{"id":651,"date":"2026-08-09T11:32:25","date_gmt":"2026-08-09T03:32:25","guid":{"rendered":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/2026\/08\/09\/local-rtx3080-ragflow\/"},"modified":"2026-08-09T14:11:01","modified_gmt":"2026-08-09T06:11:01","slug":"local-rtx3080-ragflow","status":"publish","type":"post","link":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/2026\/08\/09\/local-rtx3080-ragflow\/","title":{"rendered":"\u672c\u5730RTX3080\u90e8\u7f72RAG\u77e5\u8bc6\u5e93"},"content":{"rendered":"<blockquote class=\"wp-block-quote\">\n<p>\u9002\u7528\u73af\u5883\uff1aWSL2 (Ubuntu 22.04) + NVIDIA RTX 3080 20GB + Docker\uff1b\u90e8\u7f72\u65e5\u671f\uff1a2026-08-08\uff1bRAGFlow \u7248\u672c\uff1av0.26.4\u3002<\/p>\n<\/blockquote>\n<h2>1. \u73af\u5883\u8981\u6c42<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"http:\/\/nelliemylove.cn\/nelliemylove\/wp-content\/themes\/cyberpunk-blog\/assets\/images\/posts\/rag\/image1.png\" alt=\"\u73af\u5883\u8981\u6c42\u6982\u89c8\" width=\"838\" height=\"371\" \/><\/p>\n<hr class=\"wp-block-separator\" \/>\n<h2>2. \u524d\u7f6e\u6761\u4ef6\u5b89\u88c5<\/h2>\n<h3>2.1 Docker \u6743\u9650\u914d\u7f6e<\/h3>\n<p><strong>\u786e\u4fdd\u5f53\u524d\u7528\u6237\u5c5e\u4e8e <code>docker<\/code> \u7ec4\uff0c\u5426\u5219\u65e0\u6cd5\u6267\u884c Docker \u547d\u4ee4\uff1a<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">sudo usermod -aG docker $USER\r\nnewgrp docker<\/code><\/pre>\n<p><strong>\u9a8c\u8bc1<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">docker ps<\/code><\/pre>\n<h3>2.2 \u5b89\u88c5 NVIDIA Container Toolkit<\/h3>\n<p><strong>Ollama \u5bb9\u5668\u9700\u8981 GPU \u76f4\u901a\uff0c\u5fc5\u987b\u5b89\u88c5 NVIDIA Container Toolkit\uff1a<\/strong><\/p>\n<p><strong>\u6dfb\u52a0 NVIDIA \u4ed3\u5e93 GPG Key<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">curl -fsSL https:\/\/nvidia.github.io\/libnvidia-container\/gpgkey | \\\r\nsudo gpg --dearmor -o \/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg<\/code><\/pre>\n<p><strong>\u6dfb\u52a0 APT \u6e90<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">curl -s -L https:\/\/nvidia.github.io\/libnvidia-container\/stable\/deb\/nvidia-container-toolkit.list | \\\r\nsed 's#deb https:\/\/#deb [signed-by=\/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg] https:\/\/#g' | \\\r\nsudo tee \/etc\/apt\/sources.list.d\/nvidia-container-toolkit.list<\/code><\/pre>\n<p><strong>\u5b89\u88c5<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">sudo apt-get update\r\nsudo apt-get install -y nvidia-container-toolkit<\/code><\/pre>\n<p><strong>\u914d\u7f6e Docker runtime<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">sudo nvidia-ctk runtime configure --runtime=docker<\/code><\/pre>\n<p><strong>\u91cd\u542f Docker<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">sudo systemctl restart docker<\/code><\/pre>\n<p><strong>\u9a8c\u8bc1\uff1a\u5e94\u770b\u5230 nvidia runtime<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">docker info | grep -i runtime<\/code><\/pre>\n<p><strong>\u9884\u671f\u8f93\u51fa: Runtimes: io.containerd.runc.v2 nvidia runc<\/strong><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"\" src=\"http:\/\/nelliemylove.cn\/nelliemylove\/wp-content\/themes\/cyberpunk-blog\/assets\/images\/posts\/rag\/image2.png\" alt=\"NVIDIA