2025-02-20 03:26:39 +08:00
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"""
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This module contains all graph-related routes for the LightRAG API.
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"""
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from typing import Optional
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2025-02-20 04:12:21 +08:00
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from fastapi import APIRouter, Depends
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2025-02-20 03:26:39 +08:00
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from ..utils_api import get_api_key_dependency
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router = APIRouter(tags=["graph"])
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2025-02-20 04:12:21 +08:00
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2025-02-20 03:26:39 +08:00
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def create_graph_routes(rag, api_key: Optional[str] = None):
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optional_api_key = get_api_key_dependency(api_key)
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@router.get("/graph/label/list", dependencies=[Depends(optional_api_key)])
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async def get_graph_labels():
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2025-03-02 12:52:25 +08:00
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"""
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Get all graph labels
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Returns:
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List[str]: List of graph labels
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"""
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2025-02-20 03:26:39 +08:00
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return await rag.get_graph_labels()
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@router.get("/graphs", dependencies=[Depends(optional_api_key)])
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2025-02-25 18:28:31 +08:00
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async def get_knowledge_graph(label: str, max_depth: int = 3):
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2025-03-02 12:52:25 +08:00
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"""
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2025-03-02 17:32:25 +08:00
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Retrieve a connected subgraph of nodes where the label includes the specified label.
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Maximum number of nodes is constrained by the environment variable `MAX_GRAPH_NODES` (default: 1000).
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When reducing the number of nodes, the prioritization criteria are as follows:
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1. Label matching nodes take precedence
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2. Followed by nodes directly connected to the matching nodes
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3. Finally, the degree of the nodes
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2025-03-02 12:52:25 +08:00
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Maximum number of nodes is limited to env MAX_GRAPH_NODES(default: 1000)
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2025-03-04 16:08:05 +08:00
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Control search mode by label content:
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1. only label-name : exact search with the label name (selecting from the label list return previously)
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2. label-name follow by '>n' : exact search of nodes with degree more than n
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3. label-name follow by* : inclusive search of nodes with degree more than n
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4. label-name follow by '>n*' : inclusive search
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2025-03-02 12:52:25 +08:00
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Args:
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label (str): Label to get knowledge graph for
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max_depth (int, optional): Maximum depth of graph. Defaults to 3.
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Returns:
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Dict[str, List[str]]: Knowledge graph for label
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"""
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2025-03-04 16:08:05 +08:00
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# Parse label to extract search mode and min degree if specified
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search_mode = "exact" # Default search mode
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min_degree = 0 # Default minimum degree
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original_label = label
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# First check if label ends with *
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if label.endswith("*"):
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search_mode = "inclusive" # Always set to inclusive if ends with *
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label = label[:-1].strip() # Remove trailing *
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# Try to parse >n if it exists
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if ">" in label:
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try:
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degree_pos = label.rfind(">")
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degree_str = label[degree_pos + 1:].strip()
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min_degree = int(degree_str) + 1
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label = label[:degree_pos].strip()
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except ValueError:
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# If degree parsing fails, just remove * and keep the rest as label
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label = original_label[:-1].strip()
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# If no *, check for >n pattern
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elif ">" in label:
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try:
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degree_pos = label.rfind(">")
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degree_str = label[degree_pos + 1:].strip()
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min_degree = int(degree_str) + 1
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label = label[:degree_pos].strip()
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except ValueError:
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# If degree parsing fails, treat the whole string as label
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label = original_label
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return await rag.get_knowledge_graph(node_label=label, max_depth=max_depth, search_mode=search_mode, min_degree=min_degree)
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2025-02-20 03:26:39 +08:00
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return router
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