Merge branch 'main' into rerank

env.example

@@ -98,7 +98,7 @@ EMBEDDING_BINDING_API_KEY=your_api_key
 # If the embedding service is deployed within the same Docker stack, use host.docker.internal instead of localhost
 EMBEDDING_BINDING_HOST=http://localhost:11434
 ### Num of chunks send to Embedding in single request
-# EMBEDDING_BATCH_NUM=32
+# EMBEDDING_BATCH_NUM=10
 ### Max concurrency requests for Embedding
 # EMBEDDING_FUNC_MAX_ASYNC=16
 ### Maximum tokens sent to Embedding for each chunk (no longer in use?)
@@ -161,7 +161,7 @@ NEO4J_PASSWORD='your_password'
 
 ### MongoDB Configuration
 MONGO_URI=mongodb://root:root@localhost:27017/
-#MONGO_URI=mongodb+srv://root:rooot@cluster0.xxxx.mongodb.net/?retryWrites=true&w=majority&appName=Cluster0
+#MONGO_URI=mongodb+srv://xxxx
 MONGO_DATABASE=LightRAG
 # MONGODB_WORKSPACE=forced_workspace_name
 

lightrag/api/config.py

@@ -244,6 +244,9 @@ def parse_args() -> argparse.Namespace:
     # Get MAX_PARALLEL_INSERT from environment
     args.max_parallel_insert = get_env_value("MAX_PARALLEL_INSERT", 2, int)
 
+    # Get MAX_GRAPH_NODES from environment
+    args.max_graph_nodes = get_env_value("MAX_GRAPH_NODES", 1000, int)
+
     # Handle openai-ollama special case
     if args.llm_binding == "openai-ollama":
         args.llm_binding = "openai"

lightrag/api/lightrag_server.py

@@ -326,6 +326,7 @@ def create_app(args):
             enable_llm_cache=args.enable_llm_cache,
             auto_manage_storages_states=False,
             max_parallel_insert=args.max_parallel_insert,
+            max_graph_nodes=args.max_graph_nodes,
             addon_params={"language": args.summary_language},
         )
     else:  # azure_openai
@@ -353,6 +354,7 @@ def create_app(args):
             enable_llm_cache=args.enable_llm_cache,
             auto_manage_storages_states=False,
             max_parallel_insert=args.max_parallel_insert,
+            max_graph_nodes=args.max_graph_nodes,
             addon_params={"language": args.summary_language},
         )
 
@@ -475,7 +477,7 @@ def create_app(args):
                     "enable_llm_cache_for_extract": args.enable_llm_cache_for_extract,
                     "enable_llm_cache": args.enable_llm_cache,
                     "workspace": args.workspace,
-                    "max_graph_nodes": os.getenv("MAX_GRAPH_NODES"),
+                    "max_graph_nodes": args.max_graph_nodes,
                 },
                 "auth_mode": auth_mode,
                 "pipeline_busy": pipeline_status.get("busy", False),

lightrag/api/webui/assets/_basePickBy-BVZSZRdU.js

@@ -1 +1 @@
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+import{e as v,c as b,g as m,k as O,h as P,j as p,l as w,m as c,n as x,t as A,o as N}from"./_baseUniq-CoKY6BVy.js";import{aU as g,aq as _,aV as $,aW as E,aX as F,aY as I,aZ as M,a_ as y,a$ as B,b0 as T}from"./mermaid-vendor-BVBgFwCv.js";var S=/\s/;function q(n){for(var r=n.length;r--&&S.test(n.charAt(r)););return r}var G=/^\s+/;function H(n){return n&&n.slice(0,q(n)+1).replace(G,"")}var o=NaN,L=/^[-+]0x[0-9a-f]+$/i,R=/^0b[01]+$/i,W=/^0o[0-7]+$/i,X=parseInt;function Y(n){if(typeof n=="number")return n;if(v(n))return o;if(g(n)){var r=typeof n.valueOf=="function"?n.valueOf():n;n=g(r)?r+"":r}if(typeof n!="string")return n===0?n:+n;n=H(n);var t=R.test(n);return t||W.test(n)?X(n.slice(2),t?2:8):L.test(n)?o:+n}var z=1/0,C=17976931348623157e292;function K(n){if(!n)return n===0?n:0;if(n=Y(n),n===z||n===-1/0){var r=n<0?-1:1;return r*C}return n===n?n:0}function U(n){var r=K(n),t=r%1;return r===r?t?r-t:r:0}function fn(n){var r=n==null?0:n.length;return r?b(n):[]}var l=Object.prototype,Z=l.hasOwnProperty,dn=_(function(n,r){n=Object(n);var t=-1,e=r.length,a=e>2?r[2]:void 0;for(a&&$(r[0],r[1],a)&&(e=1);++t<e;)for(var f=r[t],i=E(f),s=-1,d=i.length;++s<d;){var u=i[s],h=n[u];(h===void 0||F(h,l[u])&&!Z.call(n,u))&&(n[u]=f[u])}return n});function un(n){var r=n==null?0:n.length;return r?n[r-1]:void 0}function D(n){return function(r,t,e){var a=Object(r);if(!I(r)){var f=m(t);r=O(r),t=function(s){return f(a[s],s,a)}}var i=n(r,t,e);return i>-1?a[f?r[i]:i]:void 0}}var J=Math.max;function Q(n,r,t){var e=n==null?0:n.length;if(!e)return-1;var a=t==null?0:U(t);return a<0&&(a=J(e+a,0)),P(n,m(r),a)}var hn=D(Q);function V(n,r){var t=-1,e=I(n)?Array(n.length):[];return p(n,function(a,f,i){e[++t]=r(a,f,i)}),e}function gn(n,r){var t=M(n)?w:V;return t(n,m(r))}var j=Object.prototype,k=j.hasOwnProperty;function nn(n,r){return n!=null&&k.call(n,r)}function mn(n,r){return n!=null&&c(n,r,nn)}function rn(n,r){return n<r}function tn(n,r,t){for(var e=-1,a=n.length;++e<a;){var f=n[e],i=r(f);if(i!=null&&(s===void 0?i===i&&!v(i):t(i,s)))var s=i,d=f}return d}function on(n){return n&&n.length?tn(n,y,rn):void 0}function an(n,r,t,e){if(!g(n))return n;r=x(r,n);for(var a=-1,f=r.length,i=f-1,s=n;s!=null&&++a<f;){var d=A(r[a]),u=t;if(d==="__proto__"||d==="constructor"||d==="prototype")return n;if(a!=i){var h=s[d];u=void 0,u===void 0&&(u=g(h)?h:B(r[a+1])?[]:{})}T(s,d,u),s=s[d]}return n}function vn(n,r,t){for(var e=-1,a=r.length,f={};++e<a;){var i=r[e],s=N(n,i);t(s,i)&&an(f,x(i,n),s)}return f}export{rn as a,tn as b,V as c,vn as d,on as e,fn as f,hn as g,mn as h,dn as i,U as j,un as l,gn as m,K as t};

lightrag/api/webui/assets/chunk-4BMEZGHF-BqribV_z.js

@@ -1 +1 @@
-import{_ as l}from"./mermaid-vendor-DnUYjsdS.js";function m(e,c){var i,t,o;e.accDescr&&((i=c.setAccDescription)==null||i.call(c,e.accDescr)),e.accTitle&&((t=c.setAccTitle)==null||t.call(c,e.accTitle)),e.title&&((o=c.setDiagramTitle)==null||o.call(c,e.title))}l(m,"populateCommonDb");export{m as p};
+import{_ as l}from"./mermaid-vendor-BVBgFwCv.js";function m(e,c){var i,t,o;e.accDescr&&((i=c.setAccDescription)==null||i.call(c,e.accDescr)),e.accTitle&&((t=c.setAccTitle)==null||t.call(c,e.accTitle)),e.title&&((o=c.setDiagramTitle)==null||o.call(c,e.title))}l(m,"populateCommonDb");export{m as p};

