Merge pull request 'engram: native set-based reframe_region + engine hardening (embed-gap, lazy cosine, vindex harvest)' (#109) from feat/reframe-region-setop into dev
El SDK CI - dev / build-and-test (push) Failing after 3m58s

This commit was merged in pull request #109.
This commit is contained in:
2026-08-15 21:50:41 +00:00
53 changed files with 13804 additions and 119 deletions
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/* bench_discrimination.c — M9 REFINEMENT bench: measures whether mean-centering
* the anisotropic nomic-embed-text space sharpens the §5 geometry operators on
* REAL data. Read-only over a COPY of the live store (never the live file).
*
* usage: bench_discrimination [store.egm]
* (or set ENGRAM_BENCH_STORE). If no store is given/openable it prints
* SKIP and exits 0 — so it is safe in CI without live data.
*
* It picks two semantically distinct cohorts by keyword (domain A vs domain B),
* computes the global mean over the embed-eligible set (via engram_geo_mean_build
* — the same offset the descriptor uses), then reports BEFORE (raw unit space)
* vs AFTER (mean-centered space):
* - cross-centroid cosine (lower = better separated)
* - cross-centroid Euclid dist (translation-invariant: a control)
* - intra-cohesion per domain (member cos to own centroid)
* - overlap operator (cross_cos / sqrt(intraA*intraB): ~1 = domains
* indistinguishable, ~0 = cleanly separated)
* - angular separation ratio z (centroid angle / summed angular spread)
* - mean pairwise cosine sample (the anisotropy headline; ~0.55 raw -> ~0 ctr)
*
* Pure C11; links engram_store.c + engram_geometry.c; -lm.
*/
#include "engram_store.h"
#include "engram_geometry.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <strings.h>
#include <math.h>
#define CAP_DOMAIN 400
#define CAP_SAMPLE 800
typedef struct { float** v; int n, cap, dim; } VecSet;
static void vs_init(VecSet* s){ s->v=NULL; s->n=0; s->cap=0; s->dim=0; }
static void vs_push(VecSet* s, const float* e, int dim, int cap){
if(s->n>=cap) return;
if(s->dim==0) s->dim=dim;
if(s->n==s->cap){ int nc=s->cap?s->cap*2:64; s->v=realloc(s->v,(size_t)nc*sizeof*s->v); s->cap=nc; }
float* c=malloc((size_t)dim*sizeof(float));
double nn=0; for(int d=0;d<dim;d++) nn+=(double)e[d]*e[d]; nn=sqrt(nn);
if(nn<1e-12){ free(c); return; }
for(int d=0;d<dim;d++) c[d]=(float)(e[d]/nn); /* L2-normalized copy */
s->v[s->n++]=c;
}
static void vs_free(VecSet* s){ for(int i=0;i<s->n;i++) free(s->v[i]); free(s->v); }
typedef struct { VecSet A, B, S; long idx; } Coh;
static int has(const char* h, const char* n){ return h && strcasestr(h,n)!=NULL; }
static void cb(const StoreNode* n, void* ctx){
Coh* c=ctx;
if(!(n->emb && n->emb_dim>0)) return;
/* every 5th embedded node -> isotropy sample */
if((c->idx++ % 5)==0) vs_push(&c->S, n->emb, n->emb_dim, CAP_SAMPLE);
const char* t=n->content; const char* g=n->tags;
int A = has(t,"quantiz")||has(g,"quantiz")||has(t,"lorablation")||has(t,"70B")||has(t,"LoRA merge");
int B = has(t,"kubernetes")||has(t,"terraform")||has(t,"argo")||has(g,"infrastructure")||has(t,"vault")||has(t,"cloudflare");
if(A && !B) vs_push(&c->A, n->emb, n->emb_dim, CAP_DOMAIN);
else if(B && !A) vs_push(&c->B, n->emb, n->emb_dim, CAP_DOMAIN);
}
/* mean of a VecSet into out (dim doubles). */
static void mean_of(const VecSet* s, const float* gm, double* out){
int dim=s->dim; for(int d=0;d<dim;d++) out[d]=0;
for(int i=0;i<s->n;i++) for(int d=0;d<dim;d++) out[d]+=(double)s->v[i][d]-(gm?gm[d]:0.0);
if(s->n) for(int d=0;d<dim;d++) out[d]/=s->n;
}
static double dnorm(const double* a, int dim){ double s=0; for(int d=0;d<dim;d++) s+=a[d]*a[d]; return sqrt(s); }
static double dcos(const double* a, const double* b, int dim){
double na=dnorm(a,dim), nb=dnorm(b,dim); if(na<1e-12||nb<1e-12) return 0;
double s=0; for(int d=0;d<dim;d++) s+=a[d]*b[d]; double c=s/(na*nb);
if(c>1)c=1; if(c<-1)c=-1; return c;
}
static double deuclid(const double* a, const double* b, int dim){
double s=0; for(int d=0;d<dim;d++){ double x=a[d]-b[d]; s+=x*x; } return sqrt(s);
}
/* mean cosine of members (minus gm) to centroid c (already gm-subtracted). */
static double cohesion(const VecSet* s, const float* gm, const double* c){
int dim=s->dim; double nc=dnorm(c,dim); if(nc<1e-12||s->n==0) return 0;
double acc=0; for(int i=0;i<s->n;i++){
double dot=0, nv=0;
for(int d=0;d<dim;d++){ double v=(double)s->v[i][d]-(gm?gm[d]:0.0); dot+=v*c[d]; nv+=v*v; }
nv=sqrt(nv); if(nv<1e-12) continue; double cc=dot/(nv*nc);
if(cc>1)cc=1; if(cc<-1)cc=-1; acc+=cc;
}
return acc/s->n;
}
/* mean pairwise cosine over a sample (isotropy metric). */
static double mean_pairwise_cos(const VecSet* s, const float* gm){
int dim=s->dim; if(s->n<2) return 0; double acc=0; long np=0;
for(int i=0;i<s->n;i++) for(int j=i+1;j<s->n;j++){
double dot=0, na=0, nb=0;
for(int d=0;d<dim;d++){ double a=(double)s->v[i][d]-(gm?gm[d]:0.0), b=(double)s->v[j][d]-(gm?gm[d]:0.0);
dot+=a*b; na+=a*a; nb+=b*b; }
na=sqrt(na); nb=sqrt(nb); if(na<1e-12||nb<1e-12) continue;
double c=dot/(na*nb); if(c>1)c=1; if(c<-1)c=-1; acc+=c; np++;
}
return np? acc/np : 0;
}
static void report(const char* label, Coh* c, const float* gm){
int dim=c->A.dim; double* ca=malloc((size_t)dim*sizeof(double)); double* cb=malloc((size_t)dim*sizeof(double));
mean_of(&c->A, gm, ca); mean_of(&c->B, gm, cb);
double xcos=dcos(ca,cb,dim), xeuc=deuclid(ca,cb,dim);
double cohA=cohesion(&c->A,gm,ca), cohB=cohesion(&c->B,gm,cb);
double overlap = (cohA>0&&cohB>0)? xcos/sqrt(cohA*cohB) : xcos;
double theta = acos(xcos<-1?-1:(xcos>1?1:xcos));
double sig = acos(cohA<-1?-1:(cohA>1?1:cohA)) + acos(cohB<-1?-1:(cohB>1?1:cohB));
double z = (sig>1e-9)? theta/sig : 0;
double mpc = mean_pairwise_cos(&c->S, gm);
printf(" [%s]\n", label);
printf(" cross-centroid cosine = %+.4f (lower = better separated)\n", xcos);
printf(" cross-centroid Euclid = %.4f (translation-invariant control)\n", xeuc);
printf(" intra-cohesion A / B = %.4f / %.4f\n", cohA, cohB);
printf(" OVERLAP operator = %.4f (~1 = indistinguishable, ~0 = clean)\n", overlap);
printf(" angular separation z = %.3f (centroid-angle / summed spread; >1 = separated)\n", z);
printf(" mean pairwise cosine = %+.4f (isotropy: ~0.55 anisotropic -> ~0 isotropic)\n", mpc);
free(ca); free(cb);
}
int main(int argc, char** argv){
const char* path = (argc>1)? argv[1] : getenv("ENGRAM_BENCH_STORE");
if(!path){ printf("SKIP: no store path (arg or ENGRAM_BENCH_STORE)\n"); return 0; }
EngramPagedStore* st=store_open(path);
if(!st){ printf("SKIP: could not open %s\n", path); return 0; }
Coh c; vs_init(&c.A); vs_init(&c.B); vs_init(&c.S); c.idx=0;
store_scan_nodes(st, cb, &c);
printf("=== two-domain discrimination bench (real store copy) ===\n");
printf("domain A (quantization) n=%d ; domain B (infrastructure) n=%d ; sample n=%d ; dim=%d\n",
c.A.n, c.B.n, c.S.n, c.A.dim);
if(c.A.n<3 || c.B.n<3){ printf("SKIP: a cohort is too small to be meaningful\n");
vs_free(&c.A); vs_free(&c.B); vs_free(&c.S); store_close(st); return 0; }
GeoMeanCache* mc=engram_geo_mean_build(st);
const float* gm=engram_geo_mean_vec(mc);
printf("global-mean cache: dim=%d over %llu embedded nodes\n\n",
engram_geo_mean_dim(mc), (unsigned long long)engram_geo_mean_count(mc));
printf("BEFORE (raw anisotropic unit space):\n");
report("RAW", &c, NULL);
printf("\nAFTER (mean-centered isotropic space):\n");
report("CENTERED", &c, gm);
engram_geo_mean_free(mc);
vs_free(&c.A); vs_free(&c.B); vs_free(&c.S);
store_close(st);
return 0;
}
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#!/usr/bin/env bash
# M4 demand-paging buffer-pool gate. Pure C (NOT elb/elc). Writes only under /tmp.
# Runs the suite twice: an -O2 correctness build and an ASan+UBSan build.
set -e
HERE="$(cd "$(dirname "$0")" && pwd)"
SRC="$HERE/../../lang/runtime/engram_store.c"
TST="$HERE/test_bufpool.c"
echo "== compiling (gcc -O2): test_bufpool.c engram_store.c =="
BIN="/tmp/test_bufpool.$$"
gcc -O2 -Wall -Wextra -std=c11 "$TST" "$SRC" -o "$BIN"
"$BIN"; rc=$?
rm -f "$BIN"; rm -rf /tmp/engram-bufpool-test-*
[ $rc -ne 0 ] && exit $rc
echo
echo "== ASan+UBSan build (memory-error + UB checks; LSan unavailable on macOS) =="
ABIN="/tmp/test_bufpool_asan.$$"
gcc -O1 -g -fsanitize=address,undefined -fno-omit-frame-pointer -std=c11 "$TST" "$SRC" -o "$ABIN"
ASAN_OPTIONS=detect_leaks=0 UBSAN_OPTIONS=halt_on_error=1 "$ABIN"; rc=$?
rm -f "$ABIN"; rm -rf /tmp/engram-bufpool-test-*
exit $rc
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#!/usr/bin/env bash
# M5 online-compaction + background-checkpointer gate. Pure C (NOT elb/elc).
# Writes only under /tmp. Runs an -O2 correctness build then an ASan+UBSan build.
set -e
HERE="$(cd "$(dirname "$0")" && pwd)"
SRC="$HERE/../../lang/runtime/engram_store.c"
TST="$HERE/test_compaction.c"
echo "== compiling (gcc -O2): test_compaction.c engram_store.c =="
BIN="/tmp/test_compaction.$$"
gcc -O2 -Wall -Wextra -std=c11 "$TST" "$SRC" -o "$BIN"
"$BIN"; rc=$?
rm -f "$BIN"; rm -rf /tmp/engram-compact-test-*
[ $rc -ne 0 ] && exit $rc
echo
echo "== ASan+UBSan build (memory-error + UB checks; LSan unavailable on macOS) =="
ABIN="/tmp/test_compaction_asan.$$"
gcc -O1 -g -fsanitize=address,undefined -fno-omit-frame-pointer -std=c11 "$TST" "$SRC" -o "$ABIN"
ASAN_OPTIONS=detect_leaks=0 UBSAN_OPTIONS=halt_on_error=1 "$ABIN"; rc=$?
rm -f "$ABIN"; rm -rf /tmp/engram-compact-test-*
exit $rc
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#!/bin/sh
# Build + RUN the M9 FOUNDATION geometry-descriptor tests. Pure C11 (gcc/cc),
# stdlib + libm only. Standalone module — NOT folded through elb/elc. Two passes:
# 1. PERF — optimised (-O2, no sanitizer): the functional gate.
# 2. SAFETY — ASan + UBSan on the same suite (memory-safety is size-independent).
set -e
HERE=$(cd "$(dirname "$0")" && pwd)
RT="$HERE/../../lang/runtime"
CC=${CC:-cc}
SRC="$HERE/test_geometry.c $RT/engram_geometry.c $RT/engram_store.c $RT/engram_vindex.c"
WARN="-std=c11 -Wall -Wextra"
TMP=$(mktemp -d)
echo "### PASS 1: PERF (optimised, un-sanitised) — functional gate"
$CC $WARN -O2 -I"$RT" $SRC -lm -o "$TMP/perf"
"$TMP/perf"
echo
echo "### PASS 2: SAFETY (ASan/UBSan)"
$CC $WARN -O1 -g -fsanitize=address,undefined -fno-omit-frame-pointer -I"$RT" $SRC -lm -o "$TMP/safe"
ASAN_OPTIONS=${ASAN_OPTIONS:-detect_leaks=0} UBSAN_OPTIONS=halt_on_error=1 "$TMP/safe"
# PASS 3 (OPTIONAL): mean-centering discrimination bench on a COPY of a real
# store. Skips cleanly unless ENGRAM_BENCH_STORE points at a store .egm — never
# touches the live store. Read-only; not part of the pass/fail gate.
echo
echo "### PASS 3: DISCRIMINATION BENCH (optional; set ENGRAM_BENCH_STORE)"
BSRC="$HERE/bench_discrimination.c $RT/engram_geometry.c $RT/engram_store.c $RT/engram_vindex.c"
$CC $WARN -O2 -I"$RT" $BSRC -lm -o "$TMP/bench"
"$TMP/bench" "${ENGRAM_BENCH_STORE:-}"
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#!/usr/bin/env bash
# M-INTEROCEPTION P0 gate: engram_scan_nodes_emb_json read-only builtin.
# Throwaway HOME + /tmp only. Never touches ~/.neuron or :8742.
set -u
HERE="$(cd "$(dirname "$0")" && pwd)"
RT="$HERE/../../lang/runtime/el_runtime.c"
ST="$HERE/../../lang/runtime/engram_store.c"
GEO="$HERE/../../lang/runtime/engram_geometry.c"
VIDX="$HERE/../../lang/runtime/engram_vindex.c"
INC="$HERE/../../lang/runtime"
WORK="$(mktemp -d /tmp/engram-p0-XXXXXX)"
export HOME="$WORK/home"; mkdir -p "$HOME"
unset ENGRAM_STORE
fail=0
echo "== compile (plain) =="
gcc -O1 -std=c11 -I "$INC" "$HERE/test_interoception_p0_emb.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p0" 2>"$WORK/cc.log" || { echo "COMPILE FAILED"; cat "$WORK/cc.log"; rm -rf "$WORK"; exit 1; }
D="$WORK/d"; mkdir -p "$D"
"$WORK/p0" "$D" || { echo "FAIL: run"; fail=1; }
echo
echo "== assertions =="
python3 - "$D" <<'PY'
import json, sys, os
d = sys.argv[1]
def load(n):
with open(os.path.join(d,n)) as f: return json.load(f)
rc = 0
def check(c,m):
global rc
print((" PASS: " if c else " FAIL: ")+m)
if not c: rc=1
alln = load("emb_all.json")
check(len(alln)==3, f"emb dump returns all 3 nodes (got {len(alln)})")
# salience-sorted: high, mid, low
labels=[n["label"] for n in alln]
check(labels==["emb-high","emb-mid","noemb-low"], f"salience-sorted order {labels}")
for n in alln:
L=len(n["emb"])
check(L==n["emb_dim"], f"{n['label']}: len(emb)={L} == emb_dim={n['emb_dim']}")
check(alln[0]["emb_dim"]==16 and alln[1]["emb_dim"]==16, "embedded nodes report dim 16")
check(alln[2]["emb_dim"]==0 and alln[2]["emb"]==[], "un-embedded node -> emb_dim 0, emb []")
# first emb value round-trips ~0.10
check(abs(alln[0]["emb"][0]-0.10)<1e-3, f"emb[0] round-trips (~0.10, got {alln[0]['emb'][0]})")
pg0=load("emb_pg0.json"); pg1=load("emb_pg1.json")
check(len(pg0)==1 and len(pg1)==1, "pagination: one node per page")
check(pg0[0]["id"]=="n-high" and pg1[0]["id"]=="n-mid", f"pages disjoint & ordered ({pg0[0]['id']},{pg1[0]['id']})")
plain=load("plain.json")
check(len(plain)==3, "existing scan_nodes_json still returns 3")
check(all("emb" not in n for n in plain), "existing scan_nodes_json carries NO emb (behavior-neutral)")
sys.exit(rc)
PY
[ $? -ne 0 ] && fail=1
echo
echo "== latency (one 256-page over the 3-node copy) =="
python3 - "$D" <<'PY'
import os
# timing was measured inside C not here; report emb payload size as a proxy
sz=os.path.getsize(os.path.join(os.sys.argv[1] if False else __import__('sys').argv[1],"emb_all.json"))
print(f" emb_all.json payload = {sz} bytes for 3 nodes")
PY
echo
echo "== ASan+UBSan =="
gcc -O1 -g -std=c11 -fsanitize=address,undefined -fno-sanitize-recover=undefined \
-I "$INC" "$HERE/test_interoception_p0_emb.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p0.san" 2>"$WORK/san_cc.log" || { echo "SAN COMPILE FAILED"; tail -20 "$WORK/san_cc.log"; fail=1; }
if [ -x "$WORK/p0.san" ]; then
export ASAN_OPTIONS=detect_leaks=0
DS="$WORK/ds"; mkdir -p "$DS"
"$WORK/p0.san" "$DS" >/dev/null 2>"$WORK/san_run.log"
if grep -qiE 'runtime error|AddressSanitizer|Sanitizer|ERROR: ' "$WORK/san_run.log"; then
echo " FAIL: sanitizer findings:"; grep -iE 'runtime error|Sanitizer|ERROR' "$WORK/san_run.log" | head; fail=1
else echo " ok: ASan+UBSan clean"; fi
fi
echo
if [ "$fail" -eq 0 ]; then echo "====== P0 EMB-ENDPOINT GATE: PASS ======"; else echo "====== P0 EMB-ENDPOINT GATE: FAIL ======"; fi
rm -rf "$WORK"
exit $fail
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#!/usr/bin/env bash
# M-INTEROCEPTION P1 gate: two-threshold consolidation (ENGRAM_CONSOLIDATION).
# Throwaway HOME + /tmp only. Never touches ~/.neuron or :8742.
set -u
HERE="$(cd "$(dirname "$0")" && pwd)"
RT="$HERE/../../lang/runtime/el_runtime.c"
ST="$HERE/../../lang/runtime/engram_store.c"
GEO="$HERE/../../lang/runtime/engram_geometry.c"
VIDX="$HERE/../../lang/runtime/engram_vindex.c"
INC="$HERE/../../lang/runtime"
WORK="$(mktemp -d /tmp/engram-p1-XXXXXX)"
export HOME="$WORK/home"; mkdir -p "$HOME"
unset ENGRAM_STORE ENGRAM_CONSOLIDATION ENGRAM_CONSOL_CONN_MIN ENGRAM_CONSOL_PERM_MIN ENGRAM_CONSOL_WM_TOPK
fail=0
echo "== compile =="
gcc -O1 -std=c11 -I "$INC" "$HERE/test_interoception_p1_consol.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p1" 2>"$WORK/cc.log" || { echo "COMPILE FAILED"; cat "$WORK/cc.log"; rm -rf "$WORK"; exit 1; }
echo
echo "== (a) HEADLINE: hebb accrual curve over N co-activations (flag OFF, pure trunk) =="
D="$WORK/a"; mkdir -p "$D"
( unset ENGRAM_CONSOLIDATION; "$WORK/p1" accrual "$D" ) >"$WORK/accrual.txt" 2>&1 || { echo "FAIL accrual run"; fail=1; }
python3 - "$WORK/accrual.txt" <<'PY'
import json,sys,re
rows=[]
for line in open(sys.argv[1]):
m=re.match(r'SAMPLE (\d+) (\{.*\})',line.strip())
if not m: continue
n=int(m.group(1)); j=json.loads(m.group(2))
hm=j.get("hebb_max",0.0); hc=j.get("hebb_cand_max",0.0)
rows.append((n,hm,hc))
print(" N hebb_max 1-0.9999^N (predicted EWMA)")
rc=0
for n,hm,hc in rows:
pred=1-0.9999**n
print(f" {n:<7} {hm:<12.6g} {pred:.6g}")
# assertions: monotonic rise, starts near ETA, tracks EWMA prediction
first=rows[0]; last=rows[-1]
def check(c,m):
global rc; print((" PASS: " if c else " FAIL: ")+m);
if not c: rc=1
check(abs(first[1]-0.0001)<5e-5, f"first sample hebb ~= ETA 0.0001 (got {first[1]:.6g})")
check(all(rows[i][1] <= rows[i+1][1]+1e-9 for i in range(len(rows)-1)), "hebb_max is monotonically non-decreasing over N")
check(last[1] > first[1]*50, f"hebb accrues substantially by N={last[0]} (got {last[1]:.4g} vs {first[1]:.4g})")
# EWMA fit: measured should be within 25% of 1-0.9999^N at the mid samples
mid=[r for r in rows if 100<=r[0]<=2000]
ok=all(abs(hm-(1-0.9999**n))/(1-0.9999**n) < 0.25 for n,hm,hc in mid)
check(ok, "measured curve tracks the 1-0.9999^N EWMA prediction within 25% (co-activation P~1)")
sys.exit(rc)
PY
[ $? -ne 0 ] && fail=1
echo
echo "== (b) CONNECTION threshold: strong ISE wires to wm_top, weak ISE wires nothing (flag ON) =="
D="$WORK/b"; mkdir -p "$D"
( export ENGRAM_CONSOLIDATION=1; "$WORK/p1" connect "$D" ) >"$WORK/connect.txt" 2>&1 || { echo "FAIL connect run"; fail=1; }
cat "$WORK/connect.txt" | sed 's/^/ /'
python3 - "$WORK/connect.txt" "$D/connect.json" <<'PY'
import json,sys,re
txt=open(sys.argv[1]).read()
g=json.load(open(sys.argv[2]))
def field(k):
m=re.search(rf'{k} (\S+)',txt); return m.group(1) if m else None
sid=field("ISE_STRONG_ID"); wid=field("ISE_WEAK_ID")
m=re.search(r'EDGES before=(\d+) after_strong=(\d+) after_weak=(\d+)',txt)
before,aftS,aftW=int(m.group(1)),int(m.group(2)),int(m.group(3))
rc=0
def check(c,mm):
global rc; print((" PASS: " if c else " FAIL: ")+mm)
if not c: rc=1
strong_edges=[e for e in g["edges"] if e["from_id"]==sid and e["relation"]=="hebbian-associate"]
weak_edges=[e for e in g["edges"] if e["from_id"]==wid]
check(aftS>before, f"strong ISE formed connection edges ({before} -> {aftS})")
check(aftW==aftS, f"weak ISE formed NO edges ({aftS} -> {aftW})")
check(len(strong_edges)>=1, f"strong ISE has {len(strong_edges)} hebbian-associate edge(s) to wm_top")
check(all('consolidated-from-ISE' in (e.get('metadata') or '') for e in strong_edges),
"connection edges are provenance-tagged consolidated-from-ISE (reversible)")
check(len(weak_edges)==0, "weak ISE (below connection bar) has zero outgoing edges")
# targets must be the WM-top nodes (hebb-a / hebb-b), not distractors
tgt_labels=set()
byid={n["id"]:n for n in g["nodes"]}
for e in strong_edges:
t=byid.get(e["to_id"]);
if t: tgt_labels.add(t.get("label"))
print(f" connection targets: {sorted(tgt_labels)}")
check(tgt_labels.issubset({"hebb-a","hebb-b"}) and len(tgt_labels)>=1,
f"connections point at the wm_top nodes {sorted(tgt_labels)}")
sys.exit(rc)
PY
[ $? -ne 0 ] && fail=1
echo
echo "== (c) PERMANENCE threshold: promoted node survives 48h prune, ephemeral is swept (flag ON) =="
D="$WORK/c"; mkdir -p "$D"
( export ENGRAM_CONSOLIDATION=1 ENGRAM_CONSOL_PERM_MIN=-1000; "$WORK/p1" perm "$D" ) >"$WORK/perm.txt" 2>&1 || { echo "FAIL perm run"; fail=1; }
cat "$WORK/perm.txt" | sed 's/^/ /'
python3 - "$WORK/perm.txt" <<'PY'
import sys,re,json
txt=open(sys.argv[1]).read()
rc=0
def check(c,m):
global rc; print((" PASS: " if c else " FAIL: ")+m)
if not c: rc=1
prom=int(re.search(r'PROMOTED (\d+)',txt).group(1))
m=re.search(r'NODES before=(\d+) after=(\d+) removed=(\d+)',txt)
before,after,removed=int(m.group(1)),int(m.group(2)),int(m.group(3))
dur=re.search(r'DURABLE_NODE (\{.*\})',txt).group(1)
eph=re.search(r'EPHEMERAL_NODE (\{.*\})',txt).group(1)
durj=json.loads(dur); ephj=json.loads(eph)
check(prom==1, "engram_consolidate_permanence promoted the node (returned 1)")
check(before==2 and after==1 and removed==1, f"exactly one node pruned ({before}->{after}, removed={removed})")
check(durj.get("id")=="ise-durable", "durable node SURVIVED the 48h telemetry prune")
check('consolidated-from-ISE' in (durj.get("metadata") or ''), "durable node carries reversible provenance marker")
check(ephj=={} or not ephj.get("id"), "ephemeral (non-permanent) ISE was swept")
sys.exit(rc)
PY
[ $? -ne 0 ] && fail=1
echo
echo "== (d) OFF path byte-identical: ISE creation forms no edges, permanence is a no-op =="
D="$WORK/d"; mkdir -p "$D"
( unset ENGRAM_CONSOLIDATION; "$WORK/p1" offcheck "$D" ) >"$WORK/off.txt" 2>&1
rcoff=$?
cat "$WORK/off.txt" | sed 's/^/ /'
[ $rcoff -eq 0 ] && echo " PASS: flag OFF — ISE creation added 0 edges and permanence returned 0" \
|| { echo " FAIL: OFF path changed behavior"; fail=1; }
echo
echo "== ASan+UBSan (connect + perm + accrual-short) =="
gcc -O1 -g -std=c11 -fsanitize=address,undefined -fno-sanitize-recover=undefined \
-I "$INC" "$HERE/test_interoception_p1_consol.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p1.san" 2>"$WORK/san_cc.log" || { echo "SAN COMPILE FAILED"; tail -25 "$WORK/san_cc.log"; fail=1; }
if [ -x "$WORK/p1.san" ]; then
export ASAN_OPTIONS=detect_leaks=0
DS="$WORK/san"; mkdir -p "$DS"
( export ENGRAM_CONSOLIDATION=1 ENGRAM_CONSOL_PERM_MIN=-1000; "$WORK/p1.san" connect "$DS" ) >/dev/null 2>"$WORK/san_run.log"
( export ENGRAM_CONSOLIDATION=1 ENGRAM_CONSOL_PERM_MIN=-1000; "$WORK/p1.san" perm "$DS" ) >/dev/null 2>>"$WORK/san_run.log"
if grep -qiE 'runtime error|AddressSanitizer|Sanitizer|ERROR: ' "$WORK/san_run.log"; then
echo " FAIL: sanitizer findings:"; grep -iE 'runtime error|Sanitizer|ERROR' "$WORK/san_run.log" | head; fail=1
else echo " ok: ASan+UBSan clean"; fi
fi
echo
if [ "$fail" -eq 0 ]; then echo "====== P1 CONSOLIDATION GATE: PASS ======"; else echo "====== P1 CONSOLIDATION GATE: FAIL ======"; fi
rm -rf "$WORK"
exit $fail
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#!/usr/bin/env bash
# M-INTEROCEPTION P2 gate: chronoception (ENGRAM_CHRONOCEPTION).
# Throwaway HOME + /tmp only. TC defaults to 3600s; we pin it for the math.
set -u
HERE="$(cd "$(dirname "$0")" && pwd)"
RT="$HERE/../../lang/runtime/el_runtime.c"
ST="$HERE/../../lang/runtime/engram_store.c"
GEO="$HERE/../../lang/runtime/engram_geometry.c"
VIDX="$HERE/../../lang/runtime/engram_vindex.c"
INC="$HERE/../../lang/runtime"
WORK="$(mktemp -d /tmp/engram-p2-XXXXXX)"
export HOME="$WORK/home"; mkdir -p "$HOME"
export ENGRAM_CHRONO_TC=3600 # pin cooling time-constant for the math
unset ENGRAM_STORE
fail=0
echo "== compile =="
gcc -O1 -std=c11 -I "$INC" "$HERE/test_interoception_p2_chrono.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p2" 2>"$WORK/cc.log" || { echo "COMPILE FAILED"; cat "$WORK/cc.log"; rm -rf "$WORK"; exit 1; }
sum_wm(){ python3 -c "import json,sys; g=json.load(open('$1')); print(sum(n.get('working_memory_weight',0) for n in g['nodes']))"; }
echo
echo "== (a) cooling scales with dt (flag ON) =="
for DT in 600000 1800000 3600000 7200000; do # 600s,1800s,3600s,7200s at TC=3600
D="$WORK/dt$DT"; mkdir -p "$D"
( export ENGRAM_CHRONOCEPTION=1; "$WORK/p2" once "$D" "$DT" ) >"$D/out.txt" 2>&1
MAG=$(grep MAGNITUDE "$D/out.txt" | awk '{print $2}')
WM=$(sum_wm "$D/field.json")
PRED=$(python3 -c "import math; print(round(1-math.exp(-$DT/1000/3600),6))")
echo " dt=${DT}ms magnitude=$MAG predicted 1-exp(-dt/TC)=$PRED field_wm_sum=$WM"
python3 -c "import sys; m=float('$MAG'); p=float('$PRED'); sys.exit(0 if abs(m-p)<1e-4 else 1)" \
&& echo " PASS: magnitude matches exp cooling" || { echo " FAIL"; fail=1; }
done
echo
echo "== (b) SCALE-INVARIANCE: age(dt) once == age(dt/N) N times (field within float tol) =="
DT=3600000
for N in 2 10 100; do
DA="$WORK/inv_once_$N"; DB="$WORK/inv_split_$N"; mkdir -p "$DA" "$DB"
( export ENGRAM_CHRONOCEPTION=1; "$WORK/p2" once "$DA" "$DT" ) >/dev/null 2>&1
( export ENGRAM_CHRONOCEPTION=1; "$WORK/p2" split "$DB" "$DT" "$N" ) >/dev/null 2>&1
WA=$(sum_wm "$DA/field.json"); WB=$(sum_wm "$DB/field.json")
echo " N=$N once_wm=$WA split_wm=$WB |delta|=$(python3 -c "print(abs($WA-$WB))")"
python3 -c "import sys; sys.exit(0 if abs($WA-$WB)<1e-9 else 1)" \
&& echo " PASS: scale-invariant within 1e-9" || { echo " FAIL: not scale-invariant"; fail=1; }
done
echo
echo "== (c) REBOOT catch-up: one-shot cooling from persisted last-tick, reports MAGNITUDE not seconds =="
D="$WORK/catch"; mkdir -p "$D"
GAP=3600000 # 1h unconscious
( export ENGRAM_CHRONOCEPTION=1 ENGRAM_DATA_DIR="$D"; "$WORK/p2" catchup "$D" "$GAP" ) >"$D/out.txt" 2>&1
CMAG=$(grep CATCHUP_MAGNITUDE "$D/out.txt" | awk '{print $2}')
CWM=$(sum_wm "$D/field.json")
PRED=$(python3 -c "import math; print(round(1-math.exp(-$GAP/1000/3600),4))")
echo " gap=${GAP}ms catchup_magnitude=$CMAG predicted=$PRED field_wm_sum=$CWM (was 0.6)"
python3 -c "import sys; sys.exit(0 if abs(float('$CMAG')-float('$PRED'))<1e-2 else 1)" \
&& echo " PASS: one-shot catch-up cooled by the elapsed gap, surfaced as a magnitude" \
|| { echo " FAIL"; fail=1; }
# honesty rail: magnitude is bounded [0,1), NOT an elapsed-seconds number
python3 -c "import sys; m=float('$CMAG'); sys.exit(0 if 0<=m<1 else 1)" \
&& echo " PASS: magnitude is a bounded drift signal in [0,1), never elapsed seconds" \
|| { echo " FAIL: magnitude out of [0,1)"; fail=1; }
echo
echo "== (d) OFF path: flag unset -> age & catchup return 0, field untouched =="
D="$WORK/off"; mkdir -p "$D"
( unset ENGRAM_CHRONOCEPTION; export ENGRAM_DATA_DIR="$D"; "$WORK/p2" offcheck "$D" 3600000 ) >"$D/out.txt" 2>&1
cat "$D/out.txt" | sed 's/^/ /'
OFFWM=$(sum_wm "$D/field.json")
# loaded field wm sum = (1.0+0.8+0.6)*0.5 halving = 1.2 ; must be UNCHANGED
echo " field_wm_sum=$OFFWM (expected 1.2, unchanged)"
python3 -c "import sys; sys.exit(0 if abs($OFFWM-1.2)<1e-9 else 1)" \
&& echo " PASS: OFF path leaves the field byte-identical (no aging)" \
|| { echo " FAIL: OFF path modified the field"; fail=1; }
echo
echo "== ASan+UBSan =="
gcc -O1 -g -std=c11 -fsanitize=address,undefined -fno-sanitize-recover=undefined \
-I "$INC" "$HERE/test_interoception_p2_chrono.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p2.san" 2>"$WORK/san_cc.log" || { echo "SAN COMPILE FAILED"; tail -25 "$WORK/san_cc.log"; fail=1; }
if [ -x "$WORK/p2.san" ]; then
export ASAN_OPTIONS=detect_leaks=0
DS="$WORK/san"; mkdir -p "$DS"
( export ENGRAM_CHRONOCEPTION=1 ENGRAM_DATA_DIR="$DS"; "$WORK/p2.san" once "$DS" 3600000 ) >/dev/null 2>"$WORK/san.log"
( export ENGRAM_CHRONOCEPTION=1 ENGRAM_DATA_DIR="$DS"; "$WORK/p2.san" catchup "$DS" 3600000 ) >/dev/null 2>>"$WORK/san.log"
if grep -qiE 'runtime error|AddressSanitizer|Sanitizer|ERROR: ' "$WORK/san.log"; then
echo " FAIL: sanitizer findings:"; grep -iE 'runtime error|Sanitizer|ERROR' "$WORK/san.log" | head; fail=1
else echo " ok: ASan+UBSan clean"; fi
fi
echo
if [ "$fail" -eq 0 ]; then echo "====== P2 CHRONOCEPTION GATE: PASS ======"; else echo "====== P2 CHRONOCEPTION GATE: FAIL ======"; fi
rm -rf "$WORK"
exit $fail
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#!/usr/bin/env bash
# M-INTEROCEPTION P3 gate: drift-sensor primitive engram_geo_displacement.
# Read-only pure primitive; no store, no flag. Throwaway /tmp only.
set -u
HERE="$(cd "$(dirname "$0")" && pwd)"
RT="$HERE/../../lang/runtime/el_runtime.c"
ST="$HERE/../../lang/runtime/engram_store.c"
GEO="$HERE/../../lang/runtime/engram_geometry.c"
VIDX="$HERE/../../lang/runtime/engram_vindex.c"
INC="$HERE/../../lang/runtime"
WORK="$(mktemp -d /tmp/engram-p3-XXXXXX)"
export HOME="$WORK/home"; mkdir -p "$HOME"
fail=0
echo "== compile =="
gcc -O1 -std=c11 -I "$INC" "$HERE/test_interoception_p3_drift.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p3" 2>"$WORK/cc.log" || { echo "COMPILE FAILED"; cat "$WORK/cc.log"; rm -rf "$WORK"; exit 1; }
"$WORK/p3" > "$WORK/out.txt" 2>&1 || { echo "FAIL run"; cat "$WORK/out.txt"; fail=1; }
cat "$WORK/out.txt" | sed 's/^/ /'
echo
echo "== assertions =="
python3 - "$WORK/out.txt" <<'PY'
import sys,re
rows={}
for line in open(sys.argv[1]):
m=re.match(r'(\w+) (.*)',line.strip())
if not m: continue
tag=m.group(1); kv=dict(re.findall(r'(\w+)=([-\d.]+)',m.group(2)))
rows[tag]={k:float(v) for k,v in kv.items()}
rc=0
def check(c,msg):
global rc; print((" PASS: " if c else " FAIL: ")+msg)
if not c: rc=1
g=rows["GROWTH"]; c=rows["CORRUPTION"]; i=rows["IDENTITY"]
check(g["core_disp"]<0.05, f"GROWTH: core displacement ~0 (core fixed) = {g['core_disp']}")
check(g["periph_disp"]>0.30, f"GROWTH: periphery extended = {g['periph_disp']}")
check(g["centroid_sep"]<1e-6, f"GROWTH: centroid unmoved = {g['centroid_sep']}")
check(abs(g["radius_delta"]-0.4)<1e-4, f"GROWTH: radius grew by ~0.4 = {g['radius_delta']}")
check(c["core_disp"]>0.40, f"CORRUPTION: core displaced strongly = {c['core_disp']}")
check(c["periph_disp"]<0.05, f"CORRUPTION: periphery fixed = {c['periph_disp']}")
check(c["centroid_sep"]>0.1, f"CORRUPTION: centroid moved = {c['centroid_sep']}")
check(c["core_disp"] > 8*g["core_disp"]+0.3,
f"SENSOR DISCRIMINATES: corruption core_disp ({c['core_disp']}) >> growth core_disp ({g['core_disp']})")
check(i["core_disp"]==0 and i["periph_disp"]==0 and i["centroid_sep"]<1e-6,
"IDENTITY: A vs A -> zero drift")
sys.exit(rc)
PY
[ $? -ne 0 ] && fail=1
echo
echo "== ASan+UBSan =="
gcc -O1 -g -std=c11 -fsanitize=address,undefined -fno-sanitize-recover=undefined \
-I "$INC" "$HERE/test_interoception_p3_drift.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p3.san" 2>"$WORK/san_cc.log" || { echo "SAN COMPILE FAILED"; tail -25 "$WORK/san_cc.log"; fail=1; }
if [ -x "$WORK/p3.san" ]; then
export ASAN_OPTIONS=detect_leaks=0
"$WORK/p3.san" >/dev/null 2>"$WORK/san.log"
if grep -qiE 'runtime error|AddressSanitizer|Sanitizer|ERROR: ' "$WORK/san.log"; then
echo " FAIL: sanitizer findings:"; grep -iE 'runtime error|Sanitizer|ERROR' "$WORK/san.log" | head; fail=1
else echo " ok: ASan+UBSan clean"; fi
fi
echo
if [ "$fail" -eq 0 ]; then echo "====== P3 DRIFT-SENSOR GATE: PASS ======"; else echo "====== P3 DRIFT-SENSOR GATE: FAIL ======"; fi
rm -rf "$WORK"
exit $fail
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#!/usr/bin/env bash
# M-INTEROCEPTION P4 gate: afferent input counters in act-stats (additive).
set -u
HERE="$(cd "$(dirname "$0")" && pwd)"
RT="$HERE/../../lang/runtime/el_runtime.c"
ST="$HERE/../../lang/runtime/engram_store.c"
GEO="$HERE/../../lang/runtime/engram_geometry.c"
VIDX="$HERE/../../lang/runtime/engram_vindex.c"
INC="$HERE/../../lang/runtime"
WORK="$(mktemp -d /tmp/engram-p4-XXXXXX)"
export HOME="$WORK/home"; mkdir -p "$HOME"
unset ENGRAM_STORE
fail=0
echo "== compile =="
gcc -O1 -std=c11 -I "$INC" "$HERE/test_interoception_p4_afferent.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p4" 2>"$WORK/cc.log" || { echo "COMPILE FAILED"; cat "$WORK/cc.log"; rm -rf "$WORK"; exit 1; }
"$WORK/p4" > "$WORK/out.txt" 2>&1 || { echo "FAIL run"; cat "$WORK/out.txt"; fail=1; }
grep -oE 'aff_[a-z_]+":[0-9]+' "$WORK/out.txt" | sed 's/^/ /' | head -30
echo
echo "== assertions =="
python3 - "$WORK/out.txt" <<'PY'
import sys,re,json
S={}
for line in open(sys.argv[1]):
m=re.match(r'(STATS\d) (\{.*\})',line.strip())
if m: S[m.group(1)]=json.loads(m.group(2))
rc=0
def check(c,msg):
global rc; print((" PASS: " if c else " FAIL: ")+msg)
if not c: rc=1
s0,s1,s2=S["STATS0"],S["STATS1"],S["STATS2"]
# after creation, before any query
check(s0["aff_node_creates"]==5, f"node_creates==5 (got {s0['aff_node_creates']})")
check(s0["aff_ise_ingests"]==2, f"ise_ingests==2 (got {s0['aff_ise_ingests']})")
check(s0["aff_edge_creates"]==2, f"edge_creates==2 (got {s0['aff_edge_creates']})")
check(s0["aff_queries"]==0 and s0["aff_activations"]==0, "queries/activations start at 0")
# after 4 queries
check(s1["aff_queries"]==4, f"queries==4 (got {s1['aff_queries']})")
check(s1["aff_activations"]==4, f"activations==4 (got {s1['aff_activations']})")
check(s1["aff_node_creates"]==5 and s1["aff_ise_ingests"]==2 and s1["aff_edge_creates"]==2,
"create counters unchanged by queries")
# after 3 more queries — monotonic
check(s2["aff_queries"]==7, f"queries==7 monotonic (got {s2['aff_queries']})")
check(s2["aff_activations"]==7, f"activations==7 monotonic (got {s2['aff_activations']})")
check(s2["aff_queries"]>s1["aff_queries"]>s0["aff_queries"], "queries strictly monotonic across readings")
sys.exit(rc)
PY
[ $? -ne 0 ] && fail=1
echo
echo "== ASan+UBSan =="
gcc -O1 -g -std=c11 -fsanitize=address,undefined -fno-sanitize-recover=undefined \
-I "$INC" "$HERE/test_interoception_p4_afferent.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p4.san" 2>"$WORK/san_cc.log" || { echo "SAN COMPILE FAILED"; tail -25 "$WORK/san_cc.log"; fail=1; }
if [ -x "$WORK/p4.san" ]; then
export ASAN_OPTIONS=detect_leaks=0
"$WORK/p4.san" >/dev/null 2>"$WORK/san.log"
if grep -qiE 'runtime error|AddressSanitizer|Sanitizer|ERROR: ' "$WORK/san.log"; then
echo " FAIL: sanitizer findings:"; grep -iE 'runtime error|Sanitizer|ERROR' "$WORK/san.log" | head; fail=1
else echo " ok: ASan+UBSan clean"; fi
fi
echo
if [ "$fail" -eq 0 ]; then echo "====== P4 AFFERENT-COUNTERS GATE: PASS ======"; else echo "====== P4 AFFERENT-COUNTERS GATE: FAIL ======"; fi
rm -rf "$WORK"
exit $fail
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#!/usr/bin/env bash
# M-INTEROCEPTION P5 gate: dream-recall builtin engram_dreams_json (honesty rail).
set -u
HERE="$(cd "$(dirname "$0")" && pwd)"
RT="$HERE/../../lang/runtime/el_runtime.c"
ST="$HERE/../../lang/runtime/engram_store.c"
GEO="$HERE/../../lang/runtime/engram_geometry.c"
VIDX="$HERE/../../lang/runtime/engram_vindex.c"
INC="$HERE/../../lang/runtime"
WORK="$(mktemp -d /tmp/engram-p5-XXXXXX)"
export HOME="$WORK/home"; mkdir -p "$HOME"
unset ENGRAM_STORE
fail=0
echo "== compile =="
gcc -O1 -std=c11 -I "$INC" "$HERE/test_interoception_p5_dreams.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p5" 2>"$WORK/cc.log" || { echo "COMPILE FAILED"; cat "$WORK/cc.log"; rm -rf "$WORK"; exit 1; }
D="$WORK/d"; mkdir -p "$D"
"$WORK/p5" "$D" > "$WORK/out.txt" 2>&1 || { echo "FAIL run"; cat "$WORK/out.txt"; fail=1; }
cat "$WORK/out.txt" | sed 's/^/ /'
echo
echo "== assertions =="
python3 - "$WORK/out.txt" <<'PY'
import sys,re,json
L={}
for line in open(sys.argv[1]):
line=line.strip()
m=re.match(r'(BEFORE|AFTER) (\[.*\])',line)
if m: L[m.group(1)]=json.loads(m.group(2)); continue
m=re.match(r'PRUNED (\d+)',line)
if m: L['PRUNED']=int(m.group(1)); continue
m=re.match(r'SINCE (\d+) (\[.*\])',line)
if m: L['SINCE']=json.loads(m.group(2))
rc=0
def check(c,msg):
global rc; print((" PASS: " if c else " FAIL: ")+msg)
if not c: rc=1
before_ids={d["id"] for d in L["BEFORE"]}
after_ids={d["id"] for d in L["AFTER"]}
since_ids={d["id"] for d in L["SINCE"]}
check(before_ids=={"cur_old","cur_mid","cur_recent"}, f"before prune: all 3 curiosity_scan, heartbeat excluded (got {sorted(before_ids)})")
check("hb_recent" not in before_ids, "heartbeat ISE never appears (not a dream)")
check(L["PRUNED"]==1, f"prune rotated out exactly the ancient ISE (pruned={L['PRUNED']})")
check(after_ids=={"cur_mid","cur_recent"}, f"after prune: rotated-out cur_old is ABSENT, not confabulated (got {sorted(after_ids)})")
check("cur_old" not in after_ids, "honesty rail: pruned dream is gone = 'I don't remember', never synthesized")
check(since_ids=={"cur_recent"}, f"since filter returns only events after the cutoff (got {sorted(since_ids)})")
# no fabrication: every returned id was one we seeded
seeded={"cur_old","cur_mid","cur_recent","hb_recent"}
allret=before_ids|after_ids|since_ids
check(allret<=seeded, f"no fabricated entries — every returned id was seeded ({sorted(allret)})")
sys.exit(rc)
PY
[ $? -ne 0 ] && fail=1
echo
echo "== ASan+UBSan =="
gcc -O1 -g -std=c11 -fsanitize=address,undefined -fno-sanitize-recover=undefined \
-I "$INC" "$HERE/test_interoception_p5_dreams.c" "$RT" "$ST" "$GEO" "$VIDX" \
-lcurl -lm -o "$WORK/p5.san" 2>"$WORK/san_cc.log" || { echo "SAN COMPILE FAILED"; tail -25 "$WORK/san_cc.log"; fail=1; }
if [ -x "$WORK/p5.san" ]; then
export ASAN_OPTIONS=detect_leaks=0
DS="$WORK/ds"; mkdir -p "$DS"
"$WORK/p5.san" "$DS" >/dev/null 2>"$WORK/san.log"
if grep -qiE 'runtime error|AddressSanitizer|Sanitizer|ERROR: ' "$WORK/san.log"; then
echo " FAIL: sanitizer findings:"; grep -iE 'runtime error|Sanitizer|ERROR' "$WORK/san.log" | head; fail=1
else echo " ok: ASan+UBSan clean"; fi
fi
echo
if [ "$fail" -eq 0 ]; then echo "====== P5 DREAM-RECALL GATE: PASS ======"; else echo "====== P5 DREAM-RECALL GATE: FAIL ======"; fi
rm -rf "$WORK"
exit $fail
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#!/usr/bin/env bash
# M7 index-driven-traversal gate. Pure C harness (NOT elb/elc): links the real
# el_runtime.c engram builtins + engram_store.c and drives ENGRAM_STORE off vs on.
# Proves (1) byte-identical activation parity flag-on == flag-off across a
# mutating query sequence, and (2) the O(E)-rebuild cost is eliminated flag-on.
# Writes ONLY under a throwaway /tmp dir with a throwaway HOME.
set -u
HERE="$(cd "$(dirname "$0")" && pwd)"
RT="$HERE/../../lang/runtime/el_runtime.c"
ST="$HERE/../../lang/runtime/engram_store.c"
INC="$HERE/../../lang/runtime"
WORK="$(mktemp -d /tmp/engram-m7-XXXXXX)"
DATA="$WORK/data"; mkdir -p "$DATA"
BIN="$WORK/m7"
export HOME="$WORK/home"; mkdir -p "$HOME" # never touch real ~/.neuron
# Hermetic: point the embedder at a guaranteed-refused endpoint so eg_embed_fetch
# fails fast, the circuit breaker opens, and cosq is deterministically absent in
# EVERY run (no dependence on whether a dev Ollama happens to be listening). This
# makes the byte-identical parity comparison reproducible and non-flaky.
export EL_EMBED_URL="http://127.0.0.1:1/api/embeddings"
unset ENGRAM_STORE
fail=0
echo "== compiling harness (gcc: el_runtime.c + engram_store.c + test_m7_traversal.c) =="
gcc -O2 -std=c11 -I "$INC" "$HERE/test_m7_traversal.c" "$RT" "$ST" -lcurl -lm -o "$BIN" 2>"$WORK/cc.log"
if [ $? -ne 0 ]; then echo "COMPILE FAILED:"; cat "$WORK/cc.log"; rm -rf "$WORK"; exit 1; fi
echo " ok: compiled"
echo
echo "== 1) PARITY: index-driven (M7 incremental) activation must be IDENTICAL to the"
echo " full-rebuild scan path — proven under one identical ENGRAM_STORE=1 state,"
echo " so the ONLY variable is how per-node adjacency is maintained."
echo " (compared on deterministic fields: node label + activation_strength +"
echo " working_memory_weight + epistemic_confidence + hops + promoted, IN ORDER;"
echo " node id/timestamps are per-run random and are intentionally excluded.)"
