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localization/v2.5.x/site/en/getstarted/run-milvus-docker/install_standalone-windows.json
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| {"codeList":["C:\\>Invoke-WebRequest https://github.com/milvus-io/milvus/blob/master/scripts/standalone_embed.bat -OutFile standalone.bat\n\n","C:\\>standalone.bat start\nWait for Milvus starting...\nStart successfully.\nTo change the default Milvus configuration, edit user.yaml and restart the service.\n\n","# Stop Milvus\nC:\\>standalone.bat stop\nStop successfully.\n\n# Delete Milvus container\nC:\\>standalone.bat delete\nDelete Milvus container successfully. # Container has been removed.\nDelete successfully. # Data has been removed.\n\n","C:\\>wsl --install\nUbuntu already installed.\nStarting Ubuntu...\n\n","# Download the installation script\n$ curl -sfL https://raw.githubusercontent.com/milvus-io/milvus/master/scripts/standalone_embed.sh -o standalone_embed.sh\n\n# Start the Docker container\n$ bash standalone_embed.sh start\n\n","$ bash standalone_embed.sh start\nWait for Milvus Starting...\nStart successfully.\nTo change the default Milvus configuration, add your settings to the user.yaml file and then restart the service.\n\n","# Stop Milvus\n$ bash standalone_embed.sh stop\nStop successfully.\n\n# Delete Milvus data\n$ bash standalone_embed.sh stop\nDelete Milvus container successfully.\nDelete successfully.\n\n","# Download the configuration file and rename it as docker-compose.yml\nC:\\>Invoke-WebRequest https://github.com/milvus-io/milvus/releases/download/v2.4.15/milvus-standalone-docker-compose.yml -OutFile docker-compose.yml\n\n# Start Milvus\nC:\\>docker compose up -d\nCreating milvus-etcd ... done\nCreating milvus-minio ... done\nCreating milvus-standalone ... done\n\n","C:\\>wsl --install\nUbuntu already installed.\nStarting Ubuntu...\n\n","$ wget https://github.com/milvus-io/milvus/releases/download/v2.4.17/milvus-standalone-docker-compose.yml -O docker-compose.yml\n\n","$ sudo docker compose up -d\n\nCreating milvus-etcd ... done\nCreating milvus-minio ... done\nCreating milvus-standalone ... done\n\n","C:\\>net start com.docker.service\nThe Docker for Windows Service service is starting.\nThe Docker for Windows Service service was started successfully.\n\n","C:\\>wsl --update\nChecking for updates.\nThe most recent version of Windows Subsystem for Linux is already installed.\n\n","C:\\>cd \"C:\\Program Files\\Docker\\Docker\"\nC:\\Program Files\\Docker\\Docker>.\\DockerCli.exe -SwitchDaemon\nSwitching to windows engine: Post \"http://ipc/engine/switch\": open \\\\.\\pipe\\dockerBackendApiServer: The system cannot find the file specified.\n\n"],"headingContent":"Run Milvus in Docker (Windows)","anchorList":[{"label":"Run Milvus in Docker (Windows)","href":"Run-Milvus-in-Docker-Windows","type":1,"isActive":false},{"label":"Prerequisites","href":"Prerequisites","type":2,"isActive":false},{"label":"Run Milvus in Docker","href":"Run-Milvus-in-Docker","type":2,"isActive":false},{"label":"Run Milvus with Docker Compose","href":"Run-Milvus-with-Docker-Compose","type":2,"isActive":false},{"label":"FAQs","href":"FAQs","type":2,"isActive":false},{"label":"What's next","href":"Whats-next","type":2,"isActive":false}]} | ||
| {"codeList":["C:\\>Invoke-WebRequest https://raw.githubusercontent.com/milvus-io/milvus/refs/heads/master/scripts/standalone_embed.bat -OutFile standalone.bat\n\n","C:\\>standalone.bat start\nWait for Milvus starting...\nStart successfully.\nTo change the default Milvus configuration, edit user.yaml and restart the service.\n\n","# Stop Milvus\nC:\\>standalone.bat stop\nStop successfully.\n\n# Delete Milvus container\nC:\\>standalone.bat delete\nDelete Milvus container successfully. # Container has been removed.\nDelete successfully. # Data has been removed.\n\n","C:\\>wsl --install\nUbuntu already installed.\nStarting Ubuntu...\n\n","# Download the installation script\n$ curl -sfL https://raw.githubusercontent.com/milvus-io/milvus/master/scripts/standalone_embed.sh -o standalone_embed.sh\n\n# Start the Docker container\n$ bash standalone_embed.sh start\n\n","$ bash standalone_embed.sh start\nWait for Milvus Starting...\nStart successfully.\nTo change the default Milvus configuration, add your settings to the user.yaml file and then restart the service.\n\n","# Stop Milvus\n$ bash standalone_embed.sh stop\nStop successfully.\n\n# Delete Milvus data\n$ bash standalone_embed.sh stop\nDelete Milvus container successfully.\nDelete successfully.