lightrag/api/webui/assets/chunk-D6G4REZN-DYSFhgH1.js

@@ -1 +1 @@
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+import{_ as n,a1 as x,j as l}from"./mermaid-vendor-BVBgFwCv.js";var c=n((a,t)=>{const e=a.append("rect");if(e.attr("x",t.x),e.attr("y",t.y),e.attr("fill",t.fill),e.attr("stroke",t.stroke),e.attr("width",t.width),e.attr("height",t.height),t.name&&e.attr("name",t.name),t.rx&&e.attr("rx",t.rx),t.ry&&e.attr("ry",t.ry),t.attrs!==void 0)for(const r in t.attrs)e.attr(r,t.attrs[r]);return t.class&&e.attr("class",t.class),e},"drawRect"),d=n((a,t)=>{const e={x:t.startx,y:t.starty,width:t.stopx-t.startx,height:t.stopy-t.starty,fill:t.fill,stroke:t.stroke,class:"rect"};c(a,e).lower()},"drawBackgroundRect"),g=n((a,t)=>{const e=t.text.replace(x," "),r=a.append("text");r.attr("x",t.x),r.attr("y",t.y),r.attr("class","legend"),r.style("text-anchor",t.anchor),t.class&&r.attr("class",t.class);const s=r.append("tspan");return s.attr("x",t.x+t.textMargin*2),s.text(e),r},"drawText"),h=n((a,t,e,r)=>{const s=a.append("image");s.attr("x",t),s.attr("y",e);const i=l.sanitizeUrl(r);s.attr("xlink:href",i)},"drawImage"),m=n((a,t,e,r)=>{const s=a.append("use");s.attr("x",t),s.attr("y",e);const i=l.sanitizeUrl(r);s.attr("xlink:href",`#${i}`)},"drawEmbeddedImage"),y=n(()=>({x:0,y:0,width:100,height:100,fill:"#EDF2AE",stroke:"#666",anchor:"start",rx:0,ry:0}),"getNoteRect"),p=n(()=>({x:0,y:0,width:100,height:100,"text-anchor":"start",style:"#666",textMargin:0,rx:0,ry:0,tspan:!0}),"getTextObj");export{d as a,p as b,m as c,c as d,h as e,g as f,y as g};

lightrag/api/webui/assets/chunk-RZ5BOZE2-PbmQbmec.js

@@ -1 +1 @@
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+import{_ as n,d as r,e as d,l as g}from"./mermaid-vendor-BVBgFwCv.js";var u=n((e,t)=>{let o;return t==="sandbox"&&(o=r("#i"+e)),(t==="sandbox"?r(o.nodes()[0].contentDocument.body):r("body")).select(`[id="${e}"]`)},"getDiagramElement"),b=n((e,t,o,i)=>{e.attr("class",o);const{width:a,height:s,x:h,y:x}=l(e,t);d(e,s,a,i);const c=w(h,x,a,s,t);e.attr("viewBox",c),g.debug(`viewBox configured: ${c} with padding: ${t}`)},"setupViewPortForSVG"),l=n((e,t)=>{var i;const o=((i=e.node())==null?void 0:i.getBBox())||{width:0,height:0,x:0,y:0};return{width:o.width+t*2,height:o.height+t*2,x:o.x,y:o.y}},"calculateDimensionsWithPadding"),w=n((e,t,o,i,a)=>`${e-a} ${t-a} ${o} ${i}`,"createViewBox");export{u as g,b as s};

lightrag/api/webui/assets/chunk-XZIHB7SX-UCc0agNy.js

@@ -1 +1 @@
-import{_ as s}from"./mermaid-vendor-DnUYjsdS.js";var t,e=(t=class{constructor(i){this.init=i,this.records=this.init()}reset(){this.records=this.init()}},s(t,"ImperativeState"),t);export{e as I};
+import{_ as s}from"./mermaid-vendor-BVBgFwCv.js";var t,e=(t=class{constructor(i){this.init=i,this.records=this.init()}reset(){this.records=this.init()}},s(t,"ImperativeState"),t);export{e as I};

lightrag/api/webui/assets/classDiagram-GIVACNV2-CtQONuGk.js

@@ -1 +1 @@
-import{s as a,c as s,a as e,C as t}from"./chunk-A2AXSNBT-9BBpDWtu.js";import{_ as i}from"./mermaid-vendor-DnUYjsdS.js";import"./chunk-RZ5BOZE2-Du3GUvfy.js";import"./feature-graph-yCDRht5b.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var f={parser:e,get db(){return new t},renderer:s,styles:a,init:i(r=>{r.class||(r.class={}),r.class.arrowMarkerAbsolute=r.arrowMarkerAbsolute},"init")};export{f as diagram};
+import{s as a,c as s,a as e,C as t}from"./chunk-A2AXSNBT-79sAOFxS.js";import{_ as i}from"./mermaid-vendor-BVBgFwCv.js";import"./chunk-RZ5BOZE2-PbmQbmec.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var f={parser:e,get db(){return new t},renderer:s,styles:a,init:i(r=>{r.class||(r.class={}),r.class.arrowMarkerAbsolute=r.arrowMarkerAbsolute},"init")};export{f as diagram};

lightrag/api/webui/assets/classDiagram-v2-COTLJTTW-CtQONuGk.js

@@ -1 +1 @@
-import{s as a,c as s,a as e,C as t}from"./chunk-A2AXSNBT-9BBpDWtu.js";import{_ as i}from"./mermaid-vendor-DnUYjsdS.js";import"./chunk-RZ5BOZE2-Du3GUvfy.js";import"./feature-graph-yCDRht5b.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var f={parser:e,get db(){return new t},renderer:s,styles:a,init:i(r=>{r.class||(r.class={}),r.class.arrowMarkerAbsolute=r.arrowMarkerAbsolute},"init")};export{f as diagram};
+import{s as a,c as s,a as e,C as t}from"./chunk-A2AXSNBT-79sAOFxS.js";import{_ as i}from"./mermaid-vendor-BVBgFwCv.js";import"./chunk-RZ5BOZE2-PbmQbmec.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var f={parser:e,get db(){return new t},renderer:s,styles:a,init:i(r=>{r.class||(r.class={}),r.class.arrowMarkerAbsolute=r.arrowMarkerAbsolute},"init")};export{f as diagram};

lightrag/api/webui/assets/clone-JfI4KmSh.js

@@ -1 +0,0 @@
-import{b as r}from"./_baseUniq-UvGlUd6J.js";var e=4;function a(o){return r(o,e)}export{a as c};

lightrag/api/webui/assets/clone-UTZGcTvC.js

@@ -0,0 +1 @@
+import{b as r}from"./_baseUniq-CoKY6BVy.js";var e=4;function a(o){return r(o,e)}export{a as c};