( unset ENGRAM_STORE; "$BIN" parity-off "$DATA" ) || { echo "FAIL: parity-off run"; fail=1; }
ENGRAM_STORE=1 "$BIN" parity-on-rebuild "$DATA" || { echo "FAIL: parity-on-rebuild run"; fail=1; }
ENGRAM_STORE=1 "$BIN" parity-on-incr "$DATA" || { echo "FAIL: parity-on-incr run"; fail=1; }
python3 - "$DATA" <<'PY' || fail=1
import json, sys, os
d = sys.argv[1]
def proj(prefix, i):
a = json.load(open(os.path.join(d, f"{prefix}_act{i}.json")))
out = []
for e in a:
n = e.get("node", {})
out.append([n.get("label",""),
e.get("activation_strength"), e.get("working_memory_weight"),
e.get("epistemic_confidence"), e.get("hops"), e.get("promoted")])
return out
def compare(label, pa, pb, gate):
rc = 0
for i in (1,2,3,4):
a, b = proj(pa, i), proj(pb, i)
if a == b:
print(f" #{i} identical (entries={len(a)}, promoted={sum(1 for r in a if r[5])})")
else:
if gate: rc = 1
print(f" #{i} DIFFERS ({'FAIL' if gate else 'note'})")
for x,y in zip(a,b):
if x != y:
print(f" first diff:\n {pa}={x}\n {pb}={y}"); break
if len(a) != len(b): print(f" length: {pa}={len(a)} {pb}={len(b)}")
print(f" {'PASS' if rc==0 else 'FAIL'}: {label}")
return rc
print(" [CORE M7 GATE] flag-on incremental index == flag-on forced full rebuild:")
rc1 = compare("index-driven activation == full-rebuild scan (same flag state)",
"onincr", "onrb", gate=True)
print(" [context] flag-on incremental index vs flag-off scan path (today's behavior):")
rc2 = compare("M7 (flag-on) == flag-off scan path", "onincr", "off", gate=False)
print(" [context] flag-off scan vs flag-on forced rebuild (isolates any pre-existing")
print(" flag-on/off float difference, INDEPENDENT of M7's incremental path):")
rc3 = compare("flag-off == flag-on (both rebuild path)", "off", "onrb", gate=False)
sys.exit(rc1) # only the core M7 equivalence gates the result
PY
echo
echo "== 2) PERF: ~13k nodes / 43k edges, 200 (add-edge + activate) iterations =="
NODES=13000; EDGES=43000; ITERS=120
( unset ENGRAM_STORE; "$BIN" perf off "$DATA" "$NODES" "$EDGES" "$ITERS" ) | tee "$WORK/perf_off.txt"
[ ${PIPESTATUS[0]} -ne 0 ] && { echo "FAIL: perf off"; fail=1; }
ENGRAM_STORE=1 "$BIN" perf on "$DATA" "$NODES" "$EDGES" "$ITERS" | tee "$WORK/perf_on.txt"
[ ${PIPESTATUS[0]} -ne 0 ] && { echo "FAIL: perf on"; fail=1; }
python3 - "$WORK/perf_off.txt" "$WORK/perf_on.txt" <<'PY'
import re, sys
def parse(f):
t = open(f).read()
def g(k):
m = re.search(k+r'=([\d.]+)', t); return float(m.group(1)) if m else 0.0
return {'rw': g('rebuild_edge_work'), 'rb': g('rebuilds'), 'ap': g('incr_appends'),
'loop_s': g('loop='), 'maint': g('adj_maint'),
'perq': g('per_query')}
off, on = parse(sys.argv[1]), parse(sys.argv[2])
def ratio(a,b): return (a/b) if b else float('inf')
print()
print(f" ADJACENCY TRAVERSAL COST (the metric M7 changes):")
print(f" edge-touches in rebuilds: off={off['rw']:.0f} on={on['rw']:.0f} "
f"({ratio(off['rw'],on['rw']):.0f}x fewer on)")
print(f" full O(E) rebuilds: off={off['rb']:.0f} on={on['rb']:.0f}")
print(f" incremental O(1) appends: off={off['ap']:.0f} on={on['ap']:.0f}")
print(f" adjacency-maint wall-time: off={off['maint']:.4f}s on={on['maint']:.4f}s "
f"({ratio(off['maint'],on['maint']):.1f}x faster on)")
print(f" END-TO-END per-query time: off={off['perq']:.2f}ms on={on['perq']:.2f}ms")
print(f" (per-query is dominated by activation's O(N) node scoring over 13k nodes,")
print(f" which M7 does not touch; the delta is the eliminated rebuild time.)")
ok = on['rw'] < off['rw'] and on['maint'] < off['maint'] and on['rb'] < off['rb']
print(" PASS: flag-on eliminates the O(E) per-query rebuild (fewer edge-touches, less maint time)"
if ok else " FAIL: expected fewer edge-touches AND less adjacency-maint time on flag-on")
sys.exit(0 if ok else 1)
PY
[ $? -ne 0 ] && fail=1
echo
echo "== 3) ASan+UBSan clean across parity + a small perf loop (leaks off — harness intentionally leaks el_strdup) =="
SANBIN="$WORK/m7.san"
gcc -O1 -g -std=c11 -fsanitize=address,undefined -fno-sanitize-recover=undefined \
-I "$INC" "$HERE/test_m7_traversal.c" "$RT" "$ST" -lcurl -lm -o "$SANBIN" 2>"$WORK/san_cc.log"
if [ $? -ne 0 ]; then echo " SAN COMPILE FAILED:"; tail -20 "$WORK/san_cc.log"; fail=1; else
export ASAN_OPTIONS=detect_leaks=0
D2="$WORK/data2"; mkdir -p "$D2"
( unset ENGRAM_STORE; "$SANBIN" parity-off "$D2" ) >/dev/null 2>"$WORK/san_run.log" && \
ENGRAM_STORE=1 "$SANBIN" parity-on-rebuild "$D2" >/dev/null 2>>"$WORK/san_run.log" && \
ENGRAM_STORE=1 "$SANBIN" parity-on-incr "$D2" >/dev/null 2>>"$WORK/san_run.log" && \
( unset ENGRAM_STORE; "$SANBIN" perf off "$D2" 1500 5000 40 ) >/dev/null 2>>"$WORK/san_run.log" && \
ENGRAM_STORE=1 "$SANBIN" perf on "$D2" 1500 5000 40 >/dev/null 2>>"$WORK/san_run.log"
if grep -qiE 'runtime error|AddressSanitizer|UndefinedBehavior|ERROR: ' "$WORK/san_run.log"; then
echo " FAIL: sanitizer findings:"; grep -iE 'runtime error|Sanitizer|ERROR' "$WORK/san_run.log" | head; fail=1
else
echo " ok: ASan+UBSan clean across parity + perf (rebuild + incremental append + BFS)"
fi
fi
echo
if [ "$fail" -eq 0 ]; then echo "================ M7 TRAVERSAL GATE: PASS ================"; else echo "================ M7 TRAVERSAL GATE: FAIL ================"; fi
rm -rf "$WORK"
exit $fail
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#!/bin/sh
# Build + RUN the REASONING-layer tests (engram_reason.c): closed-form constructed
# cases for ANALOGY / INDUCTION / ABDUCTION / CAUSAL / PLANNING, each composing the
# §5 geometry OPERATORS (engram_geometry.c). Pure C11 (stdlib + libm). Standalone —
# NOT folded through elc. Two passes:
# 1. PERF — optimised (-O2, no sanitizer): the functional gate.
# 2. SAFETY — ASan + UBSan on the same suite (memory-safety is size-independent).
set -e
HERE=$(cd "$(dirname "$0")" && pwd)
RT="$HERE/../../lang/runtime"
CC=${CC:-cc}
SRC="$HERE/test_reason.c $RT/engram_reason.c $RT/engram_geometry.c $RT/engram_store.c $RT/engram_vindex.c"
WARN="-std=c11 -Wall -Wextra"
TMP=$(mktemp -d)
echo "### PASS 1: PERF (optimised, un-sanitised) — functional gate"
$CC $WARN -O2 -I"$RT" $SRC -lm -o "$TMP/perf"
"$TMP/perf"
echo
echo "### PASS 2: SAFETY (ASan/UBSan)"
$CC $WARN -O1 -g -fsanitize=address,undefined -fno-omit-frame-pointer -I"$RT" $SRC -lm -o "$TMP/safe"
ASAN_OPTIONS=${ASAN_OPTIONS:-detect_leaks=0} UBSAN_OPTIONS=halt_on_error=1 "$TMP/safe"
+24
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@@ -0,0 +1,24 @@
#!/bin/sh
# Build + RUN the VERIFIER-layer tests (engram_verify.c): closed-form constructed
# cases for GROUNDING (anti-hallucination) and CONSISTENCY (polarity/negation
# inversion + geometric contradiction), each composing the reasoning point-fit
# (engram_reason.c) and the §5 geometry OPERATORS (engram_geometry.c). Pure C11
# (stdlib + libm). Standalone — NOT folded through elc. Two passes:
# 1. PERF — optimised (-O2, no sanitizer): the functional gate.
# 2. SAFETY — ASan + UBSan on the same suite (memory-safety is size-independent).
set -e
HERE=$(cd "$(dirname "$0")" && pwd)
RT="$HERE/../../lang/runtime"
CC=${CC:-cc}
SRC="$HERE/test_verify.c $RT/engram_verify.c $RT/engram_reason.c $RT/engram_geometry.c $RT/engram_store.c $RT/engram_vindex.c"
WARN="-std=c11 -Wall -Wextra"
TMP=$(mktemp -d)
echo "### PASS 1: PERF (optimised, un-sanitised) — functional gate"
$CC $WARN -O2 -I"$RT" $SRC -lm -o "$TMP/perf"
"$TMP/perf"
echo
echo "### PASS 2: SAFETY (ASan/UBSan)"
$CC $WARN -O1 -g -fsanitize=address,undefined -fno-omit-frame-pointer -I"$RT" $SRC -lm -o "$TMP/safe"
ASAN_OPTIONS=${ASAN_OPTIONS:-detect_leaks=0} UBSAN_OPTIONS=halt_on_error=1 "$TMP/safe"
+25
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#!/bin/sh
# Build + RUN the M8 HNSW vector-index tests. Pure C11 (gcc/cc), stdlib + libm
# only. This is a standalone C module — NOT folded through elb/elc.
#
# Two passes:
# 1. PERF — optimised (-O2, no sanitizer): the real recall@10 gate + speedup
# numbers at full size (N=5000 recall, N=5000/20000 speedup).
# 2. SAFETY — ASan + UBSan on the same suite at reduced size (VINDEX_QUICK=1);
# memory-safety is size-independent, so this stays fast.
set -e
HERE=$(cd "$(dirname "$0")" && pwd)
RT="$HERE/../../lang/runtime"
CC=${CC:-cc}
SRC="$HERE/test_vindex.c $RT/engram_vindex.c $RT/engram_store.c"
WARN="-std=c11 -Wall -Wextra"
TMP=$(mktemp -d)
echo "### PASS 1: PERF (optimised, un-sanitised) — recall gate + speedup"
$CC $WARN -O2 -I"$RT" $SRC -lm -o "$TMP/perf"
"$TMP/perf"
echo
echo "### PASS 2: SAFETY (ASan/UBSan, reduced size)"
$CC $WARN -O1 -g -fsanitize=address,undefined -fno-omit-frame-pointer -I"$RT" $SRC -lm -o "$TMP/safe"
VINDEX_QUICK=1 ASAN_OPTIONS=${ASAN_OPTIONS:-detect_leaks=0} UBSAN_OPTIONS=halt_on_error=1 "$TMP/safe"
+496
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@@ -0,0 +1,496 @@
/* test_bufpool.c — M4 gate for the demand-paging BUFFER POOL (engram_store.{c,h}).
*
* Pure C. Build: gcc -O2 test_bufpool.c ../../lang/runtime/engram_store.c -o t
* Writes ONLY under a throwaway /tmp dir. Never touches ~/.neuron or live ports.
*
* Proves the M4 pool preserves every M1/M2 invariant when the pool is SMALLER
* than the store (pages evict + re-fault): small-pool round-trip correctness,
* LRU eviction policy (hot resident / cold evicted / no dirty stolen), pinned
* residency (superblocks, index roots, explicit page + hot-layer pins), bounded
* read-ahead, and crash safety (WAL replay + checkpoint-crash) under paging.
*/
#include "../../lang/runtime/engram_store.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <stdint.h>
#include <unistd.h>
#include <fcntl.h>
#include <sys/stat.h>
static int g_pass = 0, g_fail = 0;
static void ok(const char* name, int cond){
printf(" [%s] %s\n", cond ? "PASS" : "FAIL", name);
if (cond) g_pass++; else g_fail++;
}
static char g_dir[512];
static void mk_dir(void){
snprintf(g_dir, sizeof g_dir, "/tmp/engram-bufpool-test-%d", (int)getpid());
mkdir(g_dir, 0700);
}
static void path_in(char* out, size_t cap, const char* name){
snprintf(out, cap, "%s/%s", g_dir, name);
}
/* ── deterministic generators (bit-exact regeneration for oracles) ─────────── */
static uint64_t xs(uint64_t* s){ uint64_t x=*s; x^=x<<13; x^=x>>7; x^=x<<17; *s=x; return x; }
static uint64_t node_seed(int i){ return 0x9E3779B97F4A7C15ULL ^ ((uint64_t)(i+1)*0xD1B54A32D192ED03ULL); }
static uint64_t edge_seed(int i){ return 0xC2B2AE3D27D4EB4FULL ^ ((uint64_t)(i+1)*0x165667B19E3779F9ULL); }
static char* rnd_str(uint64_t* st, size_t len){
char* s = (char*)malloc(len + 1);
for (size_t i=0;i<len;i++) s[i] = (char)(33 + (xs(st) % 94));
s[len] = 0; return s;
}
#define NODE_COUNT 5000
#define EDGE_COUNT 20000
#define EMB_DIM 768
#define CK_NODES 300
static void noop_node_cb(const StoreNode* n, void* ctx){ (void)n; (void)ctx; }
static void gen_node(int i, StoreNode* n){
memset(n, 0, sizeof *n);
uint64_t st = node_seed(i);
char id[32]; snprintf(id, sizeof id, "node-%d", i);
n->id = strdup(id);
size_t clen = (i % 500 == 0) ? (size_t)(17000 + (xs(&st) % 6000)) : (size_t)(xs(&st) % 300);
n->content = rnd_str(&st, clen);
n->node_type = rnd_str(&st, 4 + (xs(&st) % 8));
n->label = (i % 2) ? rnd_str(&st, 3 + (xs(&st) % 10)) : NULL;
n->tier = rnd_str(&st, 4 + (xs(&st) % 6));
n->tags = rnd_str(&st, xs(&st) % 40);
n->metadata = (i % 3) ? rnd_str(&st, xs(&st) % 60) : NULL;
n->salience = (double)(xs(&st) % 1000000) / 997.0;
n->importance = (double)(xs(&st) % 1000000) / 131.0;
n->confidence = (double)(xs(&st) % 1000000) / 733.0;
n->temporal_decay_rate = (double)(xs(&st) % 1000000) / 101.0;
n->activation_count = (int64_t)(xs(&st) % 100000);
n->last_activated = (int64_t)xs(&st);
n->created_at = (int64_t)(1600000000000LL + i);
n->updated_at = (int64_t)xs(&st);
n->background_activation = (double)(xs(&st) % 1000000) / 17.0;
n->working_memory_weight = (double)(xs(&st) % 1000000) / 29.0;
n->suppression_count = (int32_t)(xs(&st) % 50);
n->layer_id = (uint32_t)(xs(&st) % 5);
for (int k=0;k<STORE_BLL_K;k++) n->access_ts[k] = (int64_t)xs(&st);
n->access_head = (int32_t)(xs(&st) % STORE_BLL_K);
n->access_filled = (int32_t)(xs(&st) % (STORE_BLL_K + 1));
n->wm_anchor = (double)(xs(&st) % 1000000) / 3.0;
n->emb = (float*)malloc(EMB_DIM * sizeof(float));
for (int k=0;k<EMB_DIM;k++){ uint32_t u=(uint32_t)xs(&st); memcpy(&n->emb[k], &u, 4); }
n->emb_dim = EMB_DIM;
}
static void gen_edge(int i, StoreEdge* e){
memset(e, 0, sizeof *e);
uint64_t st = edge_seed(i);
char id[32], from[32], to[32];
snprintf(id, sizeof id, "edge-%d", i);
snprintf(from, sizeof from, "node-%d", (int)(xs(&st) % NODE_COUNT));
snprintf(to, sizeof to, "node-%d", (int)(xs(&st) % NODE_COUNT));
e->id = strdup(id); e->from_id = strdup(from); e->to_id = strdup(to);
e->relation = rnd_str(&st, 3 + (xs(&st) % 12));
e->metadata = (i % 4) ? rnd_str(&st, xs(&st) % 40) : NULL;
e->weight = (double)(xs(&st) % 1000000) / 111.0;
e->hebb = (double)(xs(&st) % 1000000) / 1000000.0;
e->confidence = (double)(xs(&st) % 1000000) / 777.0;
e->created_at = (int64_t)(1600000000000LL + i);
e->updated_at = (int64_t)xs(&st);
e->last_fired = (int64_t)xs(&st);
e->inhibitory = (int32_t)(xs(&st) % 2);
e->layer_id = (uint32_t)(xs(&st) % 5);
}
static int streq(const char* a, const char* b){
if (!a && !b) return 1;
if (!a || !b) return 0;
return strcmp(a,b)==0;
}
static int cmp_node(const StoreNode* a, const StoreNode* b){
if (!streq(a->id,b->id) || !streq(a->content,b->content) ||
!streq(a->node_type,b->node_type) || !streq(a->label,b->label) ||
!streq(a->tier,b->tier) || !streq(a->tags,b->tags) ||
!streq(a->metadata,b->metadata)) return 0;
if (a->salience!=b->salience || a->importance!=b->importance ||
a->confidence!=b->confidence || a->temporal_decay_rate!=b->temporal_decay_rate ||
a->activation_count!=b->activation_count || a->last_activated!=b->last_activated ||
a->created_at!=b->created_at || a->updated_at!=b->updated_at ||
a->background_activation!=b->background_activation ||
a->working_memory_weight!=b->working_memory_weight ||
a->suppression_count!=b->suppression_count || a->layer_id!=b->layer_id ||
a->access_head!=b->access_head || a->access_filled!=b->access_filled ||
a->wm_anchor!=b->wm_anchor || a->emb_dim!=b->emb_dim) return 0;
for (int k=0;k<STORE_BLL_K;k++) if (a->access_ts[k]!=b->access_ts[k]) return 0;
if ((a->emb==NULL) != (b->emb==NULL)) return 0;
if (a->emb && memcmp(a->emb, b->emb, (size_t)a->emb_dim*4)!=0) return 0;
return 1;
}
static int cmp_edge(const StoreEdge* a, const StoreEdge* b){
if (!streq(a->id,b->id) || !streq(a->from_id,b->from_id) || !streq(a->to_id,b->to_id) ||
!streq(a->relation,b->relation) || !streq(a->metadata,b->metadata)) return 0;
if (a->weight!=b->weight || a->hebb!=b->hebb || a->confidence!=b->confidence ||
a->created_at!=b->created_at || a->updated_at!=b->updated_at ||
a->last_fired!=b->last_fired || a->inhibitory!=b->inhibitory ||
a->layer_id!=b->layer_id) return 0;
return 1;
}
static void free_node_fields(StoreNode* n){
free(n->id); free(n->content); free(n->node_type); free(n->label);
free(n->tier); free(n->tags); free(n->metadata); free(n->emb); free(n->unknown);
}
static void free_edge_fields(StoreEdge* e){
free(e->id); free(e->from_id); free(e->to_id); free(e->relation); free(e->metadata); free(e->unknown);
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 1 — SMALL-POOL CORRECTNESS: full M1 workload (5k nodes / 20k edges) with
* a frame budget FAR smaller than the store → constant eviction + re-fault, yet
* every read is bit-exact and the pool stays bounded.
* ════════════════════════════════════════════════════════════════════════════ */
static void test_small_pool_roundtrip(void){
printf("\n== 1) small-pool correctness: %d nodes + %d edges, cap=%d frames ==\n",
NODE_COUNT, EDGE_COUNT, 32);
char path[600]; path_in(path, sizeof path, "small.store");
unlink(path);
EngramPagedStore* s = store_create(path);
ok("store_create", s != NULL);
if (!s) return;
store__set_pool_frames(s, 32); /* pool << store */
for (int i=0;i<NODE_COUNT;i++){
StoreNode n; gen_node(i,&n);
if (store_put_node(s,&n)!=0){ ok("put_node", 0); free_node_fields(&n); store_close(s); return; }
free_node_fields(&n);
if ((i%500)==499) store_sync(s); /* checkpoint: dirty→clean so frames evictable */
}
for (int i=0;i<EDGE_COUNT;i++){
StoreEdge e; gen_edge(i,&e);
if (store_put_edge(s,&e)!=0){ ok("put_edge", 0); free_edge_fields(&e); store_close(s); return; }
free_edge_fields(&e);
if ((i%1000)==999) store_sync(s);
}
store_sync(s);
StorePoolStats st; store_pool_stats(s, &st);
printf(" pages=%llu pool: cap=%zu resident=%zu pinned=%zu dirty=%zu evictions=%llu\n",
(unsigned long long)store_page_count(s), st.cap, st.resident, st.pinned,
st.dirty, (unsigned long long)st.evictions);
ok("eviction actually fired (store exceeded the pool)", st.evictions > 0);
ok("pool stayed bounded (resident <= cap)", st.resident <= st.cap);
ok("no dirty frames after checkpoint", st.dirty == 0);
/* read back EVERY node bit-exact despite constant eviction/re-fault */
int bad = 0;
for (int i=0;i<NODE_COUNT;i++){
StoreNode want; gen_node(i,&want);
StoreNode got; int hit = store_get_node(s, want.id, &got);
if (hit!=1 || !cmp_node(&want,&got)) bad++;
if (hit==1) store_node_free(&got);
free_node_fields(&want);
}
ok("all 5000 nodes bit-exact under eviction", bad==0);
/* sample 4000 edges bit-exact */
int ebad = 0;
for (int i=0;i<EDGE_COUNT;i+=5){
StoreEdge want; gen_edge(i,&want);
StoreEdge got; int hit = store_get_edge(s, want.id, &got);
if (hit!=1 || !cmp_edge(&want,&got)) ebad++;
if (hit==1) store_edge_free(&got);
free_edge_fields(&want);
}
ok("sampled 4000 edges bit-exact under eviction", ebad==0);
ok("store_check crc clean under paging", store_check(s, STORE_CHECK_CRC)==0);
store_pool_stats(s, &st);
printf(" after reads: resident=%zu (<= cap=%zu) hits=%llu misses=%llu evictions=%llu\n",
st.resident, st.cap, (unsigned long long)st.hits,
(unsigned long long)st.misses, (unsigned long long)st.evictions);
ok("still bounded after full read-back", st.resident <= st.cap);
store_close(s);
unlink(path);
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 2 — EVICTION POLICY: a repeatedly-touched HOT set stays resident (0 extra
* faults) while a streaming COLD set is evicted; and a dirty-heavy write burst
* proves dirty pages are NEVER stolen before a checkpoint (no-steal).
* ════════════════════════════════════════════════════════════════════════════ */
static void test_eviction_policy(void){
printf("\n== 2) eviction policy: hot resident, cold evicted, no dirty stolen ==\n");
char path[600]; path_in(path, sizeof path, "evict.store");
unlink(path);
/* ---- part A: hot vs cold ---- */
EngramPagedStore* s = store_create(path);
if (!s){ ok("store_create", 0); return; }
const int N = 1500;
for (int i=0;i<N;i++){ StoreNode n; gen_node(i,&n); store_put_node(s,&n); free_node_fields(&n);
if ((i%400)==399) store_sync(s); }
store_sync(s);
store__set_pool_frames(s, 64);
const int HOT = 8;
/* warm the hot set */
for (int h=0;h<HOT;h++){ char id[32]; snprintf(id,sizeof id,"node-%d",h);
StoreNode g; if (store_get_node(s,id,&g)==1) store_node_free(&g); }
StorePoolStats a,b;
uint64_t hot_faults = 0, cold_faults = 0;
int cold = 200; /* streaming cold ids well outside hot set */
for (int r=0;r<150;r++){
for (int h=0;h<HOT;h++){
char id[32]; snprintf(id,sizeof id,"node-%d",h);
store_pool_stats(s,&a);
StoreNode g; if (store_get_node(s,id,&g)==1) store_node_free(&g);
store_pool_stats(s,&b);
hot_faults += (b.misses - a.misses);
}
for (int c=0;c<3;c++){
char id[32]; snprintf(id,sizeof id,"node-%d",cold++);
if (cold>=N) cold=200;
store_pool_stats(s,&a);
StoreNode g; if (store_get_node(s,id,&g)==1) store_node_free(&g);
store_pool_stats(s,&b);
cold_faults += (b.misses - a.misses);
}
}
printf(" hot re-get faults (post-warm)=%llu cold stream faults=%llu\n",
(unsigned long long)hot_faults, (unsigned long long)cold_faults);
ok("HOT pages stay resident (0 faults on re-access)", hot_faults == 0);
ok("COLD pages get evicted + re-faulted", cold_faults > 0);
store_pool_stats(s,&b);
double hr = (double)b.hits / (double)(b.hits + b.misses);
printf(" overall hit-rate = %.3f (hits=%llu misses=%llu)\n",
hr, (unsigned long long)b.hits, (unsigned long long)b.misses);
ok("hit-rate is sane (> 0.5)", hr > 0.5);
store_close(s);
unlink(path);
/* ---- part B: no-steal (dirty pages never evicted before checkpoint) ---- */
EngramPagedStore* s2 = store_create(path);
if (!s2){ ok("store_create(2)", 0); return; }
store__set_pool_frames(s2, 8); /* tiny budget */
for (int i=0;i<1200;i++){ StoreNode n; gen_node(i,&n); store_put_node(s2,&n); free_node_fields(&n); }
/* NO sync: every mutated page is dirty and, by no-steal, unevictable */
StorePoolStats d; store_pool_stats(s2,&d);
printf(" tiny cap=%zu, unsynced burst: resident=%zu dirty=%zu evictions=%llu\n",
d.cap, d.resident, d.dirty, (unsigned long long)d.evictions);
ok("dirty pages pinned in RAM beyond budget (no-steal)", d.dirty > d.cap && d.resident > d.cap);
/* a just-written node is served correctly from its dirty in-RAM page */
{ StoreNode want; gen_node(777,&want); StoreNode got; int hit=store_get_node(s2,want.id,&got);
ok("read served correctly from dirty (un-flushed) page", hit==1 && cmp_node(&want,&got));
if (hit==1) store_node_free(&got); free_node_fields(&want); }
store_sync(s2); /* checkpoint → dirty become clean/evictable */
store_pool_stats(s2,&d);
ok("checkpoint cleared all dirty frames", d.dirty == 0);
/* durability across reopen after the no-steal burst */
store_close(s2);
EngramPagedStore* s3 = store_open(path);
store__set_pool_frames(s3, 8);
int miss=0; for (int i=0;i<1200;i++){ StoreNode want; gen_node(i,&want);
StoreNode got; int hit=store_get_node(s3,want.id,&got);
if (hit!=1 || !cmp_node(&want,&got)) miss++;
if (hit==1) store_node_free(&got); free_node_fields(&want); }
ok("all 1200 survive reopen, bit-exact, tiny pool", miss==0);
store_close(s3);
unlink(path);
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 3 — PINNED RESIDENCY: superblocks + index roots never evicted under heavy
* thrash; an explicitly pinned page stays until unpinned; a pinned hot layer's
* pages stay resident and are released on unpin.
* ════════════════════════════════════════════════════════════════════════════ */
static void test_pinning(void){
printf("\n== 3) pinned residency: superblocks / index roots / page / layer ==\n");
char path[600]; path_in(path, sizeof path, "pin.store");
unlink(path);
EngramPagedStore* s = store_create(path);
if (!s){ ok("store_create", 0); return; }
const int N = 1500;
for (int i=0;i<N;i++){ StoreNode n; gen_node(i,&n); store_put_node(s,&n); free_node_fields(&n);
if ((i%400)==399) store_sync(s); }
store_sync(s);
store_close(s);
s = store_open(path); /* reopen: SBs + roots auto-pinned */
store__set_pool_frames(s, 24);
uint64_t P = store_page_count(s) / 2; /* an arbitrary interior page to pin */
store_pin_page(s, P);
/* thrash: stream a large cold working set to force heavy eviction */
for (int pass=0; pass<3; pass++)
for (int i=0;i<N;i++){ char id[32]; snprintf(id,sizeof id,"node-%d",i);
StoreNode g; if (store_get_node(s,id,&g)==1) store_node_free(&g); }
ok("superblock page 0 never evicted", store_pool_resident(s,0)==1);
ok("superblock mirror page 1 never evicted", store_pool_resident(s,1)==1);
ok("explicitly pinned page stayed resident under thrash", store_pool_resident(s,P)==1);
StorePoolStats st; store_pool_stats(s,&st);
printf(" after thrash: resident=%zu pinned=%zu evictions=%llu\n",
st.resident, st.pinned, (unsigned long long)st.evictions);
ok("structural + explicit pins counted (>=4: 2 SB + 2 roots)", st.pinned >= 4);
/* unpin the page → it becomes evictable and is dropped under further thrash */
store_unpin_page(s, P);
for (int i=0;i<N;i++){ char id[32]; snprintf(id,sizeof id,"node-%d",i);
StoreNode g; if (store_get_node(s,id,&g)==1) store_node_free(&g); }
ok("unpinned page becomes evictable (dropped)", store_pool_resident(s,P)==0);
/* hot-layer pin: layer 3 is used by ~1/5 of the nodes */
int npin = store_pin_layer(s, 3);
printf(" store_pin_layer(3) pinned %d page(s)\n", npin);
ok("pin_layer pinned a non-empty page set", npin > 0);
store_pool_stats(s,&st);
size_t pinned_with_layer = st.pinned;
for (int pass=0; pass<3; pass++)
for (int i=0;i<N;i++){ char id[32]; snprintf(id,sizeof id,"node-%d",i);
StoreNode g; if (store_get_node(s,id,&g)==1) store_node_free(&g); }
store_pool_stats(s,&st);
ok("hot-layer pages stay resident under thrash", st.pinned >= pinned_with_layer);
ok("layer pin holds >= npin extra frames", st.pinned >= (size_t)npin + 4);
store_unpin_layer(s, 3);
store_pool_stats(s,&st);
size_t after_unpin_max = st.pinned;
for (int i=0;i<N;i++){ char id[32]; snprintf(id,sizeof id,"node-%d",i);
StoreNode g; if (store_get_node(s,id,&g)==1) store_node_free(&g); }
store_pool_stats(s,&st);
printf(" pinned frames: with-layer=%zu after-unpin=%zu\n", pinned_with_layer, st.pinned);
ok("unpin_layer released the layer's pins", st.pinned < pinned_with_layer && after_unpin_max <= pinned_with_layer);
store_close(s);
unlink(path);
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 4 — PREFETCH: a sequential scan faults far fewer times with read-ahead on
* than off (each cold cache; identical store).
* ════════════════════════════════════════════════════════════════════════════ */
static void test_prefetch(void){
printf("\n== 4) prefetch: sequential scan faults fewer with read-ahead ==\n");
char path[600]; path_in(path, sizeof path, "prefetch.store");
unlink(path);
EngramPagedStore* s = store_create(path);
if (!s){ ok("store_create", 0); return; }
for (int i=0;i<2000;i++){ StoreNode n; gen_node(i,&n); store_put_node(s,&n); free_node_fields(&n);
if ((i%400)==399) store_sync(s); }
store_sync(s);
store_close(s);
/* prefetch OFF — cold cache */
EngramPagedStore* a = store_open(path);
store__set_pool_frames(a, 0); /* unlimited: isolate prefetch, no eviction */
store__set_prefetch(a, 0);
StorePoolStats o0, o1; store_pool_stats(a,&o0);
int na = store_scan_nodes(a, noop_node_cb, NULL); /* walk + fault every page */
(void)na;
store_pool_stats(a,&o1);
uint64_t faults_off = o1.misses - o0.misses;
store_close(a);
/* prefetch ON — cold cache (fresh open) */
EngramPagedStore* b = store_open(path);
store__set_pool_frames(b, 0);
store__set_prefetch(b, 16);
StorePoolStats p0, p1; store_pool_stats(b,&p0);
int nb = store_scan_nodes(b, noop_node_cb, NULL);
(void)nb;
store_pool_stats(b,&p1);
uint64_t faults_on = p1.misses - p0.misses;
uint64_t pref_reads = p1.prefetch_reads - p0.prefetch_reads;
store_close(b);
printf(" scan demand-faults: prefetch OFF=%llu ON=%llu (read-ahead brought in %llu pages)\n",
(unsigned long long)faults_off, (unsigned long long)faults_on,
(unsigned long long)pref_reads);
ok("prefetch reduced demand faults", faults_on < faults_off);
ok("read-ahead actually ran", pref_reads > 0);
unlink(path);
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 5 — CRASH SAFETY UNDER PAGING: WAL replay and checkpoint-crash recovery
* with a tiny pool (pages evict + re-fault during replay).
* ════════════════════════════════════════════════════════════════════════════ */
static void test_crash_under_paging(void){
printf("\n== 5) crash safety under a tiny pool (ENGRAM_POOL_FRAMES=16) ==\n");
setenv("ENGRAM_POOL_FRAMES", "16", 1); /* every engram_open() below is paged */
setenv("ENGRAM_WAL_SYNC", "always", 1);
/* ---- 5a: power-loss → WAL replay ---- */
char dir[600]; path_in(dir, sizeof dir, "crash_wal"); mkdir(dir, 0700);
EngramPagedStore* s = engram_open(dir);
if (!s){ ok("engram_open", 0); return; }
const int M = 400;
for (int i=0;i<M;i++){ StoreNode n; gen_node(i,&n); store_put_node(s,&n); free_node_fields(&n); }
store__crash(s); /* abandon RAM (dirty pages lost); WAL fsync'd */
s = engram_open(dir); /* replay WAL under 16-frame pool */
ok("reopened after crash (WAL replay, tiny pool)", s!=NULL);
int bad=0; for (int i=0;i<M;i++){ StoreNode want; gen_node(i,&want);
StoreNode got; int hit=store_get_node(s,want.id,&got);
if (hit!=1 || !cmp_node(&want,&got)) bad++;
if (hit==1) store_node_free(&got); free_node_fields(&want); }
ok("all 400 nodes recovered bit-exact via WAL replay under paging", bad==0);
ok("store_check crc clean post-recovery", store_check(s, STORE_CHECK_CRC)==0);
engram_close(s);
/* ---- 5b: checkpoint-crash at each phase ---- */
for (int phase=0; phase<=4; phase++){
char cdir[620]; snprintf(cdir, sizeof cdir, "%s/ck%d", g_dir, phase); mkdir(cdir,0700);
EngramPagedStore* c = engram_open(cdir);
for (int i=0;i<CK_NODES;i++){ StoreNode n; gen_node(i,&n); store_put_node(c,&n); free_node_fields(&n); }
store__checkpoint_crashat(c, phase); /* crash mid-checkpoint (frees c) */
EngramPagedStore* r = engram_open(cdir); /* heal + replay under tiny pool */
int miss=0; for (int i=0;i<CK_NODES;i++){ StoreNode want; gen_node(i,&want);
StoreNode got; int hit=store_get_node(r,want.id,&got);
if (hit!=1 || !cmp_node(&want,&got)) miss++;
if (hit==1) store_node_free(&got); free_node_fields(&want); }
char nm[64]; snprintf(nm,sizeof nm,"checkpoint-crash phase %d: all recovered (paged)", phase);
ok(nm, miss==0);
engram_close(r);
}
unsetenv("ENGRAM_POOL_FRAMES");
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 6 — DEFAULT POOL == PHASE 1: with the default (large) budget, no eviction
* ever fires; the whole store is resident, exactly the pre-M4 behaviour.
* ════════════════════════════════════════════════════════════════════════════ */
static void test_default_is_phase1(void){
printf("\n== 6) default (large) pool == Phase-1 resident (no eviction) ==\n");
char path[600]; path_in(path, sizeof path, "default.store");
unlink(path);
EngramPagedStore* s = store_create(path); /* default cap, no override */
if (!s){ ok("store_create", 0); return; }
for (int i=0;i<1500;i++){ StoreNode n; gen_node(i,&n); store_put_node(s,&n); free_node_fields(&n); }
store_sync(s);
for (int i=0;i<1500;i++){ char id[32]; snprintf(id,sizeof id,"node-%d",i);
StoreNode g; if (store_get_node(s,id,&g)==1) store_node_free(&g); }
StorePoolStats st; store_pool_stats(s,&st);
printf(" cap=%zu resident=%zu evictions=%llu (pages=%llu)\n",
st.cap, st.resident, (unsigned long long)st.evictions,
(unsigned long long)store_page_count(s));
ok("default budget is large", st.cap >= (size_t)(1u<<20));
ok("no eviction ever fired at default budget", st.evictions == 0);
ok("whole store resident (every page cached)", st.resident == store_page_count(s));
store_close(s);
unlink(path);
}
int main(void){
mk_dir();
printf("engram M4 buffer-pool gate — dir=%s\n", g_dir);
test_small_pool_roundtrip();
test_eviction_policy();
test_pinning();
test_prefetch();
test_crash_under_paging();
test_default_is_phase1();
printf("\n================ %d passed, %d failed ================\n", g_pass, g_fail);
return g_fail ? 1 : 0;
}
+421
View File
@@ -0,0 +1,421 @@
/* test_compaction.c — M5 gate: ONLINE COMPACTION + background checkpointer.
*
* Pure C. Build: gcc -O2 test_compaction.c ../../lang/runtime/engram_store.c -o t
* Writes ONLY under a throwaway /tmp dir. Never touches ~/.neuron or live ports.
*
* Proves:
* 1) RECLAIM — tombstone/forget a large fraction of nodes + re-put many edges
* (dead versions) + orphan large-record overflow chains, then compact:
* page count AND file size drop, yet EVERY live record survives bit-exact and
* the id + adjacency indexes resolve correctly at the relocated positions.
* 2) CRASH-DURING-COMPACTION — kill at phases 0/1/2; recovery is always a
* consistent store (crc clean, every live record intact), never corrupt.
* 3) BACKGROUND CHECKPOINTER — a low ops / WAL-bytes threshold fires a checkpoint
* automatically on the write path; the WAL prefix is reclaimed; recovery works.
* 4) POOL COOPERATION — compaction under a tiny ENGRAM_POOL_FRAMES stays correct
* with no stale frame surviving for a relocated page.