\n\n","# Download the configuration file and rename it as docker-compose.yml\nC:\\>Invoke-WebRequest https://github.com/milvus-io/milvus/releases/download/v2.4.15/milvus-standalone-docker-compose.yml -OutFile docker-compose.yml\n\n# Start Milvus\nC:\\>docker compose up -d\nCreating milvus-etcd ... done\nCreating milvus-minio ... done\nCreating milvus-standalone ... done\n\n","C:\\>wsl --install\nUbuntu already installed.\nStarting Ubuntu...\n\n","$ wget https://github.com/milvus-io/milvus/releases/download/v2.4.17/milvus-standalone-docker-compose.yml -O docker-compose.yml\n\n","$ sudo docker compose up -d\n\nCreating milvus-etcd ... done\nCreating milvus-minio ... done\nCreating milvus-standalone ... done\n\n","C:\\>net start com.docker.service\nThe Docker for Windows Service service is starting.\nThe Docker for Windows Service service was started successfully.\n\n","C:\\>wsl --update\nChecking for updates.\nThe most recent version of Windows Subsystem for Linux is already installed.\n\n","C:\\>cd \"C:\\Program Files\\Docker\\Docker\"\nC:\\Program Files\\Docker\\Docker>.\\DockerCli.exe -SwitchDaemon\nSwitching to windows engine: Post \"http://ipc/engine/switch\": open \\\\.\\pipe\\dockerBackendApiServer: The system cannot find the file specified.\n\n"],"headingContent":"Run Milvus in Docker (Windows)","anchorList":[{"label":"Run Milvus in Docker (Windows)","href":"Run-Milvus-in-Docker-Windows","type":1,"isActive":false},{"label":"Prerequisites","href":"Prerequisites","type":2,"isActive":false},{"label":"Run Milvus in Docker","href":"Run-Milvus-in-Docker","type":2,"isActive":false},{"label":"Run Milvus with Docker Compose","href":"Run-Milvus-with-Docker-Compose","type":2,"isActive":false},{"label":"FAQs","href":"FAQs","type":2,"isActive":false},{"label":"What's next","href":"Whats-next","type":2,"isActive":false}]} |
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localization/v2.5.x/site/en/integrations/integrate_with_langfuse.json
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| {"codeList":["$ pip install llama-index langfuse llama-index-vector-stores-milvus --upgrade\n","import os\n\n# Get keys for your project from the project settings page\n# https://cloud.langfuse.com\nos.environ[\"LANGFUSE_PUBLIC_KEY\"] = \"\"\nos.environ[\"LANGFUSE_SECRET_KEY\"] = \"\"\nos.environ[\"LANGFUSE_HOST\"] = \"https://cloud.langfuse.com\" # 🇪🇺 EU region\n# os.environ[\"LANGFUSE_HOST\"] = \"https://us.cloud.langfuse.com\" # 🇺🇸 US region\n\n# Your openai key\nos.environ[\"OPENAI_API_KEY\"] = \"\"\n","from llama_index.core import Settings\nfrom llama_index.core.callbacks import CallbackManager\nfrom langfuse.llama_index import LlamaIndexCallbackHandler\n \nlangfuse_callback_handler = LlamaIndexCallbackHandler()\nSettings.callback_manager = CallbackManager([langfuse_callback_handler])\n","from llama_index.core import Document\n\ndoc1 = Document(text=\"\"\"\nMaxwell \"Max\" Silverstein, a lauded movie director, screenwriter, and producer, was born on October 25, 1978, in Boston, Massachusetts. A film enthusiast from a young age, his journey began with home movies shot on a Super 8 camera. His passion led him to the University of Southern California (USC), majoring in Film Production. Eventually, he started his career as an assistant director at Paramount Pictures. Silverstein's directorial debut, “Doors Unseen,” a psychological thriller, earned him recognition at the Sundance Film Festival and marked the beginning of a successful directing career.\n\"\"\")\ndoc2 = Document(text=\"\"\"\nThroughout his career, Silverstein has been celebrated for his diverse range of filmography and unique narrative technique. He masterfully blends suspense, human emotion, and subtle humor in his storylines. Among his notable works are \"Fleeting Echoes,\" \"Halcyon Dusk,\" and the Academy Award-winning sci-fi epic, \"Event Horizon's Brink.\" His contribution to cinema revolves around examining human nature, the complexity of relationships, and probing reality and perception. Off-camera, he is a dedicated philanthropist living in Los Angeles with his wife and two children.\n\"\"\")\n","# Example index construction + LLM query\n\nfrom llama_index.core import VectorStoreIndex\nfrom llama_index.core import StorageContext\nfrom llama_index.vector_stores.milvus import MilvusVectorStore\n\n\nvector_store = MilvusVectorStore(\n uri=\"tmp/milvus_demo.db\", dim=1536, overwrite=False\n)\nstorage_context = StorageContext.from_defaults(vector_store=vector_store)\n\nindex = VectorStoreIndex.from_documents(\n [doc1,doc2], storage_context=storage_context\n)\n","# Query\nresponse = index.as_query_engine().query(\"What did he do growing up?