题意:在Docker容器之间连接Weaviate与Langflow
问题背景:
I am trying to build a local RAG application using Langflow. For my vectore store, I want to use a local Weaviate instance, hosted in a separate docker container on the same network. Building the Weaviate component in Langflow fails, and throws an error:
Error Building Component
Error building Component Weaviate: HTTPConnectionPool(host='localhost', port=8080): Max retries exceeded with url: /v1/.well-known/openid-configuration (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fb2a2db9fa0>: Failed to establish a new connection: [Errno 111] Connection refused'))
My setup: Docker for Desktop v4.31.1 on Windows Compose file:
version: "3.9"
name: proto_rag
services:
langflow:
image: langflowai/langflow:1.0-alpha
ports:
- "7860:7860"
depends_on:
- postgres
environment:
- LANGFLOW_DATABASE_URL=postgresql://langflow:langflow@postgres:5432/langflow
# This variable defines where the logs, file storage, monitor data and secret keys are stored.
- LANGFLOW_CONFIG_DIR=app/langflow
volumes:
- langflow-data:/app/langflow
postgres:
image: postgres:16
environment:
POSTGRES_USER: langflow
POSTGRES_PASSWORD: langflow
POSTGRES_DB: langflow
ports:
- "5432:5432"
volumes:
- langflow-postgres:/var/lib/postgresql/data
weaviate:
command:
- --host
- 0.0.0.0
- --port
- '8080'
- --scheme
- http
image: cr.weaviate.io/semitechnologies/weaviate:1.25.4
ports:
- 8080:8080
- 50051:50051
volumes:
- weaviate_data:/var/lib/weaviate
restart: on-failure:0
environment:
AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED: 'true'
DISABLE_TELEMETRY: 'true'
PERSISTENCE_DATA_PATH: '/var/lib/weaviate'
DEFAULT_VECTORIZER_MODULE: 'text2vec-ollama'
ENABLE_MODULES: 'text2vec-ollama'
CLUSTER_HOSTNAME: 'node1'
ollama:
volumes:
- ollama:/root/.ollama
ports:
- 11434:11434
container_name: ollama
image: ollama/ollama
volumes:
langflow-postgres:
langflow-data:
ollama:
weaviate_data:
My weaviate component in Langflow calls http://localhost:8080
and has the variable "index name" set to "vector_store".
Connecting to ollama on localhost works, so it doesn't seem to be a network problem. However since AUTHENTICATION_ANONYMOUS_ACCESS_ENABLED
is set true
I can't see a reason why weaviate would refuse the connection.
I tried setting up users and API keys in the compose file and using the key in the langflow component, this had no effect.
[...]
AUTHENTICATION_APIKEY_ENABLED: 'true'
AUTHENTICATION_APIKEY_ALLOWED_KEYS: 'key206339812'
AUTHENTICATION_APIKEY_USERS: 'user206339812'
[...]
I also tried raising the Query limit, which also had no effect.
QUERY_DEFAULTS_LIMIT: 1000
This thread suggests to use the service/container name for reference instead of localhost, this failed aswell.
问题解决:
Indeed, your error message is consistent with that thread's one. Looks like your Langflow is trying to connect to weaviate at http://localhost:8080.
Considering you are using docker, this is not the place where Langflow will find Weaviate, but http://weaviate:8080
I have used your docker-compose, and was able to ingest data using this simple flow in Langflow:
Let me know if this helps.