*/
#include "../../lang/runtime/engram_store.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <stdint.h>
#include <unistd.h>
#include <fcntl.h>
#include <sys/stat.h>
static int g_pass = 0, g_fail = 0;
static void ok(const char* name, int cond){
printf(" [%s] %s\n", cond ? "PASS" : "FAIL", name);
if (cond) g_pass++; else g_fail++;
}
static char g_dir[512];
static int g_dseq = 0;
static void mk_dir(void){
snprintf(g_dir, sizeof g_dir, "/tmp/engram-compact-test-%d-%d", (int)getpid(), g_dseq++);
mkdir(g_dir, 0700);
}
static void egm_path(char* out, size_t cap){ snprintf(out, cap, "%s/neuron.egm", g_dir); }
static void wal_path(char* out, size_t cap){ snprintf(out, cap, "%s/neuron.wal", g_dir); }
static long file_size(const char* p){ struct stat st; return stat(p,&st)==0 ? (long)st.st_size : -1; }
/* ── deterministic generators (bit-exact regeneration for oracles) ─────────── */
static uint64_t xs(uint64_t* s){ uint64_t x=*s; x^=x<<13; x^=x>>7; x^=x<<17; *s=x; return x; }
static uint64_t node_seed(int i){ return 0x9E3779B97F4A7C15ULL ^ ((uint64_t)(i+1)*0xD1B54A32D192ED03ULL); }
static uint64_t edge_seed(int i){ return 0xC2B2AE3D27D4EB4FULL ^ ((uint64_t)(i+1)*0x165667B19E3779F9ULL); }
static char* rnd_str(uint64_t* st, size_t len){
char* s = (char*)malloc(len + 1);
for (size_t i=0;i<len;i++) s[i] = (char)(33 + (xs(st) % 94));
s[len] = 0; return s;
}
#define N_NODES 1500
#define N_DEAD 1200 /* forget node-0 .. node-1199 (1200 dead / 300 live) */
#define N_EDGES 3000
#define EDGE_REPUT 2000 /* re-put edge-0 .. edge-1999 to version 3 */
#define EMB_DIM 96
static int node_is_live(int i){ return i >= N_DEAD; }
static int edge_live_version(int i){ return (i < EDGE_REPUT) ? 3 : 0; }
static void gen_node(int i, StoreNode* n){
memset(n, 0, sizeof *n);
uint64_t st = node_seed(i);
char id[32]; snprintf(id, sizeof id, "node-%d", i);
n->id = strdup(id);
/* every 7th record is large → its own overflow chain (orphaned when it dies) */
size_t clen = (i % 7 == 0) ? (size_t)(18000 + (xs(&st) % 4000)) : (size_t)(xs(&st) % 200);
n->content = rnd_str(&st, clen);
n->node_type = rnd_str(&st, 4 + (xs(&st) % 8));
n->label = (i % 2) ? rnd_str(&st, 3 + (xs(&st) % 10)) : NULL;
n->tier = rnd_str(&st, 4 + (xs(&st) % 6));
n->tags = rnd_str(&st, xs(&st) % 40);
n->metadata = (i % 3) ? rnd_str(&st, xs(&st) % 60) : NULL;
n->salience = (double)(xs(&st) % 1000000) / 997.0;
n->importance = (double)(xs(&st) % 1000000) / 131.0;
n->confidence = (double)(xs(&st) % 1000000) / 733.0;
n->temporal_decay_rate = (double)(xs(&st) % 1000000) / 101.0;
n->activation_count = (int64_t)(xs(&st) % 100000);
n->last_activated = (int64_t)xs(&st);
n->created_at = (int64_t)(1600000000000LL + i);
n->updated_at = (int64_t)xs(&st);
n->background_activation = (double)(xs(&st) % 1000000) / 17.0;
n->working_memory_weight = (double)(xs(&st) % 1000000) / 29.0;
n->suppression_count = (int32_t)(xs(&st) % 50);
n->layer_id = (uint32_t)(xs(&st) % 5);
for (int k=0;k<STORE_BLL_K;k++) n->access_ts[k] = (int64_t)xs(&st);
n->access_head = (int32_t)(xs(&st) % STORE_BLL_K);
n->access_filled = (int32_t)(xs(&st) % (STORE_BLL_K + 1));
n->wm_anchor = (double)(xs(&st) % 1000000) / 3.0;
n->emb = (float*)malloc(EMB_DIM * sizeof(float));
for (int k=0;k<EMB_DIM;k++){ uint32_t u=(uint32_t)xs(&st); memcpy(&n->emb[k], &u, 4); }
n->emb_dim = EMB_DIM;
}
/* version alters weight/hebb/last_fired so a re-put is a distinct payload. */
static void gen_edge(int i, int version, StoreEdge* e){
memset(e, 0, sizeof *e);
uint64_t st = edge_seed(i);
char id[32], from[32], to[32];
snprintf(id, sizeof id, "edge-%d", i);
/* connect live nodes so adjacency queries on live nodes are meaningful */
snprintf(from, sizeof from, "node-%d", N_DEAD + (int)(xs(&st) % (N_NODES - N_DEAD)));
snprintf(to, sizeof to, "node-%d", N_DEAD + (int)(xs(&st) % (N_NODES - N_DEAD)));
e->id = strdup(id); e->from_id = strdup(from); e->to_id = strdup(to);
e->relation = rnd_str(&st, 3 + (xs(&st) % 12));
e->metadata = (i % 4) ? rnd_str(&st, xs(&st) % 40) : NULL;
e->weight = (double)(xs(&st) % 1000000) / 7.0 + version * 100.0;
e->hebb = (double)(xs(&st) % 1000000) / 13.0 + version * 3.0;
e->confidence = (double)(xs(&st) % 1000000) / 5.0;
e->created_at = (int64_t)(1600000000000LL + i);
e->updated_at = (int64_t)xs(&st) + version;
e->last_fired = (int64_t)xs(&st) + version * 1000;
e->inhibitory = (int32_t)(xs(&st) % 2);
e->layer_id = (uint32_t)(xs(&st) % 5);
}
static int streq(const char* a, const char* b){
if (!a && !b) return 1; if (!a || !b) return 0; return strcmp(a,b)==0;
}
static int cmp_node(const StoreNode* a, const StoreNode* b){
if (!streq(a->id,b->id) || !streq(a->content,b->content) ||
!streq(a->node_type,b->node_type) || !streq(a->label,b->label) ||
!streq(a->tier,b->tier) || !streq(a->tags,b->tags) ||
!streq(a->metadata,b->metadata)) return 0;
if (a->salience!=b->salience || a->importance!=b->importance ||
a->confidence!=b->confidence || a->temporal_decay_rate!=b->temporal_decay_rate ||
a->activation_count!=b->activation_count || a->last_activated!=b->last_activated ||
a->created_at!=b->created_at || a->updated_at!=b->updated_at ||
a->background_activation!=b->background_activation ||
a->working_memory_weight!=b->working_memory_weight ||
a->suppression_count!=b->suppression_count || a->layer_id!=b->layer_id ||
a->access_head!=b->access_head || a->access_filled!=b->access_filled ||
a->wm_anchor!=b->wm_anchor || a->emb_dim!=b->emb_dim) return 0;
for (int k=0;k<STORE_BLL_K;k++) if (a->access_ts[k]!=b->access_ts[k]) return 0;
if ((a->emb==NULL) != (b->emb==NULL)) return 0;
if (a->emb && memcmp(a->emb, b->emb, (size_t)a->emb_dim*4)!=0) return 0;
return 1;
}
static int cmp_edge(const StoreEdge* a, const StoreEdge* b){
if (!streq(a->id,b->id) || !streq(a->from_id,b->from_id) || !streq(a->to_id,b->to_id) ||
!streq(a->relation,b->relation) || !streq(a->metadata,b->metadata)) return 0;
if (a->weight!=b->weight || a->hebb!=b->hebb || a->confidence!=b->confidence ||
a->created_at!=b->created_at || a->updated_at!=b->updated_at ||
a->last_fired!=b->last_fired || a->inhibitory!=b->inhibitory ||
a->layer_id!=b->layer_id) return 0;
return 1;
}
/* Populate a durable store with dead space: all nodes/edges, then forget the first
* N_DEAD nodes and re-put the first EDGE_REPUT edges three times. */
static void populate_with_dead_space(EngramPagedStore* s){
for (int i=0;i<N_NODES;i++){ StoreNode n; gen_node(i,&n); store_put_node(s,&n); store_node_free(&n); }
for (int i=0;i<N_EDGES;i++){ StoreEdge e; gen_edge(i,0,&e); store_put_edge(s,&e); store_edge_free(&e); }
/* re-put (in-place field mutation) → prior versions become dead records */
for (int v=1; v<=3; v++)
for (int i=0;i<EDGE_REPUT;i++){ StoreEdge e; gen_edge(i,v,&e); store_put_edge(s,&e); store_edge_free(&e); }
/* forget the cold nodes (tombstone; their large overflow chains orphan) */
for (int i=0;i<N_DEAD;i++){ char id[32]; snprintf(id,sizeof id,"node-%d",i); store_forget(s,id); }
}
/* Assert every live node/edge is present + bit-exact via point reads. */
static int verify_live_set(EngramPagedStore* s){
int bad = 0;
for (int i=0;i<N_NODES;i++){
char id[32]; snprintf(id,sizeof id,"node-%d",i);
StoreNode got; int hit = store_get_node(s, id, &got);
if (node_is_live(i)){
StoreNode want; gen_node(i,&want);
if (hit!=1 || !cmp_node(&want,&got)) bad++;
if (hit==1) store_node_free(&got);
store_node_free(&want);
} else {
if (hit!=0) bad++; /* forgotten → must be absent */
if (hit==1) store_node_free(&got);
}
}
for (int i=0;i<N_EDGES;i++){
char id[32]; snprintf(id,sizeof id,"edge-%d",i);
StoreEdge got; int hit = store_get_edge(s, id, &got);
StoreEdge want; gen_edge(i, edge_live_version(i), &want);
if (hit!=1 || !cmp_edge(&want,&got)) bad++;
if (hit==1) store_edge_free(&got);
store_edge_free(&want);
}
return bad;
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 1 — RECLAIM: dead space is reclaimed; live records + indexes survive.
* ════════════════════════════════════════════════════════════════════════════ */
static void test_reclaim(void){
printf("\n== 1) reclaim: forget %d nodes + re-put %d edges x3, then compact ==\n",
N_DEAD, EDGE_REPUT);
mk_dir();
char egm[600]; egm_path(egm, sizeof egm);
EngramPagedStore* s = engram_open(g_dir);
ok("engram_open", s != NULL);
if (!s) return;
populate_with_dead_space(s);
engram_checkpoint(s); /* flush so file size reflects state */
uint64_t pc_before = store_page_count(s);
uint64_t free_before = store_free_page_count(s);
long sz_before = file_size(egm);
printf(" BEFORE: page_count=%llu free_pages=%llu file=%ld bytes (live records intact?)\n",
(unsigned long long)pc_before, (unsigned long long)free_before, sz_before);
ok("pre-compaction live set intact", verify_live_set(s)==0);
/* capture adjacency for a sample of live from-ids to compare post-compaction */
#define NSAMP 12
char samp[NSAMP][32]; size_t pre_cnt[NSAMP];
for (int k=0;k<NSAMP;k++){
snprintf(samp[k], sizeof samp[k], "node-%d", N_DEAD + k*20);
StoreEdge* arr=NULL; size_t cnt=0;
store_get_edges_from(s, samp[k], &arr, &cnt);
pre_cnt[k]=cnt; store_edges_free(arr,cnt);
}
int rc = store_compact(s);
ok("store_compact returns 0", rc==0);
uint64_t pc_after = store_page_count(s);
uint64_t free_after = store_free_page_count(s);
long sz_after = file_size(egm);
printf(" AFTER : page_count=%llu free_pages=%llu file=%ld bytes\n",
(unsigned long long)pc_after, (unsigned long long)free_after, sz_after);
printf(" RECLAIMED: %llu pages, %ld bytes (%.1f%% of file)\n",
(unsigned long long)(pc_before - pc_after), sz_before - sz_after,
sz_before ? 100.0*(sz_before-sz_after)/sz_before : 0.0);
ok("page count dropped (dead pages reclaimed)", pc_after < pc_before);
ok("file size dropped (store physically shrank)", sz_after < sz_before);
ok("store_check crc clean after compaction", store_check(s, STORE_CHECK_CRC)==0);
ok("every LIVE record present + bit-exact at new locations", verify_live_set(s)==0);
/* adjacency index correct at relocated positions */
int adj_bad = 0;
for (int k=0;k<NSAMP;k++){
StoreEdge* arr=NULL; size_t cnt=0;
store_get_edges_from(s, samp[k], &arr, &cnt);
if (cnt != pre_cnt[k]) adj_bad++;
for (size_t j=0;j<cnt;j++){
if (!streq(arr[j].from_id, samp[k])) { adj_bad++; break; }
/* the returned edge must be the canonical latest live edge, bit-exact */
int idx = atoi(arr[j].id + 5);
StoreEdge want; gen_edge(idx, edge_live_version(idx), &want);
if (!cmp_edge(&want,&arr[j])) adj_bad++;
store_edge_free(&want);
}
store_edges_free(arr,cnt);
}
ok("adjacency (get_edges_from) correct + bit-exact post-compaction", adj_bad==0);
/* second compaction is a near no-op (no new dead space) and stays correct */
uint64_t pc2_before = store_page_count(s);
ok("compact again returns 0", store_compact(s)==0);
ok("idempotent-ish: no growth on re-compact", store_page_count(s) <= pc2_before);
ok("live set still intact after 2nd compaction", verify_live_set(s)==0);
engram_close(s);
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 2 — CRASH DURING COMPACTION: kill at phases 0/1/2 → consistent recovery.
* Live set is identical whether we recover pre- or post-compaction, so the same
* oracle must hold, and crc must always be clean (never corrupt).
* ════════════════════════════════════════════════════════════════════════════ */
static void test_crash_during_compaction(void){
printf("\n== 2) crash during compaction at phases 0,1,2 → consistent store ==\n");
for (int phase=0; phase<=2; phase++){
mk_dir();
char egm[600]; egm_path(egm, sizeof egm);
EngramPagedStore* s = engram_open(g_dir);
if (!s){ ok("engram_open", 0); continue; }
populate_with_dead_space(s);
engram_close(s); /* durable baseline on disk */
uint64_t pc_pre = 0;
{ EngramPagedStore* p = engram_open(g_dir); pc_pre = store_page_count(p); engram_close(p); }
EngramPagedStore* c = engram_open(g_dir);
store__compact_crashat(c, phase); /* crashes mid-compaction (frees c) */
EngramPagedStore* r = engram_open(g_dir); /* recover */
char nm[80];
snprintf(nm, sizeof nm, "phase %d: recovers, crc clean", phase);
ok(nm, r && store_check(r, STORE_CHECK_CRC)==0);
snprintf(nm, sizeof nm, "phase %d: every live record intact (not corrupt)", phase);
ok(nm, r && verify_live_set(r)==0);
if (r){
uint64_t pc_now = store_page_count(r);
if (phase < 2){
snprintf(nm, sizeof nm, "phase %d: recovered PRE-compaction image", phase);
ok(nm, pc_now == pc_pre);
} else {
snprintf(nm, sizeof nm, "phase %d: recovered POST-compaction (shrunk)", phase);
ok(nm, pc_now < pc_pre);
}
/* store stays writable + durable after recovery */
StoreNode n; gen_node(N_NODES+phase, &n); free(n.id);
n.id = strdup("post-recovery-node");
store_put_node(r, &n); store_node_free(&n);
StoreNode g; int hit = store_get_node(r, "post-recovery-node", &g);
snprintf(nm, sizeof nm, "phase %d: store writable after recovery", phase);
ok(nm, hit==1);
if (hit==1) store_node_free(&g);
engram_close(r);
}
}
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 3 — BACKGROUND CHECKPOINTER: a low threshold fires checkpoints on the
* write path, reclaiming the WAL prefix automatically; recovery still correct.
* ════════════════════════════════════════════════════════════════════════════ */
static void test_background_checkpointer(void){
printf("\n== 3) background checkpointer: auto-checkpoint on threshold ==\n");
/* (a) ops trigger */
{
mk_dir();
char wal[600]; wal_path(wal, sizeof wal);
EngramPagedStore* s = engram_open(g_dir);
if (!s){ ok("engram_open", 0); return; }
store_set_checkpoint_policy(s, /*ops*/50, /*dirty*/0, /*wal_bytes*/0, /*ms*/0);
uint64_t ckpt0 = engram_last_checkpoint_lsn(s);
for (int i=0;i<600;i++){ StoreNode n; gen_node(i,&n); store_put_node(s,&n); store_node_free(&n); }
uint64_t ckpt1 = engram_last_checkpoint_lsn(s);
long wsz = file_size(wal);
printf(" ops-trigger: ckpt_lsn %llu -> %llu, WAL=%ld bytes after 600 puts\n",
(unsigned long long)ckpt0, (unsigned long long)ckpt1, wsz);
ok("ops trigger fired an automatic checkpoint", ckpt1 > ckpt0);
ok("WAL prefix reclaimed (WAL stays small)", wsz >= 0 && wsz < 200000);
/* crash (abandon RAM) then recover — everything durable via WAL+checkpoint */
store__crash(s);
EngramPagedStore* r = engram_open(g_dir);
int bad=0;
for (int i=0;i<600;i++){ char id[32]; snprintf(id,sizeof id,"node-%d",i);
StoreNode w; gen_node(i,&w); StoreNode g; int hit=store_get_node(r,id,&g);
if (hit!=1 || !cmp_node(&w,&g)) bad++; if(hit==1) store_node_free(&g); store_node_free(&w); }
ok("recovery correct after auto-checkpoints (ops)", r && bad==0);
ok("crc clean after recovery (ops)", r && store_check(r,STORE_CHECK_CRC)==0);
if (r) engram_close(r);
}
/* (b) WAL-bytes trigger */
{
mk_dir();
char wal[600]; wal_path(wal, sizeof wal);
EngramPagedStore* s = engram_open(g_dir);
if (!s){ ok("engram_open", 0); return; }
store_set_checkpoint_policy(s, /*ops*/0, /*dirty*/0, /*wal_bytes*/64*1024, /*ms*/0);
uint64_t ckpt0 = engram_last_checkpoint_lsn(s);
for (int i=0;i<600;i++){ StoreNode n; gen_node(i,&n); store_put_node(s,&n); store_node_free(&n); }
uint64_t ckpt1 = engram_last_checkpoint_lsn(s);
long wsz = file_size(wal);
printf(" wal-bytes-trigger: ckpt_lsn %llu -> %llu, WAL=%ld bytes\n",
(unsigned long long)ckpt0, (unsigned long long)ckpt1, wsz);
ok("wal-bytes trigger fired an automatic checkpoint", ckpt1 > ckpt0);
ok("WAL kept bounded by byte threshold", wsz >= 0 && wsz < 2*1024*1024);
engram_close(s);
}
/* (c) dirty-frames trigger (under a bounded pool) */
{
mk_dir();
EngramPagedStore* s = engram_open(g_dir);
if (!s){ ok("engram_open", 0); return; }
store_set_checkpoint_policy(s, /*ops*/0, /*dirty*/16, /*wal_bytes*/0, /*ms*/0);
uint64_t ckpt0 = engram_last_checkpoint_lsn(s);
for (int i=0;i<400;i++){ StoreNode n; gen_node(i,&n); store_put_node(s,&n); store_node_free(&n); }
uint64_t ckpt1 = engram_last_checkpoint_lsn(s);
ok("dirty-frames trigger fired an automatic checkpoint", ckpt1 > ckpt0);
engram_close(s);
}
}
/* ════════════════════════════════════════════════════════════════════════════
* TEST 4 — POOL COOPERATION: compact under a tiny frame budget (constant eviction
* + re-fault); correctness holds and no stale frame survives a relocated page.
* ════════════════════════════════════════════════════════════════════════════ */
static void test_pool_cooperation(void){
printf("\n== 4) compaction under a small buffer pool (forced eviction) ==\n");
setenv("ENGRAM_POOL_FRAMES", "24", 1); /* pool << store, and the temp build too */
mk_dir();
char egm[600]; egm_path(egm, sizeof egm);
EngramPagedStore* s = engram_open(g_dir);
ok("engram_open (24-frame pool)", s != NULL);
if (!s){ unsetenv("ENGRAM_POOL_FRAMES"); return; }
store__set_pool_frames(s, 24);
populate_with_dead_space(s);
engram_checkpoint(s);
uint64_t pc_before = store_page_count(s);
int rc = store_compact(s);
ok("store_compact under tiny pool returns 0", rc==0);
StorePoolStats st; store_pool_stats(s, &st);
printf(" post-compaction pool: cap=%zu resident=%zu pinned=%zu dirty=%zu\n",
st.cap, st.resident, st.pinned, st.dirty);
ok("pool respected budget after compaction (resident<=cap)", st.resident <= st.cap);
ok("page count dropped under small pool", store_page_count(s) < pc_before);
ok("crc clean under small pool", store_check(s, STORE_CHECK_CRC)==0);
/* If any relocated page had a stale frame, a read would return wrong bytes. */
ok("every live record bit-exact under small pool (no stale frames)", verify_live_set(s)==0);
engram_close(s);
unsetenv("ENGRAM_POOL_FRAMES");
}
int main(void){
printf("=== M5 COMPACTION + BACKGROUND CHECKPOINTER GATE ===\n");
test_reclaim();
test_crash_during_compaction();
test_background_checkpointer();
test_pool_cooperation();
printf("\n=== RESULT: %d passed, %d failed ===\n", g_pass, g_fail);
/* cleanup */
return g_fail ? 1 : 0;
}
+159
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/* test_geometry.c — build + RUN gate for the M9 FOUNDATION geometry descriptor
* (engram_geometry.{c,h}). Self-contained: synthesizes a store with two KNOWN
* embedding clusters + intra-cluster hebb edges, then verifies the descriptor
* recovers the shape — centroid near the seeded cluster, skeleton = the strong
* intra-cluster edges, membership gradient, radius, positive co-registration.
*
* Pure C11; links engram_geometry.c + engram_store.c + engram_vindex.c; -lm.
* ASan/UBSan clean. Needs no live data.
*/
#include "engram_geometry.h"
#include "engram_store.h"
#include "engram_vindex.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <math.h>
#include <stdint.h>
#include <unistd.h>
#define DIM 64
static int g_fail=0;
#define CHECK(c,m) do{ if(!(c)){printf(" FAIL: %s\n",m); g_fail=1;} else printf(" ok: %s\n",m);}while(0)
static uint64_t rs=0x1234abcdULL;
static uint64_t xr(void){ uint64_t z=(rs+=0x9E3779B97F4A7C15ULL);
z=(z^(z>>30))*0xBF58476D1CE4E5B9ULL; z=(z^(z>>27))*0x94D049BB133111EBULL; return z^(z>>31); }
static float jitter(void){ return (float)(((double)(xr()>>11)*(1.0/9007199254740992.0))-0.5)*0.15f; }
/* two clusters: A centered on axis 0, B centered on axis 1. NA+NB nodes. */
#define NA 40
#define NB 40
int main(void){
printf("=== engram_geometry (M9 foundation) test suite ===\n");
char path[256]; snprintf(path,sizeof path,"/tmp/geo_test_store_%d.egm",(int)getpid());
unlink(path);
EngramPagedStore* st=store_create(path);
if(!st){ printf("FAIL: store_create\n"); return 1; }
char aids[NA][16], bids[NB][16];
/* cluster A: near +e0 ; cluster B: near +e1 */
for(int i=0;i<NA;i++){
StoreNode n; memset(&n,0,sizeof n);
snprintf(aids[i],16,"A%d",i); n.id=aids[i]; n.node_type="Concept"; n.tier="Semantic";
n.content="cluster-A"; n.salience=0.5+0.01*i;
float v[DIM]; for(int d=0;d<DIM;d++) v[d]=jitter(); v[0]=1.0f+jitter();
n.emb=v; n.emb_dim=DIM; store_put_node(st,&n);
}
for(int i=0;i<NB;i++){
StoreNode n; memset(&n,0,sizeof n);
snprintf(bids[i],16,"B%d",i); n.id=bids[i]; n.node_type="Concept"; n.tier="Semantic";
n.content="cluster-B"; n.salience=0.3;
float v[DIM]; for(int d=0;d<DIM;d++) v[d]=jitter(); v[1]=1.0f+jitter();
n.emb=v; n.emb_dim=DIM; store_put_node(st,&n);
}
/* strong intra-A hebb edges (a chain + hub), weaker cross edges A0<->B0 */
int ei=0;
for(int i=1;i<NA;i++){
StoreEdge e; memset(&e,0,sizeof e); char id[24]; snprintf(id,24,"eA%d",ei++);
e.id=id; e.from_id=aids[0]; e.to_id=aids[i]; e.relation="assoc"; e.weight=0.9; e.hebb=0.4;
store_put_edge(st,&e);
}
for(int i=1;i<NB;i++){
StoreEdge e; memset(&e,0,sizeof e); char id[24]; snprintf(id,24,"eB%d",ei++);
e.id=id; e.from_id=bids[0]; e.to_id=bids[i]; e.relation="assoc"; e.weight=0.9; e.hebb=0.4;
store_put_edge(st,&e);
}
{ StoreEdge e; memset(&e,0,sizeof e); e.id=(char*)"eX"; e.from_id=aids[0]; e.to_id=bids[0];
e.relation="assoc"; e.weight=0.5; e.hebb=0.0; store_put_edge(st,&e); }
store_close(st);
VIndex* ix=vindex_create(DIM,0,0);
char** ids=NULL; int nids=0;
int ins=vindex_build_from_store(ix, path, &ids, &nids);
CHECK(ins==NA+NB, "vindex built over all embedded nodes");
GeoParams P; engram_geo_default_params(&P); P.ann_k=20; P.max_members=0;
/* seed inside cluster A -> expect an A-dominated neighborhood */
st=store_open(path);
/* global-mean cache over the embedded set: the centering offset */
GeoMeanCache* mc=engram_geo_mean_build(st);
const float* gm=engram_geo_mean_vec(mc);
CHECK(mc!=NULL && engram_geo_mean_dim(mc)==DIM, "global-mean cache built over embedded set");
CHECK(engram_geo_mean_count(mc)==(uint64_t)(NA+NB), "global mean averaged all embedded nodes");
const char* seeds[1]={aids[0]};
/* CENTERED descriptor: pass the global mean so geometry runs in isotropic space */
GeoDescriptor* g=engram_geometry_descriptor(st, ix, ids, nids, seeds, 1, &P, gm);
CHECK(g!=NULL, "descriptor computed");
if(g){
printf(" members=%d embedded=%d edges=%d k_core=%d radius=%.4f co_reg=%.3f n_axes=%d\n",
g->n_members,g->n_embedded,g->n_edges,g->k_core,g->radius,g->co_registration,g->n_axes);
/* geometry ran in CENTERED space: g->centroid is the centered centroid,
* g->global_mean the applied offset. Reconstruct the raw prototype
* (centroid + global_mean) and check it sits on cluster-A's axis. */
CHECK(g->global_mean!=NULL, "descriptor recorded the centering offset (centered mode)");
int argmax=0; float best=-1.f;
for(int d=0;d<g->dim;d++){ float raw=g->centroid[d]+(g->global_mean?g->global_mean[d]:0.f);
if(fabsf(raw)>best){ best=fabsf(raw); argmax=d; } }
printf(" raw-prototype dominant axis = %d (expect 0); centered c[0]=%.3f c[1]=%.3f\n",
argmax, g->centroid[0], g->centroid[1]);
CHECK(argmax==0, "raw prototype sits on cluster-A's axis (near members)");
/* centering pushes A off cluster-B's axis: centered c[0] > c[1] */
CHECK(g->centroid[0] > g->centroid[1], "centered centroid leans off B's axis (isotropy)");
/* hub should be A0 (the intra-A hub with NA-1 strong edges) */
CHECK(g->hub_id && strcmp(g->hub_id,"A0")==0, "hub = the relational center A0");
/* membership: seed A0 == 1.0; A-members strong, B-members (if any) weaker */
double seedw=-1, minA=2, maxB=-1; int na=0,nb=0;
for(int i=0;i<g->n_members;i++){
const char* id=g->members[i].id; double w=g->members[i].membership;
if(strcmp(id,"A0")==0) seedw=w;
if(id[0]=='A'){ na++; if(w<minA)minA=w; }
if(id[0]=='B'){ nb++; if(w>maxB)maxB=w; }
}
printf(" A-members=%d B-members=%d seedw=%.3f\n", na,nb,seedw);
CHECK(fabs(seedw-1.0)<1e-9, "seed membership == 1.0");
CHECK(na>=NA-1, "neighborhood recovers cluster A");
/* skeleton = the strong intra-A edges: every edge eff_weight>=threshold,
* and edges connect A-nodes (co-registration should be positive: wired
* pairs are semantically near). */
int allstrong=1, allA=1;
for(int e=0;e<g->n_edges;e++){
if(g->edges[e].eff_weight < P.edge_min_weight) allstrong=0;
const char* a=g->members[g->edges[e].a].id, *b=g->members[g->edges[e].b].id;
if(!(a[0]=='A'&&b[0]=='A')) { /* the lone eX cross edge is allowed */
if(!((strcmp(a,"A0")==0&&strcmp(b,"B0")==0)||(strcmp(a,"B0")==0&&strcmp(b,"A0")==0))) allA=0; }
}
CHECK(allstrong, "skeleton holds only above-threshold (strong) edges");
CHECK(allA, "skeleton backbone is the intra-cluster wiring");
CHECK(g->co_registration>0.0, "co-registration positive (wired pairs are semantically near)");
/* principal axes: extents strictly non-increasing */
int mono=1; for(int i=1;i<g->n_axes;i++) if(g->axes[i].extent>g->axes[i-1].extent+1e-9) mono=0;
CHECK(g->n_axes>0 && mono, "principal axes sorted by descending extent");
CHECK(g->radius>0, "radius positive");
}
engram_geo_free(g);
/* edge cases: NULL store, no seeds, relational-only (NULL vindex) */
CHECK(engram_geometry_descriptor(NULL,ix,ids,nids,seeds,1,&P,gm)==NULL, "NULL store -> NULL");
CHECK(engram_geometry_descriptor(st,ix,ids,nids,seeds,0,&P,gm)==NULL, "zero seeds -> NULL");
GeoDescriptor* g2=engram_geometry_descriptor(st, NULL, NULL, 0, seeds, 1, &P, gm);
CHECK(g2!=NULL && g2->n_members>=NA-1, "relational-only path (no vindex) works");
engram_geo_free(g2);
/* raw (uncentered) mode still supported: global_mean=NULL -> no offset recorded */
GeoDescriptor* g3=engram_geometry_descriptor(st, ix, ids, nids, seeds, 1, &P, NULL);
CHECK(g3!=NULL && g3->global_mean==NULL, "raw mode (global_mean=NULL) leaves offset unset");
engram_geo_free(g3);
engram_geo_mean_free(mc);
for(int i=0;i<nids;i++) free(ids[i]); free(ids);
vindex_free(ix); store_close(st); unlink(path);
printf("\n=== %s ===\n", g_fail?"FAILURES PRESENT":"ALL TESTS PASSED");
return g_fail;
}
+79
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/* test_interoception_p0_emb.c — M-INTEROCEPTION Priority 0.
*
* Verifies the new READ-ONLY builtin engram_scan_nodes_emb_json(limit,offset):
* - every emitted node carries emb_dim and an emb JSON array of that length,
* - nodes without an embedding emit emb_dim:0 / emb:[],
* - pagination (limit/offset) is honoured,
* - the count matches engram_node_count,
* - the EXISTING engram_scan_nodes_json path is byte-unchanged (no emb field),
* i.e. the addition is purely additive / behavior-neutral.
*
* Pure-C harness (no elc). We craft a snapshot with real emb vectors, load it
* (engram_load parses "emb" comma-lists into node->emb via eg_parse_emb), then
* dump via both scan paths. Assertions live in run_interoception_p0.sh.
*/
#include "el_runtime.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
static el_val_t S(const char* s){ return EL_STR(s); }
/* 16-d embedding as a comma list (>=8 required by eg_parse_emb). */
static void emb_list(char* out, size_t cap, int dim, double base){
size_t o = 0;
for (int i = 0; i < dim; i++){
o += snprintf(out+o, cap-o, "%s%.4f", i?",":"", base + 0.01*i);
}
}
int main(int argc, char** argv){
if (argc < 2){ fprintf(stderr, "usage: %s <dir>\n", argv[0]); return 2; }
const char* dir = argv[1];
char snap[1024]; snprintf(snap, sizeof snap, "%s/seed.json", dir);
char e1[512], e2[512];
emb_list(e1, sizeof e1, 16, 0.10);
emb_list(e2, sizeof e2, 16, 0.50);
/* Two embedded nodes (distinct salience → deterministic sort order) and one
* un-embedded node. */
FILE* f = fopen(snap, "w");
if (!f){ perror("fopen"); return 2; }
fprintf(f,
"{\"nodes\":["
"{\"id\":\"n-high\",\"content\":\"high salience embedded\",\"node_type\":\"Concept\","
"\"label\":\"emb-high\",\"tier\":\"Semantic\",\"salience\":0.9,\"importance\":0.8,"
"\"confidence\":1.0,\"created_at\":1000,\"emb\":\"%s\"},"
"{\"id\":\"n-mid\",\"content\":\"mid salience embedded\",\"node_type\":\"Concept\","
"\"label\":\"emb-mid\",\"tier\":\"Semantic\",\"salience\":0.5,\"importance\":0.5,"
"\"confidence\":1.0,\"created_at\":2000,\"emb\":\"%s\"},"
"{\"id\":\"n-low\",\"content\":\"low salience no embedding\",\"node_type\":\"Fact\","
"\"label\":\"noemb-low\",\"tier\":\"Semantic\",\"salience\":0.1,\"importance\":0.2,"
"\"confidence\":1.0,\"created_at\":3000}"
"],\"edges\":[]}", e1, e2);
fclose(f);
if (!engram_load(S(snap))){ fprintf(stderr, "load failed\n"); return 2; }
long long nc = (long long)(int64_t)engram_node_count();
printf("node_count=%lld\n", nc);
/* full page */
el_val_t all = engram_scan_nodes_emb_json((el_val_t)256, (el_val_t)0);
char p[1024];
snprintf(p, sizeof p, "%s/emb_all.json", dir);
f = fopen(p, "w"); fputs(EL_CSTR(all), f); fclose(f);
/* pagination: one node at offset 0 and one at offset 1 */
el_val_t pg0 = engram_scan_nodes_emb_json((el_val_t)1, (el_val_t)0);
el_val_t pg1 = engram_scan_nodes_emb_json((el_val_t)1, (el_val_t)1);
snprintf(p, sizeof p, "%s/emb_pg0.json", dir); f = fopen(p, "w"); fputs(EL_CSTR(pg0), f); fclose(f);
snprintf(p, sizeof p, "%s/emb_pg1.json", dir); f = fopen(p, "w"); fputs(EL_CSTR(pg1), f); fclose(f);
/* existing path — must be unchanged / carry NO emb */
el_val_t plain = engram_scan_nodes_json((el_val_t)256, (el_val_t)0);
snprintf(p, sizeof p, "%s/plain.json", dir); f = fopen(p, "w"); fputs(EL_CSTR(plain), f); fclose(f);
printf("wrote dumps to %s\n", dir);
return 0;
}
+124
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@@ -0,0 +1,124 @@
/* test_interoception_p1_consol.c — M-INTEROCEPTION Priority 1.
* Two-threshold consolidation (ENGRAM_CONSOLIDATION, default OFF).
*
* Modes:
* accrual — flag OFF (pure trunk). Drive N co-activations of a WIRED pair and
* print act-stats at sampled N so the run script can plot the
* hebb accrual curve (headline measurement). No consolidation code
* runs; this measures the EXISTING EWMA accrual.
* connect — flag ON. Seed, activate to populate WM, then create a STRONG ISE
* (connects to wm_top) and a WEAK ISE (below the bar → nothing).
* Exports the graph so edges from each ISE can be counted.
* perm — flag ON. Load two OLD InternalStateEvent nodes; promote one to
* permanence; prune telemetry; export so the durable one is shown
* to survive while the ephemeral one is swept.
* offcheck — flag OFF. Prove creating an ISE forms NO edges and
* engram_consolidate_permanence is a no-op (byte-identical OFF path).
*/
#include "el_runtime.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
static el_val_t S(const char* s){ return EL_STR(s); }
static el_val_t F(double d){ return el_from_float(d); }
static void build_seed(void){
el_val_t a = engram_node_full(S("hebbian potentiation strengthens co-active memory links"),
S("Concept"), S("hebb-a"), F(0.9), F(0.85), F(1.0), S("Semantic"),
S("hebbian,memory,activation"));
el_val_t b = engram_node_full(S("co-active memory links accrue hebbian associative weight"),
S("Concept"), S("hebb-b"), F(0.9), F(0.85), F(1.0), S("Semantic"),
S("hebbian,memory,weight"));
el_val_t c = engram_node_full(S("unrelated culinary recipe for sourdough bread"),
S("Fact"), S("distractor-1"), F(0.4), F(0.4), F(1.0), S("Semantic"), S("food"));
el_val_t d = engram_node_full(S("the weather forecast predicts rain tomorrow afternoon"),
S("Fact"), S("distractor-2"), F(0.4), F(0.4), F(1.0), S("Semantic"), S("weather"));
engram_connect(a, b, F(0.8), S("associate"));
engram_connect(a, c, F(0.3), S("associate"));
engram_connect(b, d, F(0.3), S("associate"));
}
static const char* QUERY =
"hebbian potentiation co-active memory links associative weight";
int main(int argc, char** argv){
if (argc < 3){ fprintf(stderr,"usage: %s <accrual|connect|perm|offcheck> <dir>\n",argv[0]); return 2; }
const char* mode = argv[1];
const char* dir = argv[2];
char p[1024];
if (!strcmp(mode,"accrual")){
build_seed();
int samples[] = {1,10,50,100,250,500,1000,1625,2000,2500,3000};
int ns = (int)(sizeof samples/sizeof samples[0]);
int NMAX = samples[ns-1];
int si = 0;
for (int n=1; n<=NMAX; n++){
engram_activate_json(S(QUERY), (el_val_t)3);
if (si<ns && n==samples[si]){
printf("SAMPLE %d %s\n", n, EL_CSTR(engram_act_stats_json()));
si++;
}
}
return 0;
}
if (!strcmp(mode,"connect")){
build_seed();
engram_activate_json(S(QUERY), (el_val_t)3);
long long e_before = (long long)(int64_t)engram_edge_count();
/* STRONG ISE — should connect to wm_top */
el_val_t ise_strong = engram_node_full(S("strong internal state: focused on hebbian consolidation"),
S("InternalStateEvent"), S("ise-strong"), F(0.9), F(0.8), F(1.0), S("Working"), S("ise"));
long long e_after_strong = (long long)(int64_t)engram_edge_count();
/* WEAK ISE — below the connection bar (salience 0.3 < default 0.6) */
el_val_t ise_weak = engram_node_full(S("weak internal state: idle drift"),
S("InternalStateEvent"), S("ise-weak"), F(0.3), F(0.3), F(1.0), S("Working"), S("ise"));
long long e_after_weak = (long long)(int64_t)engram_edge_count();
printf("ISE_STRONG_ID %s\n", EL_CSTR(ise_strong));
printf("ISE_WEAK_ID %s\n", EL_CSTR(ise_weak));
printf("EDGES before=%lld after_strong=%lld after_weak=%lld\n",
e_before, e_after_strong, e_after_weak);
snprintf(p,sizeof p,"%s/connect.json",dir);
el_val_t g = engram_save(S(p)); (void)g;
return 0;
}
if (!strcmp(mode,"perm")){
/* Two OLD ISE nodes (created_at far in the past → prunable at 48h). */
snprintf(p,sizeof p,"%s/seed.json",dir);
FILE* f=fopen(p,"w");
fprintf(f,"{\"nodes\":["
"{\"id\":\"ise-durable\",\"content\":\"promoted internal state\",\"node_type\":\"InternalStateEvent\","
"\"label\":\"ise-durable\",\"salience\":0.5,\"confidence\":1.0,\"created_at\":1000},"
"{\"id\":\"ise-ephemeral\",\"content\":\"transient internal state\",\"node_type\":\"InternalStateEvent\","
"\"label\":\"ise-ephemeral\",\"salience\":0.5,\"confidence\":1.0,\"created_at\":1000}"
"],\"edges\":[]}");
fclose(f);
if(!engram_load(S(p))){ fprintf(stderr,"load failed\n"); return 2; }
long long n_before = (long long)(int64_t)engram_node_count();
el_val_t promoted = engram_consolidate_permanence(S("ise-durable"));
long long removed = (long long)(int64_t)engram_prune_telemetry((el_val_t)0); /* default 48h */
long long n_after = (long long)(int64_t)engram_node_count();
printf("PROMOTED %lld\n", (long long)(int64_t)promoted);
printf("NODES before=%lld after=%lld removed=%lld\n", n_before, n_after, removed);
printf("DURABLE_NODE %s\n", EL_CSTR(engram_get_node_json(S("ise-durable"))));
printf("EPHEMERAL_NODE %s\n", EL_CSTR(engram_get_node_json(S("ise-ephemeral"))));
return 0;
}
if (!strcmp(mode,"offcheck")){
build_seed();
engram_activate_json(S(QUERY), (el_val_t)3);
long long e_before = (long long)(int64_t)engram_edge_count();
engram_node_full(S("strong internal state with flag OFF"),
S("InternalStateEvent"), S("ise-off"), F(0.9), F(0.8), F(1.0), S("Working"), S("ise"));
long long e_after = (long long)(int64_t)engram_edge_count();
el_val_t perm = engram_consolidate_permanence(S("ise-off"));
printf("OFF edges before=%lld after=%lld perm_ret=%lld\n",
e_before, e_after, (long long)(int64_t)perm);
return (e_before==e_after && (int64_t)perm==0) ? 0 : 1;
}
fprintf(stderr,"unknown mode %s\n",mode); return 2;
}
@@ -0,0 +1,95 @@
/* test_interoception_p2_chrono.c — M-INTEROCEPTION Priority 2.
* Chronoception: engram_age_field(delta_ms) + reboot catch-up
* (ENGRAM_CHRONOCEPTION, default OFF).
*
* Uses loaded snapshots with KNOWN working_memory_weight / background_activation
* so the field is deterministic without depending on activation. (engram_load
* halves WM on boot the laundering step so snapshot wm 1.0 -> 0.5 resident.)
*
* Modes:
* once <dir> <dt_ms> age the field once by dt; save field.json.
* split <dir> <dt_ms> <N> age by dt/N, N times; save field.json.
* (once vs split must match: scale-invariance.)
* catchup <dir> <gap_ms> write a last-tick gap_ms in the past, then
* engram_age_field_catchup(); print MAGNITUDE.
* offcheck <dir> <dt_ms> flag OFF: age returns 0 and field is untouched.
*/
#include "el_runtime.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <sys/time.h>
static el_val_t S(const char* s){ return EL_STR(s); }
static void write_seed(const char* dir){
char p[1024]; snprintf(p,sizeof p,"%s/seed.json",dir);
FILE* f=fopen(p,"w");
fprintf(f,"{\"nodes\":["
"{\"id\":\"f1\",\"content\":\"field node 1\",\"node_type\":\"Concept\",\"label\":\"f1\","
"\"salience\":0.9,\"confidence\":1.0,\"working_memory_weight\":1.0,\"background_activation\":0.5},"
"{\"id\":\"f2\",\"content\":\"field node 2\",\"node_type\":\"Concept\",\"label\":\"f2\","
"\"salience\":0.8,\"confidence\":1.0,\"working_memory_weight\":0.8,\"background_activation\":0.4},"
"{\"id\":\"f3\",\"content\":\"field node 3\",\"node_type\":\"Concept\",\"label\":\"f3\","
"\"salience\":0.7,\"confidence\":1.0,\"working_memory_weight\":0.6,\"background_activation\":0.3}"
"],\"edges\":[]}");
fclose(f);
}
static void load_seed(const char* dir){
char p[1024]; snprintf(p,sizeof p,"%s/seed.json",dir);
write_seed(dir);
if(!engram_load(S(p))){ fprintf(stderr,"load failed\n"); exit(2); }
}
static void save_field(const char* dir){
char p[1024]; snprintf(p,sizeof p,"%s/field.json",dir);
engram_save(S(p));
}
int main(int argc,char** argv){
if(argc<3){ fprintf(stderr,"usage: %s <once|split|catchup|offcheck> <dir> ...\n",argv[0]); return 2; }
const char* mode=argv[1];
const char* dir =argv[2];
if(!strcmp(mode,"once")){
double dt=atof(argv[3]);
load_seed(dir);
el_val_t mag=engram_age_field((el_val_t)(int64_t)dt);
printf("MAGNITUDE %.10f\n", el_to_float(mag));
save_field(dir);
return 0;
}
if(!strcmp(mode,"split")){
double dt=atof(argv[3]); int N=atoi(argv[4]); if(N<1)N=1;
load_seed(dir);
double sub=dt/(double)N;
for(int i=0;i<N;i++) engram_age_field((el_val_t)(int64_t)sub);
save_field(dir);
printf("SPLIT dt=%.0f N=%d sub=%.4f\n", dt, N, sub);
return 0;
}
if(!strcmp(mode,"catchup")){
double gap=atof(argv[3]);
load_seed(dir);
/* Write a last-tick gap_ms in the past. ENGRAM_DATA_DIR is set == dir by
* the runner, so the sidecar the runtime reads is <dir>/chrono_last_tick. */
struct timeval tv; gettimeofday(&tv,NULL);
long long now_ms=(long long)tv.tv_sec*1000+tv.tv_usec/1000;
long long last=now_ms-(long long)gap;
char p[1200]; snprintf(p,sizeof p,"%s/chrono_last_tick",dir);
FILE* f=fopen(p,"w"); fprintf(f,"%lld\n",last); fclose(f);
el_val_t mag=engram_age_field_catchup();
printf("CATCHUP_MAGNITUDE %.10f\n", el_to_float(mag));
save_field(dir);
return 0;
}
if(!strcmp(mode,"offcheck")){
double dt=atof(argv[3]);
load_seed(dir);
el_val_t mag=engram_age_field((el_val_t)(int64_t)dt);
el_val_t magc=engram_age_field_catchup();
printf("OFF age_mag=%.10f catchup_mag=%.10f\n", el_to_float(mag), el_to_float(magc));
save_field(dir);
return 0;
}
fprintf(stderr,"unknown mode %s\n",mode); return 2;
}
+61
View File
@@ -0,0 +1,61 @@
/* test_interoception_p3_drift.c — M-INTEROCEPTION Priority 3 (PARTIAL).
* Drift-sensor primitive engram_geo_displacement: GROWTH vs CORRUPTION split.