lightrag/api/webui/assets/diagram-SSKATNLV-C9gAoCDH.js

@@ -1,4 +1,4 @@
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+import{p as k}from"./chunk-4BMEZGHF-BqribV_z.js";import{_ as l,s as R,g as F,t as I,q as _,a as E,b as D,K as G,z,F as y,G as C,H as P,l as H,Q as V}from"./mermaid-vendor-BVBgFwCv.js";import{p as W}from"./radar-MK3ICKWK-B0N6XiM2.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";import"./_baseUniq-CoKY6BVy.js";import"./_basePickBy-BVZSZRdU.js";import"./clone-UTZGcTvC.js";var h={showLegend:!0,ticks:5,max:null,min:0,graticule:"circle"},w={axes:[],curves:[],options:h},g=structuredClone(w),B=P.radar,j=l(()=>y({...B,...C().radar}),"getConfig"),b=l(()=>g.axes,"getAxes"),q=l(()=>g.curves,"getCurves"),K=l(()=>g.options,"getOptions"),N=l(a=>{g.axes=a.map(t=>({name:t.name,label:t.label??t.name}))},"setAxes"),Q=l(a=>{g.curves=a.map(t=>({name:t.name,label:t.label??t.name,entries:U(t.entries)}))},"setCurves"),U=l(a=>{if(a[0].axis==null)return a.map(e=>e.value);const t=b();if(t.length===0)throw new Error("Axes must be populated before curves for reference entries");return t.map(e=>{const r=a.find(s=>{var o;return((o=s.axis)==null?void 0:o.$refText)===e.name});if(r===void 0)throw new Error("Missing entry for axis "+e.label);return r.value})},"computeCurveEntries"),X=l(a=>{var e,r,s,o,i;const t=a.reduce((n,c)=>(n[c.name]=c,n),{});g.options={showLegend:((e=t.showLegend)==null?void 0:e.value)??h.showLegend,ticks:((r=t.ticks)==null?void 0:r.value)??h.ticks,max:((s=t.max)==null?void 0:s.value)??h.max,min:((o=t.min)==null?void 0:o.value)??h.min,graticule:((i=t.graticule)==null?void 0:i.value)??h.graticule}},"setOptions"),Y=l(()=>{z(),g=structuredClone(w)},"clear"),$={getAxes:b,getCurves:q,getOptions:K,setAxes:N,setCurves:Q,setOptions:X,getConfig:j,clear:Y,setAccTitle:D,getAccTitle:E,setDiagramTitle:_,getDiagramTitle:I,getAccDescription:F,setAccDescription:R},Z=l(a=>{k(a,$);const{axes:t,curves:e,options:r}=a;$.setAxes(t),$.setCurves(e),$.setOptions(r)},"populate"),J={parse:l(async a=>{const t=await W("radar",a);H.debug(t),Z(t)},"parse")},tt=l((a,t,e,r)=>{const s=r.db,o=s.getAxes(),i=s.getCurves(),n=s.getOptions(),c=s.getConfig(),d=s.getDiagramTitle(),u=G(t),p=et(u,c),m=n.max??Math.max(...i.map(f=>Math.max(...f.entries))),x=n.min,v=Math.min(c.width,c.height)/2;at(p,o,v,n.ticks,n.graticule),rt(p,o,v,c),M(p,o,i,x,m,n.graticule,c),T(p,i,n.showLegend,c),p.append("text").attr("class","radarTitle").text(d).attr("x",0).attr("y",-c.height/2-c.marginTop)},"draw"),et=l((a,t)=>{const e=t.width+t.marginLeft+t.marginRight,r=t.height+t.marginTop+t.marginBottom,s={x:t.marginLeft+t.width/2,y:t.marginTop+t.height/2};return a.attr("viewbox",`0 0 ${e} ${r}`).attr("width",e).attr("height",r),a.append("g").attr("transform",`translate(${s.x}, ${s.y})`)},"drawFrame"),at=l((a,t,e,r,s)=>{if(s==="circle")for(let o=0;o<r;o++){const i=e*(o+1)/r;a.append("circle").attr("r",i).attr("class","radarGraticule")}else if(s==="polygon"){const o=t.length;for(let i=0;i<r;i++){const n=e*(i+1)/r,c=t.map((d,u)=>{const p=2*u*Math.PI/o-Math.PI/2,m=n*Math.cos(p),x=n*Math.sin(p);return`${m},${x}`}).join(" ");a.append("polygon").attr("points",c).attr("class","radarGraticule")}}},"drawGraticule"),rt=l((a,t,e,r)=>{const s=t.length;for(let o=0;o<s;o++){const i=t[o].label,n=2*o*Math.PI/s-Math.PI/2;a.append("line").attr("x1",0).attr("y1",0).attr("x2",e*r.axisScaleFactor*Math.cos(n)).attr("y2",e*r.axisScaleFactor*Math.sin(n)).attr("class","radarAxisLine"),a.append("text").text(i).attr("x",e*r.axisLabelFactor*Math.cos(n)).attr("y",e*r.axisLabelFactor*Math.sin(n)).attr("class","radarAxisLabel")}},"drawAxes");function M(a,t,e,r,s,o,i){const n=t.length,c=Math.min(i.width,i.height)/2;e.forEach((d,u)=>{if(d.entries.length!==n)return;const p=d.entries.map((m,x)=>{const v=2*Math.PI*x/n-Math.PI/2,f=A(m,r,s,c),O=f*Math.cos(v),S=f*Math.sin(v);return{x:O,y:S}});o==="circle"?a.append("path").attr("d",L(p,i.curveTension)).attr("class",`radarCurve-${u}`):o==="polygon"&&a.append("polygon").attr("points",p.map(m=>`${m.x},${m.y}`).join(" ")).attr("class",`radarCurve-${u}`)})}l(M,"drawCurves");function A(a,t,e,r){const s=Math.min(Math.max(a,t),e);return r*(s-t)/(e-t)}l(A,"relativeRadius");function L(a,t){const e=a.length;let r=`M${a[0].x},${a[0].y}`;for(let s=0;s<e;s++){const o=a[(s-1+e)%e],i=a[s],n=a[(s+1)%e],c=a[(s+2)%e],d={x:i.x+(n.x-o.x)*t,y:i.y+(n.y-o.y)*t},u={x:n.x-(c.x-i.x)*t,y:n.y-(c.y-i.y)*t};r+=` C${d.x},${d.y} ${u.x},${u.y} ${n.x},${n.y}`}return`${r} Z`}l(L,"closedRoundCurve");function T(a,t,e,r){if(!e)return;const s=(r.width/2+r.marginRight)*3/4,o=-(r.height/2+r.marginTop)*3/4,i=20;t.forEach((n,c)=>{const d=a.append("g").attr("transform",`translate(${s}, ${o+c*i})`);d.append("rect").attr("width",12).attr("height",12).attr("class",`radarLegendBox-${c}`),d.append("text").attr("x",16).attr("y",0).attr("class","radarLegendText").text(n.label)})}l(T,"drawLegend");var st={draw:tt},nt=l((a,t)=>{let e="";for(let r=0;r<a.THEME_COLOR_LIMIT;r++){const s=a[`cScale${r}`];e+=`
 		.radarCurve-${r} {
 			color: ${s};
 			fill: ${s};