Container Toolkit \u9a8c\u8bc1\" width=\"510\" height=\"87\" \/><\/p>\n<hr class=\"wp-block-separator\" \/>\n<h2>3. \u83b7\u53d6 RAGFlow \u6e90\u7801<\/h2>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">git clone https:\/\/github.com\/infiniflow\/ragflow.git ~\/ragflow<\/code><\/pre>\n<p>\u56fd\u5185\u955c\u50cf\uff08\u5982\u65e0\u6cd5\u8bbf\u95ee GitHub\uff09\uff1a<\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">git clone https:\/\/gitee.com\/mirrors\/ragflow.git ~\/ragflow<\/code><\/pre>\n<hr class=\"wp-block-separator\" \/>\n<h2>4. \u914d\u7f6e\u4fee\u6539<\/h2>\n<p>\u6240\u6709\u914d\u7f6e\u6587\u4ef6\u4f4d\u4e8e <code>~\/ragflow\/docker\/<\/code> \u76ee\u5f55\u4e0b\u3002<\/p>\n<h3>4.1 \u4fee\u6539 <code>.env<\/code> \u2014 \u7aef\u53e3\u4e0e\u57fa\u7840\u914d\u7f6e<\/h3>\n<p>cd ~\/ragflow\/docker<\/p>\n<p>\u7f16\u8f91 <code>.env<\/code> \u6587\u4ef6\uff0c\u4fee\u6539\u4ee5\u4e0b\u5173\u952e\u9879\uff1a<\/p>\n<pre class=\"wp-block-code\"><code class=\"language-ini\"># ===== \u7aef\u53e3\u914d\u7f6e\uff08\u907f\u514d\u4e0e\u5df2\u6709\u670d\u52a1\u51b2\u7a81\uff09 =====\r\n# Web \u8bbf\u95ee\u7aef\u53e3\uff08\u539f\u503c 80\uff0c\u6539\u4e3a 980 \u907f\u514d\u4e0e Dify \u7684 Nginx \u51b2\u7a81\uff09\r\nSVR_WEB_HTTP_PORT=980\r\nSVR_WEB_HTTPS_PORT=9443\r\n# MySQL \u5bf9\u5916\u66b4\u9732\u7aef\u53e3\uff08\u539f\u503c 3306\uff0c\u6539\u4e3a 13306 \u907f\u514d\u51b2\u7a81\uff09\r\nEXPOSE_MYSQL_PORT=13306\r\n# \u4ee5\u4e0b\u7aef\u53e3\u4fdd\u6301\u9ed8\u8ba4\r\nSVR_HTTP_PORT=9380\r\nADMIN_SVR_HTTP_PORT=9381\r\nSVR_MCP_PORT=9382\r\nGO_HTTP_PORT=9384\r\nGO_ADMIN_PORT=9383\r\n# ===== \u5411\u91cf\u6570\u636e\u5e93\u7c7b\u578b =====\r\nDOC_ENGINE=elasticsearch\r\n# ===== \u8bbe\u5907\u7c7b\u578b =====\r\nDEVICE=cpu\r\n# ===== Compose Profile =====\r\nCOMPOSE_PROFILES=${DOC_ENGINE},${DEVICE}\r\n# ===== \u65f6\u533a =====\r\nTZ=Asia\/Shanghai\r\n# ===== RAGFlow \u955c\u50cf =====\r\nRAGFLOW_IMAGE=infiniflow\/ragflow:v0.26.4\r\n# \u56fd\u5185\u955c\u50cf\u5907\u9009\uff1a\r\n# RAGFLOW_IMAGE=swr.cn-north-4.myhuaweicloud.com\/infiniflow\/ragflow:v0.26.4\r\n# RAGFLOW_IMAGE=registry.cn-hangzhou.aliyuncs.com\/infiniflow\/ragflow:v0.26.4\r\n# ===== \u9ed8\u8ba4\u5bc6\u7801\uff08\u751f\u4ea7\u73af\u5883\u52a1\u5fc5\u4fee\u6539\uff09 =====\r\nELASTIC_PASSWORD=infini_rag_flow\r\nMYSQL_PASSWORD=infini_rag_flow\r\nMINIO_PASSWORD=infini_rag_flow\r\nREDIS_PASSWORD=infini_rag_flow<\/code><\/pre>\n<h3>4.2 \u4fee\u6539 <code>docker-compose.yml<\/code> \u2014 \u79fb\u9664\u4e0d\u5b58\u5728\u7684\u8fc1\u79fb\u811a\u672c<\/h3>\n<p><strong>\u7f16\u8f91 <code>~\/ragflow\/docker\/docker-compose.yml<\/code>\uff0c\u627e\u5230 <code>ragflow-cpu<\/code> \u670d\u52a1\u7684 <code>command<\/code> \u90e8\u5206\uff1a<\/strong><\/p>\n<p><strong>\u4fee\u6539\u524d\uff1a<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-yaml\">command:\r\n- --enable-adminserver\r\n- --init-model-provider-tables<\/code><\/pre>\n<p><strong>\u4fee\u6539\u540e\uff1a<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-yaml\">command:\r\n- --enable-adminserver<\/code><\/pre>\n<p>\u6ce8\uff1a<code>--init-model-provider-tables<\/code> \u4f1a\u8c03\u7528 <code>tools\/scripts\/run_migrations.sh<\/code>\uff0c\u8be5\u6587\u4ef6\u5728 Docker \u955c\u50cf\u4e2d\u4e0d\u5b58\u5728\uff0c\u4f1a\u5bfc\u81f4\u5bb9\u5668\u53cd\u590d\u91cd\u542f\u3002<\/p>\n<h3>4.3 \u4fee\u6539 <code>docker-compose-base.yml<\/code> \u2014 \u4fee\u590d Docker Compose v5 \u9a8c\u8bc1\u9519\u8bef<\/h3>\n<p><strong>\u7f16\u8f91 <code>~\/ragflow\/docker\/docker-compose-base.yml<\/code>\uff0c\u627e\u5230 <code>sandbox-executor-manager<\/code> \u670d\u52a1\uff1a<\/strong><\/p>\n<p><strong>\u5220\u9664\u4ee5\u4e0b\u884c\uff1a<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-yaml\">security_opt:\r\n- no-new-privileges:true<\/code><\/pre>\n<p>\u6ce8\uff1aDocker Compose v5 \u5bf9 <code>security_opt<\/code> \u91cd\u590d\u9879\u9a8c\u8bc1\u8fc7\u4e25\uff0c\u5373\u4f7f\u53ea\u6709\u4e00\u9879\u4e5f\u4f1a\u62a5\u9519 &#8220;items at 0 and 1 are equal&#8221;\u3002\u7531\u4e8e sandbox profile \u672a\u542f\u7528\uff0c\u76f4\u63a5\u79fb\u9664\u5373\u53ef\u3002<\/p>\n<h3>4.4 \u65b0\u5efa <code>docker-compose.override.yml<\/code> \u2014 \u6dfb\u52a0 Ollama \u670d\u52a1<\/h3>\n<p>\u5728 <code>~\/ragflow\/docker\/<\/code> \u76ee\u5f55\u4e0b\u521b\u5efa <code>docker-compose.override.yml<\/code>\uff1a<\/p>\n<pre class=\"wp-block-code\"><code class=\"language-yaml\">services:\r\n  ollama:\r\n    image: ollama\/ollama:latest\r\n    container_name: ragflow-ollama\r\n    ports:\r\n      - \"11434:11434\"\r\n    volumes:\r\n      - ollama_data:\/root\/.ollama\r\n    networks:\r\n      - ragflow\r\n    restart: unless-stopped\r\n    deploy:\r\n      resources:\r\n        reservations:\r\n          devices:\r\n            - driver: nvidia\r\n              count: all\r\n              capabilities: [gpu]\r\nvolumes:\r\n  ollama_data:\r\n    driver: local<\/code><\/pre>\n<p>\u6ce8\uff1aOllama \u52a0\u5165 RAGFlow \u7684 <code>ragflow<\/code> \u7f51\u7edc\uff0c\u4f7f RAGFlow \u5bb9\u5668\u53ef\u901a\u8fc7\u5bb9\u5668\u540d <code>ragflow-ollama<\/code> \u8bbf\u95ee Ollama API\u3002<\/p>\n<hr class=\"wp-block-separator\" \/>\n<h2>5. \u542f\u52a8\u670d\u52a1<\/h2>\n<h3>5.1 \u542f\u52a8\u6240\u6709\u5bb9\u5668<\/h3>\n<p>cd ~\/ragflow\/docker<\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">docker compose \\{\r\n}-p ragflow \\{\r\n}-f docker-compose-base.yml \\{\r\n}-f docker-compose.yml \\{\r\n}-f docker-compose.override.yml \\{\r\n}--profile elasticsearch \\{\r\n}--profile cpu \\{\r\n}up -d<\/code><\/pre>\n<p><strong>\u91cd\u8981<\/strong>\uff1a\u5fc5\u987b\u4f7f\u7528 <code>-p ragflow<\/code> \u6307\u5b9a\u9879\u76ee\u540d\uff0c\u907f\u514d\u4e0e Dify \u7b49\u5176\u4ed6 Compose \u9879\u76ee\uff08\u9ed8\u8ba4\u9879\u76ee\u540d\u540c\u4e3a <code>docker<\/code>\uff09\u4ea7\u751f\u5bb9\u5668\u540d\u51b2\u7a81\u3002<\/p>\n<h3>5.2 \u9a8c\u8bc1\u670d\u52a1\u72b6\u6001<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">docker ps --filter name=ragflow --format \"table {{.Names}}\t{{.Status}}\t{{.Ports}}\"<\/code><\/pre>\n<p><img decoding=\"async\" class=\"\" src=\"http:\/\/nelliemylove.cn\/nelliemylove\/wp-content\/themes\/cyberpunk-blog\/assets\/images\/posts\/rag\/image3.png\" alt=\"ragflow \u5bb9\u5668\u8fd0\u884c\u72b6\u6001\" \/><\/p>\n<h3>5.3 \u9a8c\u8bc1 Web \u53ef\u8bbf\u95ee<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">curl -s -o \/dev\/null -w \"%{http_code}\" http:\/\/localhost:980<\/code><\/pre>\n<p><img decoding=\"async\" class=\"\" src=\"http:\/\/nelliemylove.cn\/nelliemylove\/wp-content\/themes\/cyberpunk-blog\/assets\/images\/posts\/rag\/image4.png\" alt=\"Web \u7aef\u53e3 980 \u8fd4\u56de 200\" \/><\/p>\n<hr class=\"wp-block-separator\" \/>\n<h2>6. \u62c9\u53d6 Ollama \u6a21\u578b<\/h2>\n<h3>6.1 \u6a21\u578b\u9009\u62e9\u53c2\u8003<\/h3>\n<p><img decoding=\"async\" class=\"\" src=\"http:\/\/nelliemylove.cn\/nelliemylove\/wp-content\/themes\/cyberpunk-blog\/assets\/images\/posts\/rag\/image5.png\" alt=\"Ollama \u6a21\u578b\u9009\u62e9\u53c2\u8003\" \/><\/p>\n<p>\u6ce8\uff1a\u6700\u540e\u7b14\u8005\u9009\u4e86qwen3:14b<\/p>\n<h3>6.2 \u62c9\u53d6\u6a21\u578b<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\"># \u5bf9\u8bdd\u6a21\u578b\uff08\u6309\u9700\u9009\u62e9\u4e00\u4e2a\uff09\r\ndocker exec ragflow-ollama ollama pull qwen3:14b\r\n# Embedding \u6a21\u578b\r\ndocker exec ragflow-ollama ollama pull bge-m3<\/code><\/pre>\n<h3>6.3 \u9a8c\u8bc1\u6a21\u578b<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">docker exec ragflow-ollama ollama list<\/code><\/pre>\n<p><img decoding=\"async\" class=\"\" src=\"http:\/\/nelliemylove.cn\/nelliemylove\/wp-content\/themes\/cyberpunk-blog\/assets\/images\/posts\/rag\/image6.png\" alt=\"ollama list \u5df2\u5b89\u88c5\u6a21\u578b\" \/><\/p>\n<h3>6.4 \u6d4b\u8bd5\u6a21\u578b\u63a8\u7406<\/h3>\n<p><strong>\u6d4b\u8bd5\u5bf9\u8bdd\u6a21\u578b<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">docker exec ragflow-ollama ollama run qwen3:14b \"\u4f60\u597d\uff0c\u8bf7\u7528\u4e00\u53e5\u8bdd\u4ecb\u7ecd\u81ea\u5df1\"<\/code><\/pre>\n<p><img decoding=\"async\" class=\"\" src=\"http:\/\/nelliemylove.cn\/nelliemylove\/wp-content\/themes\/cyberpunk-blog\/assets\/images\/posts\/rag\/image7.png\" alt=\"qwen3:14b \u63a8\u7406\u6d4b\u8bd5\" \/><\/p>\n<p><strong>\u6d4b\u8bd5 Embedding \u6a21\u578b<\/strong><\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">curl http:\/\/localhost:11434\/api\/embeddings \\{\r\n}-d '{\"model\": \"bge-m3\", \"prompt\": \"\u6d4b\u8bd5\u6587\u672c\"}'<\/code><\/pre>\n<p><img decoding=\"async\" class=\"\" src=\"http:\/\/nelliemylove.cn\/nelliemylove\/wp-content\/themes\/cyberpunk-blog\/assets\/images\/posts\/rag\/image8.png\" alt=\"bge-m3 embedding \u6d4b\u8bd5\" \/><\/p>\n<hr class=\"wp-block-separator\" \/>\n<h2>7. RAGFlow \u4e2d\u914d\u7f6e Ollama \u6a21\u578b<\/h2>\n<h3>7.1 \u767b\u5f55 RAGFlow<\/h3>\n<p>\u6d4f\u89c8\u5668\u8bbf\u95ee http:\/\/localhost:980\uff0c\u6ce8\u518c\u8d26\u53f7\u5e76\u767b\u5f55\u3002<\/p>\n<h3>7.2 \u6dfb\u52a0 Ollama \u6a21\u578b\u63d0\u4f9b\u5546<\/h3>\n<p>1. \u8fdb\u5165 <strong>\u7cfb\u7edf\u8bbe\u7f6e<\/strong> \u2192 <strong>\u6a21\u578b\u63d0\u4f9b\u5546<\/strong> \u2192 <strong>Ollama<\/strong><br \/>2. \u70b9\u51fb <strong>\u6dfb\u52a0\u6a21\u578b<\/strong>\uff0c\u586b\u5199\u4ee5\u4e0b\u4fe1\u606f\uff1a<\/p>\n<h4>Chat \u6a21\u578b\uff08\u5bf9\u8bdd\uff09<\/h4>\n<p>\u6a21\u578b\u540d\u79f0 : qwen3:14b<br \/>\u6a21\u578b\u7c7b\u578b : Chat<br \/>Base URL : http:\/\/ragflow-ollama:11434<\/p>\n<h4>Embedding \u6a21\u578b\uff08\u5411\u91cf\u5316\uff09<\/h4>\n<p>\u6a21\u578b\u540d\u79f0 : bge-m3<br \/>\u6a21\u578b\u7c7b\u578b : Embedding<br \/>Base URL : http:\/\/ragflow-ollama:11434<\/p>\n<p>\u6ce8\uff1aBase URL \u5fc5\u987b\u4f7f\u7528 Docker \u5185\u90e8\u7f51\u7edc\u5bb9\u5668\u540d <code>ragflow-ollama<\/code>\uff0c\u800c\u975e <code>localhost<\/code> \u6216 <code>127.0.0.1<\/code>\uff0c\u56e0\u4e3a RAGFlow \u548c Ollama \u8fd0\u884c\u5728\u540c\u4e00 Docker \u7f51\u7edc\u4e2d\u3002<\/p>\n<h3>7.3 \u8bbe\u7f6e\u9ed8\u8ba4\u6a21\u578b<\/h3>\n<p>\u8fdb\u5165 <strong>\u7cfb\u7edf\u8bbe\u7f6e<\/strong> \u2192 <strong>\u7cfb\u7edf\u6a21\u578b\u8bbe\u7f6e<\/strong>\uff0c\u5c06\u4ee5\u4e0b\u6a21\u578b\u8bbe\u4e3a\u9ed8\u8ba4\uff1a<\/p>\n<p>Chat \u6a21\u578b: qwen3:14b<br \/>Embedding \u6a21\u578b: bge-m3<\/p>\n<hr class=\"wp-block-separator\" \/>\n<h2>8. \u670d\u52a1\u7ba1\u7406\u547d\u4ee4<\/h2>\n<h3>8.1 \u542f\u52a8\/\u505c\u6b62\/\u91cd\u542f<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\"># \u5b9a\u4e49\u5feb\u6377\u53d8\u91cf\uff08\u5efa\u8bae\u52a0\u5165 ~\/.bashrc\uff09\r\nexport RAGFLOW_COMPOSE=\"docker compose -p ragflow -f docker-compose-base.yml -f docker-compose.yml -f docker-compose.override.yml --profile elasticsearch --profile cpu\"\r\ncd ~\/ragflow\/docker\r\n\r\n# \u542f\u52a8\r\n$RAGFLOW_COMPOSE up -d\r\n\r\n# \u505c\u6b62\r\n$RAGFLOW_COMPOSE down\r\n\r\n# \u91cd\u542f\u5355\u4e2a\u670d\u52a1\r\n$RAGFLOW_COMPOSE restart ragflow-cpu\r\n\r\n# \u67e5\u770b\u65e5\u5fd7\r\n$RAGFLOW_COMPOSE logs -f ragflow-cpu\r\n$RAGFLOW_COMPOSE logs -f ollama<\/code><\/pre>\n<h3>8.2 Ollama \u6a21\u578b\u7ba1\u7406<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\"># \u5217\u51fa\u5df2\u5b89\u88c5\u6a21\u578b\r\ndocker exec ragflow-ollama ollama list\r\n\r\n# \u62c9\u53d6\u65b0\u6a21\u578b\r\ndocker exec ragflow-ollama ollama pull &lt;model_name&gt;\r\n\r\n# \u5220\u9664\u6a21\u578b\r\ndocker exec ragflow-ollama ollama rm &lt;model_name&gt;\r\n\r\n# \u67e5\u770b\u6a21\u578b\u8be6\u60c5\r\ndocker exec ragflow-ollama ollama show qwen3:14b<\/code><\/pre>\n<h3>8.3 \u6570\u636e\u5907\u4efd<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\"># MySQL \u5907\u4efd\r\ndocker exec ragflow-mysql-1 mysqldump -uroot -pinfini_rag_flow rag_flow &gt; ragflow_backup.sql\r\n\r\n# MinIO \u6570\u636e\u5907\u4efd\uff08\u77e5\u8bc6\u5e93\u6587\u4ef6\uff09\r\ndocker cp ragflow-minio-1:\/data \/tmp\/minio_backup<\/code><\/pre>\n<hr class=\"wp-block-separator\" \/>\n<h2>9. \u670d\u52a1\u7aef\u53e3\u6c47\u603b<\/h2>\n<p><img decoding=\"async\" class=\"\" src=\"http:\/\/nelliemylove.cn\/nelliemylove\/wp-content\/themes\/cyberpunk-blog\/assets\/images\/posts\/rag\/image9.png\" alt=\"\u670d\u52a1\u7aef\u53e3\u6c47\u603b\" \/><\/p>\n<hr class=\"wp-block-separator\" \/>\n<h2>10. \u5e38\u89c1\u95ee\u9898\u6392\u67e5<\/h2>\n<h3>Q1: \u5bb9\u5668\u542f\u52a8\u540e\u53cd\u590d\u91cd\u542f<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\"># \u67e5\u770b\u5bb9\u5668\u65e5\u5fd7\r\ndocker logs ragflow-ragflow-cpu-1 --tail 50\r\n\r\n# \u5e38\u89c1\u539f\u56e0\uff1a\r\n# - --init-model-provider-tables \u6807\u5fd7\u5bfc\u81f4\u8fc1\u79fb\u811a\u672c\u627e\u4e0d\u5230 \u2192 \u53c2\u89c1 