*
* Constructs synthetic GeoDescriptors (the struct is public) a baseline and
* two perturbations and checks the sensor reports LOW core-displacement for a
* periphery-only change (growth) and HIGH core-displacement for a core change
* (corruption). No store / embeddings needed: this exercises the primitive in
* isolation, which is the honest scope given there is no persisted SelfAnchor
* yet (see engram_geometry.c). */
#include "engram_geometry.h"
#include <stdlib.h>
#include <string.h>
#include <stdio.h>
static GeoMember MK(const char* id, double centrality, double dist){
GeoMember m; memset(&m,0,sizeof m);
m.id=strdup(id); m.centrality=centrality; m.dist_centroid=dist;
m.membership=1.0; m.embedded=1; return m;
}
/* 4 members: 2 core (high centrality), 2 periphery (low). */
static GeoDescriptor* mkdesc(float cx,float cy,double radius,
double c1,double c2,double p1,double p2){
GeoDescriptor* g=calloc(1,sizeof *g);
g->dim=4;
g->centroid=calloc(4,sizeof(float));
g->centroid[0]=cx; g->centroid[1]=cy;
g->radius=radius;
g->n_members=4;
g->members=calloc(4,sizeof(GeoMember));
g->members[0]=MK("core1",10.0,c1);
g->members[1]=MK("core2", 9.0,c2);
g->members[2]=MK("per1", 1.0,p1);
g->members[3]=MK("per2", 0.9,p2);
return g;
}
int main(void){
GeoDisplacement d;
/* baseline: core at 0.10, periphery at 0.50, centroid [1,0], radius 1.0 */
GeoDescriptor* A = mkdesc(1.0f,0.0f,1.0, 0.10,0.10, 0.50,0.50);
/* (i) GROWTH: periphery extends 0.50->0.90; core fixed; radius grows. */
GeoDescriptor* G = mkdesc(1.0f,0.0f,1.4, 0.10,0.10, 0.90,0.90);
engram_geo_displacement(A,G,0.5,&d);
printf("GROWTH centroid_sep=%.4f centroid_cos=%.4f radius_delta=%.4f core_disp=%.4f periph_disp=%.4f core_n=%d periph_n=%d\n",
d.centroid_sep,d.centroid_cos,d.radius_delta,d.core_disp,d.periph_disp,d.core_matched,d.periph_matched);
/* (ii) CORRUPTION: core displaces 0.10->0.60; periphery fixed; centroid shifts. */
GeoDescriptor* C = mkdesc(0.6f,0.4f,1.0, 0.60,0.60, 0.50,0.50);
engram_geo_displacement(A,C,0.5,&d);
printf("CORRUPTION centroid_sep=%.4f centroid_cos=%.4f radius_delta=%.4f core_disp=%.4f periph_disp=%.4f core_n=%d periph_n=%d\n",
d.centroid_sep,d.centroid_cos,d.radius_delta,d.core_disp,d.periph_disp,d.core_matched,d.periph_matched);
/* identity: A vs A -> zero drift */
engram_geo_displacement(A,A,0.5,&d);
printf("IDENTITY centroid_sep=%.4f core_disp=%.4f periph_disp=%.4f\n",
d.centroid_sep,d.core_disp,d.periph_disp);
engram_geo_free(A); engram_geo_free(G); engram_geo_free(C);
return 0;
}
@@ -0,0 +1,35 @@
/* test_interoception_p4_afferent.c — M-INTEROCEPTION Priority 4.
* Afferent input counters in engram_act_stats_json: additive observability.
* Drives KNOWN counts and asserts the emitted counters match and are monotonic.
*/
#include "el_runtime.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
static el_val_t S(const char* s){ return EL_STR(s); }
static el_val_t F(double d){ return el_from_float(d); }
int main(void){
/* 3 plain node creates + 2 ISE creates = 5 node_creates, 2 ise_ingests */
el_val_t a=engram_node_full(S("alpha concept about memory and time"),S("Concept"),S("a"),F(0.9),F(0.8),F(1.0),S("Semantic"),S("x"));
el_val_t b=engram_node_full(S("beta concept about memory and links"),S("Concept"),S("b"),F(0.9),F(0.8),F(1.0),S("Semantic"),S("x"));
engram_node_full(S("gamma distractor"),S("Fact"),S("c"),F(0.4),F(0.4),F(1.0),S("Semantic"),S("y"));
engram_node_full(S("heartbeat internal state one"),S("InternalStateEvent"),S("i1"),F(0.5),F(0.5),F(1.0),S("Working"),S("ise"));
engram_node_full(S("curiosity internal state two"),S("InternalStateEvent"),S("i2"),F(0.5),F(0.5),F(1.0),S("Working"),S("ise"));
/* 2 edge creates */
engram_connect(a,b,F(0.8),S("associate"));
engram_connect(b,a,F(0.3),S("associate"));
/* first reading (0 queries so far) */
printf("STATS0 %s\n", EL_CSTR(engram_act_stats_json()));
/* 4 queries -> 4 activations */
for(int i=0;i<4;i++) engram_activate_json(S("memory and time and links"), (el_val_t)2);
printf("STATS1 %s\n", EL_CSTR(engram_act_stats_json()));
/* 3 more queries -> monotonic increase */
for(int i=0;i<3;i++) engram_activate_json(S("memory and time and links"), (el_val_t)2);
printf("STATS2 %s\n", EL_CSTR(engram_act_stats_json()));
return 0;
}
@@ -0,0 +1,47 @@
/* test_interoception_p5_dreams.c — M-INTEROCEPTION Priority 5.
* Dream-recall-on-wake: engram_dreams_json(since_ms). Honesty rail only
* curiosity_scan ISEs still resident are returned; pruned (rotated-out) ones are
* ABSENT (never confabulated); heartbeat ISEs are excluded.
*/
#include "el_runtime.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <sys/time.h>
static el_val_t S(const char* s){ return EL_STR(s); }
int main(int argc,char** argv){
if(argc<2){ fprintf(stderr,"usage: %s <dir>\n",argv[0]); return 2; }
const char* dir=argv[1];
struct timeval tv; gettimeofday(&tv,NULL);
long long now=(long long)tv.tv_sec*1000+tv.tv_usec/1000;
long long mid=now-3600000; /* 1h ago */
long long ancient=1000; /* pruned by 48h retention */
char p[1024]; snprintf(p,sizeof p,"%s/seed.json",dir);
FILE* f=fopen(p,"w");
fprintf(f,"{\"nodes\":["
"{\"id\":\"cur_old\",\"content\":\"{\\\"kind\\\":\\\"curiosity_scan\\\",\\\"q\\\":\\\"old wondering\\\"}\","
"\"node_type\":\"InternalStateEvent\",\"label\":\"state-event\",\"created_at\":%lld},"
"{\"id\":\"cur_mid\",\"content\":\"{\\\"kind\\\":\\\"curiosity_scan\\\",\\\"q\\\":\\\"mid wondering\\\"}\","
"\"node_type\":\"InternalStateEvent\",\"label\":\"state-event\",\"created_at\":%lld},"
"{\"id\":\"cur_recent\",\"content\":\"{\\\"kind\\\":\\\"curiosity_scan\\\",\\\"q\\\":\\\"recent wondering\\\"}\","
"\"node_type\":\"InternalStateEvent\",\"label\":\"state-event\",\"created_at\":%lld},"
"{\"id\":\"hb_recent\",\"content\":\"{\\\"kind\\\":\\\"heartbeat\\\",\\\"wm\\\":3}\","
"\"node_type\":\"InternalStateEvent\",\"label\":\"state-event\",\"created_at\":%lld}"
"],\"edges\":[]}", ancient, mid, now, now);
fclose(f);
if(!engram_load(S(p))){ fprintf(stderr,"load failed\n"); return 2; }
/* before prune: all resident curiosity_scan after since=0 */
printf("BEFORE %s\n", EL_CSTR(engram_dreams_json((el_val_t)0)));
/* prune 48h — cur_old (ancient) rotates out */
long long pruned=(long long)(int64_t)engram_prune_telemetry((el_val_t)0);
printf("PRUNED %lld\n", pruned);
printf("AFTER %s\n", EL_CSTR(engram_dreams_json((el_val_t)0)));
/* since filter: only events created after 30 min ago -> cur_recent only */
long long since=now-1800000;
printf("SINCE %lld %s\n", since, EL_CSTR(engram_dreams_json((el_val_t)(int64_t)since)));
return 0;
}
+208
View File
@@ -0,0 +1,208 @@
/* test_m7_traversal.c — M7 index-driven activation traversal.
*
* Milestone 7 replaces the O(E) full adjacency rebuild that spreading activation
* paid before every BFS with an incrementally-maintained per-node index, behind
* the ENGRAM_STORE flag (flag-off = unchanged behavior). This harness links the
* REAL el_runtime.c engram builtins (+ engram_store.c) and drives activation
* directly no EL interpreter, no store boot (the index optimization is a pure
* in-RAM concern; the flag is read from the environment).
*
* Modes (argv[1]):
* parity-off <dir> ENGRAM_STORE unset: build a fixed graph, run a scripted
* sequence of activations WITH mid-sequence edge/node
* inserts, dump each activation's JSON to <dir>/off_actN.json.
* parity-on <dir> ENGRAM_STORE=1: identical graph + identical sequence,
* dump to <dir>/on_actN.json. The runner asserts the off/on
* files are BYTE-IDENTICAL (same activated set, weights,
* ordering, hops, WM promotion).
* perf <off|on> <dir> <nodes> <edges> <iters>
* build a large graph, then loop `iters` times doing
* (add 1 edge + activate). Prints wall-time and the M7
* instrumentation counters (rebuild calls / rebuild
* edge-work / incremental appends).
*
* Writes ONLY under the caller-provided throwaway dir.
*/
#include "el_runtime.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <time.h>
/* M7 instrumentation getters (test-only; defined in el_runtime.c). */
extern int64_t engram_adj_rebuild_calls(void);
extern int64_t engram_adj_rebuild_edge_work(void);
extern int64_t engram_adj_incr_appends(void);
extern double engram_adj_maint_seconds(void);
extern void engram_adj_test_force_dirty(void);
extern int engram_store_enabled(void);
static el_val_t S(const char* s){ return EL_STR(s); }
static el_val_t F(double d){ return el_from_float(d); }
/* Deterministic LCG so off/on processes build byte-identical graphs. */
static uint64_t g_rng = 0x9E3779B97F4A7C15ULL;
static void rng_seed(uint64_t s){ g_rng = s ? s : 1; }
static uint64_t rng_next(void){ g_rng = g_rng * 6364136223846793005ULL + 1442695040888963407ULL; return g_rng >> 17; }
static el_val_t* g_handles = NULL; /* node id handles from engram_node_full */
static int64_t g_nnodes = 0;
static void write_file(const char* path, const char* content){
FILE* f = fopen(path, "wb");
if (!f){ fprintf(stderr, "cannot open %s\n", path); exit(2); }
if (content) fwrite(content, 1, strlen(content), f);
fclose(f);
}
/* Build `n` nodes whose content carries query-matchable tokens, then `m`
* deterministic edges among them. Handles are retained for later connect. */
static void build_graph(int64_t n, int64_t m){
g_handles = malloc((size_t)n * sizeof(el_val_t));
g_nnodes = n;
static const char* topics[] = {
"storage engine durable log", "spreading activation graph traversal",
"hebbian potentiation memory", "buffer pool paging checkpoint",
"adjacency index edge lookup", "working memory promotion",
"b-tree primary index", "embeddings nearest neighbour" };
for (int64_t i = 0; i < n; i++){
char content[256];
snprintf(content, sizeof content,
"node %lld about %s and storage engine activation index",
(long long)i, topics[(size_t)(i % 8)]);
char label[32]; snprintf(label, sizeof label, "n%lld", (long long)i);
g_handles[i] = engram_node_full(S(content), S("Concept"), S(label),
F(0.7), F(0.6), F(1.0), S("Semantic"), S("storage,graph,index"));
}
for (int64_t k = 0; k < m; k++){
int64_t a = (int64_t)(rng_next() % (uint64_t)n);
int64_t b = (int64_t)(rng_next() % (uint64_t)n);
if (a == b) b = (b + 1) % n;
engram_connect(g_handles[a], g_handles[b], F(0.6), S("associate"));
}
}
static const char* Q1 = "storage engine activation and the durable log";
static const char* Q2 = "adjacency index graph traversal";
/* One scripted activation with an optional forced full-rebuild first. */
static el_val_t act(const char* q, int depth, int force_rebuild){
if (force_rebuild) engram_adj_test_force_dirty();
return engram_activate_json(S(q), (el_val_t)depth);
}
/* Run the scripted parity sequence and dump each activation JSON. `tag` names
* the output set. When force_rebuild is set, every activation first forces the
* O(E) full-rebuild path (the pre-M7 "scan" behavior); otherwise the M7
* incremental index is used. The graph build + query sequence are byte-for-byte
* deterministic, so any difference between two runs is attributable solely to
* the difference in adjacency maintenance (and/or the ENGRAM_STORE flag). */
static int run_parity(const char* dir, const char* tag, int force_rebuild){
char p[1024];
rng_seed(0xC0FFEE123ULL);
build_graph(60, 140);
el_val_t a1 = act(Q1, 3, force_rebuild);
snprintf(p, sizeof p, "%s/%s_act1.json", dir, tag); write_file(p, EL_CSTR(a1));
/* Mutate the graph BETWEEN activations: this is exactly where the M7 path
* appends incrementally while the rebuild path marks dirty + fully rebuilds.
* Parity must hold across this divergence in HOW the index is maintained. */
engram_connect(g_handles[0], g_handles[7], F(0.8), S("depends-on"));
engram_connect(g_handles[7], g_handles[23], F(0.7), S("enables"));
engram_connect(g_handles[23], g_handles[41],F(0.5), S("uses"));
el_val_t hnew = engram_node_full(S("freshly minted storage index node about activation"),
S("Concept"), S("nnew"), F(0.8), F(0.7), F(1.0), S("Semantic"), S("storage,index"));
engram_connect(g_handles[0], hnew, F(0.9), S("about"));
el_val_t a2 = act(Q1, 3, force_rebuild);
snprintf(p, sizeof p, "%s/%s_act2.json", dir, tag); write_file(p, EL_CSTR(a2));
el_val_t a3 = act(Q2, 2, force_rebuild);
snprintf(p, sizeof p, "%s/%s_act3.json", dir, tag); write_file(p, EL_CSTR(a3));
el_val_t a4 = act(Q1, 3, force_rebuild);
snprintf(p, sizeof p, "%s/%s_act4.json", dir, tag); write_file(p, EL_CSTR(a4));
printf("[parity-%s] enabled=%d force_rebuild=%d nodes=%lld edges=%lld "
"rebuilds=%lld rebuild_edge_work=%lld incr_appends=%lld\n",
tag, engram_store_enabled(), force_rebuild,
(long long)(int64_t)engram_node_count(), (long long)(int64_t)engram_edge_count(),
(long long)engram_adj_rebuild_calls(), (long long)engram_adj_rebuild_edge_work(),
(long long)engram_adj_incr_appends());
return 0;
}
static double now_sec(void){
struct timespec ts; clock_gettime(CLOCK_MONOTONIC, &ts);
return (double)ts.tv_sec + (double)ts.tv_nsec * 1e-9;
}
static int run_perf(const char* dir, const char* tag, int64_t n, int64_t m, int64_t iters){
(void)dir;
rng_seed(0xBEEF7777ULL);
double t_build0 = now_sec();
build_graph(n, m);
double t_build = now_sec() - t_build0;
int64_t rb0 = engram_adj_rebuild_calls();
int64_t rw0 = engram_adj_rebuild_edge_work();
int64_t ap0 = engram_adj_incr_appends();
double mt0 = engram_adj_maint_seconds();
double t0 = now_sec();
for (int64_t it = 0; it < iters; it++){
/* One structural mutation per query — the curiosity-loop cadence that
* makes the OLD path rebuild the whole adjacency before every BFS. */
int64_t a = (int64_t)(rng_next() % (uint64_t)n);
int64_t b = (int64_t)(rng_next() % (uint64_t)n);
if (a == b) b = (b + 1) % n;
engram_connect(g_handles[a], g_handles[b], F(0.6), S("associate"));
el_val_t r = engram_activate_json(S(Q1), (el_val_t)2);
(void)r;
}
double elapsed = now_sec() - t0;
double maint = engram_adj_maint_seconds() - mt0;
printf("[perf-%s] flag=%d nodes=%lld edges=%lld iters=%lld build=%.3fs "
"loop=%.3fs per_query=%.3fms adj_maint=%.4fs adj_maint_per_query=%.4fms | "
"rebuilds=%lld rebuild_edge_work=%lld incr_appends=%lld\n",
tag, engram_store_enabled(),
(long long)(int64_t)engram_node_count(), (long long)(int64_t)engram_edge_count(),
(long long)iters, t_build, elapsed, (elapsed / (double)iters) * 1e3,
maint, (maint / (double)iters) * 1e3,
(long long)(engram_adj_rebuild_calls() - rb0),
(long long)(engram_adj_rebuild_edge_work() - rw0),
(long long)(engram_adj_incr_appends() - ap0));
return 0;
}
int main(int argc, char** argv){
if (argc < 3){ fprintf(stderr, "usage: %s <parity-off|parity-on|perf> ...\n", argv[0]); return 2; }
const char* mode = argv[1];
if (!strcmp(mode, "parity-off")){
/* flag-off, rebuild path = today's scan behavior (the baseline). */
if (engram_store_enabled()){ fprintf(stderr, "parity-off requires ENGRAM_STORE unset\n"); return 2; }
return run_parity(argv[2], "off", 0);
}
if (!strcmp(mode, "parity-on-rebuild")){
/* flag-on, but force the O(E) rebuild before each activation. */
if (!engram_store_enabled()){ fprintf(stderr, "parity-on-rebuild requires ENGRAM_STORE=1\n"); return 2; }
return run_parity(argv[2], "onrb", 1);
}
if (!strcmp(mode, "parity-on-incr")){
/* flag-on, M7 incremental index (the code path under test). */
if (!engram_store_enabled()){ fprintf(stderr, "parity-on-incr requires ENGRAM_STORE=1\n"); return 2; }
return run_parity(argv[2], "onincr", 0);
}
if (!strcmp(mode, "perf")){
/* perf <off|on> <dir> <nodes> <edges> <iters> */
if (argc < 7){ fprintf(stderr, "usage: %s perf <off|on> <dir> <nodes> <edges> <iters>\n", argv[0]); return 2; }
const char* tag = argv[2];
int64_t n = strtoll(argv[4], NULL, 10);
int64_t m = strtoll(argv[5], NULL, 10);
int64_t iters = strtoll(argv[6], NULL, 10);
return run_perf(argv[3], tag, n, m, iters);
}
fprintf(stderr, "unknown mode %s\n", mode);
return 2;
}
+255
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@@ -0,0 +1,255 @@
/* Closed-form unit tests for the REASONING layer (engram_reason.c). All inputs are
* hand-built synthetic descriptors whose answers are known in closed form. Every
* reasoning MODE is proven, not declared. ASan/UBSan target. */
#include "engram_reason.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <math.h>
static int failures = 0, checks = 0;
static void ok(const char* what, int cond) {
checks++;
if (!cond) { failures++; printf(" FAIL: %s\n", what); }
else printf(" ok: %s\n", what);
}
static void approx(const char* what, double got, double exp, double tol) {
ok(what, fabs(got - exp) <= tol);
if (fabs(got - exp) > tol) printf(" got=%.9g exp=%.9g\n", got, exp);
}
/* ── descriptor builders (mirror scratchpad/test_geo_ops.c) ─────────────────── */
static float* vec(const double* v, int dim) {
float* f = malloc((size_t)dim * sizeof(float));
for (int i = 0; i < dim; i++) f[i] = (float)v[i];
return f;
}
static GeoDescriptor* mk(int dim, const double* centroid,
int n_axes, const double* axis_flat, const double* extents,
int n_members, const char** ids, double total_var) {
GeoDescriptor* g = calloc(1, sizeof(GeoDescriptor));
g->dim = dim;
g->centroid = centroid ? vec(centroid, dim) : NULL;
g->global_mean = NULL;
g->n_axes = n_axes;
g->axes = n_axes ? calloc((size_t)n_axes, sizeof(GeoAxis)) : NULL;
double tr = 0;
for (int k = 0; k < n_axes; k++) {
g->axes[k].axis = vec(&axis_flat[(size_t)k * dim], dim);
g->axes[k].extent = extents[k];
tr += extents[k] * extents[k];
}
g->total_variance = (total_var >= 0) ? total_var : tr;
g->radius = sqrt(g->total_variance > 0 ? g->total_variance : 0);
g->n_members = n_members; g->n_embedded = n_members;
g->members = n_members ? calloc((size_t)n_members, sizeof(GeoMember)) : NULL;
for (int i = 0; i < n_members; i++) {
g->members[i].id = strdup(ids[i]);
g->members[i].membership = 1.0;
g->members[i].centrality = (double)(n_members - i);
g->members[i].embedded = 1;
}
g->hub_id = n_members ? strdup(ids[0]) : strdup("");
g->k_core = 1; g->co_registration = 0.0; g->n_edges = 0; g->edges = NULL;
return g;
}
int main(void) {
printf("== REASONING layer unit tests ==\n");
/* ══════════════════ ANALOGY — recover an affine A→B, apply to C ══════════ */
/* A→B is a +90° rotation in the e0-e1 plane ((x,y)→(-y,x)) plus a +5 shift in e2.
* A frame = (e0,e1); B frame = rotated (e1,-e0); cB = R·cA + t. Predict D from C. */
{
int dim = 4;
double cA[4] = {1,0,0,0};
double cB[4] = {0,1,5,0}; /* R·(1,0,0,0)=(0,1,0,0) + (0,0,5,0) */
double cC[4] = {2,0,0,0};
double axA[8] = {1,0,0,0, 0,1,0,0}; double exA[2] = {1,1};
double axB[8] = {0,1,0,0, -1,0,0,0}; double exB[2] = {1,1}; /* R·e0, R·e1 */
double axC[8] = {1,0,0,0, 0,1,0,0}; double exC[2] = {1,1};
const char* idA[1] = {"A"}, *idB[1] = {"B"}, *idC[1] = {"C"};
GeoDescriptor* A = mk(dim, cA, 2, axA, exA, 1, idA, -1);
GeoDescriptor* B = mk(dim, cB, 2, axB, exB, 1, idB, -1);
GeoDescriptor* C = mk(dim, cC, 2, axC, exC, 1, idC, -1);
/* candidates: the true D + two distractors. true D = R·cC + t = (0,2,5,0). */
double d_true[4] = {0,2,5,0}, d_far1[4] = {9,9,9,9}, d_far2[4] = {0,0,0,0};
const char* idD[1] = {"Dt"}, *idF1[1] = {"F1"}, *idF2[1] = {"F2"};
GeoDescriptor* Dt = mk(dim, d_true, 0, NULL, NULL, 1, idD, 0.0);
GeoDescriptor* F1 = mk(dim, d_far1, 0, NULL, NULL, 1, idF1, 0.0);
GeoDescriptor* F2 = mk(dim, d_far2, 0, NULL, NULL, 1, idF2, 0.0);
const GeoDescriptor* cand[3] = {F1, Dt, F2}; /* true one at index 1 */
GeoAnalogyResult res;
int rc = engram_reason_analogy(A, B, C, cand, 3, &res);
ok("analogy returns 0", rc == 0);
printf("[analogy] residual=%.6f mapped=(%.4f,%.4f,%.4f,%.4f) best=%d bd=%.5f\n",
res.analogy_residual, res.mapped_point[0], res.mapped_point[1],
res.mapped_point[2], res.mapped_point[3], res.best, res.best_distance);
approx("procrustes residual ~0", res.analogy_residual, 0.0, 1e-4);
approx("mapped.x=0", res.mapped_point[0], 0.0, 1e-4);
approx("mapped.y=2", res.mapped_point[1], 2.0, 1e-4);
approx("mapped.z(e2)=5", res.mapped_point[2], 5.0, 1e-4);
ok("nearest candidate = true D (idx 1)", res.best == 1);
approx("best distance ~0", res.best_distance, 0.0, 1e-3);
engram_reason_analogy_free(&res);
engram_geo_free(A); engram_geo_free(B); engram_geo_free(C);
engram_geo_free(Dt); engram_geo_free(F1); engram_geo_free(F2);
}
/* ══════════════════ INDUCTION — recover a shared subspace + membership ═══ */
/* 3 examples all spread over span(e0,e1) (ext 1 & 0.8), each with a small
* idiosyncratic axis (e2 or e3, ext 0.2). Centroids all 0. The induced rule's
* top-2 axes must lie in span(e0,e1); a held-out in-plane point fits, an
* off-subspace point does not. */
{
int dim = 4;
double c0[4] = {0,0,0,0};
double axsh[8] = {1,0,0,0, 0,1,0,0}; double exsh[2] = {1.0, 0.8};
double ax1[12] = {1,0,0,0, 0,1,0,0, 0,0,1,0}; double ex1[3] = {1.0,0.8,0.2}; /* +e2 */
double ax2[12] = {1,0,0,0, 0,1,0,0, 0,0,0,1}; double ex2[3] = {1.0,0.8,0.2}; /* +e3 */
const char* i1[2] = {"e1a","e1b"}, *i2[2] = {"e2a","e2b"}, *i3[2] = {"e3a","e3b"};
GeoDescriptor* E1 = mk(dim, c0, 3, ax1, ex1, 2, i1, -1);
GeoDescriptor* E2 = mk(dim, c0, 3, ax2, ex2, 2, i2, -1);
GeoDescriptor* E3 = mk(dim, c0, 2, axsh, exsh, 2, i3, -1);
const GeoDescriptor* ex[3] = {E1, E2, E3};
GeoInduction ind;
int rc = engram_reason_induce(ex, 3, 8, 1.0, &ind);
ok("induce returns 0", rc == 0);
printf("[induction] rule n_axes=%d ext0=%.4f ext1=%.4f\n",
ind.rule->n_axes, ind.rule->n_axes > 0 ? ind.rule->axes[0].extent : 0,
ind.rule->n_axes > 1 ? ind.rule->axes[1].extent : 0);
/* top-2 axes lie in span(e0,e1): their e2,e3 components ~0. */
int inplane = 1;
for (int k = 0; k < 2 && k < ind.rule->n_axes; k++) {
const float* a = ind.rule->axes[k].axis;
printf(" axis%d=(%.3f,%.3f,%.3f,%.3f) ext=%.4f\n", k, a[0],a[1],a[2],a[3], ind.rule->axes[k].extent);
if (fabs(a[2]) > 0.06 || fabs(a[3]) > 0.06) inplane = 0;
}
ok("induced top-2 axes lie in shared span(e0,e1)", inplane);
approx("dominant extent ~1.0", ind.rule->axes[0].extent, 1.0, 0.06);
approx("second extent ~0.8", ind.rule->axes[1].extent, 0.8, 0.06);
/* membership: in-plane near-centroid positive fits; off-subspace negative doesn't. */
float xpos[4] = {0.3f, -0.2f, 0, 0};
float xneg[4] = {0, 0, 3.0f, 0}; /* large along e2 — outside the rule */
float xfar[4] = {5.0f, 0, 0, 0}; /* in-plane but far — Mahalanobis blows up */
double mp = engram_reason_membership(&ind, xpos);
double mn = engram_reason_membership(&ind, xneg);
double mf = engram_reason_membership(&ind, xfar);
printf("[induction] membership pos=%.4f neg=%.4f far=%.4f\n", mp, mn, mf);
ok("held-out positive fits (>0.5)", mp > 0.5);
ok("off-subspace negative rejected (<0.3)", mn < 0.3);
ok("in-plane-but-far rejected (<0.3)", mf < 0.3);
ok("positive fits far better than negative", mp > mn + 0.4);
engram_reason_induction_free(&ind);
engram_geo_free(E1); engram_geo_free(E2); engram_geo_free(E3);
}
/* ══════════════════ ABDUCTION — pick the best-explaining structure ═══════ */
/* obs planted near H1's centroid among 3 candidate structures. */
{
int dim = 4;
double h0[4] = {0,0,0,0}, h1[4] = {5,0,0,0}, h2[4] = {0,5,0,0};
double ax[8] = {1,0,0,0, 0,1,0,0}; double ex[2] = {1,1};
const char* n0[1] = {"H0"}, *n1[1] = {"H1"}, *n2[1] = {"H2"};
GeoDescriptor* H0 = mk(dim, h0, 2, ax, ex, 1, n0, -1);
GeoDescriptor* H1 = mk(dim, h1, 2, ax, ex, 1, n1, -1);
GeoDescriptor* H2 = mk(dim, h2, 2, ax, ex, 1, n2, -1);
const GeoDescriptor* H[3] = {H0, H1, H2};
float obs[4] = {5.2f, 0.1f, 0, 0}; /* sits inside H1 */
GeoAbduction ab;
int rc = engram_reason_abduce(obs, dim, H, 3, 1.0, &ab);
ok("abduce returns 0", rc == 0);
printf("[abduction] best=%d best_score=%.4f rank=[%d,%d,%d] d=[%.3f,%.3f,%.3f]\n",
ab.best, ab.best_score, ab.rank[0], ab.rank[1], ab.rank[2],
ab.distances[0], ab.distances[1], ab.distances[2]);
ok("best explanation = H1", ab.best == 1);
ok("rank[0] = H1", ab.rank[0] == 1);
ok("H1 has smallest distance", ab.distances[1] < ab.distances[0] && ab.distances[1] < ab.distances[2]);
engram_reason_abduction_free(&ab);
engram_geo_free(H0); engram_geo_free(H1); engram_geo_free(H2);
}
/* ══════════════════ CAUSAL — direction + confounder flag ═════════════════ */
/* Chain A→B→C along e0 (temporal 1<2<3). Confounder Z (e1) injects into A and
* drives D (t=4). AD correlate only via Z must be flagged CONFOUNDED. */
{
int dim = 4;
double cA[4] = {1,1,0,0}; /* e0 (chain) + e1 (confounder leak) */
double cB[4] = {1,0,0,0}; /* e0 */
double cC[4] = {2,0,0,0}; /* e0 */
double cD[4] = {0,1,0,0}; /* e1 only — driven by Z */
double cZ[4] = {0,1,0,0}; /* confounder centroid */
double axZ[4] = {0,1,0,0}; double exZ[1] = {1}; /* Z's subspace = e1 */
const char* idA[1]={"A"},*idB[1]={"B"},*idC[1]={"C"},*idD[1]={"D"},*idZ[1]={"Z"};
GeoDescriptor* A = mk(dim, cA, 0, NULL, NULL, 1, idA, 0.0);
GeoDescriptor* B = mk(dim, cB, 0, NULL, NULL, 1, idB, 0.0);
GeoDescriptor* C = mk(dim, cC, 0, NULL, NULL, 1, idC, 0.0);
GeoDescriptor* D = mk(dim, cD, 0, NULL, NULL, 1, idD, 0.0);
GeoDescriptor* Z = mk(dim, cZ, 1, axZ, exZ, 1, idZ, -1);
const GeoDescriptor* conf[1] = {Z};
GeoCausal ab, bc, ad, bd;
engram_reason_causal(A, B, conf, 1, /*t*/1, 2, 0.5, &ab);
engram_reason_causal(B, C, conf, 1, 2, 3, 0.5, &bc);
engram_reason_causal(A, D, conf, 1, 1, 4, 0.5, &ad);
engram_reason_causal(B, D, conf, 1, 2, 4, 0.5, &bd);
printf("[causal] A->B: raw=%.3f ctrl=%.3f dir=%d verdict=%d strength=%.3f\n",
ab.assoc_raw, ab.assoc_controlled, ab.temporal_dir, ab.verdict, ab.strength);
printf("[causal] B->C: raw=%.3f ctrl=%.3f dir=%d verdict=%d\n", bc.assoc_raw, bc.assoc_controlled, bc.temporal_dir, bc.verdict);
printf("[causal] A--D: raw=%.3f ctrl=%.3f dir=%d verdict=%d confounded=%d\n",
ad.assoc_raw, ad.assoc_controlled, ad.temporal_dir, ad.verdict, ad.confounded);
printf("[causal] B--D: raw=%.3f verdict=%d\n", bd.assoc_raw, bd.verdict);
ok("A->B DIRECTED", ab.verdict == GEO_CAUSAL_DIRECTED);
ok("A->B direction A precedes B", ab.temporal_dir == 1);
ok("A->B association survives control (ctrl high)", ab.assoc_controlled > 0.6);
ok("B->C DIRECTED", bc.verdict == GEO_CAUSAL_DIRECTED);
ok("A--D CONFOUNDED (flagged)", ad.verdict == GEO_CAUSAL_CONFOUNDED && ad.confounded == 1);
ok("A--D raw correlated but control kills it", ad.assoc_raw > 0.6 && ad.assoc_controlled < 0.2);
ok("B--D NONE (no association at all)", bd.verdict == GEO_CAUSAL_NONE);
engram_geo_free(A); engram_geo_free(B); engram_geo_free(C); engram_geo_free(D); engram_geo_free(Z);
}
/* ══════════════════ PLANNING — geodesic path along a curved manifold ═════ */
/* 6 neighborhoods on a semicircle (radius 10). Consecutive chord ~6.18,
* skip-one ~11.76, endpoints ~20. neighbor_radius=7 admits only consecutive
* hops the plan must traverse the whole arc 012345. */
{
int dim = 4; int N = 6; double R = 10.0;
GeoDescriptor* nodes[6];
char nm[6][8];
for (int k = 0; k < N; k++) {
double th = M_PI * (double)k / (double)(N - 1);
double c[4] = { R * cos(th), R * sin(th), 0, 0 };
snprintf(nm[k], sizeof nm[k], "n%d", k);
const char* id[1] = { nm[k] };
nodes[k] = mk(dim, c, 0, NULL, NULL, 1, id, 0.0);
}
const GeoDescriptor* cn[6];
for (int k = 0; k < N; k++) cn[k] = nodes[k];
GeoPlan plan;
int rc = engram_reason_plan(cn, N, 0, 5, 7.0, 0, &plan);
ok("plan returns 0", rc == 0);
printf("[planning] reached=%d len=%d cost=%.4f path=[", plan.reached, plan.path_len, plan.total_cost);
for (int i = 0; i < plan.path_len; i++) printf("%s%d", i ? "," : "", plan.path[i]);
printf("]\n");
ok("goal reached", plan.reached == 1);
ok("path length = 6 (full arc)", plan.path_len == 6);
int monotone = (plan.path_len == 6);
for (int i = 0; i < plan.path_len; i++) if (plan.path[i] != i) monotone = 0;
ok("path = 0,1,2,3,4,5 (the geodesic)", monotone);
/* arc cost ~ 5 * 6.18 = 30.9, and strictly longer than the 20-unit chord. */
approx("arc cost ~30.9", plan.total_cost, 30.9, 0.6);
ok("arc longer than straight chord (20)", plan.total_cost > 20.0);
engram_reason_plan_free(&plan);
/* negative control: radius too small to connect anything ⇒ unreachable. */
GeoPlan p2;
engram_reason_plan(cn, N, 0, 5, 1.0, 0, &p2);
ok("unreachable when radius < min edge", p2.reached == 0);
engram_reason_plan_free(&p2);
for (int k = 0; k < N; k++) engram_geo_free(nodes[k]);
}
printf("\n== %d checks, %d failures ==\n", checks, failures);
return failures ? 1 : 0;
}
+163
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@@ -0,0 +1,163 @@
/* test_scan_collision.c — regression gate for the "saved but not findable" bug.
*
* ROOT CAUSE UNDER TEST: store_scan_nodes / store_scan_edges (the boot-load
* path that populates the resident in-RAM graph engram_store_boot ->
* eg_load_node_cb) deduplicated emitted records by their 64-bit id_hash
* (FNV-1a-64), NOT by the full id string. Two DISTINCT ids that collide under
* id_hash therefore emitted only the FIRST: the second node/edge was durably
* present in neuron.egm (store_get_node finds it), physically on a live page,
* yet was SILENTLY DROPPED from the resident load. After any store reopen it
* was unretrievable by id, absent from lexical search, and missing from the
* recent list exactly the reported symptom.
*
* The two ids below are real FNV-1a-64 collisions (found offline via Brent's
* cycle detection over fnv1a(hex16(x))); both hash to 0x15141fdadfa24abe.
*
* Pure C. Writes ONLY under a throwaway /tmp dir. Never touches ~/.neuron.
*/
#include "../../lang/runtime/engram_store.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <stdint.h>
#include <unistd.h>
#include <sys/stat.h>
static int g_pass = 0, g_fail = 0;
static void ok(const char* name, int cond){
printf(" [%s] %s\n", cond ? "PASS" : "FAIL", name);
if (cond) g_pass++; else g_fail++;
}
/* Confirmed FNV-1a-64 collision (distinct strings, equal id_hash). */
#define ID_A "d2c61ec7d015dc98"
#define ID_B "bf85e965a2aefbdd"
static uint64_t fnv1a(const char* s){
uint64_t h = 1469598103934665603ULL;
for (; *s; ++s){ h ^= (uint8_t)*s; h *= 1099511628211ULL; }
return h;
}
static char g_dir[512];
static void mk_dir(void){
snprintf(g_dir, sizeof g_dir, "/tmp/engram-scancol-%d", (int)getpid());
mkdir(g_dir, 0700);
}
/* ── scan collectors: record which ids the boot-load scan actually emits ── */
typedef struct { const char* want[8]; int seen[8]; int nwant; int total; } Collect;
static void node_cb(const StoreNode* n, void* ctx){
Collect* c = ctx; c->total++;
for (int i=0;i<c->nwant;i++) if (n->id && strcmp(n->id, c->want[i])==0) c->seen[i]=1;
}
static void edge_cb(const StoreEdge* e, void* ctx){
Collect* c = ctx; c->total++;
for (int i=0;i<c->nwant;i++) if (e->id && strcmp(e->id, c->want[i])==0) c->seen[i]=1;
}
static void mk_node(StoreNode* n, const char* id, const char* content){
memset(n, 0, sizeof *n);
n->id = strdup(id);
n->content = strdup(content);
n->node_type = strdup("Memory");
n->label = strdup(content);
n->tier = strdup("Working");
n->tags = strdup("");
n->metadata = strdup("{}");
n->salience = 0.5; n->importance = 0.5; n->confidence = 1.0;
n->created_at = 1700000000000LL; n->updated_at = 1700000000000LL;
n->last_activated = 1700000000000LL;
}
static void mk_edge(StoreEdge* e, const char* id, const char* from, const char* to){
memset(e, 0, sizeof *e);
e->id = strdup(id); e->from_id = strdup(from); e->to_id = strdup(to);
e->relation = strdup("assoc"); e->metadata = strdup("{}");
e->weight = 1.0; e->confidence = 1.0;
e->created_at = 1700000000000LL; e->updated_at = 1700000000000LL;
}
int main(void){
mk_dir();
printf("== scan-collision regression (saved-but-not-findable) ==\n");
printf(" id_hash(%s) = %016llx\n", ID_A, (unsigned long long)fnv1a(ID_A));
printf(" id_hash(%s) = %016llx\n", ID_B, (unsigned long long)fnv1a(ID_B));
ok("precondition: the two ids genuinely collide under id_hash",
fnv1a(ID_A) == fnv1a(ID_B) && strcmp(ID_A, ID_B) != 0);
/* ---- Control: a single node survives a full store round-trip. ---- */
{
EngramPagedStore* s = engram_open(g_dir);
StoreNode n; mk_node(&n, ID_A, "alpha distinctiveword");
store_put_node(s, &n);
engram_close(s); /* checkpoint + close */
EngramPagedStore* r = engram_open(g_dir);
StoreNode got;
ok("control: single node found by id after reopen", store_get_node(r, ID_A, &got)==1);
if (0) {} else store_node_free(&got);
Collect c = {{ID_A}, {0}, 1, 0};
store_scan_nodes(r, node_cb, &c);
ok("control: single node emitted by boot-load scan", c.seen[0]==1);
engram_close(r);
store_node_free(&n);
}
/* ---- Bug: two id-hash-colliding NODES, both durable, both must load. ---- */
{
char dir2[600]; snprintf(dir2, sizeof dir2, "%s/nodes", g_dir); mkdir(dir2, 0700);
EngramPagedStore* s = engram_open(dir2);
StoreNode a, b;
mk_node(&a, ID_A, "alpha distinctiveword-A");
mk_node(&b, ID_B, "beta distinctiveword-B");
store_put_node(s, &a);
store_put_node(s, &b);
engram_close(s);
store_node_free(&a); store_node_free(&b);
EngramPagedStore* r = engram_open(dir2);
/* Both are individually durable (store_get_node disambiguates by strcmp). */
StoreNode ga, gb;
int hit_a = store_get_node(r, ID_A, &ga); if (hit_a==1) store_node_free(&ga);
int hit_b = store_get_node(r, ID_B, &gb); if (hit_b==1) store_node_free(&gb);
ok("both colliding nodes are durably present (store_get_node)", hit_a==1 && hit_b==1);
/* THE REGRESSION: the boot-load scan must emit BOTH, not silently drop one. */
Collect c = {{ID_A, ID_B}, {0,0}, 2, 0};
store_scan_nodes(r, node_cb, &c);
printf(" scan emitted A=%d B=%d (total=%d)\n", c.seen[0], c.seen[1], c.total);
ok("boot-load scan emits node A (would be resident)", c.seen[0]==1);
ok("boot-load scan emits node B (the dropped/unretrievable one)", c.seen[1]==1);
engram_close(r);
}
/* ---- Bug: two id-hash-colliding EDGES, both must load. ---- */
{
char dir3[600]; snprintf(dir3, sizeof dir3, "%s/edges", g_dir); mkdir(dir3, 0700);
EngramPagedStore* s = engram_open(dir3);
StoreNode na, nb; mk_node(&na, "src", "s"); mk_node(&nb, "dst", "d");
store_put_node(s, &na); store_put_node(s, &nb);
StoreEdge ea, eb;
mk_edge(&ea, ID_A, "src", "dst");
mk_edge(&eb, ID_B, "src", "dst");
store_put_edge(s, &ea);
store_put_edge(s, &eb);
engram_close(s);
store_node_free(&na); store_node_free(&nb);
store_edge_free(&ea); store_edge_free(&eb);
EngramPagedStore* r = engram_open(dir3);
Collect c = {{ID_A, ID_B}, {0,0}, 2, 0};
store_scan_edges(r, edge_cb, &c);
printf(" scan emitted edgeA=%d edgeB=%d\n", c.seen[0], c.seen[1]);
ok("boot-load scan emits edge A", c.seen[0]==1);
ok("boot-load scan emits edge B (the dropped one)", c.seen[1]==1);
engram_close(r);
}
printf("\n %d passed, %d failed\n", g_pass, g_fail);
/* cleanup */
char cmd[600]; snprintf(cmd, sizeof cmd, "rm -rf %s", g_dir); if (system(cmd)){}
return g_fail ? 1 : 0;
}
+244
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/* Closed-form unit tests for the VERIFIER layer (engram_verify.c). Every case is a
* hand-built synthetic descriptor / claim point whose verdict is known in closed
* form the checks are PROVEN, not declared. ASan/UBSan target.
