Add configuration examples for Oracle, TiDB, PostgreSQL and storage backends

.env.example

@@ -72,6 +72,45 @@ LOG_LEVEL=INFO
 # AZURE_EMBEDDING_DEPLOYMENT=text-embedding-3-large
 # AZURE_EMBEDDING_API_VERSION=2023-05-15
 
-
 # Ollama Emulating Model Tag
 # OLLAMA_EMULATING_MODEL_TAG=latest
+
+# Oracle Database Configuration
+ORACLE_DSN=localhost:1521/XEPDB1
+ORACLE_USER=your_username
+ORACLE_PASSWORD=your_password
+ORACLE_CONFIG_DIR=/path/to/oracle/config
+ORACLE_WALLET_LOCATION=/path/to/wallet  # 可选
+ORACLE_WALLET_PASSWORD=your_wallet_password  # 可选
+ORACLE_WORKSPACE=default  # 可选,默认为default
+
+# TiDB Configuration
+TIDB_HOST=localhost
+TIDB_PORT=4000
+TIDB_USER=your_username
+TIDB_PASSWORD=your_password
+TIDB_DATABASE=your_database
+TIDB_WORKSPACE=default  # 可选,默认为default
+
+# PostgreSQL Configuration
+POSTGRES_HOST=localhost
+POSTGRES_PORT=5432
+POSTGRES_USER=your_username
+POSTGRES_PASSWORD=your_password
+POSTGRES_DATABASE=your_database
+POSTGRES_WORKSPACE=default  # 可选,默认为default
+
+# Database Configurations
+# Neo4j
+NEO4J_URI=neo4j+s://xxxxxxxx.databases.neo4j.io
+NEO4J_USERNAME=neo4j
+NEO4J_PASSWORD=your-password
+
+# MongoDB (可选)
+MONGODB_URI=mongodb+srv://name:password@your-cluster-address
+MONGODB_DATABASE=lightrag
+MONGODB_GRAPH=false
+
+# Qdrant
+QDRANT_URL=http://localhost:16333
+QDRANT_API_KEY=your-api-key  # 可选

config.ini.example

@@ -13,3 +13,28 @@ uri=redis://localhost:6379/1
 
 [qdrant]
 uri = http://localhost:16333
+
+[oracle]
+dsn = localhost:1521/XEPDB1
+user = your_username
+password = your_password
+config_dir = /path/to/oracle/config
+wallet_location = /path/to/wallet  # 可选
+wallet_password = your_wallet_password  # 可选
+workspace = default  # 可选,默认为default
+
+[tidb]
+host = localhost
+port = 4000
+user = your_username
+password = your_password
+database = your_database
+workspace = default  # 可选,默认为default
+
+[postgres]
+host = localhost
+port = 5432
+user = your_username
+password = your_password
+database = your_database
+workspace = default  # 可选,默认为default

lightrag/api/README.md

@@ -107,62 +107,19 @@ For better performance, the API server's default values for TOP_K and COSINE_THR
 
 ### Environment Variables
 
-You can configure LightRAG using environment variables by creating a `.env` file in your project root directory. Here's a complete example of available environment variables:
+You can configure LightRAG using environment variables by creating a `.env` file in your project root directory. A sample file `.env.example` is provided for your convenience.
 
