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@@ -5,3 +5,5 @@ book.txt | |
lightrag-dev/ | ||
.idea/ | ||
dist/ | ||
/.lightRagEnv | ||
volumes/ |
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version: '3.5' | ||
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services: | ||
etcd: | ||
container_name: milvus-etcd | ||
image: quay.io/coreos/etcd:v3.5.5 | ||
environment: | ||
- ETCD_AUTO_COMPACTION_MODE=revision | ||
- ETCD_AUTO_COMPACTION_RETENTION=1000 | ||
- ETCD_QUOTA_BACKEND_BYTES=4294967296 | ||
- ETCD_SNAPSHOT_COUNT=50000 | ||
volumes: | ||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/etcd:/etcd | ||
command: etcd -advertise-client-urls=http://127.0.0.1:2379 -listen-client-urls http://0.0.0.0:2379 --data-dir /etcd | ||
healthcheck: | ||
test: ["CMD", "etcdctl", "endpoint", "health"] | ||
interval: 30s | ||
timeout: 20s | ||
retries: 3 | ||
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minio: | ||
container_name: milvus-minio | ||
image: minio/minio:RELEASE.2023-03-20T20-16-18Z | ||
environment: | ||
MINIO_ACCESS_KEY: minioadmin | ||
MINIO_SECRET_KEY: minioadmin | ||
ports: | ||
- "9001:9001" | ||
- "9000:9000" | ||
volumes: | ||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/minio:/minio_data | ||
command: minio server /minio_data --console-address ":9001" | ||
healthcheck: | ||
test: ["CMD", "curl", "-f", "http://localhost:9000/minio/health/live"] | ||
interval: 30s | ||
timeout: 20s | ||
retries: 3 | ||
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standalone: | ||
container_name: milvus-standalone | ||
image: milvusdb/milvus:v2.4.13-hotfix | ||
command: ["milvus", "run", "standalone"] | ||
security_opt: | ||
- seccomp:unconfined | ||
environment: | ||
ETCD_ENDPOINTS: etcd:2379 | ||
MINIO_ADDRESS: minio:9000 | ||
volumes: | ||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/milvus:/var/lib/milvus | ||
healthcheck: | ||
test: ["CMD", "curl", "-f", "http://localhost:9091/healthz"] | ||
interval: 30s | ||
start_period: 90s | ||
timeout: 20s | ||
retries: 3 | ||
ports: | ||
- "19530:19530" | ||
- "9091:9091" | ||
depends_on: | ||
- "etcd" | ||
- "minio" | ||
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neo4j: | ||
image: neo4j:latest | ||
volumes: | ||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/neo4j/logs:/logs | ||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/neo4j/config:/config | ||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/neo4j/data:/data | ||
- ${DOCKER_VOLUME_DIRECTORY:-.}/volumes/neo4j/plugins:/plugins | ||
environment: | ||
- NEO4J_AUTH=neo4j/admin12345 | ||
- NEO4JLABS_PLUGINS=["graph-data-science"] | ||
- NEO4J_ACCEPT_LICENSE_AGREEMENT=yes | ||
- NEO4J_dbms_security_procedures_unrestricted=gds.* | ||
- NEO4J_dbms_security_procedures_allowlist=gds.* | ||
ports: | ||
- "7474:7474" | ||
- "7687:7687" | ||
restart: always | ||
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networks: | ||
default: | ||
name: milvus |
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import os | ||
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from lightrag import LightRAG, QueryParam | ||
from lightrag.llm import gpt_4o_mini_complete | ||
from lightrag.storage import Neo4jKVStorage | ||
# WORKING_DIR = "./dickens" | ||
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# if not os.path.exists(WORKING_DIR): | ||
# os.mkdir(WORKING_DIR) | ||
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rag = LightRAG ( | ||
working_dir="./dickens", | ||
llm_model_func=gpt_4o_mini_complete, | ||
neo4j_config={ | ||
"uri": "neo4j://localhost:7687", | ||
"username": "neo4j", | ||
"password": "admin12345" | ||
}, | ||
) | ||
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with open("./book.txt", "r", encoding="utf-8") as f: | ||
rag.insert(f.read()) | ||
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# Perform naive search | ||
print( | ||
rag.query("What are the top themes in this story?", param=QueryParam(mode="naive")) | ||
) | ||
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# Perform local search | ||
print( | ||
rag.query("What are the top themes in this story?", param=QueryParam(mode="local")) | ||
) | ||
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# Perform global search | ||
print( | ||
rag.query("What are the top themes in this story?", param=QueryParam(mode="global")) | ||
) | ||
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# Perform hybrid search | ||
print( | ||
rag.query("What are the top themes in this story?", param=QueryParam(mode="hybrid")) | ||
) |
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