*
* The headline case is CONSISTENCY's polarity check: the reassuranceaccusation
* inversion ("you never fought" "you argued") that no grammar check catches. */
#include "engram_verify.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <math.h>
static int failures = 0, checks = 0;
static void ok(const char* what, int cond) {
checks++;
if (!cond) { failures++; printf(" FAIL: %s\n", what); }
else printf(" ok: %s\n", what);
}
static void approx(const char* what, double got, double exp, double tol) {
ok(what, fabs(got - exp) <= tol);
if (fabs(got - exp) > tol) printf(" got=%.9g exp=%.9g\n", got, exp);
}
/* ── descriptor builder (mirrors test_reason.c) ─────────────────────────────── */
static float* vec(const double* v, int dim) {
float* f = malloc((size_t)dim * sizeof(float));
for (int i = 0; i < dim; i++) f[i] = (float)v[i];
return f;
}
static GeoDescriptor* mk(int dim, const double* centroid,
int n_axes, const double* axis_flat, const double* extents,
int n_members, const char** ids, double total_var) {
GeoDescriptor* g = calloc(1, sizeof(GeoDescriptor));
g->dim = dim;
g->centroid = centroid ? vec(centroid, dim) : NULL;
g->global_mean = NULL;
g->n_axes = n_axes;
g->axes = n_axes ? calloc((size_t)n_axes, sizeof(GeoAxis)) : NULL;
double tr = 0;
for (int k = 0; k < n_axes; k++) {
g->axes[k].axis = vec(&axis_flat[(size_t)k * dim], dim);
g->axes[k].extent = extents[k];
tr += extents[k] * extents[k];
}
g->total_variance = (total_var >= 0) ? total_var : tr;
g->radius = sqrt(g->total_variance > 0 ? g->total_variance : 0);
g->n_members = n_members; g->n_embedded = n_members;
g->members = n_members ? calloc((size_t)n_members, sizeof(GeoMember)) : NULL;
for (int i = 0; i < n_members; i++) {
g->members[i].id = strdup(ids[i]);
g->members[i].membership = 1.0;
g->members[i].centrality = (double)(n_members - i);
g->members[i].embedded = 1;
}
g->hub_id = n_members ? strdup(ids[0]) : strdup("");
g->k_core = 1; g->co_registration = 0.0; g->n_edges = 0; g->edges = NULL;
return g;
}
int main(void) {
printf("== VERIFIER layer unit tests ==\n");
/* ══════════════════ GROUNDING — supported vs floating (hallucination) ════ */
/* Two real neighborhoods: E0 at origin, E1 far along e0. A claim planted inside
* E0 is grounded; a claim floating far off-manifold (along an unmodeled axis) is
* flagged UNGROUNDED; a claim near E1 grounds to E1, not E0. */
{
int dim = 4;
double c0[4] = {0,0,0,0}, c1[4] = {10,0,0,0};
double ax[8] = {1,0,0,0, 0,1,0,0}; double ex[2] = {1,1};
const char* i0[1] = {"E0"}, *i1[1] = {"E1"};
GeoDescriptor* E0 = mk(dim, c0, 2, ax, ex, 1, i0, -1);
GeoDescriptor* E1 = mk(dim, c1, 2, ax, ex, 1, i1, -1);
const GeoDescriptor* ev[2] = {E0, E1};
/* (1) grounded claim — sits inside E0. */
float in[4] = {0.3f, -0.2f, 0, 0};
GeoGrounding g1;
int rc = engram_verify_grounding(in, dim, ev, 2, 1.0, 0.5, &g1);
ok("grounding returns 0", rc == 0);
printf("[grounding] IN score=%.4f grounded=%d best=%d dist=%.3f ortho=%.3f nearL2=%.3f\n",
g1.grounding, g1.grounded, g1.best, g1.best_distance, g1.best_ortho, g1.nearest_centroid_l2);
ok("planted-inside claim is GROUNDED", g1.grounded == 1);
ok("grounds to the nearest structure E0", g1.best == 0);
ok("grounded score high (>0.7)", g1.grounding > 0.7);
approx("off-model residual ~0 for in-distribution claim", g1.best_ortho, 0.0, 1e-4);
engram_verify_grounding_free(&g1);
/* (2) hallucinated claim — floats far along the unmodeled e2 axis. */
float out[4] = {0, 0, 50.0f, 0};
GeoGrounding g2;
engram_verify_grounding(out, dim, ev, 2, 1.0, 0.5, &g2);
printf("[grounding] OUT score=%.6f grounded=%d best=%d dist=%.3f ortho=%.3f nearL2=%.3f\n",
g2.grounding, g2.grounded, g2.best, g2.best_distance, g2.best_ortho, g2.nearest_centroid_l2);
ok("floating claim is FLAGGED (ungrounded)", g2.grounded == 0);
ok("floating claim scores near zero (<0.01)", g2.grounding < 0.01);
ok("off-model residual is large (the hallucination signal)", g2.best_ortho > 40.0);
ok("nearest real structure is far (L2>40)", g2.nearest_centroid_l2 > 40.0);
engram_verify_grounding_free(&g2);
/* (3) selection — a claim near E1 grounds to E1. */
float nearE1[4] = {9.8f, 0.1f, 0, 0};
GeoGrounding g3;
engram_verify_grounding(nearE1, dim, ev, 2, 1.0, 0.5, &g3);
printf("[grounding] E1 score=%.4f grounded=%d best=%d\n", g3.grounding, g3.grounded, g3.best);
ok("claim near E1 grounds to E1 (best=1)", g3.best == 1 && g3.grounded == 1);
engram_verify_grounding_free(&g3);
engram_geo_free(E0); engram_geo_free(E1);
}
/* ══════════════════ CONSISTENCY (a) — THE NEGATION-INVERSION CATCH ═══════ */
/* The motivating failure, geometrically. Polarity axis along e0:
* pole_pos = the AFFIRM region ("argued / fought") centroid (+5, )
* pole_neg = the NEGATE region ("never fought / at peace") centroid (5, )
* The grounded TRUTH (context) is the reassurance "you never fought" sits on
* the NEGATE side (5). The bad translation CLAIM "you argued" lands on the
* AFFIRM side (+4). Opposite sides of the negation axis INVERSION flagged
* even though "you argued" is perfectly grammatical. This is the catch. */
{
int dim = 4;
double c_pos[4] = { 5, 0, 0, 0}; /* "argued / fought" */
double c_neg[4] = {-5, 0, 0, 0}; /* "never fought / at peace"*/
double c_truth[4] = {-5, 0, 0, 0}; /* context: the reassurance */
double ax[4] = {1,0,0,0}; double ex[1] = {1};
const char* ip[1]={"pos"},*in[1]={"neg"},*it[1]={"truth"};
GeoDescriptor* POS = mk(dim, c_pos, 1, ax, ex, 1, ip, -1);
GeoDescriptor* NEG = mk(dim, c_neg, 1, ax, ex, 1, in, -1);
GeoDescriptor* CTX = mk(dim, c_truth, 1, ax, ex, 1, it, -1);
/* the plausible LIE: "you argued" — grammatical, fluent, and INVERTED. */
float lie[4] = { 4, 0, 0, 0};
GeoConsistency cl;
int rc = engram_verify_consistency(lie, dim, CTX, POS, NEG, NULL,
1.0, 0.10, 0.5, 0.0, &cl);
ok("consistency returns 0", rc == 0);
printf("[consistency] LIE verdict=%d inverted=%d claim_side=%.3f ref_side=%.3f sep=%.3f consist=%.3f\n",
cl.verdict, cl.inverted, cl.polarity_claim, cl.polarity_reference, cl.polarity_separation, cl.consistency);
ok("NEGATION INVERSION caught (inverted=1)", cl.inverted == 1);
ok("verdict = POLARITY", cl.verdict == GEO_CONSIST_POLARITY);
ok("claim sits on the AFFIRM pole (+)", cl.polarity_claim > 0);
ok("truth sits on the NEGATE pole ()", cl.polarity_reference < 0);
ok("consistency collapses to 0 on inversion", cl.consistency < 1e-9);
/* the FAITHFUL translation: "you were at peace" — same pole as the truth. */
float ok_claim[4] = {-4, 0, 0, 0};
GeoConsistency cok;
engram_verify_consistency(ok_claim, dim, CTX, POS, NEG, NULL,
1.0, 0.10, 0.5, 0.0, &cok);
printf("[consistency] TRUE verdict=%d inverted=%d claim_side=%.3f consist=%.3f\n",
cok.verdict, cok.inverted, cok.polarity_claim, cok.consistency);
ok("faithful claim NOT flagged (inverted=0)", cok.inverted == 0);
ok("faithful claim verdict OK", cok.verdict == GEO_CONSIST_OK);
ok("faithful claim consistency = 1", cok.consistency > 0.999);
/* a NEUTRAL claim near the midpoint must NOT false-trigger. */
float neutral[4] = {0.1f, 0, 0, 0}; /* |side|=0.1 < deadzone 0.5 */
GeoConsistency cn;
engram_verify_consistency(neutral, dim, CTX, POS, NEG, NULL,
1.0, 0.10, 0.5, 0.0, &cn);
printf("[consistency] NEUT verdict=%d inverted=%d claim_side=%.3f consist=%.3f\n",
cn.verdict, cn.inverted, cn.polarity_claim, cn.consistency);
ok("neutral claim inside deadzone does NOT trigger inversion", cn.inverted == 0);
engram_geo_free(POS); engram_geo_free(NEG); engram_geo_free(CTX);
}
/* ══════════════════ CONSISTENCY (b) — GEOMETRIC contradiction ════════════ */
/* A claim that sits INSIDE a forbidden region it should be far from, and a claim
* that violates a max-distance constraint to its context, are both flagged. */
{
int dim = 4;
double c_ctx[4] = {0,0,0,0};
double c_forb[4] = {0,10,0,0}; /* forbidden region, offset along e1 */
double ax[8] = {0,1,0,0, 1,0,0,0}; double ex[2] = {1,1};
const char* ic[1]={"ctx"},*ifb[1]={"forb"};
GeoDescriptor* CTX = mk(dim, c_ctx, 2, ax, ex, 1, ic, -1);
GeoDescriptor* FORB = mk(dim, c_forb, 2, ax, ex, 1, ifb, -1);
/* claim sitting inside the forbidden region → geometric contradiction. */
float inside[4] = {0, 10.1f, 0, 0};
GeoConsistency cf;
engram_verify_consistency(inside, dim, CTX, NULL, NULL, FORB,
1.0, 0.10, 0.5, 0.0, &cf);
printf("[consistency] FORB verdict=%d geo_viol=%d forb_fit=%.4f consist=%.3f\n",
cf.verdict, cf.geo_violation, cf.forbidden_fit, cf.consistency);
ok("claim inside forbidden region FLAGGED", cf.geo_violation == 1);
ok("verdict = GEOMETRIC", cf.verdict == GEO_CONSIST_GEOMETRIC);
ok("forbidden fit is high (claim really is inside)", cf.forbidden_fit > 0.5);
/* claim well clear of the forbidden region → not flagged. */
float clear[4] = {0.2f, 0.1f, 0, 0};
GeoConsistency cc;
engram_verify_consistency(clear, dim, CTX, NULL, NULL, FORB,
1.0, 0.10, 0.5, 0.0, &cc);
printf("[consistency] CLR verdict=%d geo_viol=%d forb_fit=%.4f\n",
cc.verdict, cc.geo_violation, cc.forbidden_fit);
ok("claim clear of forbidden NOT flagged", cc.geo_violation == 0 && cc.verdict == GEO_CONSIST_OK);
/* max-distance constraint: claim too far from context (off-axis, no poles). */
float far[4] = {0, 8.0f, 0, 0};
GeoConsistency cd;
engram_verify_consistency(far, dim, CTX, NULL, NULL, NULL,
1.0, 0.10, 0.5, /*max_distance*/3.0, &cd);
printf("[consistency] DIST verdict=%d geo_viol=%d ctx_dist=%.3f\n",
cd.verdict, cd.geo_violation, cd.context_distance);
ok("claim beyond max_distance FLAGGED", cd.geo_violation == 1 && cd.verdict == GEO_CONSIST_GEOMETRIC);
approx("context distance measured correctly", cd.context_distance, 8.0, 1e-4);
engram_geo_free(CTX); engram_geo_free(FORB);
}
/* ══════════════════ COMBINED — grounded but INVERTED (the full plausible lie) */
/* The most dangerous output: fluent, GROUNDED in real vocabulary, yet polarity-
* inverted. Grounding alone passes it; only consistency catches the lie. This is
* exactly why the verifier needs BOTH checks. */
{
int dim = 4;
double c_pos[4] = { 5, 0, 0, 0}, c_neg[4] = {-5, 0, 0, 0};
double ax[4] = {1,0,0,0}; double ex[1] = {2};
const char* ip[1]={"pos"},*in[1]={"neg"};
GeoDescriptor* POS = mk(dim, c_pos, 1, ax, ex, 1, ip, -1);
GeoDescriptor* NEG = mk(dim, c_neg, 1, ax, ex, 1, in, -1);
const GeoDescriptor* ev[2] = {POS, NEG};
float lie[4] = {5, 0, 0, 0}; /* "argued" — sits dead-center in the affirm region */
GeoGrounding g;
engram_verify_grounding(lie, dim, ev, 2, 1.0, 0.5, &g);
GeoConsistency c;
engram_verify_consistency(lie, dim, NEG /*truth=never fought*/, POS, NEG, NULL,
1.0, 0.10, 0.5, 0.0, &c);
printf("[combined] grounded=%d (score=%.3f) inverted=%d verdict=%d\n",
g.grounded, g.grounding, c.inverted, c.verdict);
ok("plausible lie PASSES grounding (it is real vocabulary)", g.grounded == 1);
ok("plausible lie is CAUGHT by consistency (inverted)", c.inverted == 1);
ok("=> grounding alone is insufficient; consistency is the catch",
g.grounded == 1 && c.verdict == GEO_CONSIST_POLARITY);
engram_verify_grounding_free(&g);
engram_geo_free(POS); engram_geo_free(NEG);
}
printf("\n== %d checks, %d failures ==\n", checks, failures);
return failures ? 1 : 0;
}
+312
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/* test_vindex.c — build + RUN gate for the M8 HNSW vector index.
*
* Covers: recall@10 vs brute-force oracle, brute-force-vs-index speedup,
* correctness edge cases (k>N, identical vectors, self-query, zero vector),
* determinism (seeded PRNG identical graphs), and vindex_build_from_store
* over a real engram_store on-disk file.
*
* Pure C11; links engram_vindex.c + engram_store.c; -lm. ASan/UBSan clean.
*/
#include "engram_vindex.h"
#include "engram_store.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <math.h>
#include <stdint.h>
#include <time.h>
#include <unistd.h>
#define DIM 768
static int g_fail = 0;
/* VINDEX_QUICK=1 shrinks the two large builds so the ASan/UBSan pass (which runs
* ~5-10x slower) stays fast memory-safety is size-independent. The perf numbers
* (recall gate + speedup) come from the un-sanitized, full-size pass. */
static int g_quick = 0;
static int envint(const char* k, int dflt){ const char* s=getenv(k); return s?atoi(s):dflt; }
#define CHECK(cond, msg) do{ if(!(cond)){ printf(" FAIL: %s\n", msg); g_fail=1; } else { printf(" ok: %s\n", msg); } }while(0)
/* deterministic test PRNG (splitmix64) */
static uint64_t rng_state = 0xABCDEF0123456789ULL;
static uint64_t xrng(uint64_t* s){
uint64_t z=(*s+=0x9E3779B97F4A7C15ULL);
z=(z^(z>>30))*0xBF58476D1CE4E5B9ULL; z=(z^(z>>27))*0x94D049BB133111EBULL;
return z^(z>>31);
}
static float frand(uint64_t* s){ return (float)((xrng(s)>>11)*(1.0/9007199254740992.0)) - 0.5f; }
static double now_s(void){
struct timespec t; clock_gettime(CLOCK_MONOTONIC,&t);
return t.tv_sec + t.tv_nsec*1e-9;
}
/* fill vec[N*DIM]: mostly random, some clustered groups (center + small noise). */
static void gen_vectors(float* v, int N, uint64_t seed){
uint64_t s = seed;
int clustered = N/5; /* last fifth is clustered */
int ncenters = 20;
float* centers = (float*)malloc((size_t)ncenters*DIM*sizeof(float));
for (int c=0;c<ncenters;c++) for(int d=0;d<DIM;d++) centers[c*DIM+d]=frand(&s);
for (int i=0;i<N;i++){
if (i < N-clustered){
for (int d=0;d<DIM;d++) v[i*DIM+d]=frand(&s);
} else {
int c = (int)(xrng(&s)%ncenters);
for (int d=0;d<DIM;d++) v[i*DIM+d]=centers[c*DIM+d] + 0.05f*frand(&s);
}
}
free(centers);
}
static float cosdist(const float* a, const float* b){
double da=0,db=0,dot=0;
for(int i=0;i<DIM;i++){ da+=(double)a[i]*a[i]; db+=(double)b[i]*b[i]; dot+=(double)a[i]*b[i]; }
if (da<=0||db<=0) return 1.0f;
return (float)(1.0 - dot/(sqrt(da)*sqrt(db)));
}
/* brute-force top-k node ids into ids[k] (ascending distance). */
static void brute_topk(const float* v, int N, const float* q, int k, int* ids){
float* bd = (float*)malloc((size_t)k*sizeof(float));
for (int i=0;i<k;i++){ ids[i]=-1; bd[i]=1e30f; }
for (int i=0;i<N;i++){
float d = cosdist(q, v+(size_t)i*DIM);
if (d < bd[k-1]){
int p=k-1;
while (p>0 && bd[p-1]>d){ bd[p]=bd[p-1]; ids[p]=ids[p-1]; p--; }
bd[p]=d; ids[p]=i;
}
}
free(bd);
}
/* ── Test 1: recall@10 vs brute force + latency/recall tradeoff ────────────── */
static void test_recall(void){
int N=envint("VINDEX_N_RECALL", g_quick?1500:5000), Q=200, K=10;
printf("\n== Test 1: recall@10 vs brute force (N=%d, DIM=768) ==\n", N);
float* v = (float*)malloc((size_t)N*DIM*sizeof(float));
gen_vectors(v, N, 111);
double t0=now_s();
VIndex* ix = vindex_create(DIM, VINDEX_DEFAULT_M, VINDEX_DEFAULT_EF_CONSTRUCTION);
for (int i=0;i<N;i++) vindex_insert(ix, (uint64_t)i, v+(size_t)i*DIM);
double build_s = now_s()-t0;
printf(" build: %d vectors in %.2fs (M=%d, ef_construction=%d)\n",
N, build_s, VINDEX_DEFAULT_M, VINDEX_DEFAULT_EF_CONSTRUCTION);
/* queries: half random, half near a real vector (perturbed). */
float* qs = (float*)malloc((size_t)Q*DIM*sizeof(float));
uint64_t s=999;
for (int i=0;i<Q;i++){
if (i<Q/2) for(int d=0;d<DIM;d++) qs[i*DIM+d]=frand(&s);
else { int base=(int)(xrng(&s)%N); for(int d=0;d<DIM;d++) qs[i*DIM+d]=v[base*DIM+d]+0.03f*frand(&s); }
}
/* oracle */
int* oracle = (int*)malloc((size_t)Q*K*sizeof(int));
for (int i=0;i<Q;i++) brute_topk(v, N, qs+(size_t)i*DIM, K, oracle+(size_t)i*K);
int efs[] = { 10, 32, 64, 128 };
for (int e=0;e<4;e++){
int ef=efs[e];
uint64_t ids[64]; float dd[64];
int hits=0;
double qt0=now_s();
for (int i=0;i<Q;i++){
int n=vindex_search(ix, qs+(size_t)i*DIM, K, ef, ids, dd);
for (int a=0;a<n;a++) for(int b=0;b<K;b++) if((int)ids[a]==oracle[i*K+b]){ hits++; break; }
}
double qs_ms = (now_s()-qt0)*1000.0/Q;
double recall = (double)hits/(Q*K);
printf(" ef_search=%-4d recall@10=%.4f latency=%.3f ms/query\n", ef, recall, qs_ms);
if (ef==VINDEX_DEFAULT_EF_SEARCH && !g_quick)
CHECK(recall >= 0.90, "recall@10 >= 0.90 at default ef_search=128");
}
free(oracle); free(qs); free(v); vindex_free(ix);
}
/* ── Test 2: speedup vs brute force ───────────────────────────────────────── */
static void speedup_at(int N){
int Q=100, K=10;
float* v=(float*)malloc((size_t)N*DIM*sizeof(float));
gen_vectors(v,N,222);
VIndex* ix=vindex_create(DIM,16,200);
double bt0=now_s();
for(int i=0;i<N;i++) vindex_insert(ix,(uint64_t)i,v+(size_t)i*DIM);
printf(" N=%d build=%.2fs\n", N, now_s()-bt0);
float* qs=(float*)malloc((size_t)Q*DIM*sizeof(float));
uint64_t s=333; for(int i=0;i<Q*DIM;i++) qs[i]=frand(&s);
/* brute force */
int scratch[16];
double b0=now_s();
for(int i=0;i<Q;i++) brute_topk(v,N,qs+(size_t)i*DIM,K,scratch);
double bf=(now_s()-b0)/Q;
/* index */
uint64_t ids[16]; float dd[16];
double i0=now_s();
for(int i=0;i<Q;i++) vindex_search(ix,qs+(size_t)i*DIM,K,64,ids,dd);
double iq=(now_s()-i0)/Q;
printf(" N=%d brute=%.4f ms/q index=%.4f ms/q speedup=%.1fx\n",
N, bf*1000, iq*1000, bf/iq);
CHECK(iq < bf, "index query faster than brute force");
free(qs); free(v); vindex_free(ix);
}
static void test_speedup(void){
printf("\n== Test 2: brute-force vs index speedup ==\n");
speedup_at(g_quick?2000:5000);
speedup_at(envint("VINDEX_N_BIG", g_quick?3000:20000));
}
/* ── Test 3: edge cases ───────────────────────────────────────────────────── */
static void test_edges(void){
printf("\n== Test 3: correctness edge cases ==\n");
/* k larger than node count */
{
VIndex* ix=vindex_create(DIM,16,200);
float vec[DIM]; uint64_t s=1;
for(int i=0;i<3;i++){ for(int d=0;d<DIM;d++) vec[d]=frand(&s); vindex_insert(ix,(uint64_t)i,vec); }
uint64_t ids[50]; float dd[50];
int n=vindex_search(ix, vec, 50, 64, ids, dd);
CHECK(n==3, "k > node count returns exactly node-count results");
vindex_free(ix);
}
/* duplicate / identical vectors */
{
VIndex* ix=vindex_create(DIM,16,200);
float a[DIM]; uint64_t s=2; for(int d=0;d<DIM;d++) a[d]=frand(&s);
for(int i=0;i<10;i++) vindex_insert(ix,(uint64_t)i,a); /* all identical */
float b[DIM]; for(int d=0;d<DIM;d++) b[d]=frand(&s);
vindex_insert(ix,100,b);
uint64_t ids[5]; float dd[5];
int n=vindex_search(ix,a,5,64,ids,dd);
CHECK(n==5, "identical-vector index returns k results");
CHECK(dd[0] < 1e-4f, "top-1 distance ~0 for a duplicated vector");
vindex_free(ix);
}
/* query equal to an indexed vector returns itself as top-1, dist ~0 */
{
VIndex* ix=vindex_create(DIM,16,200);
int N=500; float* v=(float*)malloc((size_t)N*DIM*sizeof(float)); gen_vectors(v,N,7);
for(int i=0;i<N;i++) vindex_insert(ix,(uint64_t)(1000+i),v+(size_t)i*DIM);
int probe=137;
uint64_t ids[3]; float dd[3];
int n=vindex_search(ix, v+(size_t)probe*DIM, 3, 64, ids, dd);
CHECK(n>=1 && ids[0]==(uint64_t)(1000+probe), "self-query returns itself as top-1");
CHECK(dd[0] < 1e-4f, "self-query top-1 distance ~0");
free(v); vindex_free(ix);
}
/* zero vector: no NaN, handled */
{
VIndex* ix=vindex_create(DIM,16,200);
float z[DIM]; memset(z,0,sizeof z);
float a[DIM]; uint64_t s=3; for(int d=0;d<DIM;d++) a[d]=frand(&s);
vindex_insert(ix,0,z); vindex_insert(ix,1,a);
uint64_t ids[2]; float dd[2];
int n=vindex_search(ix, z, 2, 64, ids, dd); /* zero query */
int nan=0; for(int i=0;i<n;i++) if(isnan(dd[i])||isinf(dd[i])) nan=1;
CHECK(n>=1 && !nan, "zero vector query produces no NaN/Inf");
n=vindex_search(ix, a, 2, 64, ids, dd); /* zero indexed */
nan=0; for(int i=0;i<n;i++) if(isnan(dd[i])||isinf(dd[i])) nan=1;
CHECK(!nan, "indexed zero vector produces no NaN/Inf");
vindex_free(ix);
}
}
/* ── Test 4: determinism ──────────────────────────────────────────────────── */
static void test_determinism(void){
printf("\n== Test 4: determinism (seeded PRNG → identical results) ==\n");
int N=1500;
float* v=(float*)malloc((size_t)N*DIM*sizeof(float)); gen_vectors(v,N,55);
uint64_t ids1[10],ids2[10]; float d1[10],d2[10];
int identical=1;
for (int build=0; build<2; build++){
VIndex* ix=vindex_create(DIM,16,200);
for(int i=0;i<N;i++) vindex_insert(ix,(uint64_t)i,v+(size_t)i*DIM);
/* probe several queries */
for (int q=0;q<20;q++){
uint64_t* ida = build? ids2 : ids1; float* da = build? d2 : d1;
vindex_search(ix, v+(size_t)(q*37%N)*DIM, 10, 64, ida, da);
if (build==1){
/* re-run build-0 query stored? simpler: compare within-run below */
}
}
vindex_free(ix);
}
/* Proper comparison: run two fresh builds, same single query. */
identical=1;
for (int q=0;q<25;q++){
int qi=(q*61)%N;
VIndex* a=vindex_create(DIM,16,200); for(int i=0;i<N;i++) vindex_insert(a,(uint64_t)i,v+(size_t)i*DIM);
VIndex* b=vindex_create(DIM,16,200); for(int i=0;i<N;i++) vindex_insert(b,(uint64_t)i,v+(size_t)i*DIM);
int na=vindex_search(a, v+(size_t)qi*DIM,10,64,ids1,d1);
int nb=vindex_search(b, v+(size_t)qi*DIM,10,64,ids2,d2);
if (na!=nb) identical=0;
for(int i=0;i<na;i++) if(ids1[i]!=ids2[i] || d1[i]!=d2[i]) identical=0;
vindex_free(a); vindex_free(b);
}
CHECK(identical, "two independent builds give byte-identical query results");
free(v);
}
/* ── Test 5: build_from_store ─────────────────────────────────────────────── */
static void test_build_from_store(void){
printf("\n== Test 5: vindex_build_from_store over a real engram_store ==\n");
char path[256];
snprintf(path,sizeof path,"/tmp/vindex_test_store_%d.engram",(int)getpid());
unlink(path);
EngramPagedStore* st = store_create(path);
if (!st){ printf(" FAIL: store_create\n"); g_fail=1; return; }
int N=300;
float* v=(float*)malloc((size_t)N*DIM*sizeof(float)); gen_vectors(v,N,88);
for (int i=0;i<N;i++){
StoreNode n; memset(&n,0,sizeof n);
char id[32]; snprintf(id,sizeof id,"node-%d",i);
n.id=id; n.content="x"; n.node_type="concept"; n.tier="Semantic";
n.emb = v+(size_t)i*DIM; n.emb_dim=DIM;
if (store_put_node(st,&n)!=0){ printf(" FAIL: put_node %d\n",i); g_fail=1; }
}
/* a node WITHOUT an emb — must be skipped by build_from_store. */
{ StoreNode n; memset(&n,0,sizeof n); n.id=(char*)"no-emb"; n.content="y"; n.node_type="concept"; n.tier="Semantic";
store_put_node(st,&n); }
store_close(st);
VIndex* ix = vindex_create(DIM,16,200);
char** ids=NULL; int nids=0;
int ins = vindex_build_from_store(ix, path, &ids, &nids);
printf(" build_from_store inserted %d vectors (expected %d; 1 emb-less skipped)\n", ins, N);
CHECK(ins==N, "build_from_store inserts exactly the emb'd nodes");
CHECK((size_t)ins==vindex_size(ix), "index size matches insert count");
/* query with a known vector → must return its own node id as top-1. */
int probe=42;
uint64_t rids[5]; float dd[5];
int n=vindex_search(ix, v+(size_t)probe*DIM, 5, 64, rids, dd);
int correct = (n>=1 && rids[0]<(uint64_t)nids && strcmp(ids[rids[0]], "node-42")==0);
printf(" query for node-42's vector → top-1 id=%s dist=%.5f\n",
(n>=1 && rids[0]<(uint64_t)nids)? ids[rids[0]] : "?", n?dd[0]:-1);
CHECK(correct, "build_from_store query resolves to the right node id");
CHECK(n>=1 && dd[0]<1e-4f, "top-1 distance ~0 for exact stored vector");
for (int i=0;i<nids;i++) free(ids[i]);
free(ids); free(v); vindex_free(ix); unlink(path);
}
int main(void){
(void)rng_state;
g_quick = envint("VINDEX_QUICK", 0);
printf("=== engram_vindex (HNSW) test suite ===%s\n", g_quick?" [QUICK]":"");
test_recall();
test_speedup();
test_edges();
test_determinism();
test_build_from_store();
printf("\n=== %s ===\n", g_fail? "FAILURES PRESENT" : "ALL TESTS PASSED");
return g_fail;
}
+31
View File
@@ -4,6 +4,37 @@ El is a self-hosting, statically-typed language that compiles to C. This file or
---
## Current work in this worktree — the API reshape / decorated seam (IN PROGRESS, 2026-08-14)
This is the `api-reshape` worktree. The build here reshapes Neuron's external
surface and how it is *declared* — proven on isolated dev-port clones only; **live
prod engram `:8742` is untouched and nothing is promoted.** Full framing lives in
`neuron/docs/architecture/06-cognitive-architecture.md` (Update — 2026-08-14 deep
night) and `02-components.md §5`.
- **Surface collapse.** The ~90 noun-organized CRUD MCP tools collapse to a few
**geometry ops**`read` (the *vantage-read*: re-origin + salience/recency +
an **aperture** → a bounded slice, curing the whole-self dump), `write`,
`relate`, `supersede` (evolve/tombstone/promote, never a hard delete) — plus the
agentic primitives `think`/`attend`/`learn`/`ground`/`assert`. The old noun is a
`type` parameter. Implemented in `tools/api-reshape/surface.el` with a parity
harness (`parity.sh`); aperture proven to bound output. **Not yet:** compiled
into the MCP server, hot-swap, all-alias dispatch.
- **Decorated seam.** `@route(path,method,…)` makes codegen synthesize
`el_route_dispatch` (replacing the hand-written `handle_request` if-else) —
proven decorate→serve on `:8951`. `@manager`/`@engine`/`@accessor` are **parsed
but structurally inert** in the shipped compiler today; the `@route` codegen
lives on the **unmerged branch `feat/el-route-decorators`**. Telemetry-emit and
dharma-bus auto-wiring at the boundary are **staged, not shipped**. In-process,
an `@accessor` reaches the engram via **`engram_*` builtins**, not `http_get`.
**Do not edit** the protected build sources while this is in flight:
`el-compiler/src/codegen.el`, `el-compiler/runtime/el_seed.c` (and the archived
`legacy/el_runtime.c`), the `runtime/engram_*.c` boot files, and `surface.el`
(when present in the reshape tree) — these are owned by the build agents.
---
## What El Is
El compiles `.el` source → C → native binary. Every El value is `el_val_t` (int64_t). Strings are heap pointers cast through int64_t. The compiler is written in El (self-hosting).
+303 -3
View File
@@ -3114,6 +3114,24 @@ fn build_int_names_for_params(params: [Map<String, Any>]) -> Bool {
return true
}
// fn_has_decorator does this FnDef carry a decorator named `name`?
// Reads the `decorators` list [{name, args}] attached by the parser. Absent
// key -> native_list_len returns 0 -> false. This is the multi-decorator-aware
// replacement for the old single `decorator` string check, so a fn may stack
// roles with other decorators (e.g. `@route(...) @manager fn ...`).
fn fn_has_decorator(stmt: Map<String, Any>, name: String) -> Bool {
let dl = stmt["decorators"]
let n: Int = native_list_len(dl)
let i = 0
while i < n {
let d = native_list_get(dl, i)
let dn: String = d["name"]
if str_eq(dn, name) { return true }
let i = i + 1
}
false
}
fn cg_fn(stmt: Map<String, Any>) -> Void {
let fn_name: String = stmt["name"]
// Skip El's `fn main()` - C provides its own main() for top-level stmts
@@ -3125,10 +3143,10 @@ fn cg_fn(stmt: Map<String, Any>) -> Void {
let params_c: String = params_to_c(params)
// VBD role enforcement: dharma_emit / dharma_field may only be called
// from @manager-decorated functions. Surface violations to the C compiler
// via #error directives emitted before the function definition.
let decorator: String = stmt["decorator"]
// via #error directives emitted before the function definition. Read the
// decorator LIST so the role may be stacked with other decorators.
if vbd_has_restricted_call(body) {
if !str_eq(decorator, "manager") {
if !fn_has_decorator(stmt, "manager") {
emit_line("#error \"VBD violation: dharma_emit/dharma_field called from non-@manager fn '" + fn_name + "'\"")
}
}
@@ -3136,6 +3154,15 @@ fn cg_fn(stmt: Map<String, Any>) -> Void {
// arithmetic vs concat on type-annotated identifiers.
build_int_names_for_params(params)
emit_line("el_val_t " + fn_name + "(" + params_c + ") {")
// API-reshape decorator-seam: auto-emit at the decorated-fn boundary
// Every @manager/@accessor fn gets ONE injected call to engram_boundary_beat
// at entry interoception (chrono tick) + telemetry (afferent counter) +
// strengthen (self-activity) + a dharma bus event so a decorated op
// self-reports with ZERO hand-written instrumentation in its body. (VBD role
// = the topmost decorator; write it topmost when stacking with @route.)
if fn_has_decorator(stmt, "manager") || fn_has_decorator(stmt, "accessor") {
emit_line(" engram_boundary_beat(EL_STR(" + c_str_lit(fn_name) + "));")
}
// Seed declared with parameter names so reassignment works
let decl = native_list_empty()
let np: Int = native_list_len(params)
@@ -3677,6 +3704,259 @@ fn cg_decl_streaming(stmt: Map<String, Any>) -> Void {
}
}
// @route dispatcher generation
//
// Scan the token stream for @route-decorated fns and synthesize a generic HTTP
// dispatcher `el_route_dispatch(method, clean, path, body)`. A decorated handler
// must have the uniform signature (method, path, body) -> String. The dispatcher
// matches `clean` (the query-stripped path, supplied by the caller) against each
// route and calls the handler with the ORIGINAL `path` so query strings survive.
// Returns the sentinel "__EL_NO_ROUTE__" when nothing matches, so the caller may
// fall through to any remaining hand-written branches (mixed mode).
//
// Decorator grammar: @route(path, method, kind, suffix)
// path the match string (or the prefix, for compound)
// method "GET" | "POST" | ... ; a '|'-list like "GET|POST"; "ANY"/"" = no guard
// kind "exact" (default) | "prefix" | "suffix" | "compound"
// suffix for "compound": the required str_ends_with suffix
//
// The dispatch table is emitted SPECIFICITY-SORTED (most-specific first), NOT in
// source order, so overlapping prefixes (e.g. /api/x/search vs /api/x) never
// shadow each other regardless of how the handlers are written.
// split_pipe split "GET|POST" on '|' into ["GET","POST"]. Self-contained
// (no dependency on str_split runtime semantics).
fn split_pipe(s: String) -> [String] {
let out: [String] = native_list_empty()
let cur: String = ""
let n: Int = str_len(s)
let i: Int = 0
while i < n {
let ch: String = str_slice(s, i, i + 1)
if str_eq(ch, "|") {
let out = native_list_append(out, cur)
let cur = ""
} else {
let cur = cur + ch
}
let i = i + 1
}
let out = native_list_append(out, cur)
out
}
// route_make_record build a route record map from the @route decorator args.
fn route_make_record(fn_name: String, args: [String]) -> Map<String, Any> {
let na: Int = native_list_len(args)
let rpath: String = ""
if na >= 1 { let rpath = native_list_get(args, 0) }
let rmethod: String = "GET"
if na >= 2 { let rmethod = native_list_get(args, 1) }
let rkind: String = "exact"
if na >= 3 { let rkind = native_list_get(args, 2) }
let rsuffix: String = ""
if na >= 4 { let rsuffix = native_list_get(args, 3) }
{ "name": fn_name, "path": rpath, "method": rmethod, "kind": rkind, "suffix": rsuffix }
}
// route_spec_score higher = more specific = emitted earlier. Ordering:
// exact > compound > suffix > prefix; within a class, a longer path/suffix
// wins (so /api/x/search sorts before /api/x). Guarantees correct dispatch
// independent of source order.
fn route_spec_score(rec: Map<String, Any>) -> Int {
let kind: String = rec["kind"]
let path: String = rec["path"]
let suffix: String = rec["suffix"]
let plen: Int = str_len(path)
let slen: Int = str_len(suffix)
if str_eq(kind, "exact") { return 4000000 + plen }
if str_eq(kind, "compound") { return 3000000 + plen * 100 + slen }
if str_eq(kind, "suffix") { return 2000000 + slen }
return 1000000 + plen
}
// route_sort_desc selection sort of route records by descending specificity.
// N is small (routes per module), so O(n^2) is fine and keeps codegen simple.
fn route_sort_desc(recs: [Map<String, Any>]) -> [Map<String, Any>] {
let n: Int = native_list_len(recs)
let out: [Map<String, Any>] = native_list_empty()
let used: [Bool] = native_list_empty()
let u: Int = 0
while u < n {
let used = native_list_append(used, false)
let u = u + 1
}
let picked: Int = 0
while picked < n {
let best_i: Int = 0 - 1
let best_score: Int = 0 - 1
let i: Int = 0
while i < n {
let is_used: Bool = native_list_get(used, i)
if !is_used {
let sc: Int = route_spec_score(native_list_get(recs, i))
if sc > best_score {
let best_score = sc
let best_i = i
}
}
let i = i + 1
}
let out = native_list_append(out, native_list_get(recs, best_i))
// Rebuild `used` with best_i marked (runtime has no native_list_set).
let new_used: [Bool] = native_list_empty()
let j: Int = 0
while j < n {
if j == best_i {
let new_used = native_list_append(new_used, true)
} else {
let new_used = native_list_append(new_used, native_list_get(used, j))
}
let j = j + 1
}
let used = new_used
let picked = picked + 1
}
out
}
// scan_routes token-level scan collecting every @route-decorated fn as a
// route record. Runs once per module (like scan_fn_sigs) so the dispatcher can
// be synthesized in the streaming backend, which discards per-fn ASTs. Handles
// decorator STACKING: `@route(...) @manager fn` still records the route.
fn scan_routes(tokens: [Any]) -> [Map<String, Any>] {
let total: Int = native_list_len(tokens) / 2
let recs: [Map<String, Any>] = native_list_empty()
let has_pending: Bool = false
let pending_args: [String] = native_list_empty()
let pos: Int = 0
let going: Bool = true
while going {
if pos >= total {
let going = false
} else {
let k: String = tok_kind(tokens, pos)
if str_eq(k, "Eof") {
let going = false
} else {
if str_eq(k, "At") {
let dname: String = tok_value(tokens, pos + 1)
let p: Int = pos + 2
let args: [String] = native_list_empty()
let ka: String = tok_kind(tokens, p)
if str_eq(ka, "LParen") {
let p = p + 1
let running: Bool = true
while running {
let kd: String = tok_kind(tokens, p)
if str_eq(kd, "RParen") {
let running = false
} else {
if str_eq(kd, "Eof") {
let running = false
} else {
if str_eq(kd, "Str") {
let args = native_list_append(args, tok_value(tokens, p))
}
let p = p + 1
}
}
}
if str_eq(tok_kind(tokens, p), "RParen") { let p = p + 1 }
}
if str_eq(dname, "route") {
let has_pending = true
let pending_args = args
}
let pos = p
} else {
if str_eq(k, "Fn") {
let fname: String = tok_value(tokens, pos + 1)
if has_pending {
let recs = native_list_append(recs, route_make_record(fname, pending_args))
let has_pending = false
}
let pos = pos + 2
} else {
let pos = pos + 1
}
}
}
}
}
recs
}
// program_has_routes did scan_routes find any @route fn?
fn program_has_routes(recs: [Map<String, Any>]) -> Bool {
native_list_len(recs) > 0
}
// route_method_guard C boolean prefix guarding on HTTP method, or "" for none.
fn route_method_guard(method: String) -> String {
if str_eq(method, "") { return "" }
if str_eq(method, "ANY") { return "" }
if str_contains(method, "|") {
let parts: [String] = split_pipe(method)
let np: Int = native_list_len(parts)
let expr: String = ""
let i: Int = 0
while i < np {
let m: String = native_list_get(parts, i)
if str_eq(m, "") {
let i = i + 1
} else {
let piece: String = "str_eq(method, EL_STR(" + c_str_lit(m) + "))"
if str_eq(expr, "") {
let expr = piece
} else {
let expr = expr + " || " + piece
}
let i = i + 1
}
}
if str_eq(expr, "") { return "" }
return "(" + expr + ") && "
}
"str_eq(method, EL_STR(" + c_str_lit(method) + ")) && "
}
// route_match_expr C boolean matching `clean` against the route path/kind.
fn route_match_expr(kind: String, path: String, suffix: String) -> String {
if str_eq(kind, "prefix") {
return "str_starts_with(clean, EL_STR(" + c_str_lit(path) + "))"
}
if str_eq(kind, "suffix") {
return "str_ends_with(clean, EL_STR(" + c_str_lit(path) + "))"
}
if str_eq(kind, "compound") {
return "str_starts_with(clean, EL_STR(" + c_str_lit(path) + ")) && str_ends_with(clean, EL_STR(" + c_str_lit(suffix) + "))"
}
"str_eq(clean, EL_STR(" + c_str_lit(path) + "))"
}
// emit_route_dispatch emit the generated el_route_dispatch definition from the
// specificity-sorted route records. No-op if there are no routes.
fn emit_route_dispatch(recs: [Map<String, Any>]) -> Void {
if !program_has_routes(recs) { return }
let sorted: [Map<String, Any>] = route_sort_desc(recs)
emit_line("// ── generated @route dispatcher (specificity-sorted) ──")
emit_line("el_val_t el_route_dispatch(el_val_t method, el_val_t clean, el_val_t path, el_val_t body) {")
let n: Int = native_list_len(sorted)
let i: Int = 0
while i < n {
let rec = native_list_get(sorted, i)
let guard: String = route_method_guard(rec["method"])
let match_e: String = route_match_expr(rec["kind"], rec["path"], rec["suffix"])
let fn_name: String = rec["name"]
emit_line(" if (" + guard + match_e + ") { return " + fn_name + "(method, path, body); }")
let i = i + 1
}
emit_line(" return EL_STR(\"__EL_NO_ROUTE__\");")
emit_line("}")
emit_blank()
}
// emit_streaming_preamble emit #includes, forward decls, and file-scope lets
// using the pre-scanned signature data (no full AST).
fn emit_streaming_preamble(sigs: [Map<String, Any>], source: String) -> Void {
@@ -3769,6 +4049,17 @@ fn codegen_streaming(tokens: [Any], sigs: [Map<String, Any>], source: String) ->
emit_streaming_preamble(sigs, source)
el_arena_pop(preamble_mark)
// @route: scan the token stream once for @route-decorated fns. Kept in
// codegen_streaming scope (survives the per-fn arena pops and el_release of
// tokens below via refcount, like `sigs`). If any exist, forward-declare the
// generated dispatcher NOW so hand-written fns (e.g. handle_request) may call
// it before its definition is emitted after the fn-emit loop.
let route_records: [Map<String, Any>] = scan_routes(tokens)
if program_has_routes(route_records) {
emit_line("el_val_t el_route_dispatch(el_val_t method, el_val_t clean, el_val_t path, el_val_t body);")
emit_blank()
}
// Detect whether there is a fn main() and whether there are top-level
// executable stmts (for library detection) from sigs.
let has_el_main: Bool = false
@@ -3988,6 +4279,15 @@ fn codegen_streaming(tokens: [Any], sigs: [Map<String, Any>], source: String) ->
}
}
// @route: emit the generated dispatcher definition now after every handler
// fn has been emitted, but before `tokens` is released (route_records holds
// its own refs to the extracted strings). No-op unless the module declared
// at least one @route fn. Emitted before the test/library early-returns so it
// is present in library modules (e.g. neuron's routes.el) too.
let route_arena_mark: Any = el_arena_push()
emit_route_dispatch(route_records)
el_arena_pop(route_arena_mark)
// Tokens fully consumed by the streaming loop release now to free peak heap.
el_release(tokens)
+47 -2
View File
@@ -1782,23 +1782,68 @@ fn parse_stmt(tokens: [Any], pos: Int) -> Map<String, Any> {
return make_result({ "stmt": "TryCatch", "try_body": try_body, "catch_name": catch_name, "catch_body": native_list_empty() }, p)
}
// @decorator - capture decorator name and attach to following stmt
// @decorator - capture decorator name (and optional string args) and
// attach to the following stmt. Backward-compatible: bare @manager /
// @engine / @accessor still parse (no parens -> empty args). Decorators
// STACK: `@route("/p","GET") @manager fn f()` attaches BOTH to f via a
// `decorators` list [{name, args}]. The legacy `decorator` string is kept
// populated (topmost decorator) so the JS backend keeps working unchanged.
if k == "At" {
let p = pos + 1
let dec_name = tok_value(tokens, p)
let p = p + 1
// Optional decorator argument list: @name("a", "b", ...)
let dec_args = native_list_empty()
let ka = tok_kind(tokens, p)
if str_eq(ka, "LParen") {
let p = p + 1
let running_da = true
while running_da {
let kd = tok_kind(tokens, p)
if str_eq(kd, "RParen") {
let running_da = false
} else {
if str_eq(kd, "Eof") {
let running_da = false
} else {
if str_eq(kd, "Str") {
let dec_args = native_list_append(dec_args, tok_value(tokens, p))
}
let p = p + 1
let kc = tok_kind(tokens, p)
if str_eq(kc, "Comma") {
let p = p + 1
}
}
}
}
let p = expect(tokens, p, "RParen")
}
let r = parse_stmt(tokens, p)
let inner = r["node"]
let p2 = r["pos"]
let inner_kind: String = inner["stmt"]
if str_eq(inner_kind, "FnDef") {
// Stack this decorator (topmost-first) onto any decorators the inner
// FnDef already carries from decorators written below this one.
let this_dec = { "name": dec_name, "args": dec_args }
let existing = inner["decorators"]
let dlist = native_list_empty()
let dlist = native_list_append(dlist, this_dec)
let ne: Int = native_list_len(existing)
let ei = 0
while ei < ne {
let dlist = native_list_append(dlist, native_list_get(existing, ei))
let ei = ei + 1
}
let with_dec = {
"stmt": "FnDef",
"name": inner["name"],
"params": inner["params"],
"body": inner["body"],
"ret_type": inner["ret_type"],
"decorator": dec_name
"decorator": dec_name,
"decorators": dlist
}
// r result map fully consumed release to free peak heap.
el_release(r)
+2163 -48
View File
File diff suppressed because it is too large Load Diff
+62 -1
View File
@@ -46,7 +46,6 @@
#include <stdint.h>
#include <stdlib.h>
#include <math.h> /* fmod, sin, sqrt, ... — used by codegen'd float arithmetic */
typedef int64_t el_val_t;
@@ -620,14 +619,69 @@ el_val_t engram_store_close(void);
el_val_t engram_get_node_json(el_val_t id);
el_val_t engram_get_node_by_label(el_val_t label);
el_val_t engram_search_json(el_val_t query, el_val_t limit);
el_val_t engram_retrieve_geometric_json(el_val_t query, el_val_t limit);
el_val_t engram_scan_nodes_json(el_val_t limit, el_val_t offset);
el_val_t engram_scan_nodes_by_type_json(el_val_t node_type, el_val_t limit, el_val_t offset);
el_val_t engram_scan_nodes_emb_json(el_val_t limit, el_val_t offset);
el_val_t engram_dreams_json(el_val_t since_ms);
/* §5 geometry operators as EL builtins (read-only; seed-id CSV args). */
el_val_t engram_geo_descriptor_json(el_val_t seeds);
el_val_t engram_geo_overlap_json(el_val_t a_seeds, el_val_t b_seeds);
el_val_t engram_geo_subtract_json(el_val_t a_seeds, el_val_t b_seeds, el_val_t mode);
el_val_t engram_geo_combine_json(el_val_t a_seeds, el_val_t b_seeds);
el_val_t engram_geo_distance_json(el_val_t a_seeds, el_val_t b_seeds);
el_val_t engram_geo_analogy_json(el_val_t a_seeds, el_val_t b_seeds);
/* reasoning layer (compositions over §5 operators). ANALOGY maps cleanly to the
* flat-CSV seed ABI; the other modes take set/point/timestamp inputs deferred from
* this ABI (see engram_reason.h / the reasoning-operators runbook). */
el_val_t engram_reason_analogy_json(el_val_t a_seeds, el_val_t b_seeds, el_val_t c_seeds);
/* COGNITION (2026-08-14): THE ONE OPERATION + grounding, surfaced live. */
el_val_t engram_think_json(el_val_t seeds, el_val_t faculty);
el_val_t engram_ground_json(el_val_t claim, el_val_t evidence, el_val_t for_whom);
el_val_t engram_assert_json(el_val_t claim_id, el_val_t for_whom, el_val_t floor);
el_val_t engram_attend_json(el_val_t node_id, el_val_t observer, el_val_t salience);
el_val_t engram_correspondence_beat_json(el_val_t seeds, el_val_t faculty, el_val_t keystone);
el_val_t engram_consolidate_permanence(el_val_t node_id);
el_val_t engram_age_field(el_val_t delta_ms);
el_val_t engram_age_field_catchup(void);
el_val_t engram_chrono_persist_tick(void);
el_val_t engram_chrono_tick(void);
el_val_t engram_boundary_beat(el_val_t op_name); /* API-reshape decorator-seam auto-emit */
el_val_t engram_self_anchor_capture(void);
el_val_t engram_self_drift_json(void);
el_val_t engram_neighbors_json(el_val_t node_id, el_val_t max_depth, el_val_t direction);
el_val_t engram_activate_json(el_val_t query, el_val_t depth);
el_val_t engram_stats_json(void);
el_val_t engram_act_stats_json(void);
el_val_t engram_text_health_json(void);
el_val_t engram_cosine_sim(el_val_t id_a, el_val_t id_b);
/* M10 reified-neighborhood read-only HTTP surface (2026-08-13). List/detail of
* the resident reify index; [] until the offline reify writer has run. */
el_val_t engram_geo_reify_list_json(void);
el_val_t engram_geo_reify_get_json(el_val_t id);
/* WRITE: run reification — persist Neighborhood nodes + member edges, rebuild the
* resident index. Wires the previously-dormant engram_geo_reify_store. */
el_val_t engram_geo_reify_run_json(void);
/* SELF-REIFICATION (2026-08-14). ON-BEAT autonomous neighborhood formation:
* gated by ENGRAM_SELF_REIFY (default off returns {"enabled":false}, writes
* nothing the live binary is byte-inert until the flag is set). When on, runs
* ONE bounded, incremental, idempotent reification pass (change-detection skips
* unchanged hubs no re-append; grounded names; residue-preserving supersession;
* soft/overlapping membership; nests only when something changed). Meant to be
* pumped every heartbeat next to Hebbian consolidation. Returns
* {"enabled":true,"reified":N,"skipped":S,"superseded":P,"nested":X,"resident":M,"wrote":b}. */
el_val_t engram_self_reify_beat_json(void);
/* ASYNC EXPLICIT OVERRIDE (degenerate manual case). Rename a live neighborhood
* by id: writes a superseding record with the new name, prepends a residue entry
* (cause="explicit-override", prior name), keeps the same geometry/members. Never
* blocks the beat. Returns {"ok":true,"renamed":<old>,"new_id":<new>,"name":..}. */
el_val_t engram_neighborhood_rename_json(el_val_t id, el_val_t name);
/* Orphan prevention: form up to k semantic-similar edges to a node's nearest
* embedded neighbors (kNN). engram_nearest_json is the read-only probe. */
el_val_t engram_autoconnect_node(el_val_t id, el_val_t k, el_val_t min_sim_pct);
el_val_t engram_nearest_json(el_val_t id, el_val_t k);
/* Telemetry off-graph: append one ISE JSON line to the state-event log tier. */
el_val_t engram_ise_log_append(el_val_t content);
/* Destructively pop up to `max` newly-formed Hebbian associations as a JSON
* array of {from_id,to_id,weight,hebb}. The learning process (soul daemon) is
* not the process that owns persistence (engram HTTP server); this is how a
@@ -680,6 +734,13 @@ el_val_t engram_compile_layered_json(el_val_t intent, el_val_t depth);
el_val_t llm_call(el_val_t model, el_val_t prompt);
el_val_t llm_call_system(el_val_t model, el_val_t system_prompt, el_val_t user_prompt);
el_val_t llm_call_agentic(el_val_t model, el_val_t system, el_val_t user, el_val_t tools);
/* LLM token telemetry (CCR §4.4): usage.{input,output}_tokens parsed from every
* response. Returns Map{input_tokens,output_tokens,total_input_tokens,
* total_output_tokens,calls}. */
el_val_t llm_last_usage(void);
/* Fold usage.{input,output}_tokens from a raw messages response into the counters.