\")\nprint(response)\n","# Chat\nresponse = index.as_chat_engine().chat(\"What did he do growing up?\")\nprint(response)\n","# As we want to immediately see result in Langfuse, we need to flush the callback handler\nlangfuse_callback_handler.flush()\n"],"headingContent":"Cookbook - LlamaIndex & Milvus Integration","anchorList":[{"label":"Cookbook - LlamaIndex & Milvus Integration","href":"Cookbook---LlamaIndex--Milvus-Integration","type":1,"isActive":false},{"label":"Setup","href":"Setup","type":2,"isActive":false},{"label":"Index using Milvus Lite","href":"Index-using-Milvus-Lite","type":2,"isActive":false},{"label":"Query","href":"Query","type":2,"isActive":false},{"label":"Explore traces in Langfuse","href":"Explore-traces-in-Langfuse","type":2,"isActive":false},{"label":"Interested in more advanced features?","href":"Interested-in-more-advanced-features","type":2,"isActive":false}]} | ||
| {"codeList":["$ pip install llama-index langfuse llama-index-vector-stores-milvus --upgrade\n","import os\n\n# Get keys for your project from the project settings page\n# https://cloud.langfuse.com\nos.environ[\"LANGFUSE_PUBLIC_KEY\"] = \"\"\nos.environ[\"LANGFUSE_SECRET_KEY\"] = \"\"\nos.environ[\"LANGFUSE_HOST\"] = \"https://cloud.langfuse.com\" # 🇪🇺 EU region\n# os.environ[\"LANGFUSE_HOST\"] = \"https://us.cloud.langfuse.com\" # 🇺🇸 US region\n\n# Your openai key\nos.environ[\"OPENAI_API_KEY\"] = \"\"\n","from llama_index.core import Settings\nfrom llama_index.core.callbacks import CallbackManager\nfrom langfuse.llama_index import LlamaIndexCallbackHandler\n \nlangfuse_callback_handler = LlamaIndexCallbackHandler()\nSettings.callback_manager = CallbackManager([langfuse_callback_handler])\n","from llama_index.core import Document\n\ndoc1 = Document(text=\"\"\"\nMaxwell \"Max\" Silverstein, a lauded movie director, screenwriter, and producer, was born on October 25, 1978, in Boston, Massachusetts. A film enthusiast from a young age, his journey began with home movies shot on a Super 8 camera. His passion led him to the University of Southern California (USC), majoring in Film Production. Eventually, he started his career as an assistant director at Paramount Pictures. Silverstein's directorial debut, “Doors Unseen,” a psychological thriller, earned him recognition at the Sundance Film Festival and marked the beginning of a successful directing career.\n\"\"\")\ndoc2 = Document(text=\"\"\"\nThroughout his career, Silverstein has been celebrated for his diverse range of filmography and unique narrative technique. He masterfully blends suspense, human emotion, and subtle humor in his storylines. Among his notable works are \"Fleeting Echoes,\" \"Halcyon Dusk,\" and the Academy Award-winning sci-fi epic, \"Event Horizon's Brink.\" His contribution to cinema revolves around examining human nature, the complexity of relationships, and probing reality and perception. Off-camera, he is a dedicated philanthropist living in Los Angeles with his wife and two children.\n\"\"\")\n","# Example index construction + LLM query\n\nfrom llama_index.core import VectorStoreIndex\nfrom llama_index.core import StorageContext\nfrom llama_index.vector_stores.milvus import MilvusVectorStore\n\n\nvector_store = MilvusVectorStore(\n uri=\"tmp/milvus_demo.db\", dim=1536, overwrite=False\n)\nstorage_context = StorageContext.from_defaults(vector_store=vector_store)\n\nindex = VectorStoreIndex.from_documents(\n [doc1,doc2], storage_context=storage_context\n)\n","# Query\nresponse = index.as_query_engine().query(\"What did he do growing up?\")\nprint(response)\n","# Chat\nresponse = index.as_chat_engine().chat(\"What did he do growing up?\")\nprint(response)\n","# As we want to immediately see result in Langfuse, we need to flush the callback handler\nlangfuse_callback_handler.flush()\n"],"headingContent":"Using Langfuse to Trace Queries in RAG","anchorList":[{"label":"Using Langfuse to Trace Queries in RAG","href":"Using-Langfuse-to-Trace-Queries-in-RAG","type":1,"isActive":false},{"label":"Setup","href":"Setup","type":2,"isActive":false},{"label":"Index using Milvus Lite","href":"Index-using-Milvus-Lite","type":2,"isActive":false},{"label":"Query","href":"Query","type":2,"isActive":false},{"label":"Explore traces in Langfuse","href":"Explore-traces-in-Langfuse","type":2,"isActive":false},{"label":"Interested in more advanced features?","href":"Interested-in-more-advanced-features","type":2,"isActive":false}]} |
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