lightrag/api/webui/assets/diagram-VNBRO52H-YHo3tP1S.js

@@ -1,4 +1,4 @@
-import{p as w}from"./chunk-4BMEZGHF-B1TxGISA.js";import{_ as n,s as B,g as S,t as F,q as z,a as P,b as W,F as x,K as T,e as D,z as _,G as A,H as E,l as v}from"./mermaid-vendor-DnUYjsdS.js";import{p as N}from"./radar-MK3ICKWK-CpuAiCbQ.js";import"./feature-graph-yCDRht5b.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";import"./_baseUniq-UvGlUd6J.js";import"./_basePickBy-BSdLglB8.js";import"./clone-JfI4KmSh.js";var C={packet:[]},h=structuredClone(C),L=E.packet,Y=n(()=>{const t=x({...L,...A().packet});return t.showBits&&(t.paddingY+=10),t},"getConfig"),G=n(()=>h.packet,"getPacket"),H=n(t=>{t.length>0&&h.packet.push(t)},"pushWord"),I=n(()=>{_(),h=structuredClone(C)},"clear"),m={pushWord:H,getPacket:G,getConfig:Y,clear:I,setAccTitle:W,getAccTitle:P,setDiagramTitle:z,getDiagramTitle:F,getAccDescription:S,setAccDescription:B},K=1e4,M=n(t=>{w(t,m);let e=-1,o=[],s=1;const{bitsPerRow:i}=m.getConfig();for(let{start:a,end:r,label:p}of t.blocks){if(r&&r<a)throw new Error(`Packet block ${a} - ${r} is invalid. End must be greater than start.`);if(a!==e+1)throw new Error(`Packet block ${a} - ${r??a} is not contiguous. It should start from ${e+1}.`);for(e=r??a,v.debug(`Packet block ${a} - ${e} with label ${p}`);o.length<=i+1&&m.getPacket().length<K;){const[b,c]=O({start:a,end:r,label:p},s,i);if(o.push(b),b.end+1===s*i&&(m.pushWord(o),o=[],s++),!c)break;({start:a,end:r,label:p}=c)}}m.pushWord(o)},"populate"),O=n((t,e,o)=>{if(t.end===void 0&&(t.end=t.start),t.start>t.end)throw new Error(`Block start ${t.start} is greater than block end ${t.end}.`);return t.end+1<=e*o?[t,void 0]:[{start:t.start,end:e*o-1,label:t.label},{start:e*o,end:t.end,label:t.label}]},"getNextFittingBlock"),q={parse:n(async t=>{const e=await N("packet",t);v.debug(e),M(e)},"parse")},R=n((t,e,o,s)=>{const i=s.db,a=i.getConfig(),{rowHeight:r,paddingY:p,bitWidth:b,bitsPerRow:c}=a,u=i.getPacket(),l=i.getDiagramTitle(),g=r+p,d=g*(u.length+1)-(l?0:r),k=b*c+2,f=T(e);f.attr("viewbox",`0 0 ${k} ${d}`),D(f,d,k,a.useMaxWidth);for(const[$,y]of u.entries())U(f,y,$,a);f.append("text").text(l).attr("x",k/2).attr("y",d-g/2).attr("dominant-baseline","middle").attr("text-anchor","middle").attr("class","packetTitle")},"draw"),U=n((t,e,o,{rowHeight:s,paddingX:i,paddingY:a,bitWidth:r,bitsPerRow:p,showBits:b})=>{const c=t.append("g"),u=o*(s+a)+a;for(const l of e){const g=l.start%p*r+1,d=(l.end-l.start+1)*r-i;if(c.append("rect").attr("x",g).attr("y",u).attr("width",d).attr("height",s).attr("class","packetBlock"),c.append("text").attr("x",g+d/2).attr("y",u+s/2).attr("class","packetLabel").attr("dominant-baseline","middle").attr("text-anchor","middle").text(l.label),!b)continue;const k=l.end===l.start,f=u-2;c.append("text").attr("x",g+(k?d/2:0)).attr("y",f).attr("class","packetByte start").attr("dominant-baseline","auto").attr("text-anchor",k?"middle":"start").text(l.start),k||c.append("text").attr("x",g+d).attr("y",f).attr("class","packetByte end").attr("dominant-baseline","auto").attr("text-anchor","end").text(l.end)}},"drawWord"),X={draw:R},j={byteFontSize:"10px",startByteColor:"black",endByteColor:"black",labelColor:"black",labelFontSize:"12px",titleColor:"black",titleFontSize:"14px",blockStrokeColor:"black",blockStrokeWidth:"1",blockFillColor:"#efefef"},J=n(({packet:t}={})=>{const e=x(j,t);return`
+import{p as w}from"./chunk-4BMEZGHF-BqribV_z.js";import{_ as n,s as B,g as S,t as F,q as z,a as P,b as W,F as x,K as T,e as D,z as _,G as A,H as E,l as v}from"./mermaid-vendor-BVBgFwCv.js";import{p as N}from"./radar-MK3ICKWK-B0N6XiM2.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";import"./_baseUniq-CoKY6BVy.js";import"./_basePickBy-BVZSZRdU.js";import"./clone-UTZGcTvC.js";var C={packet:[]},h=structuredClone(C),L=E.packet,Y=n(()=>{const t=x({...L,...A().packet});return t.showBits&&(t.paddingY+=10),t},"getConfig"),G=n(()=>h.packet,"getPacket"),H=n(t=>{t.length>0&&h.packet.push(t)},"pushWord"),I=n(()=>{_(),h=structuredClone(C)},"clear"),m={pushWord:H,getPacket:G,getConfig:Y,clear:I,setAccTitle:W,getAccTitle:P,setDiagramTitle:z,getDiagramTitle:F,getAccDescription:S,setAccDescription:B},K=1e4,M=n(t=>{w(t,m);let e=-1,o=[],s=1;const{bitsPerRow:i}=m.getConfig();for(let{start:a,end:r,label:p}of t.blocks){if(r&&r<a)throw new Error(`Packet block ${a} - ${r} is invalid. End must be greater than start.`);if(a!==e+1)throw new Error(`Packet block ${a} - ${r??a} is not contiguous. It should start from ${e+1}.`);for(e=r??a,v.debug(`Packet block ${a} - ${e} with label ${p}`);o.length<=i+1&&m.getPacket().length<K;){const[b,c]=O({start:a,end:r,label:p},s,i);if(o.push(b),b.end+1===s*i&&(m.pushWord(o),o=[],s++),!c)break;({start:a,end:r,label:p}=c)}}m.pushWord(o)},"populate"),O=n((t,e,o)=>{if(t.end===void 0&&(t.end=t.start),t.start>t.end)throw new Error(`Block start ${t.start} is greater than block end ${t.end}.`);return t.end+1<=e*o?[t,void 0]:[{start:t.start,end:e*o-1,label:t.label},{start:e*o,end:t.end,label:t.label}]},"getNextFittingBlock"),q={parse:n(async t=>{const e=await N("packet",t);v.debug(e),M(e)},"parse")},R=n((t,e,o,s)=>{const i=s.db,a=i.getConfig(),{rowHeight:r,paddingY:p,bitWidth:b,bitsPerRow:c}=a,u=i.getPacket(),l=i.getDiagramTitle(),g=r+p,d=g*(u.length+1)-(l?0:r),k=b*c+2,f=T(e);f.attr("viewbox",`0 0 ${k} ${d}`),D(f,d,k,a.useMaxWidth);for(const[$,y]of u.entries())U(f,y,$,a);f.append("text").text(l).attr("x",k/2).attr("y",d-g/2).attr("dominant-baseline","middle").attr("text-anchor","middle").attr("class","packetTitle")},"draw"),U=n((t,e,o,{rowHeight:s,paddingX:i,paddingY:a,bitWidth:r,bitsPerRow:p,showBits:b})=>{const c=t.append("g"),u=o*(s+a)+a;for(const l of e){const g=l.start%p*r+1,d=(l.end-l.start+1)*r-i;if(c.append("rect").attr("x",g).attr("y",u).attr("width",d).attr("height",s).attr("class","packetBlock"),c.append("text").attr("x",g+d/2).attr("y",u+s/2).attr("class","packetLabel").attr("dominant-baseline","middle").attr("text-anchor","middle").text(l.label),!b)continue;const k=l.end===l.start,f=u-2;c.append("text").attr("x",g+(k?d/2:0)).attr("y",f).attr("class","packetByte start").attr("dominant-baseline","auto").attr("text-anchor",k?"middle":"start").text(l.start),k||c.append("text").attr("x",g+d).attr("y",f).attr("class","packetByte end").attr("dominant-baseline","auto").attr("text-anchor","end").text(l.end)}},"drawWord"),X={draw:R},j={byteFontSize:"10px",startByteColor:"black",endByteColor:"black",labelColor:"black",labelFontSize:"12px",titleColor:"black",titleFontSize:"14px",blockStrokeColor:"black",blockStrokeWidth:"1",blockFillColor:"#efefef"},J=n(({packet:t}={})=>{const e=x(j,t);return`
 	.packetByte {
 		font-size: ${e.byteFontSize};
 	}

lightrag/api/webui/assets/flowDiagram-4HSFHLVR-Cyoqee_Z.js

@@ -1,4 +1,4 @@
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lightrag/api/webui/assets/index-CZQXgxUO.js