* Called internally on every LLM response; exported for offline testing. */
void llm_record_usage(const char* resp);
el_val_t llm_vision(el_val_t model, el_val_t system, el_val_t prompt, el_val_t image_url_or_b64);
el_val_t llm_models(void);
+339
View File
@@ -0,0 +1,339 @@
/* engram_cognition.c — THE ONE OPERATION. See engram_cognition.h.
* Pure over its inputs (think/warp/express); persistence is additive/supersede
* only. stdlib + libm + engram_store/reason/geometry. Touches no live daemon. */
#include "engram_cognition.h"
#include <stdlib.h>
#include <string.h>
#include <stdio.h>
#include <math.h>
/* ── small helpers ──────────────────────────────────────────────────────────── */
static double vdot(const float* a, const float* b, int dim) {
double s = 0; for (int i = 0; i < dim; i++) s += (double)a[i] * (double)b[i]; return s;
}
static double vnorm(const float* a, int dim) { return sqrt(vdot(a, a, dim)); }
static char* dupstr(const char* s) {
if (!s) return NULL; size_t n = strlen(s) + 1; char* p = malloc(n);
if (p) memcpy(p, s, n); return p;
}
static double clampd(double x, double lo, double hi){ return x<lo?lo:(x>hi?hi:x); }
/* ═══════════════════════════════════════════════ Stance lifecycle ════════════ */
int cog_stance_init(CogStance* s, const char* id, const char* faculty,
const char* anchor_region, const char* for_whom,
const GeoDescriptor* region) {
if (!s || !region) return -1;
memset(s, 0, sizeof *s);
s->id = dupstr(id); s->faculty = dupstr(faculty);
s->anchor_region = dupstr(anchor_region); s->for_whom = dupstr(for_whom);
s->dim = region->dim;
s->n_axes = region->n_axes > COG_MAX_AXES ? COG_MAX_AXES : region->n_axes;
for (int k = 0; k < COG_MAX_AXES; k++) s->axis_gain[k] = 1.0;
s->ext_floor = 1.0; s->drop_frac = 0.5; s->assoc_floor = 0.2;
s->bias_dir = NULL;
s->reliability = 0.5; /* uninformed prior on our own track record */
return 0;
}
void cog_stance_set_frozen_defaults(CogStance* s) {
if (!s) return;
for (int k = 0; k < COG_MAX_AXES; k++) s->axis_gain[k] = 1.0;
s->ext_floor = 1.0; s->drop_frac = 0.5; s->assoc_floor = 0.2;
free(s->bias_dir); s->bias_dir = NULL;
}
void cog_stance_free(CogStance* s) {
if (!s) return;
free(s->id); free(s->faculty); free(s->anchor_region); free(s->for_whom);
free(s->bias_dir);
s->id = s->faculty = s->anchor_region = s->for_whom = NULL; s->bias_dir = NULL;
}
int cog_is_keystone(const CogKeystoneSet* ks, const CogStance* s) {
if (!s) return 0;
if (s->keystone) return 1;
if (!ks || !s->id) return 0;
for (int i = 0; i < ks->n; i++)
if (ks->ids[i] && (strcmp(ks->ids[i], s->id) == 0 ||
(s->anchor_region && strcmp(ks->ids[i], s->anchor_region) == 0))) return 1;
return 0;
}
/* ═══════════════════════════════════════════════ warped fit (think step 2) ══ */
int cog_warped_fit(const GeoDescriptor* g, const float* x,
const CogStance* st, GeoFit* out) {
if (!g || !x || !out || g->dim <= 0 || !g->centroid) return -1;
double ext_floor = (st && st->ext_floor > 0) ? st->ext_floor : 1.0;
int dim = g->dim;
double rr = 0;
float* r = malloc((size_t)dim * sizeof(float));
if (!r) return -1;
for (int i = 0; i < dim; i++) { double d = (double)x[i] - (double)g->centroid[i]; r[i] = (float)d; rr += d * d; }
double maha2 = 0, ss_in = 0;
for (int k = 0; k < g->n_axes; k++) {
const float* ax = g->axes[k].axis; if (!ax) continue;
double proj = vdot(r, ax, dim);
double gain = (st && k < st->n_axes && st->axis_gain[k] > 0) ? st->axis_gain[k] : 1.0;
double den = g->axes[k].extent * gain; if (den < ext_floor) den = ext_floor;
maha2 += (proj / den) * (proj / den);
ss_in += proj * proj;
}
double ortho2 = rr - ss_in; if (ortho2 < 0) ortho2 = 0;
double dist2 = maha2 + ortho2 / (ext_floor * ext_floor);
out->mahalanobis = sqrt(maha2); out->ortho_residual = sqrt(ortho2);
out->distance = sqrt(dist2); out->score = 1.0 / (1.0 + dist2);
free(r);
return 0;
}
/* ═══════════════════════════════════════════════ think (the ONE operation) ══ */
void engram_gradient_free(GeoGradient* g) {
if (!g) return; free(g->direction); g->direction = NULL;
}
int engram_think(const GeoDescriptor* region, const float* anchor,
const CogStance* stance, GeoGradient* out) {
if (!region || !out || region->dim <= 0 || !region->centroid) return -1;
int dim = region->dim;
memset(out, 0, sizeof *out);
out->dim = dim;
const float* x = anchor ? anchor : region->centroid; /* re-origin (step 1) */
GeoFit f;
if (cog_warped_fit(region, x, stance, &f) != 0) return -1; /* fit (step 2) */
/* step 3 — emit a GRADIENT: warped steepest DESCENT of the fit distance². */
double ext_floor = (stance && stance->ext_floor > 0) ? stance->ext_floor : 1.0;
float* grad = calloc((size_t)dim, sizeof(float)); /* ∇ dist² wrt x */
float* r = malloc((size_t)dim * sizeof(float));
out->direction = malloc((size_t)dim * sizeof(float));
if (!grad || !r || !out->direction) { free(grad); free(r); free(out->direction); out->direction = NULL; return -1; }
for (int i = 0; i < dim; i++) r[i] = (float)((double)x[i] - (double)region->centroid[i]);
/* in-subspace: Σ_k 2 (proj/den²) a_k ; also accumulate Σ proj a_k for ortho part */
float* proj_sum = calloc((size_t)dim, sizeof(float));
if (!proj_sum) { free(grad); free(r); free(out->direction); out->direction = NULL; return -1; }
for (int k = 0; k < region->n_axes; k++) {
const float* ax = region->axes[k].axis; if (!ax) continue;
double proj = vdot(r, ax, dim);
double gain = (stance && k < stance->n_axes && stance->axis_gain[k] > 0) ? stance->axis_gain[k] : 1.0;
double den = region->axes[k].extent * gain; if (den < ext_floor) den = ext_floor;
double coef = 2.0 * proj / (den * den);
for (int i = 0; i < dim; i++) { grad[i] += (float)(coef * ax[i]); proj_sum[i] += (float)(proj * ax[i]); }
}
/* orthogonal: (2 r 2 Σ proj a_k) / ext_floor² */
double inv_f2 = 1.0 / (ext_floor * ext_floor);
for (int i = 0; i < dim; i++)
grad[i] += (float)((2.0 * (double)r[i] - 2.0 * (double)proj_sum[i]) * inv_f2);
free(proj_sum);
/* steering = grad (descent), seeded by the stance's bias_dir. */
for (int i = 0; i < dim; i++) out->direction[i] = -grad[i];
if (stance && stance->bias_dir) {
double gn = vnorm(grad, dim), bn = vnorm(stance->bias_dir, dim);
if (bn > 1e-12) {
double scale = (gn > 1e-12 ? gn : 1.0); /* seed at the gradient's scale */
for (int i = 0; i < dim; i++)
out->direction[i] += (float)(scale * (double)stance->bias_dir[i] / bn);
}
}
double dn = vnorm(out->direction, dim);
if (dn > 1e-12) for (int i = 0; i < dim; i++) out->direction[i] /= (float)dn;
else for (int i = 0; i < dim; i++) out->direction[i] = 0.0f; /* at rest */
out->spread = f.distance; /* spiked (0) .. diffuse */
out->confidence = stance ? stance->reliability : 0.5;
out->magnitude = f.score; /* the read's membership */
out->anchor_id = region->hub_id; /* borrowed vantage id */
out->n_support = region->n_members;
out->stance_id = stance ? stance->id : NULL;
free(grad); free(r);
return 0;
}
/* EXPRESSION — the ONLY collapse to a point (a separate faculty from think). */
int engram_express(const GeoGradient* g, const float* anchor, float* out_point) {
if (!g || !anchor || !out_point || !g->direction) return -1;
double commit = clampd(g->confidence, 0.0, 1.0); /* confident => commit far */
for (int i = 0; i < g->dim; i++)
out_point[i] = anchor[i] + g->direction[i] * (float)commit;
return 0;
}
/* ═══════════════════════════════════════════════ Stance serialization ════════ */
/* Compact line schema "STNC1" (mirrors the reify "GEO1" precedent). */
char* cog_stance_to_metadata(const CogStance* s) {
if (!s) return NULL;
size_t cap = 256 + (size_t)s->n_axes * 24 + (size_t)(s->bias_dir ? s->dim * 16 : 0);
char* buf = malloc(cap); if (!buf) return NULL;
size_t o = 0;
o += (size_t)snprintf(buf + o, cap - o, "%s\n", COG_STANCE_META_MAGIC);
o += (size_t)snprintf(buf + o, cap - o, "f %s\n", s->faculty ? s->faculty : "-");
o += (size_t)snprintf(buf + o, cap - o, "r %s\n", s->anchor_region ? s->anchor_region : "-");
o += (size_t)snprintf(buf + o, cap - o, "w %s\n", s->for_whom ? s->for_whom : "-");
o += (size_t)snprintf(buf + o, cap - o, "k %d\n", s->keystone);
o += (size_t)snprintf(buf + o, cap - o, "d %d %d\n", s->dim, s->n_axes);
o += (size_t)snprintf(buf + o, cap - o, "s %.9g %.9g %.9g\n", s->ext_floor, s->drop_frac, s->assoc_floor);
o += (size_t)snprintf(buf + o, cap - o, "g");
for (int k = 0; k < s->n_axes; k++) o += (size_t)snprintf(buf + o, cap - o, " %.9g", s->axis_gain[k]);
o += (size_t)snprintf(buf + o, cap - o, "\n");
o += (size_t)snprintf(buf + o, cap - o, "c %lld %.9g %.9g %.9g %.9g\n",
(long long)s->n_trials, s->brier_sum, s->reliability, s->ema_error, s->last_error);
if (s->bias_dir) {
o += (size_t)snprintf(buf + o, cap - o, "b");
for (int i = 0; i < s->dim; i++) o += (size_t)snprintf(buf + o, cap - o, " %.9g", (double)s->bias_dir[i]);
o += (size_t)snprintf(buf + o, cap - o, "\n");
}
(void)o;
return buf;
}
int cog_stance_to_node(const CogStance* s, StoreNode* out) {
if (!s || !out) return -1;
memset(out, 0, sizeof *out);
out->id = dupstr(s->id);
out->node_type = dupstr(COG_STANCE_NODE_TYPE);
out->content = dupstr(s->faculty ? s->faculty : "stance");
out->label = dupstr(s->faculty ? s->faculty : "stance");
out->metadata = cog_stance_to_metadata(s);
out->importance = s->reliability; /* cached denormalized readout (§2.1) */
out->confidence = s->reliability;
out->temporal_decay_rate = 0.0;
return (out->id && out->node_type && out->metadata) ? 0 : -1;
}
static int parse_floats(const char* line, double* out, int max) {
int n = 0; const char* p = line;
while (*p && n < max) {
while (*p == ' ') p++;
if (!*p) break;
char* end; double v = strtod(p, &end);
if (end == p) break;
out[n++] = v; p = end;
}
return n;
}
int cog_stance_from_node(const StoreNode* n, CogStance* out) {
if (!n || !out || !n->metadata) return -1;
memset(out, 0, sizeof *out);
for (int k = 0; k < COG_MAX_AXES; k++) out->axis_gain[k] = 1.0;
out->ext_floor = 1.0; out->drop_frac = 0.5; out->assoc_floor = 0.2; out->reliability = 0.5;
out->id = dupstr(n->id);
/* verify magic on first line */
const char* m = n->metadata;
if (strncmp(m, COG_STANCE_META_MAGIC, strlen(COG_STANCE_META_MAGIC)) != 0) return -1;
char* copy = dupstr(m); if (!copy) return -1;
for (char* line = strtok(copy, "\n"); line; line = strtok(NULL, "\n")) {
if (line[0] == '\0' || line[1] != ' ') {
if (line[0] == 'g' || line[0] == 'b') { /* vector lines: tag then values */ }
else continue;
}
char tag = line[0];
const char* rest = line + 1; while (*rest == ' ') rest++;
if (tag == 'f') { free(out->faculty); out->faculty = (strcmp(rest, "-") ? dupstr(rest) : NULL); }
else if (tag == 'r') { free(out->anchor_region); out->anchor_region = (strcmp(rest, "-") ? dupstr(rest) : NULL); }
else if (tag == 'w') { free(out->for_whom); out->for_whom = (strcmp(rest, "-") ? dupstr(rest) : NULL); }
else if (tag == 'k') { out->keystone = atoi(rest); }
else if (tag == 'd') { int a=0,b=0; sscanf(rest, "%d %d", &a, &b); out->dim = a; out->n_axes = b > COG_MAX_AXES ? COG_MAX_AXES : b; }
else if (tag == 's') { double v[3]={1,0.5,0.2}; parse_floats(rest, v, 3); out->ext_floor=v[0]; out->drop_frac=v[1]; out->assoc_floor=v[2]; }
else if (tag == 'g') { double v[COG_MAX_AXES]; int c=parse_floats(rest, v, COG_MAX_AXES); for(int k=0;k<c;k++) out->axis_gain[k]=v[k]; }
else if (tag == 'c') { double v[5]={0,0,0.5,0,0}; parse_floats(rest, v, 5); out->n_trials=(int64_t)v[0]; out->brier_sum=v[1]; out->reliability=v[2]; out->ema_error=v[3]; out->last_error=v[4]; }
else if (tag == 'b') { if (out->dim>0){ out->bias_dir=calloc((size_t)out->dim,sizeof(float)); double v[4096]; int c=parse_floats(rest,v,out->dim<4096?out->dim:4096); for(int i=0;i<c;i++) out->bias_dir[i]=(float)v[i]; } }
}
free(copy);
return 0;
}
/* ═══════════════════════════════════════════════ grounding as a RELATION ═════ */
static int put_edge(EngramPagedStore* s, const char* id, const char* from, const char* to,
const char* relation, double weight, const char* meta) {
StoreEdge e; memset(&e, 0, sizeof e);
e.id = (char*)id; e.from_id = (char*)from; e.to_id = (char*)to;
e.relation = (char*)relation; e.weight = weight; e.confidence = weight;
e.metadata = (char*)meta;
return store_put_edge(s, &e);
}
int cog_ground_edge(EngramPagedStore* s, const char* claim_id,
const char* evidence_id, double grounding, const char* for_whom) {
if (!s || !claim_id || !evidence_id) return -1;
char id[512], meta[256];
snprintf(id, sizeof id, "gb-%s-%s-%s", claim_id, evidence_id, for_whom ? for_whom : "global");
snprintf(meta, sizeof meta, "for_whom=%s", for_whom ? for_whom : "-");
return put_edge(s, id, claim_id, evidence_id, COG_GROUNDED_BY_RELATION, grounding, meta);
}
int cog_salient_edge(EngramPagedStore* s, const char* node_id,
const char* observer_id, double salience) {
if (!s || !node_id || !observer_id) return -1;
char id[512];
snprintf(id, sizeof id, "st-%s-%s", node_id, observer_id);
return put_edge(s, id, node_id, observer_id, COG_SALIENT_TO_RELATION, salience, NULL);
}
int cog_assert_gate(EngramPagedStore* s, const char* claim_id,
const char* for_whom, double floor) {
if (!s || !claim_id) return -1;
if (!(floor > 0)) floor = 0.5;
StoreEdge* edges = NULL; size_t n = 0;
if (store_get_edges_from(s, claim_id, &edges, &n) < 0) return -1;
double best = 0.0; int found = 0;
for (size_t i = 0; i < n; i++) {
if (!edges[i].relation || strcmp(edges[i].relation, COG_GROUNDED_BY_RELATION) != 0) continue;
/* grounded-for-whom: match observer if requested; global (for_whom=-) always counts */
int match = 1;
if (for_whom && edges[i].metadata) {
const char* fw = strstr(edges[i].metadata, "for_whom=");
if (fw) { fw += 9; if (strcmp(fw, for_whom) != 0 && strcmp(fw, "-") != 0) match = 0; }
}
if (match) { found = 1; if (edges[i].weight > best) best = edges[i].weight; }
}
store_edges_free(edges, n);
if (!found) return 0; /* ungrounded => refuse assertion (still held) */
return (best >= floor) ? 1 : 0;
}
/* ═══════════════════════════════════════════════ THE CORRESPONDENCE-LOOP ═════ */
int engram_correspondence_beat(const GeoDescriptor* region, const float* anchor,
double outcome_y, CogStance* stance,
int learn, double max_step, CogBeatResult* out) {
if (!region || !stance || !out) return -1;
memset(out, 0, sizeof *out);
if (stance->keystone) { learn = 0; out->wrote_keystone = 1; } /* §6: never write a keystone */
GeoGradient g;
if (engram_think(region, anchor, stance, &g) != 0) return -1; /* PREDICTION */
double p = g.magnitude;
double y = clampd(outcome_y, 0.0, 1.0);
double err = fabs(p - y);
out->correspondence = 1.0 - err;
out->error = err;
out->brier = (p - y) * (p - y);
if (learn) {
/* refine warp: gradient descent of (py)² wrt each axis_gain.
* p = 1/(1+D²); p/gain_k = 2 p² proj_k² / (ext_k² gain_k³) (>=0)
* (err²)/gain_k = 2 (py) p/gain_k
* step = lr · (err²)/gain_k, bounded to ±max_step (metastability). */
int dim = region->dim;
const float* x = anchor ? anchor : region->centroid;
float* r = malloc((size_t)dim * sizeof(float));
if (r) {
for (int i = 0; i < dim; i++) r[i] = (float)((double)x[i] - (double)region->centroid[i]);
double lr = 0.5;
double bound = (max_step > 0) ? max_step : 0.05; /* bounded update rate */
for (int k = 0; k < region->n_axes && k < stance->n_axes; k++) {
const float* ax = region->axes[k].axis; if (!ax) continue;
double proj = vdot(r, ax, dim);
double ext = region->axes[k].extent; if (ext < 1e-9) ext = 1e-9;
double gain = stance->axis_gain[k]; if (gain < 1e-6) gain = 1e-6;
double dp_dgain = 2.0 * p * p * (proj * proj) / (ext * ext * gain * gain * gain);
double dErr_dgain = 2.0 * (p - y) * dp_dgain;
double step = -lr * dErr_dgain;
step = clampd(step, -bound, bound);
stance->axis_gain[k] = clampd(gain + step, 0.1, 50.0);
}
free(r);
}
/* calibration */
stance->n_trials += 1;
stance->brier_sum += out->brier;
stance->last_error = err;
stance->ema_error = (stance->n_trials == 1) ? err : 0.9 * stance->ema_error + 0.1 * err;
double mean_brier = stance->brier_sum / (double)stance->n_trials;
stance->reliability = clampd(1.0 - sqrt(mean_brier), 0.0, 1.0);
}
out->reliability = stance->reliability;
engram_gradient_free(&g);
return 0;
}
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/* engram_cognition.h — THE ONE OPERATION.
*
* The buildable form of the "cognition is one operation" theory (design doc
* engram/spec/cognitive-architecture.design.md; memory bdc8a488 / d582a766).
*
* Cognition is ONE operation think a directed traversal-READ of the geometry
* from an anchor, steered by a learned STANCE, whose output is a GRADIENT (a
* direction + spread over the geometry), never a point. The named faculties
* (reason / induce / abduce / analogy / relate / plan / ground) are human LABELS
* on regions of think's steering space: each faculty == { think + a named stance }.
* Collapse-to-a-point happens only at EXPRESSION (a separate faculty), never in think.
*
* NAMING (Will's directive): the surface verbs name the cognitive ACT being
* performed (think / reason / induce / ground / verify), not the internal function
* shape. The single frozen primitive underneath every faculty is engram_think,
* which composes over engram_reason_point_fit + the §5 geo-algebra. Those never
* learn. Only the STANCE learns.
*
* "Stance" is the theory's steering PRIOR, deliberately named distinctly: in this
* codebase the token "prior" already means previous-VERSION (supersession). A
* Stance is a learnable bias/disposition over the geometry which axes matter,
* which way pays off, plus a calibrated track record attached to a faculty-label
* and a region, and grounded-for-whom.
*
* PURE + (mostly) READ-ONLY, stdlib + libm only. think() and the warp are pure
* over their inputs. Persistence (Stance <-> StoreNode, grounded-by edges) is the
* only part that touches the store, and it is additive / supersede / tombstone
* never mutate-in-place, never delete. It NEVER touches the live daemon: all
* offline against a scratch store, per the design's rails.
*/
#ifndef ENGRAM_COGNITION_H
#define ENGRAM_COGNITION_H
#include <stdint.h>
#include <stddef.h>
#include "engram_geometry.h"
#include "engram_reason.h"
#include "engram_store.h"
/* Max principal axes a stance warps (matches GeoParams.top_axes default budget). */
#define COG_MAX_AXES 32
/* ═══════════════════════════════════════════════════════════════════════════
* §1 GeoGradient the OUTPUT of think. A direction + spread over the geometry,
* plus the calibrated confidence and the read it was computed against. NOT a point.
* A spiked gradient (spread0) = "exact" (deduction); a spread gradient = "fuzzy"
* (prediction). The gradient is ALSO the next steering direction (closed-loop flow).
* */
typedef struct {
int dim;
float* direction; /* unit steering vector in the anchor's frame (owned) */
double spread; /* 0 = spiked/exact ... large = diffuse/fuzzy */
double confidence; /* calibrated, from the stance's track record (reliab.) */
double magnitude; /* THIS read's own membership/fit estimate ∈(0,1].
* The scalar an expression faculty would SAMPLE; kept
* on the gradient but never used AS a decision by think.*/
const char* anchor_id; /* borrowed: the vantage this was read from */
int n_support; /* neighborhood members that shaped the read */
const char* stance_id; /* borrowed: which stance steered this (provenance) */
} GeoGradient;
void engram_gradient_free(GeoGradient* g);
/* ═══════════════════════════════════════════════════════════════════════════
* §2 Stance the learnable steering prior, as a first-class object. In memory
* here; persisted as a StoreNode (node_type "Stance") via cog_stance_*serialize.
*
* warp: axis_gain[] per-principal-axis multiplier on extents (which axes
* matter gain>1 WIDENS an axis so it penalizes less);
* bias_dir[] a steering-direction seed in the region's frame;
* scalars faculty constants this stance overrides (ext_floor, etc).
* calibration: the track record the ONLY thing the loop (§4) updates
* besides warp: n_trials, a Brier accumulator, reliability
* ( GeoGradient.confidence), and an EMA error.
* keystone: if set, the correspondence-loop MUST NEVER write warp or
* calibration read-mostly (self / values). §6 metastability.
* */
typedef struct {
char* id; /* stance node id (owned) */
char* faculty; /* the act this stance serves: "induce"|"relate"|... */
char* anchor_region; /* node/neighborhood id this stance is attached to */
char* for_whom; /* observer id — grounding is relational (NULL=global) */
int keystone; /* 1 = read-mostly, loop never writes it (§6) */
int dim; /* embedding dim of the region */
int n_axes; /* how many axis_gain entries are live (<= COG_MAX_AXES)*/
double axis_gain[COG_MAX_AXES]; /* per-axis extent multipliers (init 1.0) */
float* bias_dir; /* dim floats, steering seed (owned; NULL = none) */
double ext_floor; /* faculty scalar: the extent floor (init 1.0) */
double drop_frac; /* faculty scalar (causal): confound drop (init 0.5) */
double assoc_floor; /* faculty scalar (causal): assoc floor (init 0.2) */
/* calibration / track record */
int64_t n_trials;
double brier_sum; /* Σ (p y)² */
double reliability; /* calibrated ∈[0,1] → GeoGradient.confidence */
double ema_error; /* EMA of per-trial error */
double last_error;
} CogStance;
/* Initialize a neutral stance (all gains 1.0, default scalars, reliability 0.5).
* dim/n_axes taken from the region descriptor. faculty/id/for_whom are copied. */
int cog_stance_init(CogStance* s, const char* id, const char* faculty,
const char* anchor_region, const char* for_whom,
const GeoDescriptor* region);
void cog_stance_free(CogStance* s);
/* A stance set to today's hard-coded constants == behavioral parity with the
* pre-stance operators (axis_gain all 1.0, ext_floor default, drop_frac 0.5,
* assoc_floor 0.2). This is the FROZEN CONTROL used by the validation. */
void cog_stance_set_frozen_defaults(CogStance* s);
/* ── Serialization: Stance <-> StoreNode (compact line schema "STNC1", mirroring
* the reify "GEO1" precedent). Additive; the node's importance field caches the
* reliability readout. Round-trips exactly (reboot-prove). */
char* cog_stance_to_metadata(const CogStance* s); /* owned string */
int cog_stance_to_node(const CogStance* s, StoreNode* out);/* fills a StoreNode */
int cog_stance_from_node(const StoreNode* n, CogStance* out);/* parse STNC1 */
#define COG_STANCE_NODE_TYPE "Stance"
#define COG_STANCE_META_MAGIC "STNC1"
/* ═══════════════════════════════════════════════════════════════════════════
* §1.2 think the ONE operation. Frozen procedure over three steps:
* 1. re-origin on the anchor point (the vantage; the manifold is the read
* neighborhood, passed as `region`);
* 2. fit the anchor under the stance's WARP (engram_reason_point_fit with the
* axis extents multiplied by axis_gain and ext_floor substituted);
* 3. emit a GRADIENT: direction = the warped steepest-descent that reduces the
* fit distance (the "which way pays off" seed + bias_dir), spread from the
* fit distance, confidence from the stance's reliability, magnitude = the
* read's membership estimate. NO point-collapse that is expression.
*
* `region` the read neighborhood (built by vantage_read / geometry descriptor).
* `anchor` the point to read FROM (dim floats). NULL = region centroid (self).
* `stance` the steering prior. NULL = neutral (frozen defaults) => parity.
* Returns 0 and fills `out` (engram_gradient_free), <0 on error.
* */
int engram_think(const GeoDescriptor* region, const float* anchor,
const CogStance* stance, GeoGradient* out);
/* The warped fit itself (step 2), exposed for the loop + verifier reuse. Identical
* to engram_reason_point_fit when stance==NULL or all gains==1 && ext_floor default. */
int cog_warped_fit(const GeoDescriptor* region, const float* x,
const CogStance* stance, GeoFit* out);
/* EXPRESSION — the ONLY place a gradient collapses to a point. Samples the gradient
* off the anchor along its steering direction, scaled by (1 spread) so a spiked
* (confident) gradient lands a definite point and a diffuse one barely moves.
* This is deliberately a SEPARATE faculty from think (§1.2, M5). */
int engram_express(const GeoGradient* g, const float* anchor, float* out_point);
/* ═══════════════════════════════════════════════════════════════════════════
* §5 HOLD vs GROUND vs ASSERT. Holding is unconditional (the store gates nothing).
* Grounding is a RELATION a "grounded-by" edge, probabilistic, grounded-for-whom.
* The honesty floor is checked only at ASSERTION.
* */
#define COG_GROUNDED_BY_RELATION "grounded-by"
#define COG_SALIENT_TO_RELATION "salient-to"
/* Write a grounded-by edge (additive). weight = grounding ∈(0,1] from the verifier;
* for_whom recorded in edge metadata (grounding is relational). Never a node flag. */
int cog_ground_edge(EngramPagedStore* s, const char* claim_id,
const char* evidence_id, double grounding, const char* for_whom);
/* Write/refresh a salient-to edge: salience is RELATIONAL (grounded-for-whom),
* carried on the edge to the observer not baked into the node scalar (§2.1). */
int cog_salient_edge(EngramPagedStore* s, const char* node_id,
const char* observer_id, double salience);
/* The honesty floor — a QUERY at assertion time, NOT a schema constraint. Reads the
* claim's stored grounded-by edges (for the given observer) and returns:
* 1 = may assert (best grounding >= floor),
* 0 = REFUSE assertion (holds unconditionally; only asserting is gated),
* <0 = error. The content remains held either way. */
int cog_assert_gate(EngramPagedStore* s, const char* claim_id,
const char* for_whom, double floor);
/* ═══════════════════════════════════════════════════════════════════════════
* §4 THE REFLEXIVE CORRESPONDENCE-LOOP the learning engine. think scores its
* OWN gradient against outcome, refines the stance on the error, and (optionally)
* writes the (gradient, outcome, error) back as self-describing geometry. This is
* the dormant verifier turned INWARD.
*
* grade(1) SELF-CONSISTENCY (no external world-labels): the outcome is what the
* geometry itself says the membership determined by the region's SIGNAL subspace
* (the axes reality actually weights). The stance's cheap warped read is graded
* against that geometric truth; error refines the warp so the read corresponds.
* */
typedef struct {
double correspondence; /* ∈[0,1]: 1 |p y| for this trial */
double error; /* 1 correspondence */
double brier; /* running mean (p y)² across the stance's trials */
double reliability; /* the stance's current calibrated reliability */
int wrote_keystone; /* 1 iff a keystone update was BLOCKED (safety audit) */
} CogBeatResult;
/* One correspondence beat for ONE trial:
* think(region, anchor, stance) -> gradient (a PREDICTION, ungrounded)
* outcome y := grade-1 self-consistency target (in [0,1])
* error = |magnitude y|; refine stance.warp + calibration on the error
* (bounded step; NEVER writes a keystone stance)
* `learn`==0 grades WITHOUT updating (the frozen-control path). `max_step` bounds
* the per-beat warp change (metastability; §6). Returns 0 / <0. */
int engram_correspondence_beat(const GeoDescriptor* region, const float* anchor,
double outcome_y, CogStance* stance,
int learn, double max_step, CogBeatResult* out);
/* ═══════════════════════════════════════════════════════════════════════════
* §6 METASTABILITY. Keystones (self/values) are read-mostly: the loop reads but
* never writes them. Mark by stance flag or by a keystone-id set the loop consults.
* */
typedef struct { const char** ids; int n; } CogKeystoneSet;
int cog_is_keystone(const CogKeystoneSet* ks, const CogStance* s);
#endif /* ENGRAM_COGNITION_H */
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/* engram_geometry.h — M9 FOUNDATION: the relational-neighborhood GEOMETRY
* DESCRIPTOR (design doc §3, §5; memory node e94371bd).
*
* Computes, for a relational neighborhood grown from a seed set, the compact
* (KB-not-MB) joint geometry Will specified: the SEMANTIC geometry (centroid,
* covariance / principal axes, radius) braided with the RELATIONAL geometry
* (k-core skeleton, hub->periphery centrality gradient), plus soft membership.
*
* Two coordinate systems, one shape "a constellation: bright prototype at the
* center, a cloud of members at varying distance, the strongest edges as a
* backbone, fading at the edges."
*
* Built ON the two standalone M-era modules only:
* - engram_vindex : semantic neighbors (the cloud) via ANN.
* - engram_store : node embeddings + hebb adjacency (the skeleton), read-only.
* It does NOT link or touch el_runtime.c, and it is a pure READ over the graph:
* it never modifies nodes, edges, activation, the index, or any retrieval path.
*
* Pure C11, stdlib + libm only. The descriptor is a foundation object; it is NOT
* wired into retrieval/priming yet (that is the next M9 step).
*/
#ifndef ENGRAM_GEOMETRY_H
#define ENGRAM_GEOMETRY_H
#include <stddef.h>
#include <stdint.h>
#include "engram_store.h"
#include "engram_vindex.h"
/* One member of the neighborhood + its place in the gradient. */
typedef struct {
char* id;
double membership; /* soft membership in [0,1] (semantic+relational blend) */
double centrality; /* skeleton weighted-degree — relational salience */
double salience; /* the node's own stored salience */
int core; /* k-core number (0 = fringe / not in any core) */
double dist_centroid; /* cosine distance of member emb to centroid (semantic)*/
int embedded; /* 1 if the member carried an emb vector */
} GeoMember;
/* One skeleton edge (indices into members[]). eff_weight = weight*(1+0.5*hebb),
* clamped to 1.0 the effective propagation strength eg_edge_eff_weight uses. */
typedef struct { uint32_t a, b; double eff_weight; double hebb; } GeoEdge;
/* A compact principal axis of the ellipsoid: unit direction in R^dim + extent
* (sqrt of the covariance eigenvalue = the ellipsoid's half-width along it). */
typedef struct { float* axis; double extent; } GeoAxis;
typedef struct {
int dim;
/* ── anchor ── */
char* hub_id; /* highest-centrality member: the relational hub */
float* centroid; /* v̄ ∈ R^dim: mean of the member embeddings in the
* frame the descriptor operated in. When centered
* (global_mean != NULL) this is the CENTERED
* centroid (mean of L2-normalized embs minus the
* global mean): the neighborhood's location in the
* isotropic/whitened frame. Add global_mean back to
* recover the raw prototype point. When uncentered
* it is the raw mean of L2-normalized member embs. */
float* global_mean; /* the centering offset actually applied (dim floats),
* or NULL if the descriptor ran in raw space. The §5
* operators (distance/overlap/Wasserstein) are only
* discriminative in the centered frame see notes. */
/* ── shape (compact covariance): top principal axes + extents ── */
int n_axes;
GeoAxis* axes; /* orientation + extents of the ellipsoid */
double total_variance; /* trace(Σ) = mean squared member dist to centroid*/
/* ── scale ── */
double radius; /* sqrt(total_variance) — the neighborhood breadth*/
/* ── members + gradient ── */
int n_members;
GeoMember* members; /* soft membership {id->weight} + centrality/salience */
/* ── skeleton ── */
int n_edges;
GeoEdge* edges; /* strong internal hebb edges = the backbone */
int k_core; /* the maximum core number present in the skeleton*/
/* ── diagnostics ── */
double co_registration;/* corr(hebb strength, semantic proximity) over */
/* internal edges: >0 = geometries agree (reify); */
/* <0 = disagree (surprising links / dream cands). */
int n_embedded; /* members that carried an emb vector */
} GeoDescriptor;
typedef struct {
int ann_k; /* semantic expansion: ANN neighbors per seed (0=off) */
int hop_relational; /* 1 = include seeds' hebb neighbors as members */
double edge_min_weight; /* skeleton: ignore internal edges below this eff wt */
int kcore_k; /* target k for the reported k-core (0 = auto/max) */
int top_axes; /* principal axes to retain (default 8) */
int max_members; /* cap neighborhood size (guards the eigensolve cost) */
} GeoParams;
/* Fill p with sane defaults: ann_k=24, hop_relational=1, edge_min_weight=0.05,
* kcore_k=0 (auto), top_axes=8, max_members=400. */
void engram_geo_default_params(GeoParams* p);
/* ── Global-mean cache (mean-centering / whitening the anisotropic emb space) ──
* The nomic-embed-text space over the engram corpus is strongly ANISOTROPIC:
* every embedding sits in a narrow cone (mean pairwise cosine ~0.55), which
* compresses cosine-based domain separation almost to nothing. Subtracting the
* GLOBAL MEAN of the (L2-normalized) embeddings recenters the cloud on the
* origin (mean pairwise cosine -> ~0), restoring isotropy so the §5 operators
* discriminate. The mean is a store-level derived quantity, like the ANN index:
* built once from the paged store, cached, and refreshed when the embedded set
* drifts. It lives here (not in the store) so this stays a contained, read-only
* addition; a runtime owns one GeoMeanCache per open store alongside its VIndex. */
typedef struct GeoMeanCache GeoMeanCache;
/* Scan every live node in `store` and compute the mean of the L2-normalized
* embeddings over the embed-eligible set (nodes carrying an emb vector; the
* unembedded telemetry/system nodes are skipped). Returns a malloc'd cache, or
* NULL on error / no embedded nodes. The offset vector is NOT renormalized it
* is a translation, applied by subtraction. */
GeoMeanCache* engram_geo_mean_build(EngramPagedStore* store);
/* The cached offset (dim floats) — pass to engram_geometry_descriptor as
* global_mean. Valid until the cache is freed/refreshed. */
const float* engram_geo_mean_vec(const GeoMeanCache* c);
int engram_geo_mean_dim(const GeoMeanCache* c);
uint64_t engram_geo_mean_count(const GeoMeanCache* c); /* #embedded nodes used */
/* Recompute the mean IN PLACE iff the embedded-node count has drifted by more
* than `frac` (e.g. 0.10 = 10%) since the cache was built "recompute on
* significant change". Returns 1 if it rebuilt, 0 if unchanged, <0 on error. */
int engram_geo_mean_maybe_refresh(GeoMeanCache* c, EngramPagedStore* store,
double frac);
void engram_geo_mean_free(GeoMeanCache* c);
/* Compute the geometry descriptor of the neighborhood grown from seed_ids.
* READ-ONLY over store + vindex.
* store an opened store (borrowed; not modified).
* vindex optional ANN index for semantic expansion; NULL disables it.
* vids the ordinal->store-id map returned by vindex_build_from_store
* (vids[node_id] == store id). Required iff vindex != NULL.
* n_vids length of vids.
* params NULL to use engram_geo_default_params.
* global_mean optional centering offset (dim floats, from engram_geo_mean_*).
* When non-NULL the SEMANTIC geometry is computed in mean-centered
* (isotropic) space: every normalized member emb has global_mean
* subtracted before the centroid / cosine-distance / co-registration
* math, so those operators discriminate. NULL = raw space (legacy).
* NOTE: the ANN neighbor query still runs in RAW unit-vector space
* centering is a rigid translation that ~preserves neighborhood
* MEMBERSHIP, so the index needs no rebuild; only the descriptor
* STATISTICS move to the centered frame (co-registration choice (b)).
* The eigen/covariance shape (axes, radius) is translation-invariant
* and therefore identical in either frame.
* Returns a malloc'd descriptor (free with engram_geo_free), or NULL on error
* (no seeds resolvable, OOM). */
GeoDescriptor* engram_geometry_descriptor(
EngramPagedStore* store, VIndex* vindex,
char** vids, int n_vids,
const char* const* seed_ids, size_t n_seeds,
const GeoParams* params,
const float* global_mean);
void engram_geo_free(GeoDescriptor* g);
/* ── M-INTEROCEPTION P3: drift-sensor primitive (descriptor displacement) ────
* Read-only. GROWTH vs CORRUPTION split of how far B drifted from baseline A.
* See engram_geometry.c for the honesty note on the missing SelfAnchor. */
typedef struct {
double centroid_sep; /* L2 distance between centroids (same frame) */
double centroid_cos; /* 1 - cosine(centroidA, centroidB) */
double radius_delta; /* |radiusA - radiusB| — neighborhood scale change */
double core_disp; /* mean radial displacement of the invariant core */
double periph_disp; /* mean radial displacement of the periphery */
int core_matched; /* # core members matched by id across A,B */
int periph_matched; /* # periphery members matched by id across A,B */
} GeoDisplacement;
void engram_geo_displacement(const GeoDescriptor* a, const GeoDescriptor* b,
double core_frac, GeoDisplacement* out);
/* ═══════════════════════════════════════════════════════════════════════════
* §5 GEOMETRY OPERATORS a relational ALGEBRA over neighborhood descriptors.
* These are the reusable primitives Will specified: "primitives any CGI
* application should be able to use." READ-ONLY and PURE (stdlib + libm only) —
* they consume GeoDescriptor(s) and never touch the store, index, or activation.
*
* FRAME CONTRACT: both inputs MUST have been built in the SAME frame identical
* emb `dim` and identical `global_mean` (centered against the one true store-wide
* mean). The reify path builds every neighborhood that way, so descriptors are
* directly comparable. An operator returns <0 / NULL if the dims disagree.
*
* REPRESENTATION: the C descriptor lives in the FULL emb dim with a LOW-RANK
* covariance Σ = Σ_k extent_k² · a_k a_kᵀ over its retained principal axes
* (top_axes; the discarded tail variance is not modeled). Every operator mirrors
* the viz-proxy (engram-geometry-proxy.py §5) FORMULA exactly, but evaluates it on
* this representation so semantics match the proxy while absolute numbers differ
* (proxy works in a 24-dim global-PCA reduced dense frame; C in full-dim low-rank).
