacf5\uac04)<\/li>\n<li><strong>CPU<\/strong>: \ub2e4\uc911 \ucf54\uc5b4 \ud504\ub85c\uc138\uc11c(\ud569\ub9ac\uc801\uc778 \uc131\ub2a5\uc744 \uc704\ud574)<\/li>\n<\/ul>\n<p><strong>\ub354 \ub098\uc740 \uc131\ub2a5\uc744 \uc704\ud55c \uad8c\uc7a5 \uc0ac\ud56d:<\/strong><\/p>\n<ul>\n<li><strong>RAM<\/strong>: 16GB+<\/li>\n<li><strong>GPU<\/strong>: CUDA\ub97c \uc9c0\uc6d0\ud558\ub294 NVIDIA GPU \ub610\ub294 Apple Silicon<\/li>\n<li><strong>\ub514\uc2a4\ud06c \uacf5\uac04<\/strong>: 50GB+ SSD \uc800\uc7a5 \uacf5\uac04<\/li>\n<\/ul>\n<h2>3. \uc124\uce58 \ubc29\ubc95<\/h2>\n<h3>macOS \uc124\uce58<\/h3>\n<ol>\n<li>\uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \uc124\uce58 \ud504\ub85c\uadf8\ub7a8\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uac70\ub098 Homebrew\ub97c \uc0ac\uc6a9\ud558\uc138\uc694:\n<p><strong>\uacf5\uc2dd \uc124\uce58 \ud504\ub85c\uadf8\ub7a8 \uc0ac\uc6a9:<\/strong><\/p>\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">curl<\/span> -fsSL https:\/\/ollama.com\/install.sh | sh<\/code><\/pre>\n<p><strong>Homebrew \uc0ac\uc6a9:<\/strong><\/p>\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">brew<\/span> install ollama<\/code><\/pre>\n<\/li>\n<li>Ollama \uc2dc\uc791:\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">ollama<\/span> serve<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>Linux \uc124\uce58<\/h3>\n<ol>\n<li>\uc124\uce58 \uc2a4\ud06c\ub9bd\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc124\uce58:\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">curl<\/span> -fsSL https:\/\/ollama.com\/install.sh | sh<\/code><\/pre>\n<\/li>\n<li>\uc218\ub3d9 \uc124\uce58\ub098 \ud2b9\uc815 Linux \ubc30\ud3ec\ud310\uc758 \uacbd\uc6b0 \uacf5\uc2dd \ubb38\uc11c\ub97c \ud655\uc778\ud558\uc138\uc694.<\/li>\n<li>Ollama \uc11c\ube44\uc2a4 \uc2dc\uc791:\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">ollama<\/span> serve<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>Windows \uc124\uce58<\/h3>\n<ol>\n<li>\uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \uc124\uce58 \ud504\ub85c\uadf8\ub7a8 \ub2e4\uc6b4\ub85c\ub4dc:&nbsp;<a href=\"https:\/\/ollama.com\/download\" data-cke-saved-href=\"https:\/\/ollama.com\/download\">https:\/\/ollama.com\/download<\/a><\/li>\n<li>\uc124\uce58 \ud504\ub85c\uadf8\ub7a8\uc744 \uc2e4\ud589\ud558\uace0 \uc124\uce58 \ub9c8\ubc95\uc0ac\ub97c \ub530\ub974\uc138\uc694.<\/li>\n<li>\uc124\uce58 \ud6c4, \uc2dc\uc791 \uba54\ub274\uc5d0\uc11c Ollama\ub97c \uc2e4\ud589\ud558\uac70\ub098 \ub2e4\uc74c\uc744 \uc2e4\ud589\ud558\uc138\uc694:\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">ollama<\/span> serve<\/code><\/pre>\n<\/li>\n<\/ol>\n<h2>4. \uae30\ubcf8 \uc0ac\uc6a9\ubc95<\/h2>\n<p>Ollama\uac00 \uc124\uce58\ub418\uba74 \uae30\ubcf8 \uba85\ub839\uc5b4\ub85c \uc0ac\uc6a9\uc744 \uc2dc\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<h3>\ubaa8\ub378 \ub2e4\uc6b4\ub85c\ub4dc(Pull)<\/h3>\n<pre><code class=\"hljs apache\"><span class=\"hljs-attribute\">ollama<\/span> pull llama<span class=\"hljs-number\">3<\/span>.