@@ -1,4 +1,4 @@
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  * @license React
  * scheduler.production.js
  *

lightrag/api/webui/assets/infoDiagram-PH2N3AL5-DKUJQA1J.js

@@ -1,2 +1,2 @@
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+import{_ as e,l as o,K as i,e as n,L as p}from"./mermaid-vendor-BVBgFwCv.js";import{p as m}from"./radar-MK3ICKWK-B0N6XiM2.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";import"./_baseUniq-CoKY6BVy.js";import"./_basePickBy-BVZSZRdU.js";import"./clone-UTZGcTvC.js";var g={parse:e(async r=>{const a=await m("info",r);o.debug(a)},"parse")},v={version:p.version},d=e(()=>v.version,"getVersion"),c={getVersion:d},l=e((r,a,s)=>{o.debug(`rendering info diagram
 `+r);const t=i(a);n(t,100,400,!0),t.append("g").append("text").attr("x",100).attr("y",40).attr("class","version").attr("font-size",32).style("text-anchor","middle").text(`v${s}`)},"draw"),f={draw:l},L={parser:g,db:c,renderer:f};export{L as diagram};

lightrag/api/webui/assets/journeyDiagram-U35MCT3I-C9ZzbUpH.js

@@ -1,4 +1,4 @@
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lightrag/api/webui/assets/kanban-definition-NDS4AKOZ-BMGhZtt7.js

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lightrag/api/webui/assets/pieDiagram-IB7DONF6-DDY8pHxZ.js

@@ -1,4 +1,4 @@
-import{p as N}from"./chunk-4BMEZGHF-B1TxGISA.js";import{_ as i,g as B,s as U,a as q,b as H,t as K,q as V,l as C,c as Z,F as j,K as J,M as Q,N as z,O as X,e as Y,z as tt,P as et,H as at}from"./mermaid-vendor-DnUYjsdS.js";import{p as rt}from"./radar-MK3ICKWK-CpuAiCbQ.js";import"./feature-graph-yCDRht5b.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";import"./_baseUniq-UvGlUd6J.js";import"./_basePickBy-BSdLglB8.js";import"./clone-JfI4KmSh.js";var it=at.pie,D={sections:new Map,showData:!1},f=D.sections,w=D.showData,st=structuredClone(it),ot=i(()=>structuredClone(st),"getConfig"),nt=i(()=>{f=new Map,w=D.showData,tt()},"clear"),lt=i(({label:t,value:a})=>{f.has(t)||(f.set(t,a),C.debug(`added new section: ${t}, with value: ${a}`))},"addSection"),ct=i(()=>f,"getSections"),pt=i(t=>{w=t},"setShowData"),dt=i(()=>w,"getShowData"),F={getConfig:ot,clear:nt,setDiagramTitle:V,getDiagramTitle:K,setAccTitle:H,getAccTitle:q,setAccDescription:U,getAccDescription:B,addSection:lt,getSections:ct,setShowData:pt,getShowData:dt},gt=i((t,a)=>{N(t,a),a.setShowData(t.showData),t.sections.map(a.addSection)},"populateDb"),ut={parse:i(async t=>{const a=await rt("pie",t);C.debug(a),gt(a,F)},"parse")},mt=i(t=>`
+import{p as N}from"./chunk-4BMEZGHF-BqribV_z.js";import{_ as i,g as B,s as U,a as q,b as H,t as K,q as V,l as C,c as Z,F as j,K as J,M as Q,N as z,O as X,e as Y,z as tt,P as et,H as at}from"./mermaid-vendor-BVBgFwCv.js";import{p as rt}from"./radar-MK3ICKWK-B0N6XiM2.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";import"./_baseUniq-CoKY6BVy.js";import"./_basePickBy-BVZSZRdU.js";import"./clone-UTZGcTvC.js";var it=at.pie,D={sections:new Map,showData:!1},f=D.sections,w=D.showData,st=structuredClone(it),ot=i(()=>structuredClone(st),"getConfig"),nt=i(()=>{f=new Map,w=D.showData,tt()},"clear"),lt=i(({label:t,value:a})=>{f.has(t)||(f.set(t,a),C.debug(`added new section: ${t}, with value: ${a}`))},"addSection"),ct=i(()=>f,"getSections"),pt=i(t=>{w=t},"setShowData"),dt=i(()=>w,"getShowData"),F={getConfig:ot,clear:nt,setDiagramTitle:V,getDiagramTitle:K,setAccTitle:H,getAccTitle:q,setAccDescription:U,getAccDescription:B,addSection:lt,getSections:ct,setShowData:pt,getShowData:dt},gt=i((t,a)=>{N(t,a),a.setShowData(t.showData),t.sections.map(a.addSection)},"populateDb"),ut={parse:i(async t=>{const a=await rt("pie",t);C.debug(a),gt(a,F)},"parse")},mt=i(t=>`
   .pieCircle{
     stroke: ${t.pieStrokeColor};
     stroke-width : ${t.pieStrokeWidth};

lightrag/api/webui/assets/stateDiagram-v2-YXO3MK2T-DIpE_gWh.js

@@ -1 +1 @@
-import{s as r,b as e,a,S as s}from"./chunk-AEK57VVT-CXtM_4Od.js";import{_ as i}from"./mermaid-vendor-DnUYjsdS.js";import"./chunk-RZ5BOZE2-Du3GUvfy.js";import"./feature-graph-yCDRht5b.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var b={parser:a,get db(){return new s(2)},renderer:e,styles:r,init:i(t=>{t.state||(t.state={}),t.state.arrowMarkerAbsolute=t.arrowMarkerAbsolute},"init")};export{b as diagram};
+import{s as r,b as e,a,S as s}from"./chunk-AEK57VVT-C_8ebDHI.js";import{_ as i}from"./mermaid-vendor-BVBgFwCv.js";import"./chunk-RZ5BOZE2-PbmQbmec.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var b={parser:a,get db(){return new s(2)},renderer:e,styles:r,init:i(t=>{t.state||(t.state={}),t.state.arrowMarkerAbsolute=t.arrowMarkerAbsolute},"init")};export{b as diagram};