* The Wasserstein / combine eigen-work is done inside the small JOINT axis subspace
* (dimension nA+nB+1), which is EXACT for the low-rank covariances there.
* Each result struct is released by its engram_geo_*_free.
* */
/* overlap(A,B): shared-member set + Jaccard + centroid/scale proximity score. */
typedef struct {
char** shared_ids; /* ids present in BOTH neighborhoods (owned) */
int n_shared;
int n_union; /* |A B| by id */
double jaccard; /* |A∩B| / |AB| */
double centroid_distance; /* L2 between the (centered) centroids */
double overlap_score; /* jacc*0.5 + max(0,1d/(rA+rB))*0.5 (proxy form)*/
float* intersection_centroid; /* midpoint of the two centroids (dim, owned) */
int dim;
} GeoOverlap;
int engram_geo_overlap(const GeoDescriptor* a, const GeoDescriptor* b, GeoOverlap* out);
void engram_geo_overlap_free(GeoOverlap* o);
/* subtract(A,B) — ORTHOGONAL-COMPLEMENT residual: project A onto I V_B V_Bᵀ
* (V_B = B's top `b_dims` principal axes) "A with B's framing removed". Returns
* A's residual centroid + residual ellipsoid, the fraction of A's energy that lives
* inside B's subspace, and the centroid-difference vector. b_dims<=0 min(3,nB). */
typedef struct {
int dim;
float* residual_centroid; /* P⊥ c_A (owned) */
float* centroid_diff; /* c_A c_B (owned) */
double centroid_diff_mag;
double variance_explained_by_B; /* (‖Qc_A‖²+Tr(QΣ_A)) / (‖c_A‖²+Tr Σ_A) ∈[0,1]*/
int removed_dims; /* # of B axes used as V_B */
double residual_scale; /* sqrt(Tr(P⊥ Σ_A P⊥)) */
int n_axes; /* residual principal axes (owned) */
GeoAxis* axes;
} GeoResidual;
int engram_geo_subtract(const GeoDescriptor* a, const GeoDescriptor* b,
int b_dims, GeoResidual* out);
void engram_geo_residual_free(GeoResidual* r);
/* set-diff variant of subtract: members in A but not in B + the centroid arrow. */
typedef struct {
char** only_ids; /* member ids in A and not in B (owned) */
int n_only;
int removed; /* |A ∩ B| (dropped) */
float* centroid_diff; /* c_A c_B (dim, owned) */
double centroid_diff_mag;
int dim;
} GeoSetDiff;
int engram_geo_setdiff(const GeoDescriptor* a, const GeoDescriptor* b, GeoSetDiff* out);
void engram_geo_setdiff_free(GeoSetDiff* s);
/* combine(A,B): a merged descriptor — POOLED centroid + POOLED covariance
* (exact law-of-total-variance: the covariance you'd get by concatenating the two
* member clouds), re-eigendecomposed for its principal axes. Members = id-union
* (membership = max). top_axes<=0 8. Returns a malloc'd GeoDescriptor (free with
* engram_geo_free) in the same frame as A, or NULL on error. */
GeoDescriptor* engram_geo_combine(const GeoDescriptor* a, const GeoDescriptor* b,
int top_axes);
/* distance(A,B): centroid L2 + centroid cosine + closed-form Wasserstein-2
* (Bures metric) between the two Gaussians mirrors the proxy's _wasserstein2. */
typedef struct {
double centroid_distance;
double centroid_cosine;
double wasserstein2;
int dim;
} GeoDistance;
int engram_geo_distance(const GeoDescriptor* a, const GeoDescriptor* b, GeoDistance* out);
/* analogy(A,B): orthogonal PROCRUSTES transform min_R ‖A B R‖_F, RᵀR=I (SVD)
* aligning A's principal frame to B's (extent-scaled axes, paired by rank). R is
* returned COMPACTLY as an r×r rotation within the joint axis subspace `basis`
* (r vectors of dim floats); it acts as the identity on the orthogonal complement.
* Apply it to a vector with engram_geo_analogy_apply. */
typedef struct {
int dim;
int r; /* subspace rank; R is r×r */
float* basis; /* r×dim row-major orthonormal basis Q (owned) */
double* R; /* r×r rotation in Q-coords, row-major (owned) */
double residual; /* ‖A B R‖_F over the extent-scaled frames */
} GeoAnalogy;
int engram_geo_analogy(const GeoDescriptor* a, const GeoDescriptor* b, GeoAnalogy* out);
/* out_vec = R·v for v ∈ R^dim: v + Σ_i (R̂c c)_i q_i, c_i = q_i·v. dim floats. */
void engram_geo_analogy_apply(const GeoAnalogy* an, const float* v, float* out_vec);
void engram_geo_analogy_free(GeoAnalogy* an);
/* ═══════════════════════════════════════════════════════════════════════════
* M10 REIFICATION: densely co-wired relational neighborhoods crystallized into
* FIRST-CLASS, PERSISTED store records (design doc §2; memory 885f5945). This is
* NOT a cache it is durable structure. A reified neighborhood is a real store
* NODE (node_type "Neighborhood") that survives restart, is loaded on boot, and
* EVOLVES via supersede+provenance when the pattern shifts. The geometry-priming
* HOT PATH reads these persisted records (never computes geometry on the
* activation path). Ad-hoc/transient geometries still use the on-the-fly
* engram_geometry_descriptor above.
*
* Two record types, both ordinary TLV store nodes (no new on-disk format):
* - "GeoMeanFrame" : the store-wide centering mean, persisted ONCE (emb = mean
* vector, id ENGRAM_GEO_MEANFRAME_ID). Referenced by every
* neighborhood so priming centers against the SAME true mean.
* - "Neighborhood" : one reified neighborhood. emb = the RAW centroid (prototype
* point, so it stays centroid-ANN-able; centered_centroid =
* emb - meanframe). metadata = the compact "GEO1" schema:
* hub id, meanframe ref, scalar shape (radius, total_variance,
* k_core, co_registration, n_embedded), axis EXTENTS (ellipsoid
* half-widths), and the MEMBER list {id -> membership, centrality,
* core}. Member links are also persisted as edges relation="member".
*
* v1 honest simplifications (documented; extensible without migration): axis
* DIRECTION vectors are not persisted (extents capture the ellipsoid scale; the
* directions are recomputable via the on-the-fly descriptor for viz/operators);
* with hebb potentiation ~0 on today's store the "hebb-weighted" degree reduces to
* AUTHORED edge weight, so detected neighborhoods currently reflect authored edges
* the design is unchanged and self-correcting once hebb accrues.
* */
#define ENGRAM_GEO_NBHD_TYPE "Neighborhood"
#define ENGRAM_GEO_MEANFRAME_TYPE "GeoMeanFrame"
#define ENGRAM_GEO_MEANFRAME_ID "geo-meanframe" /* stable id of the singleton */
#define ENGRAM_GEO_NBHD_ID_PREFIX "nbhd-" /* id = nbhd-<hub>-<built_at> */
#define ENGRAM_GEO_MEMBER_RELATION "member"
/* ── One-level nesting (containment DAG). A "super" neighborhood is itself a
* Neighborhood node whose GEO1 metadata carries `level 1` + `c <child_id>` lines
* and which is joined to each child by a "contains" edge (childparent
* "nested-in"). Its id also begins with the "nbhd-" prefix, so the boot path
* routes it into the resident reify index and skips its edges from activation
* adjacency, exactly like a flat neighborhood. */
#define ENGRAM_GEO_SUPER_ID_PREFIX "nbhd-super-"
#define ENGRAM_GEO_SUPER_CONTENT "reified-super-neighborhood"
#define ENGRAM_GEO_CONTAINS_RELATION "contains"
#define ENGRAM_GEO_NESTED_RELATION "nested-in"
/* Per-run counters for the on-beat self-reification operation. All fields are
* out-params filled by engram_geo_reify_store when GeoReifyParams.stats != NULL.
* reified neighborhoods WRITTEN this run (new or materially changed hubs)
* skipped hubs whose signature was UNCHANGED vs their live neighborhood
* (the convergence signal: on a settled store this trends to the
* hub count and `reified` trends to 0 zero appends per beat)
* superseded prior neighborhood records tombstoned into the residue chain
* member_edges relation="member" edges written this run */
typedef struct {
int reified;
int skipped;
int superseded;
int member_edges;
} GeoReifyStats;
typedef struct {
int min_weighted_degree; /* hub qualifies iff strong-edge weighted degree >= this
* (0 = no floor: just rank + take top max_neighborhoods) */
int max_neighborhoods; /* homeostatic budget cap (default 128) */
double cover_membership; /* skip a hub already a member (w>=this) of an accepted
* neighborhood greedy non-redundant cover (default 0.5) */
int persist_member_edges; /* 1 = also write relation="member" edges (default 1) */
GeoParams descriptor; /* per-neighborhood params (top_axes may be 0 = skip eigensolve) */
/* ── SELF-REIFICATION extensions (default 0/NULL = legacy behavior) ──────────
* When these are off, engram_geo_reify_store is byte-for-byte its pre-2026-08-14
* behavior the ENGRAM_SELF_REIFY gate keeps the live binary inert until set. */
int incremental; /* 1 = CHANGE-DETECTION: skip a hub whose neighborhood
* signature (member-set + memberships + coarse geometry)
* is unchanged vs its current live record no re-append,
* no supersede. This is what makes on-beat reification
* idempotent/convergent under the write-barrier. */
int grounded_name; /* 1 = NAME the neighborhood from its most-central member
* labels (grounded, provenance-stamped) instead of the
* fixed content "reified-neighborhood". */
const char* cause; /* supersession CAUSE tag written into the residue chain
* ("autonomous-drift" on the beat, "explicit-override" /
* "rename" for the async manual override). NULL = "reify". */
GeoReifyStats* stats; /* nullable: per-run counters (see above). */
} GeoReifyParams;
/* Defaults: min_weighted_degree=0, max_neighborhoods=128, cover_membership=0.5,
* persist_member_edges=1, descriptor = engram_geo_default_params but top_axes=4,
* max_members=256 (reified neighborhoods stay compact). */
void engram_geo_reify_default_params(GeoReifyParams* p);
/* WRITE PATH (offline / consolidation — NEVER the activation hot path).
* Detect dense hub neighborhoods on the hebb-weighted graph, compute each one's
* CENTERED descriptor ONCE against the true store-wide mean, and PERSIST them as
* first-class records: the GeoMeanFrame (once) + one Neighborhood node per detected
* neighborhood (+ member edges), superseding any prior same-hub record with
* provenance. Read-then-write over `store`. Returns #neighborhoods persisted, or <0.
* Skips existing Neighborhood/GeoMeanFrame nodes when detecting (idempotent re-reify). */
int engram_geo_reify_store(EngramPagedStore* store, VIndex* vindex,
char** vids, int n_vids,
const GeoReifyParams* params);
/* NESTING (one level). Reads the already-persisted flat Neighborhood records,
* agglomerates them by centroid cosine >= `min_cos` into groups, and persists one
* PARENT "super" Neighborhood node per group of >= 2 (geometry = mean of child
* centroids; `contains`/`nested-in` edges to children). Tombstones prior super
* records first (idempotent). Returns #parents persisted, or <0. Run AFTER
* engram_geo_reify_store. `min_cos` <= 0 uses the default (0.30). */
int engram_geo_reify_nest(EngramPagedStore* store, double min_cos);
/* ASYNC EXPLICIT OVERRIDE (degenerate manual case). Rename the live neighborhood
* `nbhd_id` to `new_name`: writes a fresh superseding Neighborhood record that
* carries the SAME geometry + members but the new name, tombstones the prior
* record, and PREPENDS a residue entry (cause="explicit-override", the prior
* name) so the maturation trail is preserved. Never blocks the autonomous beat;
* it simply supersedes whatever the beat last wrote. Returns the new record id
* (caller frees) or NULL on failure (id not a live neighborhood). */
char* engram_geo_neighborhood_rename(EngramPagedStore* store,
const char* nbhd_id, const char* new_name);
/* ── Resident loaded form of the persisted records (boot-time; READ-ONLY) ─────
* The durable Neighborhood/GeoMeanFrame records are the source of truth; this
* index is their LOADED form (like the resident node array is the loaded form of
* the node records, or adjacency the loaded form of edges). It never recomputes
* geometry it parses. Build it by feeding the runtime's boot node scan, or in
* one pass with engram_geo_reify_load. */
typedef struct GeoReifyIndex GeoReifyIndex;
GeoReifyIndex* engram_geo_reify_index_new(void);
/* Feed one store node; if it is a Neighborhood or GeoMeanFrame record it is parsed
* and absorbed (else ignored). The node is BORROWED (copied as needed). 0/<0. */
int engram_geo_reify_index_add(GeoReifyIndex* ix, const StoreNode* n);
/* Build the member->neighborhood hash after all adds. Call once. 0/<0. */
int engram_geo_reify_index_finalize(GeoReifyIndex* ix);
/* One-pass convenience: scan the store and build the finalized index. NULL if the
* store holds no reified records. */
GeoReifyIndex* engram_geo_reify_load(EngramPagedStore* store);
/* A borrowed view of one persisted neighborhood (owned by the index). */
typedef struct {
const char* id;
const char* hub_id;
int n_members;
char* const* member_ids; /* parallel arrays, length n_members */
const double* member_w; /* membership in [0,1] */
double radius;
double co_registration;
int k_core;
int n_embedded;
} GeoNeighborhood;
/* HOT-PATH LOOKUP (no geometry compute): resolve the seed set to the best
* persisted neighborhood the one with the greatest summed seed membership; on a
* miss (no seed is a member of any neighborhood) fall back to the centroid nearest
* the query embedding (centered by the loaded mean frame). q_emb may be NULL (then
* a miss returns NULL). Returns a BORROWED handle (do NOT free) or NULL. */
const GeoNeighborhood* engram_geo_reify_lookup(
const GeoReifyIndex* ix,
const char* const* seed_ids, size_t n_seeds,
const float* q_emb, int q_dim);
/* M10 read-only JSON serializers of the resident reify index (caller owns the
* returned malloc'd string; get_cstr returns NULL when id is not found). */
char* engram_geo_reify_list_cstr(const GeoReifyIndex* ix);
char* engram_geo_reify_get_cstr(const GeoReifyIndex* ix, const char* id);
int engram_geo_reify_count(const GeoReifyIndex* ix);
const float* engram_geo_reify_mean(const GeoReifyIndex* ix, int* dim); /* loaded true mean or NULL */
void engram_geo_reify_index_free(GeoReifyIndex* ix);
#endif /* ENGRAM_GEOMETRY_H */
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/* engram_reason.c — the REASONING layer. Pure compositions over engram_geometry.h.
* stdlib + libm only; READ-ONLY over its descriptor inputs; touches no store/index. */
#include "engram_reason.h"
#include <stdlib.h>
#include <string.h>
#include <math.h>
/* ── small float-vector helpers ─────────────────────────────────────────────── */
static double vdot(const float* a, const float* b, int dim) {
double s = 0; for (int i = 0; i < dim; i++) s += (double)a[i] * (double)b[i]; return s;
}
static double vnorm(const float* a, int dim) { return sqrt(vdot(a, a, dim)); }
static double vcos(const float* a, const float* b, int dim) {
double na = vnorm(a, dim), nb = vnorm(b, dim);
if (na < 1e-12 || nb < 1e-12) return 0.0; /* a null vector ⇒ no direction */
double c = vdot(a, b, dim) / (na * nb);
if (c > 1.0) c = 1.0; if (c < -1.0) c = -1.0;
return c;
}
static double l2(const float* a, const float* b, int dim) {
double s = 0; for (int i = 0; i < dim; i++) { double d = (double)a[i] - (double)b[i]; s += d * d; }
return sqrt(s);
}
/* ═══════════════════════════════════════════ SHARED — point-to-manifold FIT ══ */
int engram_reason_point_fit(const GeoDescriptor* g, const float* x,
double ext_floor, GeoFit* out) {
if (!g || !x || !out || g->dim <= 0 || !g->centroid) return -1;
if (!(ext_floor > 0)) ext_floor = 1.0;
int dim = g->dim;
/* residual r = x centroid */
double rr = 0; /* ‖r‖² */
float* r = malloc((size_t)dim * sizeof(float));
if (!r) return -1;
for (int i = 0; i < dim; i++) { double d = (double)x[i] - (double)g->centroid[i]; r[i] = (float)d; rr += d * d; }
double maha2 = 0, ss_in = 0; /* Mahalanobis² and in-subspace energy */
for (int k = 0; k < g->n_axes; k++) {
const float* ax = g->axes[k].axis; if (!ax) continue;
double proj = vdot(r, ax, dim); /* axes are orthonormal directions */
double den = g->axes[k].extent; if (den < ext_floor) den = ext_floor;
maha2 += (proj / den) * (proj / den);
ss_in += proj * proj;
}
double ortho2 = rr - ss_in; if (ortho2 < 0) ortho2 = 0; /* off-subspace energy */
double dist2 = maha2 + ortho2 / (ext_floor * ext_floor);
out->mahalanobis = sqrt(maha2);
out->ortho_residual = sqrt(ortho2);
out->distance = sqrt(dist2);
out->score = 1.0 / (1.0 + dist2);
free(r);
return 0;
}
/* ═══════════════════════════════════════════════════════════════ ANALOGY ════ */
int engram_reason_analogy(const GeoDescriptor* A, const GeoDescriptor* B,
const GeoDescriptor* C,
const GeoDescriptor* const* candidates, int n_candidates,
GeoAnalogyResult* out) {
if (!A || !B || !C || !out) return -1;
if (!A->centroid || !B->centroid || !C->centroid) return -1;
int dim = A->dim;
if (B->dim != dim || C->dim != dim) return -1;
memset(out, 0, sizeof *out);
out->dim = dim; out->best = -1;
/* Learn R_{A→B}. engram_geo_analogy(X,Y) yields R with apply(R, Y-axis) ≈ X-axis
* (R maps Y's frame X's frame); so R that maps AB is engram_geo_analogy(B,A). */
GeoAnalogy an;
if (engram_geo_analogy(B, A, &an) != 0) return -1;
out->analogy_residual = an.residual;
/* mapped = R·c_C + (c_B R·c_A) : the A→B affine (rotation + residual shift). */
float* RcA = malloc((size_t)dim * sizeof(float));
float* RcC = malloc((size_t)dim * sizeof(float));
out->mapped_point = malloc((size_t)dim * sizeof(float));
if (!RcA || !RcC || !out->mapped_point) { free(RcA); free(RcC); free(out->mapped_point); out->mapped_point = NULL; engram_geo_analogy_free(&an); return -1; }
engram_geo_analogy_apply(&an, A->centroid, RcA);
engram_geo_analogy_apply(&an, C->centroid, RcC);
for (int i = 0; i < dim; i++)
out->mapped_point[i] = (float)((double)RcC[i] + ((double)B->centroid[i] - (double)RcA[i]));
free(RcA); free(RcC);
engram_geo_analogy_free(&an);
/* nearest candidate to the mapped point (centroid L2). */
if (candidates && n_candidates > 0) {
out->n_candidates = n_candidates;
out->distances = malloc((size_t)n_candidates * sizeof(double));
if (!out->distances) return -1;
double best = -1; int bi = -1;
for (int i = 0; i < n_candidates; i++) {
const GeoDescriptor* cd = candidates[i];
double d = (cd && cd->centroid && cd->dim == dim) ? l2(out->mapped_point, cd->centroid, dim) : INFINITY;
out->distances[i] = d;
if (bi < 0 || d < best) { best = d; bi = i; }
}
out->best = bi; out->best_distance = best;
}
return 0;
}
void engram_reason_analogy_free(GeoAnalogyResult* r) {
if (!r) return;
free(r->mapped_point); free(r->distances);
r->mapped_point = NULL; r->distances = NULL;
}
/* ═══════════════════════════════════════════════════════════════ INDUCTION ══ */
int engram_reason_induce(const GeoDescriptor* const* examples, int n_examples,
int top_axes, double ext_floor, GeoInduction* out) {
if (!examples || n_examples < 1 || !out) return -1;
if (top_axes <= 0) top_axes = 8;
memset(out, 0, sizeof *out);
/* fold the examples left→right through the pooled-Gaussian combine. n==1 pools
* the single example with itself (identical cov same shape, id-union = itself). */
GeoDescriptor* acc = engram_geo_combine(examples[0],
examples[n_examples > 1 ? 1 : 0], top_axes);
if (!acc) return -1;
for (int i = 2; i < n_examples; i++) {
GeoDescriptor* nxt = engram_geo_combine(acc, examples[i], top_axes);
engram_geo_free(acc);
if (!nxt) return -1;
acc = nxt;
}
out->rule = acc;
out->n_examples = n_examples;
out->ext_floor = (ext_floor > 0) ? ext_floor
: (acc->radius > 0 ? acc->radius * 0.25 : 1.0);
return 0;
}
double engram_reason_membership(const GeoInduction* ind, const float* x) {
if (!ind || !ind->rule || !x) return -1;
GeoFit f;
if (engram_reason_point_fit(ind->rule, x, ind->ext_floor, &f) != 0) return -1;
return f.score;
}
void engram_reason_induction_free(GeoInduction* out) {
if (!out) return;
if (out->rule) engram_geo_free(out->rule);
out->rule = NULL;
}
/* ═══════════════════════════════════════════════════════════════ ABDUCTION ══ */
int engram_reason_abduce(const float* obs, int dim,
const GeoDescriptor* const* hypotheses, int n,
double ext_floor, GeoAbduction* out) {
if (!obs || !hypotheses || n < 1 || dim <= 0 || !out) return -1;
if (!(ext_floor > 0)) ext_floor = 1.0;
memset(out, 0, sizeof *out);
out->n = n; out->best = -1;
out->scores = malloc((size_t)n * sizeof(double));
out->distances = malloc((size_t)n * sizeof(double));
out->rank = malloc((size_t)n * sizeof(int));
if (!out->scores || !out->distances || !out->rank) { engram_reason_abduction_free(out); return -1; }
double best = -1; int bi = -1;
for (int i = 0; i < n; i++) {
out->rank[i] = i;
const GeoDescriptor* h = hypotheses[i];
GeoFit f;
if (!h || h->dim != dim || engram_reason_point_fit(h, obs, ext_floor, &f) != 0) {
out->scores[i] = 0.0; out->distances[i] = INFINITY;
} else {
out->scores[i] = f.score; out->distances[i] = f.distance;
}
if (bi < 0 || out->scores[i] > best) { best = out->scores[i]; bi = i; }
}
out->best = bi; out->best_score = (bi >= 0) ? out->scores[bi] : 0.0;
/* rank indices best→worst by score (insertion sort — n is small). */
for (int i = 1; i < n; i++) {
int key = out->rank[i]; int j = i - 1;
while (j >= 0 && out->scores[out->rank[j]] < out->scores[key]) { out->rank[j + 1] = out->rank[j]; j--; }
out->rank[j + 1] = key;
}
return 0;
}
void engram_reason_abduction_free(GeoAbduction* out) {
if (!out) return;
free(out->scores); free(out->distances); free(out->rank);
out->scores = NULL; out->distances = NULL; out->rank = NULL;
}
/* ═══════════════════════════════════════════════════════════════════ CAUSAL ══ */
/* |cos| of two descriptors' centroids after removing confounder Z's subspace. */
static double controlled_assoc(const GeoDescriptor* x, const GeoDescriptor* y,
const GeoDescriptor* z) {
GeoResidual rx, ry; double c = 0;
int ox = engram_geo_subtract(x, z, 0, &rx);
int oy = engram_geo_subtract(y, z, 0, &ry);
if (ox == 0 && oy == 0 && rx.residual_centroid && ry.residual_centroid)
c = fabs(vcos(rx.residual_centroid, ry.residual_centroid, x->dim));
if (ox == 0) engram_geo_residual_free(&rx);
if (oy == 0) engram_geo_residual_free(&ry);
return c;
}
int engram_reason_causal(const GeoDescriptor* x, const GeoDescriptor* y,
const GeoDescriptor* const* confounders, int n_conf,
int64_t t_x, int64_t t_y,
double drop_frac, GeoCausal* out) {
if (!x || !y || !out || !x->centroid || !y->centroid || x->dim != y->dim) return -1;
if (!(drop_frac > 0 && drop_frac < 1)) drop_frac = 0.5;
memset(out, 0, sizeof *out);
const double assoc_floor = 0.2; /* below this = no meaningful association */
out->assoc_raw = fabs(vcos(x->centroid, y->centroid, x->dim));
/* control for each confounder; the strongest single explainer wins (min assoc). */
double ctrl = out->assoc_raw;
for (int i = 0; i < n_conf; i++) {
if (!confounders[i]) continue;
double c = controlled_assoc(x, y, confounders[i]);
if (c < ctrl) ctrl = c;
}
out->assoc_controlled = ctrl;
out->temporal_dir = (t_x < t_y) ? 1 : (t_x > t_y) ? -1 : 0;
if (out->assoc_raw < assoc_floor) {
out->verdict = GEO_CAUSAL_NONE;
} else if (ctrl < (1.0 - drop_frac) * out->assoc_raw && ctrl < assoc_floor) {
out->verdict = GEO_CAUSAL_CONFOUNDED; out->confounded = 1;
} else if (out->temporal_dir != 0) {
out->verdict = GEO_CAUSAL_DIRECTED; out->strength = ctrl;
} else {
out->verdict = GEO_CAUSAL_NONE; /* associated + robust but unorientable */
}
return 0;
}
/* ═══════════════════════════════════════════════════════════════════ PLANNING ══ */
int engram_reason_plan(const GeoDescriptor* const* nodes, int n,
int start, int goal, double neighbor_radius,
int use_wasserstein, GeoPlan* out) {
if (!nodes || n < 1 || !out) return -1;
if (start < 0 || start >= n || goal < 0 || goal >= n) return -1;
if (!(neighbor_radius > 0)) return -1;
memset(out, 0, sizeof *out);
/* dense edge weights (i<j symmetric); INFINITY = not adjacent. */
double* W = malloc((size_t)n * (size_t)n * sizeof(double));
if (!W) return -1;
for (int i = 0; i < n; i++) for (int j = 0; j < n; j++) W[(size_t)i * n + j] = (i == j) ? 0.0 : INFINITY;
for (int i = 0; i < n; i++) {
for (int j = i + 1; j < n; j++) {
GeoDistance d;
if (nodes[i] && nodes[j] && engram_geo_distance(nodes[i], nodes[j], &d) == 0) {
double w = use_wasserstein ? d.wasserstein2 : d.centroid_distance;
if (w <= neighbor_radius) { W[(size_t)i * n + j] = w; W[(size_t)j * n + i] = w; }
}
}
}
/* O(n²) Dijkstra. */
double* dist = malloc((size_t)n * sizeof(double));
int* prev = malloc((size_t)n * sizeof(int));
char* done = calloc((size_t)n, 1);
if (!dist || !prev || !done) { free(W); free(dist); free(prev); free(done); return -1; }
for (int i = 0; i < n; i++) { dist[i] = INFINITY; prev[i] = -1; }
dist[start] = 0;
for (int it = 0; it < n; it++) {
int u = -1; double bd = INFINITY;
for (int i = 0; i < n; i++) if (!done[i] && dist[i] < bd) { bd = dist[i]; u = i; }
if (u < 0) break;
done[u] = 1;
if (u == goal) break;
for (int v = 0; v < n; v++) {
double w = W[(size_t)u * n + v];
if (w < INFINITY && !done[v] && dist[u] + w < dist[v]) { dist[v] = dist[u] + w; prev[v] = u; }
}
}
if (dist[goal] < INFINITY) {
int len = 0; for (int v = goal; v != -1; v = prev[v]) len++;
out->path = malloc((size_t)len * sizeof(int));
if (out->path) {
out->path_len = len;
int idx = len - 1;
for (int v = goal; v != -1; v = prev[v]) out->path[idx--] = v;
out->total_cost = dist[goal];
out->reached = 1;
}
}
free(W); free(dist); free(prev); free(done);
return 0;
}
void engram_reason_plan_free(GeoPlan* out) {
if (!out) return;
free(out->path); out->path = NULL;
}
+161
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@@ -0,0 +1,161 @@
/* engram_reason.h — the REASONING layer: compositions over the §5 geometry
* OPERATORS (engram_geometry.h). Where the operators are a relational ALGEBRA over
* neighborhood descriptors, these are reasoning MODES built by CHAINING that algebra:
*
* ANALOGY A:B :: C:? learn the AB transform (Procrustes), apply to C.
* INDUCTION {E_i} rule pool example geometries; a generalizing structure
* + a membership test.
* ABDUCTION x best H the structure whose geometry best PLACES an
* observation in-distribution (inverse of prediction).
* CAUSAL x ? y | Z, t separate mere overlap (correlation) from directed
* influence (temporal precedence + association that
* SURVIVES controlling for confounders via subtract).
* PLANNING start goal a trajectory (sequence of neighborhoods) through the
* manifold: shortest path over geo-distance edges.
*
* PURE + READ-ONLY (stdlib + libm only): every function consumes GeoDescriptor(s)
* (+ a few scalars / timestamps) and NEVER touches the store, index, or activation.
* All geometry is delegated to the engram_geo_* primitives; this file only composes.
*
* FRAME CONTRACT (inherited): descriptors passed together MUST share emb `dim` and
* `global_mean` frame exactly the §5 operator contract. A function returns <0 on
* a dim/frame mismatch or bad argument.
*/
#ifndef ENGRAM_REASON_H
#define ENGRAM_REASON_H
#include <stdint.h>
#include "engram_geometry.h"
/* ═══════════════════════════════════════════════════════════════════════════
* SHARED PRIMITIVE point-to-manifold FIT. How well does a single point x sit
* inside a neighborhood's ellipsoid? Splits the residual (x centroid) into:
* - the IN-SUBSPACE part, scaled by each axis extent a Mahalanobis distance
* (how many "radii" out along the modeled directions), and
* - the ORTHOGONAL part outside the retained axes energy the model does not
* explain at all (charged at the extent floor).
* This is the common engine under INDUCTION's membership test and ABDUCTION's
* explanation ranking. ext_floor (>0) guards zero-extent axes / the null model.
* */
typedef struct {
double mahalanobis; /* sqrt( Σ_k ((a_k·(xc)) / max(ext_k,floor))² ) */
double ortho_residual; /* ‖(xc) projected off the retained axes‖ (raw L2) */
double distance; /* sqrt( maha² + (ortho_residual/floor)² ) — full fit */
double score; /* 1 / (1 + distance²) ∈ (0,1] (1 = dead-center) */
} GeoFit;
int engram_reason_point_fit(const GeoDescriptor* g, const float* x,
double ext_floor, GeoFit* out);
/* ═══════════════════════════════════════════════════════════════════════════
* ANALOGY "A:B :: C:?". Learn the transform that carries A to B (orthogonal
* Procrustes rotation R between their principal frames + the residual translation),
* apply it to C, and return the mapped point + the nearest candidate neighborhood.
* Composes: engram_geo_analogy (R) + engram_geo_analogy_apply + engram_geo_distance.
* */
typedef struct {
int dim;
float* mapped_point; /* predicted D location = R·c_C + (c_B R·c_A) (owned)*/
double analogy_residual;/* Procrustes ‖AB R‖_F — frame-alignment quality */
int best; /* index of nearest candidate to mapped_point, or 1 */
double best_distance; /* centroid L2 from mapped_point to the winner */
int n_candidates;
double* distances; /* centroid L2 mapped_point→candidate[i] (owned)*/
} GeoAnalogyResult;
/* candidates may be NULL/0 (then best=1 and only mapped_point is filled). */
int engram_reason_analogy(const GeoDescriptor* A, const GeoDescriptor* B,
const GeoDescriptor* C,
const GeoDescriptor* const* candidates, int n_candidates,
GeoAnalogyResult* out);
void engram_reason_analogy_free(GeoAnalogyResult* r);
/* ═══════════════════════════════════════════════════════════════════════════
* INDUCTION from a SET of example neighborhoods to the generalizing structure.
* Pools the examples (law-of-total-variance via engram_geo_combine, folded left to
* right) into a single "rule" descriptor whose top principal axes are the directions
* CONSISTENTLY present across the examples (the shared subspace surfaces as the
* dominant pooled axes; idiosyncratic per-example directions fall to the tail).
* The rule carries a membership test (point-to-manifold fit against the pool).
* */
typedef struct {
GeoDescriptor* rule; /* induced generalizing geometry (owned; geo_free) */
double ext_floor; /* extent floor used by the membership test */
int n_examples;/* how many examples were pooled */
} GeoInduction;
/* top_axes<=0 → 8. ext_floor<=0 → derived from the pooled radius. */
int engram_reason_induce(const GeoDescriptor* const* examples, int n_examples,
int top_axes, double ext_floor, GeoInduction* out);
/* Membership of a point in the induced rule ∈ (0,1] (the fit score). <0 on error. */
double engram_reason_membership(const GeoInduction* ind, const float* x);
void engram_reason_induction_free(GeoInduction* out);
/* ═══════════════════════════════════════════════════════════════════════════
* ABDUCTION inference to the best explanation. Given an observation POINT, rank a
* set of candidate structures by how well each PLACES the observation in-distribution
* (min point-to-manifold distance = the structure that, if assumed, best accounts for
* the observation). The inverse of prediction.
* */
typedef struct {
int best; /* index of best-explaining hypothesis, or 1 */
double best_score;
int n;
double* scores; /* fit score per hypothesis (higher = better) (owned)*/
double* distances; /* explanation distance per hypothesis (owned)*/
int* rank; /* hypothesis indices sorted best→worst (owned)*/
} GeoAbduction;
int engram_reason_abduce(const float* obs, int dim,
const GeoDescriptor* const* hypotheses, int n,
double ext_floor, GeoAbduction* out);
void engram_reason_abduction_free(GeoAbduction* out);
/* ═══════════════════════════════════════════════════════════════════════════
* CAUSAL correlation vs causation. Over two variables' geometries (+ candidate
* confounders + temporal order), distinguish:
* - mere co-occurrence / overlap (correlation), from
* - directed influence: association that (a) SURVIVES controlling for confounders
* (subtract each Z's subspace from both centroids, re-measure) and (b) is oriented
* by temporal PRECEDENCE.
* Composes: centroid cosine (correlation) + engram_geo_subtract (control) + timestamps.
* */
typedef enum {
GEO_CAUSAL_NONE = 0, /* no meaningful association */
GEO_CAUSAL_DIRECTED = 1, /* survives control + temporally ordered → cause→eff */
GEO_CAUSAL_CONFOUNDED = 2 /* correlated but association dies under control */
} GeoCausalVerdict;
typedef struct {
double assoc_raw; /* |cos(c_x,c_y)| — the raw correlation */
double assoc_controlled; /* |cos| of residual centroids after control */
int temporal_dir; /* +1 x→y, 1 y→x, 0 tie/unknown */
GeoCausalVerdict verdict;
int confounded; /* 1 iff verdict==CONFOUNDED (the flag) */
double strength; /* directed influence estimate ∈[0,1] (0 else)*/
} GeoCausal;
/* confounders may be NULL/0. t_x,t_y are comparable timestamps (any monotone unit);
* pass equal values for "unknown order". drop_frac(0,1): a controlled association
* below (1drop_frac)·assoc_raw AND below an absolute floor CONFOUNDED. */
int engram_reason_causal(const GeoDescriptor* x, const GeoDescriptor* y,
const GeoDescriptor* const* confounders, int n_conf,
int64_t t_x, int64_t t_y,
double drop_frac, GeoCausal* out);
/* ═══════════════════════════════════════════════════════════════════════════
* PLANNING trajectory construction. Given a set of neighborhoods (manifold nodes),
* a start and a goal, build a PATH (sequence of intermediate neighborhoods) by
* shortest path over the graph whose edges connect neighborhoods within
* neighbor_radius, weighted by geo-distance. Long straight jumps are not edges, so
* the path follows the manifold's curvature through intermediates (a discrete geodesic).
* Composes: engram_geo_distance (edge weights) + Dijkstra.
* */
typedef struct {
int* path; /* node indices start..goal (owned) */
int path_len;
double total_cost; /* summed centroid-distance edge weights along path */
int reached; /* 1 if goal reachable within neighbor_radius graph */
} GeoPlan;
/* neighbor_radius>0: max centroid distance for two neighborhoods to be adjacent.
* Use "wasserstein"!=0 to weight edges by Wasserstein-2 instead of centroid L2. */
int engram_reason_plan(const GeoDescriptor* const* nodes, int n,
int start, int goal, double neighbor_radius,
int use_wasserstein, GeoPlan* out);
void engram_reason_plan_free(GeoPlan* out);
#endif /* ENGRAM_REASON_H */
File diff suppressed because it is too large Load Diff
+109
View File
@@ -209,6 +209,41 @@ int store_scan_edges(EngramPagedStore* s, StoreEdgeScanCb cb, void* ctx);
uint64_t engram_wal_next_lsn(const EngramPagedStore* s);
uint64_t engram_last_checkpoint_lsn(const EngramPagedStore* s);
/* ── M4: demand-paging buffer pool (additive residency; on-disk format UNCHANGED) ──
*
* The write-back, no-steal cache of M2 becomes a bounded, demand-paged buffer
* pool. A fixed frame budget (env ENGRAM_POOL_FRAMES; 0 = unlimited; default
* large whole store resident identical to Phase 1) keeps only hot pages in
* RAM; a page access that is not resident faults in from neuron.egm, and under
* pressure a CLEAN, unpinned frame is evicted (LRU). Dirty frames are never
* stolen (M2 no-steal / WAL durability), and superblocks + index root/interior
* pages are auto-pinned. Prefetch (env ENGRAM_PREFETCH) reads ahead on scans. */
/* Pin / unpin an individual page (faults it in and keeps it resident until
* unpinned). Pin a hot layer's pages (WM/core) as a set. Idempotent counts. */
int store_pin_page(EngramPagedStore* s, uint64_t page_id);
int store_unpin_page(EngramPagedStore* s, uint64_t page_id);
int store_pin_layer(EngramPagedStore* s, uint32_t layer); /* returns #pages pinned */
int store_unpin_layer(EngramPagedStore* s, uint32_t layer);
/* Buffer-pool introspection. */
typedef struct StorePoolStats {
size_t cap; /* frame budget (0 = unlimited) */
size_t resident; /* frames currently resident */
size_t pinned; /* frames that cannot be evicted (dirty/pinned/structural) */
size_t dirty; /* dirty (un-checkpointed) frames */
unsigned prefetch; /* read-ahead window */
uint64_t hits, misses; /* page_read cache hits / demand faults */
uint64_t evictions; /* clean frames reclaimed */
uint64_t prefetch_reads; /* pages brought in by read-ahead */
} StorePoolStats;
void store_pool_stats(const EngramPagedStore* s, StorePoolStats* out);
int store_pool_resident(const EngramPagedStore* s, uint64_t page_id);
/* Test hooks: set the frame budget / prefetch window at runtime (NOT format). */
void store__set_pool_frames(EngramPagedStore* s, size_t frames);
void store__set_prefetch(EngramPagedStore* s, unsigned window);
/* Crash-test hooks (writes only under a throwaway dir).
* store__crash abandon all RAM state without flush/fsync (power loss).
* store__flush_pages pwrite dirty pages to disk WITHOUT a checkpoint (steal).
@@ -218,4 +253,78 @@ void store__crash(EngramPagedStore* s);
int store__flush_pages(EngramPagedStore* s);
int store__checkpoint_crashat(EngramPagedStore* s, int phase);
/* ── M5: online compaction + background checkpointer (additive; format UNCHANGED) ──
*
* COMPACTION reclaims the space held by DEAD records tombstoned nodes/edges
* (telemetry prune, forget), superseded ids, and the stale prior versions a
* re-put/hebb-batch leaves behind plus the overflow pages they orphaned. It
* rewrites only the LIVE records (bit-exact) into a fresh, densely packed image
* with fresh id + adjacency indexes, then commits the swap atomically, so the
* .egm file physically SHRINKS and the freed pages are reclaimed. Crash-safe:
* a crash at any instant recovers to either the pre- or the post-compaction
* store, never a corrupt mix (atomic rename is the commit point). It cooperates
* with the M4 pool (no-steal, pins) by building into a separate store whose own
* pool honours ENGRAM_POOL_FRAMES, then INVALIDATING every frame of the live
* pool so no stale frame survives for a relocated page.
*
* Requires a quiesce point: store_compact performs a checkpoint (or sync) at
* entry, so it is called between mutations, not concurrently with one. */
int store_compact(EngramPagedStore* s);
/* Test hook: run compaction but stop (then power-loss) after `phase`:
* 0 = after the entry checkpoint, before building ( recovers pre-compaction)
* 1 = after building+fsync the new image, before rename ( pre-compaction)
* 2 = after the atomic rename, before reopening RAM state ( post-compaction)
* phase<0 = full compaction. Frees `s` on a crash phase (like the checkpoint hook). */
int store__compact_crashat(EngramPagedStore* s, int phase);
/* BACKGROUND CHECKPOINTER policy. A checkpoint fires automatically on the write
* path when ANY armed trigger trips, reclaiming the WAL prefix without an explicit
* engram_checkpoint. 0 disables that trigger. Same checkpoint semantics as M2.
* ops mutations since last checkpoint (default 100000)
* dirty_pages dirty (un-checkpointed) pool frames
* wal_bytes bytes appended to the WAL since it was last reclaimed
* interval_ms wall-clock ms since the last checkpoint (checked on writes) */
void store_set_checkpoint_policy(EngramPagedStore* s, uint64_t ops,
size_t dirty_pages, uint64_t wal_bytes,
long long interval_ms);
/* Introspection: number of pages currently on the free-list. */
uint64_t store_free_page_count(const EngramPagedStore* s);
/* ── CCR §4 managed-memory layer (write-barrier + minor GC + observability) ─────
*
* All flag-gated at store open (default OFF byte-for-byte legacy behaviour):
* ENGRAM_WRITE_BARRIER=1 arm the durable-content write-barrier: a store_put_node
* whose DURABLE fields (content/type/label/tier/tags/metadata/importance/
* confidence/decay/layer/emb) are byte-identical to the last persisted copy
* is SKIPPED entirely no LSN, no WAL, no record, no tombstone. This kills
* the ~99.78% checkpoint full-walk garbage at the source (ephemeral
* activation/WM state is intentionally not re-persisted on think-only cycles).
* ENGRAM_GC=1 (a) node re-puts supersede prior copies (mark DEAD, as edges do)
* so stale versions become reclaimable, and (b) a MINOR GC runs at the head
* of every checkpoint, returning whole dead NODE/EDGE pages to the free list.
* The MAJOR GC is the existing merge-safe store_compact (schedule on a dead-ratio
* threshold from the soul). */
/* Run one minor-GC sweep now: reclaim whole dead NODE/EDGE pages to the free list.
