[{"_1":2,"_3":-5,"_4":-5},"loaderData",{"_5":6,"_7":8},"actionData","errors","root",{"_103":104,"_105":106},"routes/embed.x.$handle.$name.$",{"_9":10,"_11":12,"_13":14,"_15":16,"_17":18,"_19":20,"_21":-5},"handle","sebas1","name","cognitive-influence-shield-v9-benchmark","path","iohunter_china_restricted_summary.ts","project",{"_22":45,"_11":12,"_33":46,"_47":-5,"_48":42,"_49":50,"_51":50,"_52":53,"_54":-5,"_55":56,"_57":-5,"_58":42,"_59":-5,"_60":-5,"_61":62,"_63":64,"_65":-5,"_66":-5,"_67":-5,"_68":-5,"_69":70,"_71":70,"_72":73,"_74":73,"_75":73,"_76":70,"_77":70,"_78":79,"_80":81,"_82":83,"_84":42},"file",{"_22":23,"_11":14,"_24":25,"_26":-5,"_27":28,"_29":30,"_31":32,"_33":34,"_35":36,"_37":38,"_39":40,"_41":42,"_43":-5,"_13":44},"permalink","https://www.val.town/x/sebas1/cognitive-influence-shield-v9-benchmark/code/iohunter_china_restricted_summary.ts","extension","id","25d66bdc-9f3b-40e2-a357-de4be1b82027","fileId","01a0504f-e45f-751e-94fd-09985b7a31db","parentId","branchId","8bea2f6c-16a3-486d-8744-3f17ebefd2cf","branchVersion",24,"latest",true,"createdAt",["D",1788053818633],"version",1,"fileType","script","content","const ZIP=\"https://zenodo.org/records/13357621/files/data.zip?download=1\";\nconst TARGET=\"data/processed/china/0.7_datasets.pkl\";\nconst ALLOWED=new Set([\"networkx.classes.graph.Graph\",\"numpy.core.multiarray._reconstruct\",\"numpy.ndarray\",\"numpy.dtype\"]);\nasync function range(s:number,e:number){const r=await fetch(ZIP,{headers:{range:`bytes=${s}-${e}`}});if(r.status!==206)throw Error(\"range \"+r.status);return new Uint8Array(await r.arrayBuffer())}\nfunction u16(b:Uint8Array,o:number){return b[o]|(b[o+1]<<8)} function u32(b:Uint8Array,o:number){return (b[o]|(b[o+1]<<8)|(b[o+2]<<16)|(b[o+3]<<24))>>>0} function u64(b:Uint8Array,o:number){let v=0n;for(let i=7;i>=0;i--)v=(v<<8n)+BigInt(b[o+i]);return v}\nasync function rawTarget(){const h=await fetch(ZIP,{headers:{range:\"bytes=0-0\"}}),m=(h.headers.get(\"content-range\")||\"\").match(/\\/(\\d+)$/);await h.arrayBuffer();if(!m)throw Error(\"total\");const n=+m[1],tail=await range(Math.max(0,n-131072),n-1);let e=-1;for(let i=tail.length-22;i>=0;i--)if(u32(tail,i)===0x06054b50){e=i;break}if(e<0)throw Error(\"eocd\");const cnt=u16(tail,e+10),cs=u32(tail,e+12),co=u32(tail,e+16),cd=await range(co,co+cs-1);let o=0,z:any=null;for(let k=0;k}; type G={kind:\"global\",name:string}; type Sym={kind:string,[k:string]:any}; const dict=():D=>({kind:\"dict\",m:new Map()});\nconst raw=await rawTarget(),td=new TextDecoder(),memo:any[]=[],st:any[]=[],MARK=Symbol(\"mark\");let i=0;const globals=new Set(),counts=new Map();\nconst c=(x:string)=>counts.set(x,(counts.get(x)||0)+1), pop=()=>st.pop(), push=(x:any)=>st.push(x), items=()=>{const a=[];while(st.length){const x=pop();if(x===MARK)return a.reverse();a.push(x)}throw Error(\"mark\")};\nfunction set(d:any,k:any,v:any){if(!d||d.kind!