lightrag/api/webui/assets/timeline-definition-BDJGKUSR-CwuNSBuu.js

@@ -1,4 +1,4 @@
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+import{_ as s,c as xt,l as T,d as q,a2 as kt,a3 as _t,a4 as bt,a5 as vt,N as nt,D as wt,a6 as St,z as Et}from"./mermaid-vendor-BVBgFwCv.js";import"./feature-graph-D-mwOi0p.js";import"./react-vendor-DEwriMA6.js";import"./graph-vendor-B-X5JegA.js";import"./ui-vendor-CeCm8EER.js";import"./utils-vendor-BysuhMZA.js";var X=function(){var n=s(function(f,i,a,d){for(a=a||{},d=f.length;d--;a[f[d]]=i);return a},"o"),t=[6,8,10,11,12,14,16,17,20,21],e=[1,9],l=[1,10],r=[1,11],h=[1,12],c=[1,13],g=[1,16],m=[1,17],p={trace:s(function(){},"trace"),yy:{},symbols_:{error:2,start:3,timeline:4,document:5,EOF:6,line:7,SPACE:8,statement:9,NEWLINE:10,title:11,acc_title:12,acc_title_value:13,acc_descr:14,acc_descr_value:15,acc_descr_multiline_value:16,section:17,period_statement:18,event_statement:19,period:20,event:21,$accept:0,$end:1},terminals_:{2:"error",4:"timeline",6:"EOF",8:"SPACE",10:"NEWLINE",11:"title",12:"acc_title",13:"acc_title_value",14:"acc_descr",15:"acc_descr_value",16:"acc_descr_multiline_value",17:"section",20:"period",21:"event"},productions_:[0,[3,3],[5,0],[5,2],[7,2],[7,1],[7,1],[7,1],[9,1],[9,2],[9,2],[9,1],[9,1],[9,1],[9,1],[18,1],[19,1]],performAction:s(function(i,a,d,u,y,o,S){var k=o.length-1;switch(y){case 1:return o[k-1];case 2:this.$=[];break;case 3:o[k-1].push(o[k]),this.$=o[k-1];break;case 4:case 5:this.$=o[k];break;case 6:case 7:this.$=[];break;case 8:u.getCommonDb().setDiagramTitle(o[k].substr(6)),this.$=o[k].substr(6);break;case 9:this.$=o[k].trim(),u.getCommonDb().setAccTitle(this.$);break;case 10:case 11:this.$=o[k].trim(),u.getCommonDb().setAccDescription(this.$);break;case 12:u.addSection(o[k].substr(8)),this.$=o[k].substr(8);break;case 15:u.addTask(o[k],0,""),this.$=o[k];break;case 16:u.addEvent(o[k].substr(2)),this.$=o[k];break}},"anonymous"),table:[{3:1,4:[1,2]},{1:[3]},n(t,[2,2],{5:3}),{6:[1,4],7:5,8:[1,6],9:7,10:[1,8],11:e,12:l,14:r,16:h,17:c,18:14,19:15,20:g,21:m},n(t,[2,7],{1:[2,1]}),n(t,[2,3]),{9:18,11:e,12:l,14:r,16:h,17:c,18:14,19:15,20:g,21:m},n(t,[2,5]),n(t,[2,6]),n(t,[2,8]),{13:[1,19]},{15:[1,20]},n(t,[2,11]),n(t,[2,12]),n(t,[2,13]),n(t,[2,14]),n(t,[2,15]),n(t,[2,16]),n(t,[2,4]),n(t,[2,9]),n(t,[2,10])],defaultActions:{},parseError:s(function(i,a){if(a.recoverable)this.trace(i);else{var d=new Error(i);throw d.hash=a,d}},"parseError"),parse:s(function(i){var a=this,d=[0],u=[],y=[null],o=[],S=this.table,k="",M=0,P=0,B=2,J=1,O=o.slice.call(arguments,1),_=Object.create(this.lexer),E={yy:{}};for(var v in this.yy)Object.prototype.hasOwnProperty.call(this.yy,v)&&(E.yy[v]=this.yy[v]);_.setInput(i,E.yy),E.yy.lexer=_,E.yy.parser=this,typeof _.yylloc>"u"&&(_.yylloc={});var L=_.yylloc;o.push(L);var A=_.options&&_.options.ranges;typeof E.yy.parseError=="function"?this.parseError=E.yy.parseError:this.parseError=Object.getPrototypeOf(this).parseError;function R(I){d.length=d.length-2*I,y.length=y.length-I,o.length=o.length-I}s(R,"popStack");function z(){var I;return I=u.pop()||_.lex()||J,typeof I!="number"&&(I instanceof Array&&(u=I,I=u.pop()),I=a.symbols_[I]||I),I}s(z,"lex");for(var w,C,N,K,F={},j,$,et,G;;){if(C=d[d.length-1],this.defaultActions[C]?N=this.defaultActions[C]:((w===null||typeof w>"u")&&(w=z()),N=S[C]&&S[C][w]),typeof N>"u"||!N.length||!N[0]){var Q="";G=[];for(j in S[C])this.terminals_[j]&&j>B&&G.push("'"+this.terminals_[j]+"'");_.showPosition?Q="Parse error on line "+(M+1)+`:
 `+_.showPosition()+`
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lightrag/api/webui/index.html

@@ -8,16 +8,16 @@
     <link rel="icon" type="image/png" href="favicon.png" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
     <title>Lightrag</title>
-    <script type="module" crossorigin src="/webui/assets/index-BlAjHenV.js"></script>
+    <script type="module" crossorigin src="/webui/assets/index-CZQXgxUO.js"></script>
     <link rel="modulepreload" crossorigin href="/webui/assets/react-vendor-DEwriMA6.js">
     <link rel="modulepreload" crossorigin href="/webui/assets/ui-vendor-CeCm8EER.js">
     <link rel="modulepreload" crossorigin href="/webui/assets/graph-vendor-B-X5JegA.js">
     <link rel="modulepreload" crossorigin href="/webui/assets/utils-vendor-BysuhMZA.js">
-    <link rel="modulepreload" crossorigin href="/webui/assets/feature-graph-yCDRht5b.js">
-    <link rel="modulepreload" crossorigin href="/webui/assets/mermaid-vendor-DnUYjsdS.js">
+    <link rel="modulepreload" crossorigin href="/webui/assets/feature-graph-D-mwOi0p.js">
+    <link rel="modulepreload" crossorigin href="/webui/assets/mermaid-vendor-BVBgFwCv.js">
     <link rel="modulepreload" crossorigin href="/webui/assets/markdown-vendor-DmIvJdn7.js">
-    <link rel="modulepreload" crossorigin href="/webui/assets/feature-retrieval-DRE_iZah.js">
-    <link rel="modulepreload" crossorigin href="/webui/assets/feature-documents-DYAipKCP.js">
+    <link rel="modulepreload" crossorigin href="/webui/assets/feature-retrieval-BhEQ7fz5.js">
+    <link rel="modulepreload" crossorigin href="/webui/assets/feature-documents-CSExwz2a.js">
     <link rel="stylesheet" crossorigin href="/webui/assets/feature-graph-BipNuM18.css">
     <link rel="stylesheet" crossorigin href="/webui/assets/index-BwVd8c1u.css">
   </head>

lightrag/kg/mongo_impl.py

@@ -34,8 +34,6 @@ from pymongo.errors import PyMongoError  # type: ignore
 config = configparser.ConfigParser()
 config.read("config.ini", "utf-8")
 
-# Get maximum number of graph nodes from environment variable, default is 1000
-MAX_GRAPH_NODES = int(os.getenv("MAX_GRAPH_NODES", 1000))
 GRAPH_BFS_MODE = os.getenv("MONGO_GRAPH_BFS_MODE", "bidirectional")
 
 
@@ -883,7 +881,7 @@ class MongoGraphStorage(BaseGraphStorage):
         )
 
     async def get_knowledge_graph_all_by_degree(
-        self, max_depth: int = 3, max_nodes: int = MAX_GRAPH_NODES
+        self, max_depth: int, max_nodes: int
     ) -> KnowledgeGraph:
         """
         It's possible that the node with one or multiple relationships is retrieved,
@@ -961,9 +959,9 @@ class MongoGraphStorage(BaseGraphStorage):
         node_labels: list[str],
         seen_nodes: set[str],
         result: KnowledgeGraph,
-        depth: int = 0,
-        max_depth: int = 3,
-        max_nodes: int = MAX_GRAPH_NODES,
+        depth: int,
+        max_depth: int,
+        max_nodes: int,
     ) -> KnowledgeGraph:
         if depth > max_depth or len(result.nodes) > max_nodes:
             return result
@@ -1006,9 +1004,9 @@ class MongoGraphStorage(BaseGraphStorage):
     async def get_knowledge_subgraph_bidirectional_bfs(
         self,
         node_label: str,
-        depth=0,
-        max_depth: int = 3,
-        max_nodes: int = MAX_GRAPH_NODES,
+        depth: int,
+        max_depth: int,
+        max_nodes: int,
     ) -> KnowledgeGraph:
         seen_nodes = set()
         seen_edges = set()
@@ -1038,7 +1036,7 @@ class MongoGraphStorage(BaseGraphStorage):
         return result
 
     async def get_knowledge_subgraph_in_out_bound_bfs(
-        self, node_label: str, max_depth: int = 3, max_nodes: int = MAX_GRAPH_NODES
+        self, node_label: str, max_depth: int, max_nodes: int
     ) -> KnowledgeGraph:
         seen_nodes = set()
         seen_edges = set()
@@ -1152,7 +1150,7 @@ class MongoGraphStorage(BaseGraphStorage):
         self,
         node_label: str,
         max_depth: int = 3,
-        max_nodes: int = MAX_GRAPH_NODES,
+        max_nodes: int = None,
     ) -> KnowledgeGraph:
         """
         Retrieve a connected subgraph of nodes where the label includes the specified `node_label`.
@@ -1160,7 +1158,7 @@ class MongoGraphStorage(BaseGraphStorage):
         Args:
             node_label: Label of the starting node, * means all nodes
             max_depth: Maximum depth of the subgraph, Defaults to 3
-            max_nodes: Maxiumu nodes to return, Defaults to 1000
+            max_nodes: Maximum nodes to return, Defaults to global_config max_graph_nodes
 