4.2 \u8282\u79fb\u9664\r\n# - MySQL \u672a\u5c31\u7eea \u2192 \u7b49\u5f85 MySQL healthy \u540e\u91cd\u542f\r\ndocker restart ragflow-ragflow-cpu-1<\/code><\/pre>\n<h3>Q2: Ollama \u5bb9\u5668\u542f\u52a8\u5931\u8d25 &#8220;could not select device driver nvidia&#8221;<\/h3>\n<p>\u539f\u56e0\uff1aNVIDIA Container Toolkit \u672a\u5b89\u88c5\u6216\u672a\u914d\u7f6e<br \/>\u89e3\u51b3\uff1a\u53c2\u89c1 2.2 \u8282\u5b89\u88c5 NVIDIA Container Toolkit<\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\"># \u9a8c\u8bc1\r\ndocker info | grep nvidia<\/code><\/pre>\n<h3>Q3: Docker Compose \u62a5\u9519 &#8220;security_opt items at 0 and 1 are equal&#8221;<\/h3>\n<p>\u539f\u56e0\uff1aDocker Compose v5 \u9a8c\u8bc1\u8fc7\u4e25<br \/>\u89e3\u51b3\uff1a\u53c2\u89c1 4.3 \u8282\u79fb\u9664 sandbox-executor-manager \u7684 security_opt<\/p>\n<h3>Q4: \u4e0e\u5df2\u6709\u670d\u52a1\uff08\u5982 Dify\uff09\u5bb9\u5668\u540d\u51b2\u7a81<\/h3>\n<p>\u539f\u56e0\uff1a\u591a\u4e2a Compose \u9879\u76ee\u4f7f\u7528\u76f8\u540c\u9ed8\u8ba4\u9879\u76ee\u540d <code>docker<\/code><br \/>\u89e3\u51b3\uff1a\u542f\u52a8\u65f6\u5fc5\u987b\u6307\u5b9a <code>-p ragflow<\/code><\/p>\n<p>\u82e5\u5df2\u51b2\u7a81\uff0c\u5148\u505c\u6b62\u518d\u91cd\u65b0\u542f\u52a8\uff1a<\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">cd ~\/ragflow\/docker\r\ndocker compose -f docker-compose-base.yml -f docker-compose.yml down\r\ndocker compose -p ragflow -f docker-compose-base.yml -f docker-compose.yml \\{\r\n}-f docker-compose.override.yml --profile elasticsearch --profile cpu up -d<\/code><\/pre>\n<h3>Q5: RAGFlow \u4e2d\u6dfb\u52a0 Ollama \u6a21\u578b\u8fde\u63a5\u5931\u8d25<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\"># \u68c0\u67e5 Ollama \u662f\u5426\u5728 RAGFlow \u540c\u4e00\u7f51\u7edc\r\ndocker network inspect ragflow_ragflow\r\n\r\n# \u786e\u8ba4 Base URL \u4f7f\u7528\u5bb9\u5668\u540d\u800c\u975e localhost\r\n# \u6b63\u786e: http:\/\/ragflow-ollama:11434\r\n# \u9519\u8bef: http:\/\/localhost:11434<\/code><\/pre>\n<h3>Q6: \u663e\u5b58\u4e0d\u8db3\u5bfc\u81f4\u6a21\u578b\u52a0\u8f7d\u5931\u8d25<\/h3>\n<pre class=\"wp-block-code\"><code class=\"language-bash\"># \u67e5\u770b\u5f53\u524d\u663e\u5b58\u4f7f\u7528\r\nnvidia-smi\r\n\r\n# \u82e5\u663e\u5b58\u4e0d\u8db3\uff0c\u6362\u7528\u66f4\u5c0f\u7684\u6a21\u578b\r\ndocker exec ragflow-ollama ollama pull qwen2.5:7b\r\n\r\n# \u6216\u8bbe\u7f6e Ollama \u81ea\u52a8\u5378\u8f7d\uff08\u9ed8\u8ba45\u5206\u949f\u7a7a\u95f2\u540e\u5378\u8f7d\uff09\r\n# \u73af\u5883\u53d8\u91cf OLLAMA_KEEP_ALIVE=5m<\/code><\/pre>\n<hr class=\"wp-block-separator\" \/>\n<h2>11. \u6587\u4ef6\u7ed3\u6784\u53c2\u8003<\/h2>\n<pre class=\"wp-block-code\"><code class=\"language-plain\">~\/ragflow\/docker\/\r\n\u251c\u2500\u2500 .env                                      # \u73af\u5883\u53d8\u91cf\u914d\u7f6e\uff08\u5df2\u4fee\u6539\u7aef\u53e3\uff09\r\n\u251c\u2500\u2500 docker-compose.yml                        # \u4e3b Compose \u6587\u4ef6\uff08\u5df2\u4fee\u6539 command\uff09\r\n\u251c\u2500\u2500 docker-compose-base.yml                   # \u57fa\u7840\u670d\u52a1\uff08\u5df2\u79fb\u9664 security_opt\uff09\r\n\u251c\u2500\u2500 docker-compose.override.yml               # \u81ea\u5b9a\u4e49\u8986\u76d6\uff08\u65b0\u589e Ollama \u670d\u52a1\uff09\r\n\u251c\u2500\u2500 service_conf.yaml.template                # \u670d\u52a1\u914d\u7f6e\u6a21\u677f\r\n\u251c\u2500\u2500 entrypoint.sh                             # \u5165\u53e3\u811a\u672c\r\n\u251c\u2500\u2500 init.sql                                  # MySQL \u521d\u59cb\u5316\r\n\u251c\u2500\u2500 ragflow-logs\/                             # RAGFlow \u65e5\u5fd7\u76ee\u5f55\r\n\u2514\u2500\u2500 nginx\/                                    # Nginx \u914d\u7f6e<\/code><\/pre>\n<hr class=\"wp-block-separator\" \/>\n<h2>12. \u5feb\u901f\u90e8\u7f72\u811a\u672c\uff08\u4e00\u952e\u6267\u884c\u7248\uff09<\/h2>\n<p>\u5c06\u4ee5\u4e0b\u5185\u5bb9\u4fdd\u5b58\u4e3a <code>deploy_ragflow.sh<\/code>\uff0c\u8d4b\u4e88\u6267\u884c\u6743\u9650\u540e\u8fd0\u884c\uff1a<\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">#!\/bin\/bash\r\nset -e\r\necho \"===== RAGFlow + Ollama \u4e00\u952e\u90e8\u7f72\u811a\u672c =====\"\r\n\r\n# 1. \u5b89\u88c5 NVIDIA Container Toolkit\r\necho \"[1\/6] \u5b89\u88c5 NVIDIA Container Toolkit...\"\r\ncurl -fsSL https:\/\/nvidia.github.io\/libnvidia-container\/gpgkey | \\{\r\n}sudo gpg --dearmor -o \/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg\r\ncurl -s -L https:\/\/nvidia.github.io\/libnvidia-container\/stable\/deb\/nvidia-container-toolkit.list | \\{\r\n}sed 's#deb https:\/\/#deb [signed-by=\/usr\/share\/keyrings\/nvidia-container-toolkit-keyring.gpg] https:\/\/#g' | \\{\r\n}sudo tee \/etc\/apt\/sources.list.d\/nvidia-container-toolkit.list &gt; \/dev\/null\r\nsudo apt-get update -qq\r\nsudo apt-get install -y -qq nvidia-container-toolkit\r\nsudo nvidia-ctk runtime configure --runtime=docker\r\nsudo systemctl restart docker\r\necho \"  \u2713 NVIDIA Container Toolkit \u5b89\u88c5\u5b8c\u6210\"\r\n\r\n# 2. \u514b\u9686\u4ed3\u5e93\r\necho \"[2\/6] \u514b\u9686 RAGFlow \u4ed3\u5e93...\"\r\nif [ ! -d ~\/ragflow ]; then\r\ngit clone https:\/\/github.com\/infiniflow\/ragflow.git ~\/ragflow\r\nfi\r\necho \"  \u2713 \u4ed3\u5e93\u5df2\u5c31\u7eea\"\r\n\r\n# 3. \u4fee\u6539\u914d\u7f6e\r\necho \"[3\/6] \u4fee\u6539\u914d\u7f6e\u6587\u4ef6...\"\r\ncd ~\/ragflow\/docker\r\n# \u4fee\u6539\u7aef\u53e3\r\nsed -i 's\/^SVR_WEB_HTTP_PORT=80$\/SVR_WEB_HTTP_PORT=980\/' .env\r\nsed -i 's\/^SVR_WEB_HTTPS_PORT=443$\/SVR_WEB_HTTPS_PORT=9443\/' .env\r\nsed -i 's\/^EXPOSE_MYSQL_PORT=3306$\/EXPOSE_MYSQL_PORT=13306\/' .env\r\n# \u79fb\u9664 --init-model-provider-tables\r\nsed -i '\/--init-model-provider-tables\/d' docker-compose.yml\r\n# \u79fb\u9664 security_opt\r\nsed -i '\/security_opt\/,\/no-new-privileges\/d' docker-compose-base.yml\r\n# \u521b\u5efa override \u6587\u4ef6\r\ncat &gt; docker-compose.override.yml &lt;&lt; 'OVERRIDE_EOF'\r\nservices:\r\nollama:\r\nimage: ollama\/ollama:latest\r\ncontainer_name: ragflow-ollama\r\nports:\r\n- \"11434:11434\"\r\nvolumes:\r\n- ollama_data:\/root\/.ollama\r\nnetworks:\r\n- ragflow\r\nrestart: unless-stopped\r\ndeploy:\r\nresources:\r\nreservations:\r\ndevices:\r\n- driver: nvidia\r\ncount: all\r\ncapabilities: [gpu]\r\nvolumes:\r\nollama_data:\r\ndriver: local\r\nOVERRIDE_EOF\r\necho \"  \u2713 \u914d\u7f6e\u4fee\u6539\u5b8c\u6210\"\r\n\r\n# 4. \u542f\u52a8\u670d\u52a1\r\necho \"[4\/6] \u542f\u52a8\u670d\u52a1...