==\"dict\")throw Error(\"setitem target not dict\");d.m.set(k,v)} function i32(o:number){const v=u32(raw,o);return v>0x7fffffff?v-0x100000000:v}\nfunction signedLE(bytes:Uint8Array){let v=0n;for(let j=bytes.length-1;j>=0;j--)v=(v<<8n)+BigInt(bytes[j]);if(bytes.length&&bytes[bytes.length-1]&0x80)v-=1n<3)return\"\";if(x===null||typeof x===\"string\"||typeof x===\"number\"||typeof x===\"boolean\")return x;if(typeof x===\"bigint\")return x.toString();if(x instanceof Uint8Array)return{type:\"bytes\",length:x.length,prefix_hex:Array.from(x.slice(0,8)).map(b=>b.toString(16).padStart(2,\"0\")).join(\"\")};if(Array.isArray(x))return{type:\"list\",length:x.length,head:x.slice(0,8).map(v=>summarize(v,depth+1))};if(x?.kind===\"dict\"){const ks=[...x.m.keys()];return{type:\"dict\",size:ks.length,keys:ks.slice(0,20).map(k=>summarize(k,depth+1))}}if(x?.kind===\"ndarray\")return{type:\"ndarray_symbolic\",ctor:summarize(x.ctor_args,depth+1),state:summarize(x.state,depth+1)};if(x?.kind===\"dtype\")return{type:\"dtype_symbolic\",ctor:summarize(x.ctor_args,depth+1),state:summarize(x.state,depth+1)};if(x?.kind===\"networkx.Graph\"){const s=x.state?.kind===\"dict\"?x.state.m:null,nd=s?.get(\"_node\"),ad=s?.get(\"_adj\");let uniqueEdges=0,selfLoops=0,sample:any=null;if(ad?.kind===\"dict\")for(const [u,nbrs] of ad.m){if(nbrs?.kind!==\"dict\")continue;for(const [v,attrs] of nbrs.m){if(u===v){uniqueEdges++;selfLoops++}else if(Number(u)[String(k),typeof val===\"number\"?val:summarize(val,depth+1)]))}}}return{type:\"networkx_graph_symbolic\",nodes:nd?.kind===\"dict\"?nd.m.size:null,undirected_edges:uniqueEdges,self_loops:selfLoops,graph_keys:s?[...s.keys()].map(String):[],sample_edge:sample}}if(x?.kind===\"global\")return{type:\"global_symbolic\",name:x.name};return{type:typeof x,keys:Object.keys(x||{})}}\nconst root=st[st.length-1];if(!root||root.kind!==\"dict\")throw Error(\"root not dict\");const topKeys=[...root.m.keys()];const top:any={};for(const k of topKeys)top[String(k)]=summarize(root.m.get(k),1);\nfunction ndarrayMeta(x:any){if(x?.kind!==\"ndarray\"||!Array.isArray(x.state)||x.state.length!==5)return null;const [ver,shape,dtype,fortran,data]=x.state;return{version:ver,shape:Array.isArray(shape)?shape:shape,dtype_ctor:dtype?.ctor_args,dtype_state:dtype?.state,fortran,bytes:data instanceof Uint8Array?data.length:null,data_prefix:data instanceof Uint8Array?Array.from(data.slice(0,24)).map(b=>b.toString(16).padStart(2,\"0\")).join(\"\"):null}}\nfunction decodeF64(x:any){const m=ndarrayMeta(x);if(!m||!(x.state[4] instanceof Uint8Array))return null;const b=x.state[4] as Uint8Array;if(b.length%8)return null;const dv=new DataView(b.buffer,b.byteOffset,b.byteLength),a=[];for(let q=0;qb!