         Returns:
             KnowledgeGraph object containing nodes and edges, with an is_truncated flag
@@ -1184,6 +1182,13 @@ class MongoGraphStorage(BaseGraphStorage):
         C → B
         C → D
         """
+        # Use global_config max_graph_nodes as default if max_nodes is None
+        if max_nodes is None:
+            max_nodes = self.global_config.get("max_graph_nodes", 1000)
+        else:
+            # Limit max_nodes to not exceed global_config max_graph_nodes
+            max_nodes = min(max_nodes, self.global_config.get("max_graph_nodes", 1000))
+
         result = KnowledgeGraph()
         start = time.perf_counter()
 

lightrag/kg/neo4j_impl.py

@@ -36,9 +36,6 @@ from dotenv import load_dotenv
 # the OS environment variables take precedence over the .env file
 load_dotenv(dotenv_path=".env", override=False)
 
-# Get maximum number of graph nodes from environment variable, default is 1000
-MAX_GRAPH_NODES = int(os.getenv("MAX_GRAPH_NODES", 1000))
-
 config = configparser.ConfigParser()
 config.read("config.ini", "utf-8")
 
@@ -902,7 +899,7 @@ class Neo4JStorage(BaseGraphStorage):
         self,
         node_label: str,
         max_depth: int = 3,
-        max_nodes: int = MAX_GRAPH_NODES,
+        max_nodes: int = None,
     ) -> KnowledgeGraph:
         """
         Retrieve a connected subgraph of nodes where the label includes the specified `node_label`.
@@ -916,6 +913,13 @@ class Neo4JStorage(BaseGraphStorage):
             KnowledgeGraph object containing nodes and edges, with an is_truncated flag
             indicating whether the graph was truncated due to max_nodes limit
         """
+        # Get max_nodes from global_config if not provided
+        if max_nodes is None:
+            max_nodes = self.global_config.get("max_graph_nodes", 1000)
+        else:
+            # Limit max_nodes to not exceed global_config max_graph_nodes
+            max_nodes = min(max_nodes, self.global_config.get("max_graph_nodes", 1000))
+
         workspace_label = self._get_workspace_label()
         result = KnowledgeGraph()
         seen_nodes = set()

lightrag/kg/networkx_impl.py

@@ -26,8 +26,6 @@ from dotenv import load_dotenv
 # the OS environment variables take precedence over the .env file
 load_dotenv(dotenv_path=".env", override=False)
 
-MAX_GRAPH_NODES = int(os.getenv("MAX_GRAPH_NODES", 1000))
-
 
 @final
 @dataclass
@@ -218,7 +216,7 @@ class NetworkXStorage(BaseGraphStorage):
         self,
         node_label: str,
         max_depth: int = 3,
-        max_nodes: int = MAX_GRAPH_NODES,
+        max_nodes: int = None,
     ) -> KnowledgeGraph:
         """
         Retrieve a connected subgraph of nodes where the label includes the specified `node_label`.
@@ -232,6 +230,13 @@ class NetworkXStorage(BaseGraphStorage):
             KnowledgeGraph object containing nodes and edges, with an is_truncated flag
             indicating whether the graph was truncated due to max_nodes limit
         """
+        # Get max_nodes from global_config if not provided
+        if max_nodes is None:
+            max_nodes = self.global_config.get("max_graph_nodes", 1000)
+        else:
+            # Limit max_nodes to not exceed global_config max_graph_nodes
+            max_nodes = min(max_nodes, self.global_config.get("max_graph_nodes", 1000))
+
         graph = await self._get_graph()
 
         result = KnowledgeGraph()

lightrag/kg/postgres_impl.py

@@ -45,9 +45,6 @@ from dotenv import load_dotenv
 # the OS environment variables take precedence over the .env file
 load_dotenv(dotenv_path=".env", override=False)
 
-# Get maximum number of graph nodes from environment variable, default is 1000
-MAX_GRAPH_NODES = int(os.getenv("MAX_GRAPH_NODES", 1000))
-
 
 class PostgreSQLDB:
     def __init__(self, config: dict[str, Any], **kwargs: Any):
@@ -2819,7 +2816,7 @@ class PGGraphStorage(BaseGraphStorage):
         self,
         node_label: str,
         max_depth: int = 3,
-        max_nodes: int = MAX_GRAPH_NODES,
+        max_nodes: int = None,
     ) -> KnowledgeGraph:
         """
         Retrieve a connected subgraph of nodes where the label includes the specified `node_label`.
@@ -2827,12 +2824,18 @@ class PGGraphStorage(BaseGraphStorage):
         Args:
             node_label: Label of the starting node, * means all nodes
             max_depth: Maximum depth of the subgraph, Defaults to 3
-            max_nodes: Maxiumu nodes to return, Defaults to 1000
+            max_nodes: Maximum nodes to return, Defaults to global_config max_graph_nodes
 
         Returns:
             KnowledgeGraph object containing nodes and edges, with an is_truncated flag
             indicating whether the graph was truncated due to max_nodes limit
         """
+        # Use global_config max_graph_nodes as default if max_nodes is None
+        if max_nodes is None:
+            max_nodes = self.global_config.get("max_graph_nodes", 1000)
+        else:
+            # Limit max_nodes to not exceed global_config max_graph_nodes
+            max_nodes = min(max_nodes, self.global_config.get("max_graph_nodes", 1000))
         kg = KnowledgeGraph()
 
         # Handle wildcard query - get all nodes

lightrag/lightrag.py

@@ -201,7 +201,7 @@ class LightRAG:
     embedding_func: EmbeddingFunc | None = field(default=None)
     """Function for computing text embeddings. Must be set before use."""
 
-    embedding_batch_num: int = field(default=int(os.getenv("EMBEDDING_BATCH_NUM", 32)))
+    embedding_batch_num: int = field(default=int(os.getenv("EMBEDDING_BATCH_NUM", 10)))
     """Batch size for embedding computations."""
 
     embedding_func_max_async: int = field(
@@ -269,6 +269,9 @@ class LightRAG:
     max_parallel_insert: int = field(default=int(os.getenv("MAX_PARALLEL_INSERT", 2)))
     """Maximum number of parallel insert operations."""
 
+    max_graph_nodes: int = field(default=get_env_value("MAX_GRAPH_NODES", 1000, int))
+    """Maximum number of graph nodes to return in knowledge graph queries."""
+
     addon_params: dict[str, Any] = field(
         default_factory=lambda: {
             "language": get_env_value("SUMMARY_LANGUAGE", "English", str)
@@ -545,18 +548,24 @@ class LightRAG:
         self,
         node_label: str,
         max_depth: int = 3,
-        max_nodes: int = 1000,
+        max_nodes: int = None,
     ) -> KnowledgeGraph:
         """Get knowledge graph for a given label
 
         Args:
             node_label (str): Label to get knowledge graph for
             max_depth (int): Maximum depth of graph
-            max_nodes (int, optional): Maximum number of nodes to return. Defaults to 1000.
+            max_nodes (int, optional): Maximum number of nodes to return. Defaults to self.max_graph_nodes.
 