\"\r\ndocker compose -p ragflow \\{\r\n}-f docker-compose-base.yml \\{\r\n}-f docker-compose.yml \\{\r\n}-f docker-compose.override.yml \\{\r\n}--profile elasticsearch \\{\r\n}--profile cpu \\{\r\n}up -d\r\necho \"  \u2713 \u670d\u52a1\u5df2\u542f\u52a8\"\r\n\r\n# 5. \u62c9\u53d6\u6a21\u578b\r\necho \"[5\/6] \u62c9\u53d6\u6a21\u578b\uff08\u540e\u53f0\u8fdb\u884c\uff09...\"\r\ndocker exec ragflow-ollama ollama pull bge-m3 &amp;\r\ndocker exec ragflow-ollama ollama pull qwen3:14b &amp;\r\nwait\r\necho \"  \u2713 \u6a21\u578b\u62c9\u53d6\u5b8c\u6210\"\r\n\r\n# 6. \u9a8c\u8bc1\r\necho \"[6\/6] \u9a8c\u8bc1\u670d\u52a1...\"\r\nHTTP_CODE=$(curl -s -o \/dev\/null -w \"%{http_code}\" http:\/\/localhost:980 2&gt;\/dev\/null || echo \"000\")\r\nif [ \"$HTTP_CODE\" = \"200\" ]; then\r\necho \"  \u2713 RAGFlow Web \u53ef\u8bbf\u95ee: http:\/\/localhost:980\"\r\nelse\r\necho \"  \u26a0 RAGFlow Web \u6682\u672a\u5c31\u7eea\uff08HTTP $HTTP_CODE\uff09\uff0c\u8bf7\u7a0d\u7b49\u7247\u523b\u540e\u91cd\u8bd5\"\r\nfi\r\necho \"\"\r\necho \"===== \u90e8\u7f72\u5b8c\u6210 =====\"\r\necho \"RAGFlow Web:  http:\/\/localhost:980\"\r\necho \"Ollama API:   http:\/\/localhost:11434\"\r\necho \"MinIO \u63a7\u5236\u53f0: http:\/\/localhost:9001\"\r\necho \"\"\r\necho \"\u6a21\u578b\u914d\u7f6e\uff08RAGFlow \u2192 \u8bbe\u7f6e \u2192 \u6a21\u578b\u63d0\u4f9b\u5546 \u2192 Ollama\uff09:\"\r\necho \"  Chat:      qwen2.5:14b  \u2192  http:\/\/ragflow-ollama:11434\"\r\necho \"  Embedding: bge-m3       \u2192  http:\/\/ragflow-ollama:11434\"<\/code><\/pre>\n<p>\u811a\u672c\u8d4b\u6743\u5e76\u8fd0\u884c\uff1a<\/p>\n<pre class=\"wp-block-code\"><code class=\"language-bash\">chmod +x deploy_ragflow.sh\r\n.\/deploy_ragflow.sh<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u4efd\u5728 WSL2 + RTX 3080 \u4e0a\u4ece\u96f6\u90e8\u7f72 RAGFlow \u77e5\u8bc6\u5e93\u5e76\u63a5\u5165 Ollama \u7684\u5b9e\u6218\u624b\u518c\u3002\u6db5\u76d6 NVIDIA Container Toolkit\u3001\u914d\u7f6e\u4fee\u6539\u3001\u5bb9\u5668\u7f16\u6392\u3001\u6a21\u578b\u62c9\u53d6\u3001RAGFlow Ollama \u914d\u7f6e\u3001\u4e00\u952e\u90e8\u7f72\u811a\u672c\u4e0e\u5e38\u89c1\u95ee\u9898\u6392\u67e5\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[44,26,45],"tags":[46,47,48],"class_list":["post-651","post","type-post","status-publish","format-standard","hentry","category-ai","category-tech-share","category-small-model-app","tag-ai","tag-tech-share","tag-small-model-app"],"_links":{"self":[{"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/posts\/651","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/comments?post=651"}],"version-history":[{"count":1,"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/posts\/651\/revisions"}],"predecessor-version":[{"id":653,"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/posts\/651\/revisions\/653"}],"wp:attachment":[{"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/media?parent=651"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/categories?post=651"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/nelliemylove.cn\/nelliemylove\/index.php\/wp-json\/wp\/v2\/tags?post=651"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}