<span class=\"hljs-number\">2<\/span><\/code><\/pre>\n<p>\uc774\uac83\uc740 Llama 3.2 \ubaa8\ub378\uc744 \ub85c\uceec \uba38\uc2e0\uc5d0 \ub2e4\uc6b4\ub85c\ub4dc\ud569\ub2c8\ub2e4.&nbsp;<code>llama3.2<\/code>\ub97c \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ub2e4\ub978 \ubaa8\ub378\ub85c \ub300\uccb4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc0ac\uc6a9 \uac00\ub2a5\ud55c \ubaa8\ub378 \ubaa9\ub85d \ubcf4\uae30<\/h3>\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">ollama<\/span> list<\/code><\/pre>\n<h3>\ub300\ud654\ud615 \ubaa8\ub4dc\uc5d0\uc11c \ubaa8\ub378 \uc2e4\ud589<\/h3>\n<pre><code class=\"hljs apache\"><span class=\"hljs-attribute\">ollama<\/span> run llama<span class=\"hljs-number\">3<\/span>.<span class=\"hljs-number\">2<\/span><\/code><\/pre>\n<p>\uc774\ub807\uac8c \ud558\uba74 \ubaa8\ub378\uacfc \ucc44\ud305\ud560 \uc218 \uc788\ub294 \ub300\ud654\ud615 \uc138\uc158\uc774 \uc2dc\uc791\ub429\ub2c8\ub2e4.<\/p>\n<h2>5. API \uc11c\ubc84 \uc124\uc815 \ubc0f \uad6c\uc131<\/h2>\n<p>Ollama\ub294&nbsp;<code>ollama serve<\/code>\ub97c \uc2e4\ud589\ud558\uba74 \uc790\ub3d9\uc73c\ub85c \ud3ec\ud2b8 11434\uc5d0\uc11c API \uc11c\ubc84\ub97c \uc2dc\uc791\ud569\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c localhost(127.0.0.1)\uc5d0 \ubc14\uc778\ub529\ub418\uc5b4 \ub85c\uceec \uba38\uc2e0\uc5d0\uc11c\ub9cc \uc811\uadfc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>API \uc11c\ubc84 \uad6c\uc131<\/h3>\n<p>\ud658\uacbd \ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec API \uc11c\ubc84\ub97c \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ub2e4\ub978 \uba38\uc2e0\uc5d0\uc11c \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub3c4\ub85d \ubc14\uc778\ub529 \uc8fc\uc18c \ubcc0\uacbd:<\/strong>\n<pre><code class=\"hljs ini\"><span class=\"hljs-attr\">OLLAMA_HOST<\/span>=<span class=\"hljs-number\">0.0<\/span>.<span class=\"hljs-number\">0.0<\/span> ollama serve<\/code><\/pre>\n<p>\uc774\ub807\uac8c \ud558\uba74 Ollama\uac00 \ubaa8\ub4e0 \ub124\ud2b8\uc6cc\ud06c \uc778\ud130\ud398\uc774\uc2a4\uc5d0 \ubc14\uc778\ub529\ub418\uc5b4 \ub124\ud2b8\uc6cc\ud06c\uc758 \ub2e4\ub978 \uba38\uc2e0\uc5d0\uc11c \uc811\uadfc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud3ec\ud2b8 \ubcc0\uacbd:<\/strong>\n<pre><code class=\"hljs ini\"><span class=\"hljs-attr\">OLLAMA_HOST<\/span>=<span class=\"hljs-number\">127.0<\/span>.