exec(open('sim6.py').read().split('if __name__')[0])
HASSTRUCT=set(adj.keys())
import json as _j
d2=_j.load(open('/Users/timlingo/neuron-memory-backups/snapshot-pre-repair-20260806.json',encoding='utf-8',errors='surrogateescape'))
ANYEDGE=set()
for e in d2['edges']: ANYEDGE.add(e['from_id']); ANYEDGE.add(e['to_id'])
del d2
print("struct=%d anyedge=%d"%(len(HASSTRUCT),len(ANYEDGE)),file=sys.stderr)
def run4(pool, nlegs, lim=10):
    P = HASSTRUCT if pool=='struct' else ANYEDGE
    res={}
    for qid,q in gold.items():
        v=emb(q['query']); s=M@v; s[~np.isfinite(s)]=-1
        L,nmatch=lexleg(qid,q['query'])
        if nmatch==0: res[qid]=[]; continue
        ordr=np.argsort(-s)
        cand=[eids[j] for j in ordr[:3000] if PRINT.match(eids[j] or '')]
        S=cand[:10]
        G=[x for x in cand if x in P][:10]
        seeds=[x for x in L[:3] if x in N]
        seeds=seeds+[eids[j] for j in ordr[:8] if eids[j] in N and eids[j] not in seeds and PRINT.match(eids[j] or '')]
        A=assoc(seeds,s,False,'cos') if seeds else []
        legs=[L,S,G,A] if nlegs==4 else [L,G,A]
        res[qid]=inter(legs)
    return res
b,_=run(True,False,False,'cos'); base=score(b,'BASE bm25lex replica')
score(run4('struct',4),'I 4leg L,S,G(struct),A',base)
score(run4('any',4),   'J 4leg L,S,G(anyedge),A',base)
score(run4('struct',3),'K 3leg L,G(struct),A',base)
score(run4('any',3),   'L 3leg L,G(anyedge),A',base)