         Returns:
             KnowledgeGraph: Knowledge graph containing nodes and edges
         """
+        # Use self.max_graph_nodes as default if max_nodes is None
+        if max_nodes is None:
+            max_nodes = self.max_graph_nodes
+        else:
+            # Limit max_nodes to not exceed self.max_graph_nodes
+            max_nodes = min(max_nodes, self.max_graph_nodes)
 
         return await self.chunk_entity_relation_graph.get_knowledge_graph(
             node_label, max_depth, max_nodes

lightrag_webui/src/components/graph/Settings.tsx

@@ -1,4 +1,4 @@
-import { useState, useCallback} from 'react'
+import { useState, useCallback, useEffect} from 'react'
 import { Popover, PopoverContent, PopoverTrigger } from '@/components/ui/Popover'
 import Checkbox from '@/components/ui/Checkbox'
 import Button from '@/components/ui/Button'
@@ -62,6 +62,10 @@ const LabeledNumberInput = ({
   // Create unique ID using the label text converted to lowercase with spaces removed
   const id = `input-${label.toLowerCase().replace(/\s+/g, '-')}`;
 
+  useEffect(() => {
+    setCurrentValue(value)
+  }, [value])
+
   const onValueChange = useCallback(
     (e: React.ChangeEvent<HTMLInputElement>) => {
       const text = e.target.value.trim()
@@ -154,6 +158,7 @@ export default function Settings() {
   const maxEdgeSize = useSettingsStore.use.maxEdgeSize()
   const graphQueryMaxDepth = useSettingsStore.use.graphQueryMaxDepth()
   const graphMaxNodes = useSettingsStore.use.graphMaxNodes()
+  const backendMaxGraphNodes = useSettingsStore.use.backendMaxGraphNodes()
   const graphLayoutMaxIterations = useSettingsStore.use.graphLayoutMaxIterations()
 
   const enableHealthCheck = useSettingsStore.use.enableHealthCheck()
@@ -213,14 +218,10 @@ export default function Settings() {
   }, [])
 
   const setGraphMaxNodes = useCallback((nodes: number) => {
-    if (nodes < 1 || nodes > 1000) return
-    useSettingsStore.setState({ graphMaxNodes: nodes })
-    const currentLabel = useSettingsStore.getState().queryLabel
-    useSettingsStore.getState().setQueryLabel('')
-    setTimeout(() => {
-      useSettingsStore.getState().setQueryLabel(currentLabel)
-    }, 300)
-  }, [])
+    const maxLimit = backendMaxGraphNodes || 1000
+    if (nodes < 1 || nodes > maxLimit) return
+    useSettingsStore.getState().setGraphMaxNodes(nodes, true)
+  }, [backendMaxGraphNodes])
 
   const setGraphLayoutMaxIterations = useCallback((iterations: number) => {
     if (iterations < 1) return
@@ -360,11 +361,11 @@ export default function Settings() {
               onEditFinished={setGraphQueryMaxDepth}
             />
             <LabeledNumberInput
-              label={t('graphPanel.sideBar.settings.maxNodes')}
+              label={`${t('graphPanel.sideBar.settings.maxNodes')} (≤ ${backendMaxGraphNodes || 1000})`}
               min={1}
-              max={1000}
+              max={backendMaxGraphNodes || 1000}
               value={graphMaxNodes}
-              defaultValue={1000}
+              defaultValue={backendMaxGraphNodes || 1000}
               onEditFinished={setGraphMaxNodes}
             />
             <LabeledNumberInput

lightrag_webui/src/stores/settings.ts

@@ -36,7 +36,10 @@ interface SettingsState {
   setGraphQueryMaxDepth: (depth: number) => void
 
   graphMaxNodes: number
-  setGraphMaxNodes: (nodes: number) => void
+  setGraphMaxNodes: (nodes: number, triggerRefresh?: boolean) => void
+
+  backendMaxGraphNodes: number | null
+  setBackendMaxGraphNodes: (maxNodes: number | null) => void
 
   graphLayoutMaxIterations: number
   setGraphLayoutMaxIterations: (iterations: number) => void
@@ -90,6 +93,7 @@ const useSettingsStoreBase = create<SettingsState>()(
 
       graphQueryMaxDepth: 3,
       graphMaxNodes: 1000,
+      backendMaxGraphNodes: null,
       graphLayoutMaxIterations: 15,
 
       queryLabel: defaultQueryLabel,
@@ -143,7 +147,27 @@ const useSettingsStoreBase = create<SettingsState>()(
 
       setGraphQueryMaxDepth: (depth: number) => set({ graphQueryMaxDepth: depth }),
 
-      setGraphMaxNodes: (nodes: number) => set({ graphMaxNodes: nodes }),
+      setGraphMaxNodes: (nodes: number, triggerRefresh: boolean = false) => {
+        const state = useSettingsStore.getState();
+        if (state.graphMaxNodes === nodes) {
+          return;
+        }
+
+        if (triggerRefresh) {
+          const currentLabel = state.queryLabel;
+          // Atomically update both the node count and the query label to trigger a refresh.
+          set({ graphMaxNodes: nodes, queryLabel: '' });
+
+          // Restore the label after a short delay.
+          setTimeout(() => {
+            set({ queryLabel: currentLabel });
+          }, 300);
+        } else {
+          set({ graphMaxNodes: nodes });
+        }
+      },
+
+      setBackendMaxGraphNodes: (maxNodes: number | null) => set({ backendMaxGraphNodes: maxNodes }),
 
       setMinEdgeSize: (size: number) => set({ minEdgeSize: size }),
 
@@ -168,7 +192,7 @@ const useSettingsStoreBase = create<SettingsState>()(
     {
       name: 'settings-storage',
       storage: createJSONStorage(() => localStorage),
-      version: 13,
+      version: 14,
       migrate: (state: any, version: number) => {
         if (version < 2) {
           state.showEdgeLabel = false
@@ -232,6 +256,10 @@ const useSettingsStoreBase = create<SettingsState>()(
             state.querySettings.user_prompt = ''
           }
         }
+        if (version < 14) {
+          // Add backendMaxGraphNodes field for older versions
+          state.backendMaxGraphNodes = null
+        }
         return state
       }
     }

lightrag_webui/src/stores/state.ts

@@ -1,6 +1,7 @@
 import { create } from 'zustand'
 import { createSelectors } from '@/lib/utils'
 import { checkHealth, LightragStatus } from '@/api/lightrag'
+import { useSettingsStore } from './settings'
 
 interface BackendState {
   health: boolean
@@ -58,6 +59,25 @@ const useBackendStateStoreBase = create<BackendState>()((set) => ({
         );
       }
 
+      // Extract and store backend max graph nodes limit
+      if (health.configuration?.max_graph_nodes) {
+        const maxNodes = parseInt(health.configuration.max_graph_nodes, 10)
+        if (!isNaN(maxNodes) && maxNodes > 0) {
+          const currentBackendMaxNodes = useSettingsStore.getState().backendMaxGraphNodes
+
+          // Only update if the backend limit has actually changed
+          if (currentBackendMaxNodes !== maxNodes) {
+            useSettingsStore.getState().setBackendMaxGraphNodes(maxNodes)
+
+            // Auto-adjust current graphMaxNodes if it exceeds the new backend limit
+            const currentMaxNodes = useSettingsStore.getState().graphMaxNodes
+            if (currentMaxNodes > maxNodes) {
+              useSettingsStore.getState().setGraphMaxNodes(maxNodes, true)
+            }
+          }
+        }
+      }
+
       set({
         health: true,
         message: null,