<span class=\"hljs-number\">0.1<\/span>:<span class=\"hljs-number\">8000<\/span> ollama serve<\/code><\/pre>\n<p>\uc774\ub807\uac8c \ud558\uba74 Ollama\uac00 \uae30\ubcf8 11434 \ub300\uc2e0 \ud3ec\ud2b8 8000\uc5d0\uc11c \uc2e4\ud589\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2dc\uc2a4\ud15c \uc11c\ube44\uc2a4\ub85c \uc124\uc815(Linux):<\/strong>\n<p>systemd \uc11c\ube44\uc2a4 \ud30c\uc77c \uc0dd\uc131:<\/p>\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">sudo<\/span> nano \/etc\/systemd\/system\/ollama.service<\/code><\/pre>\n<p>\ub2e4\uc74c \ub0b4\uc6a9 \ucd94\uac00:<\/p>\n<pre><code class=\"hljs ini\"><span class=\"hljs-section\">[Unit]<\/span>\n<span class=\"hljs-attr\">Description<\/span>=Ollama Service\n<span class=\"hljs-attr\">After<\/span>=network.target\n\n<span class=\"hljs-section\">[Service]<\/span>\n<span class=\"hljs-attr\">Type<\/span>=simple\n<span class=\"hljs-attr\">User<\/span>=YOUR_USERNAME\n<span class=\"hljs-attr\">Environment<\/span>=<span class=\"hljs-string\">\"OLLAMA_HOST=0.0.0.0\"<\/span>\n<span class=\"hljs-attr\">ExecStart<\/span>=\/usr\/local\/bin\/ollama serve\n<span class=\"hljs-attr\">Restart<\/span>=<span class=\"hljs-literal\">on<\/span>-failure\n\n<span class=\"hljs-section\">[Install]<\/span>\n<span class=\"hljs-attr\">WantedBy<\/span>=multi-user.target<\/code><\/pre>\n<p>\uc11c\ube44\uc2a4 \ud65c\uc131\ud654 \ubc0f \uc2dc\uc791:<\/p>\n<pre><code class=\"hljs bash\">sudo systemctl <span class=\"hljs-built_in\">enable<\/span> ollama\nsudo systemctl start ollama<\/code><\/pre>\n<\/li>\n<\/ol>\n<h2>6. API \uc0ac\uc6a9 \uc608\uc81c<\/h2>\n<p>API \uc11c\ubc84\uac00 \uc2e4\ud589 \uc911\uc774\uba74 \ub2e4\uc591\ud55c \ubc29\ubc95\uc73c\ub85c \uc0c1\ud638\uc791\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<h3>curl \uc0ac\uc6a9<\/h3>\n<ol>\n<li><strong>\uc751\ub2f5 \uc0dd\uc131:<\/strong>\n<pre><code class=\"hljs cpp\">curl -X POST http:<span class=\"hljs-comment\">\/\/localhost:11434\/api\/generate -d '{<\/span>\n  <span class=\"hljs-string\">\"model\"<\/span>: <span class=\"hljs-string\">\"llama3.2\"<\/span>,\n  <span class=\"hljs-string\">\"prompt\"<\/span>: <span class=\"hljs-string\">\"\uae30\uacc4 \ud559\uc2b5\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?\"<\/span>,\n  <span class=\"hljs-string\">\"stream\"<\/span>: <span class=\"hljs-literal\">false<\/span>\n}'<\/code><\/pre>\n<\/li>\n<li><strong>\ucc44\ud305 API(\ub300\ud654\ud615 \ubaa8\ub378\uc6a9):<\/strong>\n<pre><code class=\"hljs cpp\">curl -X POST http:<span class=\"hljs-comment\">\/\/localhost:11434\/api\/chat -d '{<\/span>\n  <span class=\"hljs-string\">\"model\"<\/span>: <span class=\"hljs-string\">\"llama3.2\"<\/span>,\n  <span class=\"hljs-string\">\"messages\"<\/span>: [\n    {\n      <span class=\"hljs-string\">\"role\"<\/span>: <span class=\"hljs-string\">\"user\"<\/span>,\n      <span class=\"hljs-string\">\"content\"<\/span>: <span class=\"hljs-string\">\"\uae30\uacc4 \ud559\uc2b5\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?