==0)}\nfunction graphFeatures(x:any,n:number){const deg=Array(n).fill(0),wdeg=Array(n).fill(0),maxw=Array(n).fill(0);const s=x?.kind===\"networkx.Graph\"&&x.state?.kind===\"dict\"?x.state.m:null,ad=s?.get(\"_adj\");if(ad?.kind!==\"dict\")return{degree:deg,weighted_degree:wdeg,max_edge_weight:maxw};for(const [u,nbrs] of ad.m){const ui=Number(u);if(!Number.isInteger(ui)||ui<0||ui>=n||nbrs?.kind!==\"dict\")continue;for(const [v,attrs] of nbrs.m){const vi=Number(v);if(ui===vi)continue;let wt=1;if(attrs?.kind===\"dict\"&&typeof attrs.m.get(\"weight\")===\"number\")wt=attrs.m.get(\"weight\");deg[ui]++;wdeg[ui]+=wt;maxw[ui]=Math.max(maxw[ui],wt)}}return{degree:deg,weighted_degree:wdeg,max_edge_weight:maxw}}\nfunction auc(y:number[],s:number[],mask:boolean[]){const p:any[]=[],n:any[]=[];for(let q=0;qb?1:a===b?.5:0;return +(wins/(p.length*n.length)).toFixed(4)}\nfunction ap(y:number[],s:number[],mask:boolean[]){const a=[] as any[];for(let q=0;qz[0]-x[0]);const pos=a.filter(x=>x[1]===1).length;if(!pos)return null;let tp=0,sum=0;for(let q=0;qtrue),modalities=[\"coRT\",\"coURL\",\"hashSeq\",\"fastRT\",\"tweetSim\"],featureEval:any={};for(const name of modalities){const f=graphFeatures(root.m.get(name),y.length),one:any={};for(const [fk,sv] of Object.entries(f)){const folds:any[]=[];if(splitsObj?.kind===\"dict\")for(const [fold,d] of splitsObj.m){const test=d?.kind===\"dict\"?decodeBool(d.m.get(\"test\")):null;if(test)folds.push({fold:Number(fold),test_n:test.filter(Boolean).length,test_pos:test.filter((v,q)=>v&&y[q]===1).length,auc:auc(y,sv as number[],test),ap:ap(y,sv as number[],test)});}const av=(k:string)=>{const z=folds.map(x=>x[k]).filter(x=>typeof x===\"number\");return z.length?+(z.reduce((a,b)=>a+b,0)/z.length).toFixed(4):null};one[fk]={overall_auc:auc(y,sv as number[],allMask),overall_ap:ap(y,sv as number[],allMask),test_folds:folds,test_auc_mean:av(\"auc\"),test_ap_mean:av(\"ap\")};}featureEval[name]=one;}\nconst splitCounts:any={};if(splitsObj?.kind===\"dict\")for(const [fold,d] of splitsObj.m){const o:any={};if(d?.kind===\"dict\")for(const part of [\"train\",\"val\",\"test\"]){const m=decodeBool(d.m.get(part));if(m)o[part]={n:m.filter(Boolean).length,pos:m.filter((v,q)=>v&&y[q]===1).length,neg:m.filter((v,q)=>v&&y[q]===0).length};}splitCounts[String(fold)]=o;}\nconsole.log(JSON.stringify({status:\"RESTRICTED_PARSE_AND_FEATURE_EVAL_PASS\",target:TARGET,raw_bytes:raw.length,globals:[...globals],top_keys:topKeys.map(String),labels_meta:ndarrayMeta(labelsObj),labels_counts:labelCounts,split_counts:splitCounts,graph_summary:Object.fromEntries([\"graph\",...modalities].map(k=>[k,top[k]])),feature_evaluation:featureEval,security:\"No GLOBAL/REDUCE/NEWOBJ/BUILD callable is executed. Four explicit symbolic forms only; any unknown global/opcode aborts. Features are label-blind; labels are used only after extraction for evaluation.