-```env
+### Config.ini
-# Server Configuration
-HOST=0.0.0.0
-PORT=9621
 
-# Directory Configuration
+Datastorage configuration can be also set by config.ini. A sample file `config.ini.example` is provided for your convenience.
-WORKING_DIR=/app/data/rag_storage
-INPUT_DIR=/app/data/inputs
-
-# RAG Configuration
-MAX_ASYNC=4
-MAX_TOKENS=32768
-EMBEDDING_DIM=1024
-MAX_EMBED_TOKENS=8192
-#HISTORY_TURNS=3
-#CHUNK_SIZE=1200
-#CHUNK_OVERLAP_SIZE=100
-#COSINE_THRESHOLD=0.4
-#TOP_K=50
-
-# LLM Configuration
-LLM_BINDING=ollama
-LLM_BINDING_HOST=http://localhost:11434
-LLM_MODEL=mistral-nemo:latest
-
-# must be set if using OpenAI LLM (LLM_MODEL must be set or set by command line parms)
-OPENAI_API_KEY=you_api_key
-
-# Embedding Configuration
-EMBEDDING_BINDING=ollama
-EMBEDDING_BINDING_HOST=http://localhost:11434
-EMBEDDING_MODEL=bge-m3:latest
-
-# Security
-#LIGHTRAG_API_KEY=you-api-key-for-accessing-LightRAG
-
-# Logging
-LOG_LEVEL=INFO
-
-# Optional SSL Configuration
-#SSL=true
-#SSL_CERTFILE=/path/to/cert.pem
-#SSL_KEYFILE=/path/to/key.pem
-
-# Optional Timeout
-#TIMEOUT=30
-```
 
 ### Configuration Priority
 
 The configuration values are loaded in the following order (highest priority first):
 1. Command-line arguments
 2. Environment variables
-3. Default values
+3. Config.ini
+4. Defaul values
 
 For example:
 ```bash
@@ -173,6 +130,66 @@ python lightrag.py --port 8080
 PORT=7000 python lightrag.py
 ```
 
+#### Storage Types Supported
+
+LightRAG uses 4 types of storage for difference purposes:
+
+* KV_STORAGE：llm response cache, text chunks, document information
+* VECTOR_STORAGE：entities vectors, relation vectors, chunks vectors
+* GRAPH_STORAGE：entity relation graph
+* DOC_STATUS_STORAGE：documents indexing status
+
+Each storage type have servals implementations:
+
+* KV_STORAGE supported implement-name
+
+```
+JsonKVStorage    JsonFile(default)
+MongoKVStorage   MogonDB
+RedisKVStorage   Redis
+TiDBKVStorage    TiDB
+PGKVStorage      Postgres
+OracleKVStorage  Oracle
+```
+
+* GRAPH_STORAGE supported implement-name
+
+```
+NetworkXStorage      NetworkX(defualt)
+Neo4JStorage         Neo4J
+MongoGraphStorage    MongoDB
+TiDBGraphStorage     TiDB
+AGEStorage           AGE
+GremlinStorage       Gremlin
+PGGraphStorage       Postgres
+OracleGraphStorage   Postgres
+```
+
+* VECTOR_STORAGE supported implement-name
+
+```
+NanoVectorDBStorage         NanoVector(default)
+MilvusVectorDBStorge        Milvus
+ChromaVectorDBStorage       Chroma
+TiDBVectorDBStorage         TiDB
+PGVectorStorage             Postgres
+FaissVectorDBStorage        Faiss
+QdrantVectorDBStorage       Qdrant
+OracleVectorDBStorag        Oracle
+```
+
+* DOC_STATUS_STORAGE：supported implement-name
+
+```
+JsonDocStatusStorage        JsonFile(default)
+PGDocStatusStorage          Postgres
+```
+
+#### How Select Storage Type
+
+* Bye enviroment variables
+* By command line arguments
+
 #### LightRag Server Options
 
 | Parameter | Default | Description |
@@ -200,6 +217,10 @@ PORT=7000 python lightrag.py
 | --ssl-keyfile | None | Path to SSL private key file (required if --ssl is enabled) |
 | --top-k | 50 | Number of top-k items to retrieve; corresponds to entities in "local" mode and relationships in "global" mode. |
 | --cosine-threshold | 0.4 | The cossine threshold for nodes and relations retrieval, works with top-k to control the retrieval of nodes and relations. |
+| --kv-storage | JsonKVStorage | implement-name of  KV_STORAGE |
+| --graph-storage | NetworkXStorage | implement-name of  GRAPH_STORAGE |
+| --vector-storage | NanoVectorDBStorage | implement-name of  VECTOR_STORAGE |
+| --doc-status-storage | JsonDocStatusStorage | implement-name of  DOC_STATUS_STORAGE |
 
 ### Example Usage