\"<\/span>\n    }\n  ],\n  <span class=\"hljs-string\">\"stream\"<\/span>: <span class=\"hljs-literal\">false<\/span>\n}'<\/code><\/pre>\n<\/li>\n<li><strong>\uc0ac\uc6a9 \uac00\ub2a5\ud55c \ubaa8\ub378 \ub098\uc5f4:<\/strong>\n<pre><code class=\"hljs apache\"><span class=\"hljs-attribute\">curl<\/span> http:\/\/localhost:<span class=\"hljs-number\">11434<\/span>\/api\/tags<\/code><\/pre>\n<\/li>\n<li><strong>\ubaa8\ub378 \ub2e4\uc6b4\ub85c\ub4dc:<\/strong>\n<pre><code class=\"hljs cpp\">curl -X POST http:<span class=\"hljs-comment\">\/\/localhost:11434\/api\/pull -d '{<\/span>\n  <span class=\"hljs-string\">\"name\"<\/span>: <span class=\"hljs-string\">\"phi3:mini\"<\/span>\n}'<\/code><\/pre>\n<\/li>\n<\/ol>\n<h3>Python \uc0ac\uc6a9<\/h3>\n<ol>\n<li><strong>\uacf5\uc2dd Python \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58:<\/strong>\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">pip<\/span> install ollama<\/code><\/pre>\n<\/li>\n<li><strong>\uae30\ubcf8 \uc0ac\uc6a9\ubc95:<\/strong>\n<pre><code class=\"language-python hljs\"><span class=\"hljs-keyword\">import<\/span> ollama\n\n<span class=\"hljs-comment\"># \uc751\ub2f5 \uc0dd\uc131<\/span>\nresponse = ollama.generate(\n    model=<span class=\"hljs-string\">'llama3.2'<\/span>,\n    prompt=<span class=\"hljs-string\">'\uae30\uacc4 \ud559\uc2b5\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?'<\/span>\n)\n<span class=\"hljs-built_in\">print<\/span>(response[<span class=\"hljs-string\">'response'<\/span>])<\/code><\/pre>\n<\/li>\n<li><strong>\ucc44\ud305 API:<\/strong>\n<pre><code class=\"language-python hljs\"><span class=\"hljs-keyword\">import<\/span> ollama\n\nresponse = ollama.chat(\n    model=<span class=\"hljs-string\">'llama3.2'<\/span>,\n    messages=[\n        {\n            <span class=\"hljs-string\">'role'<\/span>: <span class=\"hljs-string\">'user'<\/span>,\n            <span class=\"hljs-string\">'content'<\/span>: <span class=\"hljs-string\">'\uae30\uacc4 \ud559\uc2b5\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?'<\/span>\n        }\n    ]\n)\n<span class=\"hljs-built_in\">print<\/span>(response[<span class=\"hljs-string\">'message'<\/span>][<span class=\"hljs-string\">'content'<\/span>])<\/code><\/pre>\n<\/li>\n<li><strong>\uc2a4\ud2b8\ub9ac\ubc0d \uc751\ub2f5:<\/strong>\n<pre><code class=\"language-python hljs\"><span class=\"hljs-keyword\">import<\/span> ollama\n\n<span class=\"hljs-comment\"># \uc751\ub2f5 \uc2a4\ud2b8\ub9ac\ubc0d<\/span>\nstream = ollama.generate(\n    model=<span class=\"hljs-string\">'llama3.2'<\/span>,\n    prompt=<span class=\"hljs-string\">'AI\uc5d0 \ub300\ud55c \uc2dc\ub97c \uc791\uc131\ud574\uc8fc\uc138\uc694.'<\/span>,\n    stream=<span class=\"hljs-literal\">True<\/span>\n)\n\n<span class=\"hljs-keyword\">for<\/span> chunk <span class=\"hljs-keyword\">in<\/span> stream:\n    <span class=\"hljs-built_in\">print<\/span>(chunk[<span class=\"hljs-string\">'response'<\/span>], end=<span class=\"hljs-string\">''<\/span>, flush=<span class=\"hljs-literal\">True<\/span>)<\/code><\/pre>\n<\/li>\n<\/ol>\n<h2>7. \uc131\ub2a5 \ucd5c\uc801\ud654<\/h2>\n<p>\ub2e4\uc74c \ud301\uc744 \uc0ac\uc6a9\ud558\uc5ec Ollama\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uc138\uc694:<\/p>\n<ol>\n<li><strong>GPU \uac00\uc18d:<\/strong>\n<ul>\n<li>\ucd5c\uc2e0 GPU \ub4dc\ub77c\uc774\ubc84\uac00 \uc124\uce58\ub418\uc5b4 \uc788\ub294\uc9c0 \ud655\uc778<\/li>\n<li>NVIDIA GPU\uc758 \uacbd\uc6b0 CUDA \ubc0f cuDNN \uc124\uce58<\/li>\n<li>Ollama\ub294 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uacbd\uc6b0 \uc790\ub3d9\uc73c\ub85c GPU\ub97c \uc0ac\uc6a9<\/li>\n<\/ul>\n<\/li>\n<li><strong>\ubaa8\ub378 \uc120\ud0dd:<\/strong>\n<ul>\n<li>\uc81c\ud55c\ub41c \ud558\ub4dc\uc6e8\uc5b4\uc5d0\uc11c \ub354 \ube60\ub978 \uc751\ub2f5\uc744 \uc704\ud574 \ub354 \uc791\uc740 \ubaa8\ub378 \uc120\ud0dd<\/li>\n<li>\ub354 \ub098\uc740 \uc131\ub2a5\uc744 \uc704\ud574 \uc591\uc790\ud654 \ubc84\uc804(\uc608: Q4_K_M) \uace0\ub824<\/li>\n<\/ul>\n<\/li>\n<li><strong>\ub9e4\uac1c\ubcc0\uc218 \uc870\uc815:<\/strong>\n<ul>\n<li>\uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9\uacfc \uc131\ub2a5\uc758 \uade0\ud615\uc744 \ub9de\ucd94\uae30 \uc704\ud574 \ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774 \uc870\uc815:\n<pre><code class=\"hljs apache\"><span class=\"hljs-attribute\">ollama<\/span> run llama<span class=\"hljs-number\">3<\/span>.<span class=\"hljs-number\">2<\/span> --parameters num_ctx=<span class=\"hljs-number\">2048<\/span><\/code><\/pre>\n<\/li>\n<li>\ub354 \ube60\ub978 \ucd94\ub860\uc744 \uc704\ud574 \uc628\ub3c4 \uc870\uc815:\n<pre><code class=\"hljs apache\"><span class=\"hljs-attribute\">ollama<\/span> run llama<span class=\"hljs-number\">3<\/span>.<span class=\"hljs-number\">2<\/span> --parameters temperature=<span class=\"hljs-number\">0<\/span>.<span class=\"hljs-number\">1<\/span><\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>\ub9ac\uc18c\uc2a4 \ubaa8\ub2c8\ud130\ub9c1:<\/strong>\n<ul>\n<li>\ubaa8\ub378 \uc2e4\ud589 \uc911 CPU, GPU \ubc0f \uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9 \ubaa8\ub2c8\ud130\ub9c1<\/li>\n<li><code>htop<\/code>,&nbsp;<code>nvidia-smi<\/code>&nbsp;\ub610\ub294&nbsp;<code>top<\/code>\uacfc \uac19\uc740 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub9ac\uc18c\uc2a4 \uc0ac\uc6a9\ub7c9 \ucd94\uc801<\/li>\n<\/ul>\n<\/li>\n<li><strong>\uce90\uc2dc \uad00\ub9ac:<\/strong>\n<ul>\n<li>Ollama\ub294 \uc131\ub2a5 \ud5a5\uc0c1\uc744 \uc704\ud574 \uc0dd\uc131\ub41c \uc751\ub2f5\uc744 \uce90\uc2dc\ud568<\/li>\n<li>\ud544\uc694\ud55c \uacbd\uc6b0 \uce90\uc2dc \uc9c0\uc6b0\uae30:&nbsp;<code>rm -rf ~\/.ollama\/cache<\/code><\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>8. \ubcf4\uc548 \uace0\ub824 \uc0ac\ud56d<\/h2>\n<p>API\uac00 \ud65c\uc131\ud654\ub41c Ollama\ub97c \ud638\uc2a4\ud305\ud560 \ub54c \ub2e4\uc74c \ubcf4\uc548 \uc870\uce58\ub97c \uace0\ub824\ud558\uc138\uc694:<\/p>\n<ol>\n<li><strong>\ub124\ud2b8\uc6cc\ud06c \ub178\ucd9c:<\/strong>\n<ul>\n<li>\uae30\ubcf8\uc801\uc73c\ub85c Ollama\ub294 localhost(127.0.0.1)\uc5d0 \ubc14\uc778\ub529\ub418\uba70, \uc774\ub294 \uc548\uc804\ud568<\/li>\n<li>\ub2e4\ub978 \uba38\uc2e0\uc5d0\uc11c \uc561\uc138\uc2a4\ud574\uc57c \ud558\ub294 \uacbd\uc6b0\uc5d0\ub9cc&nbsp;<code>OLLAMA_HOST=0.0.0.0<\/code>&nbsp;\uc0ac\uc6a9<\/li>\n<li>\uc548\uc804\ud55c \uc6d0\uaca9 \uc561\uc138\uc2a4\ub97c \uc704\ud574 TLS\uac00 \uc788\ub294 \ub9ac\ubc84\uc2a4 \ud504\ub85d\uc2dc(Nginx\uc640 \uac19\uc740) \uc0ac\uc6a9 \uace0\ub824<\/li>\n<\/ul>\n<\/li>\n<li><strong>\uc561\uc138\uc2a4 \uc81c\uc5b4:<\/strong>\n<ul>\n<li>Ollama \ud3ec\ud2b8\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4\ub97c \uc81c\ud55c\ud558\ub294 \ubc29\ud654\ubcbd \uaddc\uce59 \uad6c\ud604<\/li>\n<li>\ub124\ud2b8\uc6cc\ud06c\uc5d0 \ub178\ucd9c\uc2dc\ud0a4\ub294 \uacbd\uc6b0 \uc778\uc99d \uc124\uc815 \uace0\ub824<\/li>\n<\/ul>\n<\/li>\n<li><strong>\ubaa8\ub378 \ubcf4\uc548:<\/strong>\n<ul>\n<li>\uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ucd9c\ucc98\uc758 \ubaa8\ub378\ub9cc \uc0ac\uc6a9<\/li>\n<li>\uc54c \uc218 \uc5c6\ub294 \ucd9c\ucc98\uc758 \uc0ac\uc6a9\uc790 \uc815\uc758 \ubaa8\ub378\uc5d0 \uc8fc\uc758<\/li>\n<\/ul>\n<\/li>\n<li><strong>API \ud1a0\ud070(\uc0ac\uc6a9\uc790 \uc815\uc758 \uc778\uc99d\uc744 \uad6c\ud604\ud558\ub294 \uacbd\uc6b0):<\/strong>\n<ul>\n<li>\uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c API \ud1a0\ud070 \uc2dc\uc2a4\ud15c \uad6c\ud604 \uace0\ub824<\/li>\n<li>Nginx\uc640 \uac19\uc740 \ub9ac\ubc84\uc2a4 \ud504\ub85d\uc2dc\ub97c \uc0ac\uc6a9\ud55c \uc608:\n<pre><code class=\"hljs nginx\"><span class=\"hljs-attribute\">location<\/span> \/api\/ {\n    <span class=\"hljs-attribute\">auth_basic<\/span> <span class=\"hljs-string\">\"Restricted\"<\/span>;\n    <span class=\"hljs-attribute\">auth_basic_user_file<\/span> \/etc\/nginx\/.htpasswd;\n    <span class=\"hljs-attribute\">proxy_pass<\/span> http:\/\/localhost:11434;\n}<\/code><\/pre>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2>9. \uc77c\ubc18\uc801\uc778 \ubb38\uc81c \ud574\uacb0<\/h2>\n<h3>\uc124\uce58 \ubb38\uc81c<\/h3>\n<ul>\n<li><strong>\uad8c\ud55c \uac70\ubd80 \uc624\ub958:<\/strong>\n<pre><code class=\"hljs css\">sudo chmod +x \/path\/<span class=\"hljs-selector-tag\">to<\/span>\/ollama<\/code><\/pre>\n<\/li>\n<li><strong>\ub77c\uc774\ube0c\ub7ec\ub9ac \uc885\uc18d\uc131 \ub204\ub77d(Linux):<\/strong>\n<pre><code class=\"hljs csharp\">sudo apt-<span class=\"hljs-keyword\">get<\/span> install build-essential<\/code><\/pre>\n<\/li>\n<\/ul>\n<h3>API \uc5f0\uacb0 \ubb38\uc81c<\/h3>\n<ul>\n<li><strong>API\uc5d0 \uc5f0\uacb0\ud560 \uc218 \uc5c6\uc74c:<\/strong>\n<ul>\n<li>Ollama\uac00 \uc2e4\ud589 \uc911\uc778\uc9c0 \ud655\uc778:&nbsp;<code>ps aux | grep ollama<\/code><\/li>\n<li>\ud3ec\ud2b8\uac00 \uc5f4\ub824 \uc788\ub294\uc9c0 \ud655\uc778:&nbsp;<code>netstat -tuln | grep 11434<\/code><\/li>\n<li>\ubc29\ud654\ubcbd \uc124\uc815 \ud655\uc778:&nbsp;<code>sudo ufw status<\/code><\/li>\n<\/ul>\n<\/li>\n<li><strong>403 Forbidden \uc624\ub958:<\/strong>\n<ul>\n<li>\ub124\ud2b8\uc6cc\ud06c \uad6c\uc131 \ubc0f \ubc14\uc778\ub529 \uc8fc\uc18c \ud655\uc778<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\uc131\ub2a5 \ubb38\uc81c<\/h3>\n<ul>\n<li><strong>\ub192\uc740 \uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9:<\/strong>\n<ul>\n<li>\ub354 \uc791\uc740 \ubaa8\ub378 \ub610\ub294 \uc591\uc790\ud654 \ubc84\uc804 \uc0ac\uc6a9<\/li>\n<li>\ucee8\ud14d\uc2a4\ud2b8 \uae38\uc774 \uac10\uc18c:&nbsp;<code>--parameters num_ctx=2048<\/code><\/li>\n<\/ul>\n<\/li>\n<li><strong>\ub290\ub9b0 \uc751\ub2f5:<\/strong>\n<ul>\n<li>\uac00\ub2a5\ud55c \uacbd\uc6b0 GPU \uac00\uc18d \ud65c\uc131\ud654<\/li>\n<li>\uc81c\ud55c\ub41c \ud558\ub4dc\uc6e8\uc5b4\uc5d0\uc11c \ub354 \uc791\uc740 \ubaa8\ub378 \uc0ac\uc6a9<\/li>\n<li>\ubc30\uce58 \ud06c\uae30 \uc870\uc815:&nbsp;<code>--parameters num_batch=128<\/code><\/li>\n<\/ul>\n<\/li>\n<li><strong>GPU\uac00 \uac10\uc9c0\ub418\uc9c0 \uc54a\uc74c:<\/strong>\n<ul>\n<li>GPU \ub4dc\ub77c\uc774\ubc84 \uc5c5\ub370\uc774\ud2b8<\/li>\n<li>NVIDIA\uc758 \uacbd\uc6b0 CUDA\uac00 \uc81c\ub300\ub85c \uc124\uce58\ub418\uc5b4 \uc788\ub294\uc9c0 \ud655\uc778<\/li>\n<li>GPU\uc640 CUDA\uc758 \ud638\ud658\uc131 \ud655\uc778<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>\uacb0\ub860<\/h2>\n<p>\uc774\uc81c API \ud638\uc2a4\ud305\uacfc \ud568\uaed8 \ub85c\uceec \ud658\uacbd\uc5d0\uc11c Ollama\ub97c \uc124\uc815\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \ud3ec\uad04\uc801\uc778 \uc774\ud574\ub97c \uac16\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uac00\uc774\ub4dc\ub97c \ub530\ub974\uba74 \ud2b9\uc815 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\uac8c Ollama\ub97c \uc124\uce58, \uad6c\uc131 \ubc0f \ucd5c\uc801\ud654\ud558\ub294 \ubc29\ubc95\uc744 \ubc30\uc6e0\uc2b5\ub2c8\ub2e4. \uc774\uc81c API\ub97c \uc0ac\uc6a9\ud558\uc5ec Ollama\ub97c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud1b5\ud569\ud558\uace0 \uac15\ub825\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ub85c\uceec\uc5d0\uc11c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uc2e0 \uc5c5\ub370\uc774\ud2b8 \ubc0f \uc790\uc138\ud55c \ubb38\uc11c\ub294 \uacf5\uc2dd Ollama GitHub \uc800\uc7a5\uc18c\ub97c \ubc29\ubb38\ud558\uc138\uc694:&nbsp;<a href=\"https:\/\/github.com\/ollama\/ollama\" data-cke-saved-href=\"https:\/\/github.com\/ollama\/ollama\">https:\/\/github.com\/ollama\/ollama<\/a>.<\/p>\n<h2>\ucc38\uace0 \ubb38\ud5cc<\/h2>\n<ol>\n<li>Ollama API \ubb38\uc11c:&nbsp;<a href=\"https:\/\/github.com\/ollama\/ollama\/blob\/main\/docs\/api.md\" data-cke-saved-href=\"https:\/\/github.com\/ollama\/ollama\/blob\/main\/docs\/api.md\">https:\/\/github.com\/ollama\/ollama\/blob\/main\/docs\/api.md<\/a><\/li>\n<li>Ollama GitHub \uc800\uc7a5\uc18c:&nbsp;<a href=\"https:\/\/github.com\/ollama\/ollama\" data-cke-saved-href=\"https:\/\/github.com\/ollama\/ollama\">https:\/\/github.com\/ollama\/ollama<\/a><\/li>\n<li>Ollama Python \ub77c\uc774\ube0c\ub7ec\ub9ac:&nbsp;<a