\"}));","deleted",false,"label",[14],"443666d6-4985-462c-88ca-3ab288d350ca",["D",1788051481243],"deletedAt","legacyEnvVars","privacy","public","httpPrivacy","description","V9 safe IOHunter conversion and multi-campaign evidence","imageUrl","userId","d3788f19-13c5-4356-87e8-dce639626bb9","pinnedFileId","pinPreview","pinMigrated","screenshotVersion","likeCount",0,"orgId","01a04116-f28c-754c-9173-77bf5814fcd6","tursoName","tursoHostname","tursoMeasuredAt","pinned","userPerm","r","valPerm","blobPerm","rw","emailPerm","sqlitePerm","projectPerm","telemetryPerm","user",{"_9":10,"_102":98},"org",{"_9":10,"_95":96,"_97":98,"_55":56,"_99":100,"_101":42},"branch",{"_35":85,"_11":86,"_22":28,"_87":45,"_88":-5,"_89":-5,"_90":-5,"_91":-5,"_92":-5,"_93":12,"_94":10},"isOwned",26,"main","projectId","forkedBranchId","forkedBranchVersion","forkedProjectPrivacy","forkedProjectId","forkedProjectOrgId","projectName","userHandle","displayName","sebas","avatar","https://lh3.googleusercontent.com/a/ACg8ocJaC6uiXPmN9dvgA2XcSlzBSkPJO0GN5zKzPm3a8cbjmXC9HYA=s96-c","tier","free","canRestrictVals","profileImageUrl","ctx",{"_78":-5,"_136":137,"_138":139,"_140":141,"_142":42,"_143":42,"_144":42,"_145":32,"_146":-5,"_147":-7,"_148":-7,"_149":62,"_150":42,"_151":42,"_152":-5,"_153":42,"_154":42,"_155":42,"_156":-5},"ENV",{"_107":108,"_109":110,"_111":86,"_112":113,"_114":115,"_116":117,"_118":119,"_120":121,"_122":123,"_124":125,"_126":127,"_128":129,"_130":131,"_132":133,"_134":135},"REACT_APP_SENTRY_DSN","https://586020d86f05489db63a554690acf1e9@o1398359.ingest.sentry.io/6724499","RENDER_GIT_COMMIT","e87eb04e707cf64e7e532c8e8ec395f209e17f15","RENDER_GIT_BRANCH","POSTHOG_API_TOKEN","phc_nmoyuAkStEZuUp69rYlg1DZgrIt19Gx0Y4Hwf8tGgJP","POSTHOG_API_HOST","https://wart.val.town","WEB_API_TEMPLATE","https://{val}.web.val.run","APP_URL","https://www.val.town","MODULE_URL","https://esm.town","VANITY_WEB_API_TEMPLATE","https://{label}.val.run/","DENOLS_URL","https://lsp.val.town","NODE_ENV","production","CLOUDFLARE_TURNSTILE_SITE_KEY","0x4AAAAAACtaIZJH7s9rBMZ6","GOOGLE_CLIENT_ID","875989696899-jtsqkhlbdv5jrlsk8631p7ipjg3c6o62.apps.googleusercontent.com","STRIPE_PUBLISHABLE_KEY","pk_live_51N2zvWEpZTTLipIkVEwXrUG9AT0yeOOEYxszarZT1jpsZV58Ly6wlg3SltZpHN26CUalOBmUSY7adQRQiSkCZz2500qSXNkf8Y","API_URL","https://api.val.town","orgs",[],"preferencesKeybindings","default","preferencesTheme","light","preferencesFixers","preferencesCopilot","preferencesSelectionAi","preferencesCloseBrackets","preferencesChatPanelState","preferencesDprint","preferencesDenofmt","notificationCount","flagDenols","isBusinessOrgMember","businessOrgHandle","isBusinessOrgAdmin","isHigherTownieTier","navCollapsed","currentOrgId"]