href=\"https:\/\/github.com\/ollama\/ollama-python\" data-cke-saved-href=\"https:\/\/github.com\/ollama\/ollama-python\">https:\/\/github.com\/ollama\/ollama-python<\/a><\/li>\n<li>Ollama \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8:&nbsp;<a href=\"https:\/\/ollama.com\/download\" data-cke-saved-href=\"https:\/\/ollama.com\/download\">https:\/\/ollama.com\/download<\/a><\/li>\n<\/ol>\n<p>\ucd9c\ucc98:&nbsp;<a href=\"https:\/\/memoryhub.tistory.com\/entry\/%EB%A1%9C%EC%BB%AC-%ED%99%98%EA%B2%BD%EC%97%90%EC%84%9C-API-%ED%98%B8%EC%8A%A4%ED%8C%85%EC%9D%84-%EC%9C%84%ED%95%9C-Ollama-%EC%84%A4%EC%A0%95-%EC%A2%85%ED%95%A9-%EA%B0%80%EC%9D%B4%EB%93%9C\" data-cke-saved-href=\"https:\/\/memoryhub.tistory.com\/entry\/%EB%A1%9C%EC%BB%AC-%ED%99%98%EA%B2%BD%EC%97%90%EC%84%9C-API-%ED%98%B8%EC%8A%A4%ED%8C%85%EC%9D%84-%EC%9C%84%ED%95%9C-Ollama-%EC%84%A4%EC%A0%95-%EC%A2%85%ED%95%A9-%EA%B0%80%EC%9D%B4%EB%93%9C\">https:\/\/memoryhub.tistory.com\/entry\/\ub85c\uceec-\ud658\uacbd\uc5d0\uc11c-API-\ud638\uc2a4\ud305\uc744-\uc704\ud55c-Ollama-\uc124\uc815-\uc885\ud569-\uac00\uc774\ub4dc<\/a>&nbsp;[\uba54\ubaa8\ub9ac\ud5c8\ube0c:\ud2f0\uc2a4\ud1a0\ub9ac]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_11215\" class=\"pvc_stats all  \" data-element-id=\"11215\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg aria-hidden=\"true\" focusable=\"false\" data-prefix=\"far\" data-icon=\"chart-bar\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\" class=\"svg-inline--fa fa-chart-bar fa-w-16 fa-2x\"><path fill=\"currentColor\" d=\"M396.8 352h22.4c6.4 0 12.8-6.4 12.8-12.8V108.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v230.4c0 6.4 6.4 12.8 12.8 12.8zm-192 0h22.4c6.4 0 12.8-6.4 12.8-12.8V140.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v198.4c0 6.4 6.4 12.8 12.8 12.8zm96 0h22.4c6.4 0 12.8-6.4 12.8-12.8V204.8c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v134.4c0 6.4 6.4 12.8 12.8 12.8zM496 400H48V80c0-8.84-7.16-16-16-16H16C7.16 64 0 71.16 0 80v336c0 17.67 14.33 32 32 32h464c8.84 0 16-7.16 16-16v-16c0-8.84-7.16-16-16-16zm-387.2-48h22.4c6.4 0 12.8-6.4 12.8-12.8v-70.4c0-6.4-6.4-12.8-12.8-12.8h-22.4c-6.4 0-12.8 6.4-12.8 12.8v70.4c0 6.4 6.4 12.8 12.8 12.8z\" class=\"\"><\/path><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" 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Ollama \uc18c\uac1c Ollama\ub294 \uc790\uccb4 \ud558\ub4dc\uc6e8\uc5b4\uc5d0\uc11c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc744 \ub85c\uceec\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\ub294 \uc624\ud508\uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. Llama 3, DeepSeek-R1, Phi-4, Gemma 2 \ub4f1\uc758 \ubaa8\ub378\uc744 \ubcf5\uc7a1\ud55c \uc778\ud504\ub77c \uc124\uc815 \uc5c6\uc774 \ub2e4\uc6b4\ub85c\ub4dc, \uc124\uc815 \ubc0f \uc0c1\ud638\uc791\uc6a9\ud560 \uc218 \uc788\ub294 \uacfc\uc815\uc744 \ub2e8\uc21c\ud654\ud569\ub2c8\ub2e4. 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