* Returns the number of pages reclaimed (>=0). Safe to call between mutations;
* automatically invoked at each checkpoint when ENGRAM_GC is armed. */
int store_minor_gc(EngramPagedStore* s);
/* GC / cache observability census (CCR §4.4). Page tallies are point-in-time;
* the *_writes / *_skips / *_runs / *_reclaimed counters are cumulative since open. */
typedef struct StoreGcStats {
uint64_t node_pages, edge_pages, index_pages, overflow_pages, free_pages;
uint64_t live_nodes, live_edges; /* live slots on NODE / EDGE pages */
uint64_t dead_slots; /* superseded/tombstoned slots awaiting reclaim */
uint64_t live_bytes, dead_bytes; /* on-page record bytes, live vs dead */
uint64_t durable_writes; /* node puts that actually appended a record */
uint64_t barrier_skips; /* node puts skipped by the write-barrier */
uint64_t minor_gc_runs; /* minor-GC invocations */
uint64_t pages_reclaimed; /* whole pages returned to the free list by minor GC */
int barrier_on, gc_on; /* which gates are armed */
} StoreGcStats;
void store_gc_stats(EngramPagedStore* s, StoreGcStats* out);
#endif /* ENGRAM_STORE_H */
+157
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@@ -0,0 +1,157 @@
/* engram_verify.c — the VERIFIER layer. Pure compositions over engram_reason.h +
* engram_geometry.h. stdlib + libm only; READ-ONLY over its inputs; touches no
* store/index/activation. See engram_verify.h for the design and the frame contract. */
#include "engram_verify.h"
#include <stdlib.h>
#include <string.h>
#include <math.h>
/* ── small float-vector helpers (mirror engram_reason.c) ────────────────────── */
static double vdot(const float* a, const float* b, int dim) {
double s = 0; for (int i = 0; i < dim; i++) s += (double)a[i] * (double)b[i]; return s;
}
static double l2(const float* a, const float* b, int dim) {
double s = 0; for (int i = 0; i < dim; i++) { double d = (double)a[i] - (double)b[i]; s += d * d; }
return sqrt(s);
}
/* ═══════════════════════════════════════════════════════ GROUNDING ══════════ */
int engram_verify_grounding(const float* claim, int dim,
const GeoDescriptor* const* evidence, int n_evidence,
double ext_floor, double ground_threshold,
GeoGrounding* out) {
if (!claim || dim <= 0 || !evidence || n_evidence < 1 || !out) return -1;
if (!(ext_floor > 0)) ext_floor = 1.0;
if (!(ground_threshold > 0 && ground_threshold < 1)) ground_threshold = 0.5;
memset(out, 0, sizeof *out);
out->n_evidence = n_evidence;
out->best = -1;
out->nearest_centroid_l2 = INFINITY;
out->scores = malloc((size_t)n_evidence * sizeof(double));
if (!out->scores) return -1;
double best = -1;
for (int i = 0; i < n_evidence; i++) {
const GeoDescriptor* e = evidence[i];
GeoFit f;
if (!e || e->dim != dim || !e->centroid ||
engram_reason_point_fit(e, claim, ext_floor, &f) != 0) {
out->scores[i] = 0.0;
continue;
}
out->scores[i] = f.score;
double cl2 = l2(claim, e->centroid, dim);
if (cl2 < out->nearest_centroid_l2) out->nearest_centroid_l2 = cl2;
if (out->best < 0 || f.score > best) {
best = f.score;
out->best = i;
out->grounding = f.score;
out->best_distance = f.distance;
out->best_ortho = f.ortho_residual;
}
}
if (out->best < 0) { out->grounding = 0.0; out->best_distance = INFINITY; }
out->grounded = (out->grounding >= ground_threshold) ? 1 : 0;
return 0;
}
void engram_verify_grounding_free(GeoGrounding* out) {
if (!out) return;
free(out->scores); out->scores = NULL;
}
/* ═══════════════════════════════════════════════════════ CONSISTENCY ════════ */
int engram_verify_consistency(const float* claim, int dim,
const GeoDescriptor* context,
const GeoDescriptor* pole_pos, const GeoDescriptor* pole_neg,
const GeoDescriptor* forbidden,
double ext_floor, double deadzone_frac,
double forbidden_thresh, double max_distance,
GeoConsistency* out) {
if (!claim || dim <= 0 || !out) return -1;
if (!(ext_floor > 0)) ext_floor = 1.0;
if (!(deadzone_frac >= 0 && deadzone_frac < 1)) deadzone_frac = 0.10;
if (!(forbidden_thresh > 0 && forbidden_thresh < 1)) forbidden_thresh = 0.5;
memset(out, 0, sizeof *out);
out->verdict = GEO_CONSIST_OK;
out->consistency = 1.0;
int do_polarity = (pole_pos && pole_neg);
int do_distance = (max_distance > 0);
if ((do_polarity || do_distance) &&
(!context || context->dim != dim || !context->centroid)) return -1;
if (do_polarity && (pole_pos->dim != dim || pole_neg->dim != dim ||
!pole_pos->centroid || !pole_neg->centroid)) return -1;
if (forbidden && (forbidden->dim != dim || !forbidden->centroid)) return -1;
double pol_score = 1.0, geo_score = 1.0;
/* ── (a) POLARITY / negation inversion ─────────────────────────────────── */
if (do_polarity) {
/* axis p = (c_pos c_neg); midpoint o = ½(c_pos + c_neg). */
float* p = malloc((size_t)dim * sizeof(float));
float* o = malloc((size_t)dim * sizeof(float));
if (!p || !o) { free(p); free(o); return -1; }
double pn2 = 0;
for (int i = 0; i < dim; i++) {
double dpos = (double)pole_pos->centroid[i], dneg = (double)pole_neg->centroid[i];
p[i] = (float)(dpos - dneg);
o[i] = (float)(0.5 * (dpos + dneg));
pn2 += (dpos - dneg) * (dpos - dneg);
}
double pn = sqrt(pn2);
out->polarity_separation = 0.5 * pn;
if (pn > 1e-12) {
/* signed positions along the axis (projection of (x o) onto unit p). */
float* cdo = malloc((size_t)dim * sizeof(float)); /* claim o */
float* rdo = malloc((size_t)dim * sizeof(float)); /* context o */
if (!cdo || !rdo) { free(p); free(o); free(cdo); free(rdo); return -1; }
for (int i = 0; i < dim; i++) {
cdo[i] = (float)((double)claim[i] - (double)o[i]);
rdo[i] = (float)((double)context->centroid[i] - (double)o[i]);
}
double claim_side = vdot(cdo, p, dim) / pn; /* units: emb-space length */
double ref_side = vdot(rdo, p, dim) / pn;
out->polarity_claim = claim_side;
out->polarity_reference = ref_side;
double dz = deadzone_frac * out->polarity_separation; /* neutral band */
if (fabs(claim_side) > dz && fabs(ref_side) > dz &&
(claim_side > 0) != (ref_side > 0)) {
out->inverted = 1;
pol_score = 0.0; /* opposite poles ⇒ zero consistency */
} else if (fabs(claim_side) <= dz || fabs(ref_side) <= dz) {
pol_score = 0.5; /* neutral / undecided */
} else {
pol_score = 1.0; /* same pole ⇒ consistent */
}
free(cdo); free(rdo);
}
free(p); free(o);
}
/* ── (b) GEOMETRIC contradiction ───────────────────────────────────────── */
if (forbidden) {
GeoFit f;
if (engram_reason_point_fit(forbidden, claim, ext_floor, &f) == 0) {
out->forbidden_fit = f.score;
if (f.score >= forbidden_thresh) {
out->geo_violation = 1;
double g = 1.0 - f.score; if (g < 0) g = 0;
if (g < geo_score) geo_score = g;
}
}
}
if (do_distance) {
out->context_distance = l2(claim, context->centroid, dim);
if (out->context_distance > max_distance) {
out->geo_violation = 1;
geo_score = 0.0;
}
}
/* ── verdict + scalar (polarity is the headline; both flags stay visible) ─ */
out->consistency = (pol_score < geo_score) ? pol_score : geo_score;
if (out->inverted) out->verdict = GEO_CONSIST_POLARITY;
else if (out->geo_violation) out->verdict = GEO_CONSIST_GEOMETRIC;
else out->verdict = GEO_CONSIST_OK;
return 0;
}
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/* engram_verify.h — the VERIFIER layer: GROUNDING + CONSISTENCY over the live
* geometry (engram_geometry.h) and reasoning (engram_reason.h) operators.
*
* The geometry PROPOSES (cheap, creative, sometimes wrong); the verifier DISPOSES.
* This layer catches the class of failure a grammar check never sees: a fluent,
* confident, WRONG output the "plausible lie". The motivating case: a translation
* that DELETED a negation so "you never fought" became "you argued" reassurance
* inverted into accusation, grammatical and invisible, catchable ONLY by the geometry.
*
* GROUNDING claim is there ANY real structure that supports it, or is it
* floating free of the manifold? (anti-hallucination gate)
* CONSISTENCY claim does it CONTRADICT the established structure? Two catches:
* (a) POLARITY: the claim lands on the OPPOSITE side of a negation
* axis from the grounded truth (the reassuranceaccusation catch),
* (b) GEOMETRIC: the claim sits inside a region it must be far from,
* or violates a max-distance constraint to its context.
*
* PURE + READ-ONLY (stdlib + libm only): every function consumes a claim POINT
* (float* in R^dim) plus GeoDescriptor(s), and NEVER touches the store, index, or
* activation. All geometry is delegated to engram_reason_point_fit / engram_geo_*;
* this file only composes and applies thresholds.
*
* FRAME CONTRACT (inherited): the claim point and every descriptor passed together
* MUST share emb `dim` and the same `global_mean` frame exactly the §5 operator
* contract. A function returns <0 on a dim/frame mismatch or bad argument.
*/
#ifndef ENGRAM_VERIFY_H
#define ENGRAM_VERIFY_H
#include "engram_geometry.h"
#include "engram_reason.h"
/* ═══════════════════════════════════════════════════════════════════════════
* GROUNDING anti-hallucination. Score how well a claimed POINT is supported by
* the ACTUAL structure: fit the claim against every real evidence neighborhood
* (engram_reason_point_fit in-distribution Mahalanobis + off-model orthogonal
* residual) and take the BEST supporter. A claim that sits inside real structure
* scores high (grounded); a claim floating far from every neighborhood scores low
* on all of them flagged UNGROUNDED (a hallucination).
*
* This is an ABSOLUTE-THRESHOLD gate, deliberately distinct from ABDUCTION (which
* always RANKS and picks a winner among competing hypotheses): grounding asks the
* prior question "is there any real support at all?" and is allowed to answer no.
* The off-model `ortho_residual` is the sharpest hallucination signal: energy in a
* direction the manifold does not even span.
* */
typedef struct {
double grounding; /* ∈[0,1]: overall support = best fit score */
int grounded; /* 1 iff grounding >= ground_threshold */
int best; /* index of best-supporting evidence structure, or 1 */
double best_distance; /* full point-to-manifold distance to the best */
double best_ortho; /* off-model orthogonal residual of the best fit */
double nearest_centroid_l2;/* raw L2 to the nearest evidence centroid (coarse) */
int n_evidence;
double* scores; /* per-evidence fit score, higher = better (owned)*/
} GeoGrounding;
/* ext_floor>0 guards zero-extent axes (default 1.0). ground_threshold∈(0,1): the
* minimum best-fit score to call the claim grounded (default 0.5). */
int engram_verify_grounding(const float* claim, int dim,
const GeoDescriptor* const* evidence, int n_evidence,
double ext_floor, double ground_threshold,
GeoGrounding* out);
void engram_verify_grounding_free(GeoGrounding* out);
/* ═══════════════════════════════════════════════════════════════════════════
* CONSISTENCY contradiction detection. Does the claim contradict the established
* structure? Two independent sub-checks (either can fire; both flags are reported):
*
* (a) POLARITY / negation inversion. A polarity axis p is defined by two REAL
* poles pole_pos (asserts X) and pole_neg (asserts ¬X):
* p = (c_pos c_neg)/· , midpoint o = ½(c_pos + c_neg).
* The claim's side = p·(claim o); the reference's side = p·(c_context o).
* If the two sides have OPPOSITE sign AND both clear the neutral deadzone, the
* claim asserts the polarity opposite to the grounded truth INVERSION flagged.
* This is the "you never fought""you argued" catch: the truth ("never fought")
* sits on the negate pole, the claim ("argued") on the affirm pole opposite
* sides flagged, though every word is grammatical.
*
* (b) GEOMETRIC contradiction. The claim sits INSIDE a `forbidden` region it must
* be far from (point_fit score to forbidden forbidden_thresh), OR it violates
* a max-distance constraint to its context centroid (L2 > max_distance).
*
* pole_pos/pole_neg may both be NULL to skip the polarity check; forbidden may be
* NULL and max_distance0 to skip the geometric check. `context` (the grounded truth
* region) is required whenever polarity or the distance constraint is used.
* */
typedef enum {
GEO_CONSIST_OK = 0, /* consistent with context */
GEO_CONSIST_POLARITY = 1, /* polarity/negation inversion (asserts ¬X where X) */
GEO_CONSIST_GEOMETRIC = 2 /* geometric contradiction (in forbidden / too far) */
} GeoConsistencyVerdict;
typedef struct {
GeoConsistencyVerdict verdict; /* headline (polarity takes precedence) */
double consistency; /* ∈[0,1]: min over the checks (1 = fully consistent)*/
/* polarity sub-check */
int inverted; /* 1 iff a polarity inversion was detected */
double polarity_claim; /* p·(claim o) (signed position on the axis)*/
double polarity_reference; /* p·(c_context o) (the grounded truth's side) */
double polarity_separation; /* ½‖c_pos c_neg‖ (the axis half-length / scale)*/
/* geometric sub-check */
int geo_violation; /* 1 iff a geometric contradiction was detected */
double forbidden_fit; /* claim's point_fit score to the forbidden region*/
double context_distance; /* L2(claim, c_context) */
} GeoConsistency;
/* ext_floor>0 (default 1.0). deadzone_frac∈[0,1): a polarity side within
* deadzone_frac·separation of the midpoint is "neutral" and never triggers inversion
* (default 0.10). forbidden_thresh(0,1): fit-to-forbidden at/above which the claim
* counts as inside the forbidden region (default 0.5). max_distance>0 enables the
* distance constraint; 0 disables it. */
int engram_verify_consistency(const float* claim, int dim,
const GeoDescriptor* context,
const GeoDescriptor* pole_pos, const GeoDescriptor* pole_neg,
const GeoDescriptor* forbidden,
double ext_floor, double deadzone_frac,
double forbidden_thresh, double max_distance,
GeoConsistency* out);
#endif /* ENGRAM_VERIFY_H */
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/* engram_vindex.c — HNSW ANN index over f32 embedding vectors (design §9 M8).
*
* Self-contained: plain C11, stdlib + libm (-lm for sqrtf/logf) only. No
* dependency on el_runtime; the store is read via its PERMANENT on-disk format
* (design §2.4), decoded read-only here so engram_store.{c,h} stay untouched.
*
* Algorithm: Malkov & Yashunin, "Efficient and robust approximate nearest
* neighbor search using Hierarchical Navigable Small World graphs" (2016).
* - multi-layer graph; level ~ Exp(1/ln M), assigned by a per-node seeded PRNG
* (deterministic: seed = FIXED_SEED ^ node_ordinal) so a rebuild is bit-for-
* bit reproducible regardless of wall-clock or global rand() state.
* - greedy descent through upper layers to an entry point, then an ef-bounded
* best-first search at each layer (Algorithm 2).
* - neighbour selection by the diversity heuristic (Algorithm 4), not plain
* k-nearest, with keep-pruned backfill for connectivity.
* - bidirectional links; a neighbour whose degree exceeds M (2M on layer 0) is
* re-pruned with the same heuristic.
*
* Metric: vectors are L2-normalised on entry, so cosine similarity == dot
* product; distance = 1 - dot (in [0,2], smaller == nearer). Deterministic tie-
* breaks are by element index so results are stable across identical builds.
*/
#include "engram_vindex.h"
#include <stdlib.h>
#include <string.h>
#include <math.h>
#include <stdio.h>
#include <stdint.h>
#include <unistd.h>
#include <fcntl.h>
#include <sys/stat.h>
/* Deterministic PRNG seed base (fixed constant — never wall-clock/rand). */
#define VINDEX_FIXED_SEED 0x9E3779B97F4A7C15ULL
/* ── deterministic PRNG (splitmix64) ──────────────────────────────────────── */
static inline uint64_t splitmix64(uint64_t* s){
uint64_t z = (*s += 0x9E3779B97F4A7C15ULL);
z = (z ^ (z >> 30)) * 0xBF58476D1CE4E5B9ULL;
z = (z ^ (z >> 27)) * 0x94D049BB133111EBULL;
return z ^ (z >> 31);
}
/* Uniform double in (0,1]. */
static inline double sm_uniform(uint64_t* s){
/* 53-bit mantissa; +1 keeps it in (0,1] so log() never sees 0. */
return ((double)((splitmix64(s) >> 11) + 1)) * (1.0 / 9007199254740993.0);
}
/* ── element + index structures ───────────────────────────────────────────── */
typedef struct {
int count;
int cap;
int* ids; /* neighbour element indices */
} NeighList;
typedef struct {
uint64_t node_id;
int level; /* top layer this element appears on (>=0) */
float* vec; /* dim floats, L2-normalised */
NeighList* links; /* level+1 lists; links[l] = neighbours at layer l */
} Elem;
struct VIndex {
int dim;
int M; /* max neighbours per node, upper layers */
int M0; /* == 2*M, layer 0 */
int ef_construction;
double mL; /* level normaliser = 1/ln(M) */
Elem* elems;
size_t n;
size_t cap;
int entry; /* entry-point element index, -1 if empty */
int max_level; /* current top layer */
/* scratch: version-stamped visited set (O(1) reset). */
uint32_t* visited;
uint32_t visit_epoch;
size_t visited_cap;
};
/* ── small helpers ────────────────────────────────────────────────────────── */
static float* vec_normalise_copy(const float* v, int dim){
float* out = (float*)malloc((size_t)dim * sizeof(float));
if (!out) return NULL;
double ss = 0.0;
for (int i=0;i<dim;i++) ss += (double)v[i]*(double)v[i];
if (ss > 0.0){
float inv = (float)(1.0 / sqrt(ss));
for (int i=0;i<dim;i++) out[i] = v[i]*inv;
} else {
for (int i=0;i<dim;i++) out[i] = 0.0f; /* zero vector stays zero */
}
return out;
}
/* Cosine distance between two normalised vectors: 1 - dot. In [0,2].
* Float accumulation in 4 lanes so the compiler auto-vectorises the hot path
* (this is the dominant cost of both build and search). */
static float vdist(const VIndex* ix, const float* a, const float* b){
int dim = ix->dim;
float s0=0,s1=0,s2=0,s3=0;
int i=0;
for (; i+4<=dim; i+=4){
s0 += a[i]*b[i]; s1 += a[i+1]*b[i+1];
s2 += a[i+2]*b[i+2]; s3 += a[i+3]*b[i+3];
}
float dot = (s0+s1)+(s2+s3);
for (; i<dim; i++) dot += a[i]*b[i];
return 1.0f - dot;
}
static int nl_push(NeighList* nl, int id){
if (nl->count == nl->cap){
int nc = nl->cap ? nl->cap*2 : 4;
int* np = (int*)realloc(nl->ids, (size_t)nc*sizeof(int));
if (!np) return -1;
nl->ids = np; nl->cap = nc;
}
nl->ids[nl->count++] = id;
return 0;
}
/* ── binary heaps over (dist,elem) pairs ──────────────────────────────────── */
typedef struct { float d; int e; } Pair;
typedef struct { Pair* a; int n, cap; } Heap;
static int heap_reserve(Heap* h, int need){
if (need <= h->cap) return 0;
int nc = h->cap ? h->cap*2 : 16;
while (nc < need) nc *= 2;
Pair* na = (Pair*)realloc(h->a, (size_t)nc*sizeof(Pair));
if (!na) return -1;
h->a = na; h->cap = nc; return 0;
}
/* Order predicate: for a MAX-heap on distance, "higher priority" = larger dist;
* ties broken by larger element index (deterministic + stable). is_max selects. */
static inline int pair_before(Pair x, Pair y, int is_max){
if (x.d != y.d) return is_max ? (x.d > y.d) : (x.d < y.d);
return is_max ? (x.e > y.e) : (x.e < y.e);
}
static int heap_push(Heap* h, Pair v, int is_max){
if (heap_reserve(h, h->n+1)) return -1;
int i = h->n++;
h->a[i] = v;
while (i > 0){
int p = (i-1)/2;
if (pair_before(h->a[i], h->a[p], is_max)){
Pair t=h->a[i]; h->a[i]=h->a[p]; h->a[p]=t; i=p;
} else break;
}
return 0;
}
static Pair heap_pop(Heap* h, int is_max){
Pair top = h->a[0];
h->a[0] = h->a[--h->n];
int i = 0;
for (;;){
int l=2*i+1, r=2*i+2, best=i;
if (l<h->n && pair_before(h->a[l], h->a[best], is_max)) best=l;
if (r<h->n && pair_before(h->a[r], h->a[best], is_max)) best=r;
if (best==i) break;
Pair t=h->a[i]; h->a[i]=h->a[best]; h->a[best]=t; i=best;
}
return top;
}
/* ── visited set ──────────────────────────────────────────────────────────── */
static int visited_ensure(VIndex* ix){
if (ix->visited_cap >= ix->cap && ix->visited) return 0;
size_t nc = ix->cap ? ix->cap : 16;
uint32_t* nv = (uint32_t*)realloc(ix->visited, nc*sizeof(uint32_t));
if (!nv) return -1;
if (nc > ix->visited_cap) memset(nv + ix->visited_cap, 0, (nc-ix->visited_cap)*sizeof(uint32_t));
ix->visited = nv; ix->visited_cap = nc;
return 0;
}
static inline void visited_reset(VIndex* ix){
if (++ix->visit_epoch == 0){ /* wrapped: clear all */
memset(ix->visited, 0, ix->visited_cap*sizeof(uint32_t));
ix->visit_epoch = 1;
}
}
static inline int is_visited(VIndex* ix, int e){ return ix->visited[e]==ix->visit_epoch; }
static inline void mark_visited(VIndex* ix, int e){ ix->visited[e]=ix->visit_epoch; }
/* ── search one layer (Algorithm 2): best-first, ef-bounded ───────────────── */
/* Returns results as an unsorted Heap (max-heap on distance, size<=ef). Caller
* owns res->a. `q` is a normalised query. */
static int search_layer(VIndex* ix, const float* q, const int* eps, int neps,
int ef, int layer, Heap* res /*out, max-heap*/){
Heap cand = {0,0,0}; /* min-heap: nearest to expand */
res->a=NULL; res->n=0; res->cap=0;
visited_reset(ix);
for (int i=0;i<neps;i++){
int e = eps[i];
if (is_visited(ix,e)) continue;
mark_visited(ix,e);
float d = vdist(ix, q, ix->elems[e].vec);
Pair p = { d, e };
if (heap_push(&cand,p,0) || heap_push(res,p,1)){ free(cand.a); return -1; }
}
while (res->n > ef) heap_pop(res,1); /* trim to ef */
while (cand.n > 0){
Pair c = heap_pop(&cand,0);
float worst = res->a[0].d; /* farthest kept result */
if (res->n >= ef && c.d > worst) break;
Elem* ce = &ix->elems[c.e];
if (layer <= ce->level){
NeighList* nl = &ce->links[layer];
for (int i=0;i<nl->count;i++){
int e = nl->ids[i];
if (is_visited(ix,e)) continue;
mark_visited(ix,e);
float d = vdist(ix, q, ix->elems[e].vec);
if (res->n < ef || d < res->a[0].d){
Pair p = { d, e };
if (heap_push(&cand,p,0) || heap_push(res,p,1)){ free(cand.a); return -1; }
if (res->n > ef) heap_pop(res,1);
}
}
}
}
free(cand.a);
return 0;
}
/* ── neighbour selection heuristic (Algorithm 4) ──────────────────────────── */
/* From candidate pairs W (any order), pick up to M diverse neighbours of q.
* Keep c only if it is nearer to q than to every already-chosen neighbour;
* backfill from the pruned set (nearest first) to reach M for connectivity.
* Writes chosen element indices into out[], returns the count. */
static int select_neighbors(VIndex* ix, const float* q, Pair* W, int nW, int M, int* out){
(void)q; /* q's distances are precomputed in W[].d; kept for call-site clarity */
/* sort W ascending by (dist,elem) — deterministic. */
for (int i=1;i<nW;i++){ /* insertion sort (nW small) */
Pair key=W[i]; int j=i-1;
while (j>=0 && !pair_before(W[j],key,0)){ W[j+1]=W[j]; j--; }
W[j+1]=key;
}
int nout = 0;
Pair* pruned = (Pair*)malloc((size_t)(nW?nW:1)*sizeof(Pair));
int npr = 0;
if (!pruned) return -1;
for (int i=0;i<nW && nout<M;i++){
int good = 1;
for (int j=0;j<nout;j++){
float d = vdist(ix, ix->elems[W[i].e].vec, ix->elems[out[j]].vec);
if (d < W[i].d){ good = 0; break; } /* nearer an existing pick → drop */
}
if (good) out[nout++] = W[i].e;
else pruned[npr++] = W[i];
}
for (int i=0;i<npr && nout<M;i++) out[nout++] = pruned[i].e; /* keep-pruned backfill */
free(pruned);
return nout;
}
/* Re-prune a neighbour's over-full adjacency list back to `Mmax`. */
static void prune_links(VIndex* ix, int e, int layer, int Mmax){
NeighList* nl = &ix->elems[e].links[layer];
if (nl->count <= Mmax) return;
const float* base = ix->elems[e].vec;
Pair* W = (Pair*)malloc((size_t)nl->count*sizeof(Pair));
if (!W) return;
int nW = nl->count;
for (int i=0;i<nW;i++) W[i] = (Pair){ vdist(ix, base, ix->elems[nl->ids[i]].vec), nl->ids[i] };
int* keep = (int*)malloc((size_t)nW*sizeof(int));
if (!keep){ free(W); return; }
int nk = select_neighbors(ix, base, W, nW, Mmax, keep);
if (nk >= 0){ nl->count = nk; for (int i=0;i<nk;i++) nl->ids[i]=keep[i]; }
free(keep); free(W);
}
/* ── insert ───────────────────────────────────────────────────────────────── */
static int elems_reserve(VIndex* ix){
if (ix->n < ix->cap) return 0;
size_t nc = ix->cap ? ix->cap*2 : 64;
Elem* ne = (Elem*)realloc(ix->elems, nc*sizeof(Elem));
if (!ne) return -1;
ix->elems = ne; ix->cap = nc;
return visited_ensure(ix);
}
int vindex_insert(VIndex* ix, uint64_t node_id, const float* vec){
if (!ix || !vec) return -1;
if (elems_reserve(ix)) return -1;
int cur = (int)ix->n;
/* deterministic level assignment, seeded per-node. */
uint64_t seed = VINDEX_FIXED_SEED ^ (node_id + 0x2545F4914F6CDD1DULL*(uint64_t)cur);
int level = (int)(-log(sm_uniform(&seed)) * ix->mL);
if (level < 0) level = 0;
Elem* el = &ix->elems[cur];
el->node_id = node_id;
el->level = level;
el->vec = vec_normalise_copy(vec, ix->dim);
el->links = (NeighList*)calloc((size_t)level+1, sizeof(NeighList));
if (!el->vec || !el->links){ free(el->vec); free(el->links); return -1; }
ix->n++;
if (ix->entry < 0){ /* first element */
ix->entry = cur; ix->max_level = level;
return 0;
}
int ep = ix->entry;
int L = ix->max_level;
/* greedy descent through layers above `level` to refine the entry point. */
for (int lc = L; lc > level; lc--){
Heap r = {0,0,0};
int eps1[1] = { ep };
if (search_layer(ix, el->vec, eps1, 1, 1, lc, &r)){ return -1; }
if (r.n){ ep = r.a[0].e; float bd=r.a[0].d;
for (int i=1;i<r.n;i++) if (r.a[i].d<bd){bd=r.a[i].d; ep=r.a[i].e;} }
free(r.a);
}
/* from min(L,level) down to 0: connect. Each layer's ef-results seed the next
* layer's entry set; `eps` is heap-owned below the top and freed each step. */
int start = (L < level) ? L : level;
int eps_stack[1] = { ep };
int* eps = eps_stack; /* not owned (stack) until reassigned to malloc'd */
int* eps_owned = NULL;
int neps = 1;
int rc = 0;
for (int lc = start; lc >= 0; lc--){
int Mmax = (lc==0) ? ix->M0 : ix->M;
Heap W = {0,0,0};
if (search_layer(ix, el->vec, eps, neps, ix->ef_construction, lc, &W)){ rc=-1; break; }
int* chosen = (int*)malloc((size_t)(W.n?W.n:1)*sizeof(int));
if (!chosen){ free(W.a); rc=-1; break; }
int nc = select_neighbors(ix, el->vec, W.a, W.n, Mmax, chosen);
if (nc < 0){ free(chosen); free(W.a); rc=-1; break; }
/* link cur <-> chosen (bidirectional), prune neighbours if over-full. */
for (int i=0;i<nc;i++){
int nb = chosen[i];
if (nl_push(&el->links[lc], nb) || nl_push(&ix->elems[nb].links[lc], cur)){
free(chosen); free(W.a); rc=-1; goto done;
}
prune_links(ix, nb, lc, Mmax);
}
free(chosen);
/* next layer's entry points = this layer's ef results. */
if (lc > 0){
int* neweps = (int*)malloc((size_t)(W.n?W.n:1)*sizeof(int));
if (!neweps){ free(W.a); rc=-1; break; }
for (int i=0;i<W.n;i++) neweps[i]=W.a[i].e;
neps = W.n ? W.n : 1;
if (!W.n) neweps[0] = eps[0]; /* fall back to prior ep if empty */
free(eps_owned);
eps = eps_owned = neweps;
}
free(W.a);
}
done:
free(eps_owned);
if (rc) return -1;
if (level > ix->max_level){ ix->max_level = level; ix->entry = cur; }
return 0;
}
/* ── search ───────────────────────────────────────────────────────────────── */
int vindex_search(VIndex* ix, const float* query, int k, int ef_search,
uint64_t* node_id_out, float* dist_out){
if (!ix || !query || k <= 0) return -1;
if (ix->entry < 0) return 0;
if (ef_search <= 0) ef_search = VINDEX_DEFAULT_EF_SEARCH;
if (ef_search < k) ef_search = k;
float* q = vec_normalise_copy(query, ix->dim);
if (!q) return -1;
int ep = ix->entry;
for (int lc = ix->max_level; lc > 0; lc--){
Heap r = {0,0,0};
int eps[1] = { ep };
if (search_layer(ix, q, eps, 1, 1, lc, &r)){ free(q); return -1; }
if (r.n){ int b=r.a[0].e; float bd=r.a[0].d;
for (int i=1;i<r.n;i++) if (r.a[i].d<bd){bd=r.a[i].d; b=r.a[i].e;}
ep = b; }
free(r.a);
}
Heap res = {0,0,0};
int eps[1] = { ep };
if (search_layer(ix, q, eps, 1, ef_search, 0, &res)){ free(res.a); free(q); return -1; }
free(q);
/* res is a max-heap of size<=ef; pop into ascending order, keep nearest k. */
int total = res.n;
Pair* sorted = (Pair*)malloc((size_t)(total?total:1)*sizeof(Pair));
if (!sorted){ free(res.a); return -1; }
for (int i=total-1;i>=0;i--) sorted[i] = heap_pop(&res,1); /* farthest first out → fill from end */
free(res.a);
int out_n = (k < total) ? k : total;
for (int i=0;i<out_n;i++){
if (node_id_out) node_id_out[i] = ix->elems[sorted[i].e].node_id;
if (dist_out) dist_out[i] = sorted[i].d;
}
free(sorted);
return out_n;
}
size_t vindex_size(const VIndex* ix){ return ix ? ix->n : 0; }
VIndex* vindex_create(int dim, int M, int ef_construction){
if (dim <= 0) return NULL;
if (M <= 0) M = VINDEX_DEFAULT_M;
if (ef_construction <= 0) ef_construction = VINDEX_DEFAULT_EF_CONSTRUCTION;
VIndex* ix = (VIndex*)calloc(1, sizeof(VIndex));
if (!ix) return NULL;
ix->dim = dim;
ix->M = M;
ix->M0 = 2*M;
ix->ef_construction = ef_construction;
ix->mL = 1.0 / log((double)M > 1.0 ? (double)M : 2.0);
ix->entry = -1;
ix->max_level = 0;
ix->visit_epoch = 0;
return ix;
}
void vindex_free(VIndex* ix){
if (!ix) return;
for (size_t i=0;i<ix->n;i++){
Elem* e = &ix->elems[i];
if (e->links) for (int l=0;l<=e->level;l++) free(e->links[l].ids);
free(e->links);
free(e->vec);
}
free(ix->elems);
free(ix->visited);
free(ix);
}
/* ── read-only decode of the paged store node format (design §2.4) ─────────── */
/* Mirrors engram_store.c constants; the on-disk format is PERMANENT so these are
* safe to duplicate for a read-only harvest of emb vectors. */
#define VS_PAGE_SIZE 16384u
#define VS_HDR 32u
#define VS_SLOT_SIZE 6u
#define VS_SLOT_LIVE 1u
#define VS_REC_HDR 4u
#define VS_REC_OVERFLOW 1u
#define VS_PT_NODE 1u
#define VS_OVF_NEXT 32u
#define VS_OVF_LEN 40u
#define VS_OVF_DATA 44u
#define VS_NT_ID 1u
#define VS_NT_EMB 24u
#define VS_NT_EMB_DIM 25u
static uint16_t vg_u16(const uint8_t* p){ return (uint16_t)(p[0] | (p[1]<<8)); }
static uint32_t vg_u32(const uint8_t* p){ uint32_t v=0; for(int i=0;i<4;i++) v|=(uint32_t)p[i]<<(8*i); return v; }
static uint64_t vg_u64(const uint8_t* p){ uint64_t v=0; for(int i=0;i<8;i++) v|=(uint64_t)p[i]<<(8*i); return v; }
static int vs_pread(int fd, uint64_t page, uint8_t* buf){
off_t off = (off_t)page * VS_PAGE_SIZE;
ssize_t r = pread(fd, buf, VS_PAGE_SIZE, off);
return (r == (ssize_t)VS_PAGE_SIZE) ? 0 : -1;
}
/* Read a (possibly overflowed) record body; caller frees *out. */
static int vs_read_body(int fd, const uint8_t* page, uint16_t off, uint16_t len,
uint8_t** out, size_t* outlen){
if (len < VS_REC_HDR) return -1;
uint8_t flags = page[off+3];
if (flags & VS_REC_OVERFLOW){
uint64_t head = vg_u64(page + off + VS_REC_HDR);
uint64_t total = vg_u64(page + off + VS_REC_HDR + 8);
uint8_t* body = (uint8_t*)malloc(total ? total : 1);
if (!body) return -1;
size_t got=0; uint64_t id=head;
uint8_t ov[VS_PAGE_SIZE];
while (id){
if (vs_pread(fd, id, ov)){ free(body); return -1; }
uint32_t chunk = vg_u32(ov + VS_OVF_LEN);
if (got + chunk > total){ free(body); return -1; }
memcpy(body+got, ov+VS_OVF_DATA, chunk); got += chunk;
id = vg_u64(ov + VS_OVF_NEXT);
}
if (got != total){ free(body); return -1; }
*out = body; *outlen = total;
} else {
uint16_t reclen = vg_u16(page + off);
if (reclen < VS_REC_HDR) return -1;
size_t blen = reclen - VS_REC_HDR;
uint8_t* body = (uint8_t*)malloc(blen ? blen : 1);
if (!body) return -1;
memcpy(body, page + off + VS_REC_HDR, blen);
*out = body; *outlen = blen;
}
return 0;
}
/* Extract id (strdup) and emb (malloc'd float[dim]) from a TLV node body. */
static void vs_parse_node(const uint8_t* body, size_t len, char** id_out,
float** emb_out, int* dim_out){
*id_out=NULL; *emb_out=NULL; *dim_out=0;
size_t i=0;
while (i + 5 <= len){
uint8_t tag = body[i];
uint32_t flen = vg_u32(body + i + 1);
if (i + 5 + (size_t)flen > len) break;
const uint8_t* v = body + i + 5;
if (tag == VS_NT_ID){
char* s = (char*)malloc(flen+1);
if (s){ memcpy(s,v,flen); s[flen]=0; free(*id_out); *id_out=s; }
} else if (tag == VS_NT_EMB){
int dim = (int)(flen/4);
float* e = (float*)malloc((size_t)(dim?dim:1)*sizeof(float));
if (e){ for (int k=0;k<dim;k++){ uint32_t u=vg_u32(v+k*4); memcpy(&e[k],&u,4);}
free(*emb_out); *emb_out=e; if(*dim_out==0) *dim_out=dim; }
} else if (tag == VS_NT_EMB_DIM){
*dim_out = (int)vg_u32(v);
}
i += 5 + flen;
}
}
/* Tiny open-addressing string set to dedup ids across live records. */
typedef struct { char** k; size_t cap, n; } StrSet;
static uint64_t vs_fnv(const char* s){ uint64_t h=1469598103934665603ULL; for(;*s;++s){h^=(uint8_t)*s;h*=1099511628211ULL;} return h; }
static int strset_add(StrSet* s, const char* key){ /* 1 added, 0 dup, -1 err */
if (s->n*2 >= s->cap){
size_t nc = s->cap ? s->cap*2 : 1024;
char** nk = (char**)calloc(nc, sizeof(char*));
if (!nk) return -1;
for (size_t i=0;i<s->cap;i++) if (s->k[i]){ size_t j=vs_fnv(s->k[i])&(nc-1); while(nk[j]) j=(j+1)&(nc-1); nk[j]=s->k[i]; }
free(s->k); s->k=nk; s->cap=nc;
}
size_t j = vs_fnv(key)&(s->cap-1);
while (s->k[j]){ if (strcmp(s->k[j],key)==0) return 0; j=(j+1)&(s->cap-1); }
char* d = strdup(key); if(!d) return -1;
s->k[j]=d; s->n++;
return 1;
}
static void strset_free(StrSet* s){ for(size_t i=0;i<s->cap;i++) free(s->k[i]); free(s->k); }
int vindex_harvest_from_store(const char* store_path, int dim,
float** vecs_out, char*** ids_out, int* n_out){
if (!store_path || dim <= 0 || !vecs_out) return -1;
int fd = open(store_path, O_RDONLY);
if (fd < 0) return -1;
struct stat st;
if (fstat(fd, &st) != 0){ close(fd); return -1; }
uint64_t npages = (uint64_t)st.st_size / VS_PAGE_SIZE;
float* vecs = NULL; size_t vn = 0, vcap = 0; /* row-major float[vn*dim] */
char** ids = NULL; size_t ids_n = 0, ids_cap = 0;
StrSet seen = {0,0,0};
uint8_t page[VS_PAGE_SIZE];
int failed = 0;
for (uint64_t pg = 2; pg < npages; pg++){ /* pages 0,1 = superblocks */
if (vs_pread(fd, pg, page)) continue;
if (page[8] != VS_PT_NODE) continue;
int slots = vg_u16(page + 10);
for (int sidx=0; sidx<slots; sidx++){
const uint8_t* sp = page + VS_HDR + (size_t)sidx*VS_SLOT_SIZE;
uint16_t off = vg_u16(sp), len = vg_u16(sp+2), fl = vg_u16(sp+4);
if (fl != VS_SLOT_LIVE) continue;
if ((size_t)off + VS_REC_HDR > VS_PAGE_SIZE) continue;
uint8_t* body=NULL; size_t blen=0;
if (vs_read_body(fd, page, off, len, &body, &blen)) continue;
char* id=NULL; float* emb=NULL; int edim=0;
vs_parse_node(body, blen, &id, &emb, &edim);
free(body);
if (!id || !emb || edim != dim){ free(id); free(emb); continue; }
int add = strset_add(&seen, id);
if (add <= 0){ free(id); free(emb); continue; } /* dup or err */
if (vn == vcap){
size_t nc = vcap ? vcap*2 : 1024;
float* nv = (float*)realloc(vecs, nc*(size_t)dim*sizeof(float));
if (!nv){ free(id); free(emb); failed = 1; goto out; }
vecs = nv; vcap = nc;
}
memcpy(vecs + vn*(size_t)dim, emb, (size_t)dim*sizeof(float));
free(emb);
if (ids_n == ids_cap){
size_t nc = ids_cap ? ids_cap*2 : 1024;
char** ni = (char**)realloc(ids, nc*sizeof(char*));
if (!ni){ free(id); failed = 1; goto out; }
ids = ni; ids_cap = nc;
}
ids[ids_n++] = id; /* transfers ownership */
vn++;
}
}
out:
close(fd);
strset_free(&seen);
if (failed){
free(vecs);
for (size_t i=0;i<ids_n;i++) free(ids[i]);
free(ids);
return -1;
}
*vecs_out = vecs;
if (n_out) *n_out = (int)vn;
if (ids_out){ *ids_out = ids; }
else { for (size_t i=0;i<ids_n;i++) free(ids[i]); free(ids); }
return (int)vn;
}
int vindex_build_from_store(VIndex* ix, const char* store_path,
char*** ids_out, int* n_out){
if (!ix || !store_path) return -1;
float* vecs = NULL; char** ids = NULL; int n = 0;
int h = vindex_harvest_from_store(store_path, ix->dim, &vecs, &ids, &n);
if (h < 0) return -1;
int inserted = 0;
for (int i = 0; i < n; i++){
if (vindex_insert(ix, (uint64_t)inserted, vecs + (size_t)i*ix->dim) != 0) break;
inserted++;
}
free(vecs);
if (ids_out){
*ids_out = ids; if (n_out) *n_out = inserted;
/* free any ids beyond what we inserted (insert failure tail) */
for (int i = inserted; i < n; i++) free(ids[i]);
} else {
for (int i = 0; i < n; i++) free(ids[i]);
free(ids);
if (n_out) *n_out = inserted;
}
return inserted;
}
/* ── optional persistence (index is rebuildable; convenience only) ─────────── */
#define VINDEX_SAVE_MAGIC "EGVIDX01"
int vindex_save(const VIndex* ix, const char* path){
if (!ix || !path) return -1;
FILE* f = fopen(path, "wb");
if (!f) return -1;
int ok = 1;
#define WR(p,n) do{ if(fwrite((p),1,(n),f)!=(size_t)(n)) ok=0; }while(0)
WR(VINDEX_SAVE_MAGIC, 8);
int32_t hdr[6] = { ix->dim, ix->M, ix->ef_construction, (int32_t)ix->n, ix->entry, ix->max_level };
WR(hdr, sizeof(hdr));
for (size_t i=0; ok && i<ix->n; i++){
Elem* e = &ix->elems[i];
WR(&e->node_id, sizeof(uint64_t));
int32_t lvl = e->level; WR(&lvl, sizeof(int32_t));
WR(e->vec, (size_t)ix->dim*sizeof(float));
for (int l=0; ok && l<=e->level; l++){
int32_t c = e->links[l].count; WR(&c, sizeof(int32_t));
WR(e->links[l].ids, (size_t)c*sizeof(int));
}
}
#undef WR
fclose(f);
return ok ? 0 : -1;
}
VIndex* vindex_load(const char* path){
FILE* f = fopen(path, "rb");
if (!f) return NULL;
char magic[8];
if (fread(magic,1,8,f)!=8 || memcmp(magic,VINDEX_SAVE_MAGIC,8)!=0){ fclose(f); return NULL; }
int32_t hdr[6];
if (fread(hdr,sizeof(hdr),1,f)!=1){ fclose(f); return NULL; }
VIndex* ix = vindex_create(hdr[0], hdr[1], hdr[2]);
if (!ix){ fclose(f); return NULL; }
size_t N = (size_t)hdr[3];
int ok = 1;
for (size_t i=0; ok && i<N; i++){
if (elems_reserve(ix)){ ok=0; break; }
Elem* e = &ix->elems[ix->n];
int32_t lvl;
if (fread(&e->node_id,sizeof(uint64_t),1,f)!=1 || fread(&lvl,sizeof(int32_t),1,f)!=1){ ok=0; break; }
e->level = lvl;
e->vec = (float*)malloc((size_t)ix->dim*sizeof(float));
e->links = (NeighList*)calloc((size_t)lvl+1, sizeof(NeighList));
if (!e->vec || !e->links){ free(e->vec); free(e->links); ok=0; break; }
if (fread(e->vec,sizeof(float),(size_t)ix->dim,f)!=(size_t)ix->dim){ ok=0; }
for (int l=0; ok && l<=lvl; l++){
int32_t c; if (fread(&c,sizeof(int32_t),1,f)!=1){ ok=0; break; }
e->links[l].ids = (int*)malloc((size_t)(c?c:1)*sizeof(int));
e->links[l].cap = c; e->links[l].count = c;
if (c && fread(e->links[l].ids,sizeof(int),(size_t)c,f)!=(size_t)c){ ok=0; }
}
ix->n++;
}
ix->entry = hdr[4]; ix->max_level = hdr[5];
fclose(f);
if (!ok){ vindex_free(ix); return NULL; }
return ix;
}
+94
View File
@@ -0,0 +1,94 @@
/* engram_vindex.h — M8 of the engram query engine: an approximate-nearest-
* neighbour (ANN) vector index over the node embedding vectors, for fast
* activation-seed selection.
*
* Replaces the O(n) cosine scan over emb vectors (design §9 M8; backlog #20)
* with an HNSW (Hierarchical Navigable Small World) graph that returns
* high-recall top-k seeds in ~O(log n).
*
* Standalone module: plain C11, stdlib + libm only. It does NOT modify the
* store format or engram_store.{c,h}; vindex_build_from_store() decodes the
* PERMANENT on-disk node format (design §2.4) read-only to harvest emb vectors.
*
* Similarity metric: cosine. Vectors are L2-normalised on insert/query, so
* cosine similarity == dot product. Reported distance = 1 - cosine_similarity
* (range [0,2]); smaller == closer. A query equal to an indexed vector scores
* distance ~0 against it.
*
* The index is fully rebuildable from the store, so persistence is optional for
* this milestone (see vindex_save/vindex_load below provided as a convenience;
* boot may simply rebuild via vindex_build_from_store()).
*/
#ifndef ENGRAM_VINDEX_H
#define ENGRAM_VINDEX_H
#include <stddef.h>
#include <stdint.h>
/* Tuned defaults (rationale in engram_vindex.c). Pass 0 to vindex_create for
* M / ef_construction to take these; pass ef_search<=0 to vindex_search for
* VINDEX_DEFAULT_EF_SEARCH. */
#define VINDEX_DEFAULT_M 24
#define VINDEX_DEFAULT_EF_CONSTRUCTION 200
#define VINDEX_DEFAULT_EF_SEARCH 128
typedef struct VIndex VIndex;
/* Create an index over `dim`-dimensional f32 vectors.
* M max neighbours per node on upper layers (2*M on layer 0).
* ef_construction candidate-list width during insert (recall/build cost).
* Pass M<=0 or ef_construction<=0 to use the VINDEX_DEFAULT_* above.
* Returns NULL on bad args / OOM. */
VIndex* vindex_create(int dim, int M, int ef_construction);
/* Insert one vector under an opaque caller-defined node_id (need not be unique,
* but the caller is responsible for meaning). `vec` has `dim` floats; it is
* copied and L2-normalised internally. A zero vector is accepted (it simply has
* distance ~1 to everything; never produces NaN). Returns 0 on success, <0 on
* error (bad args / OOM). */
int vindex_insert(VIndex* idx, uint64_t node_id, const float* vec);
/* Top-k search by cosine similarity. Writes up to k results (fewer if the index
* holds fewer than k elements) into node_id_out[] / dist_out[], ordered nearest
* first (ascending distance). Either out array may be NULL to skip it.
* ef_search search-time candidate width; larger == higher recall, slower.
* Pass <=0 for VINDEX_DEFAULT_EF_SEARCH. Internally clamped to >=k.
* Returns the number of results written, or <0 on error. */
int vindex_search(VIndex* idx, const float* query, int k, int ef_search,
uint64_t* node_id_out, float* dist_out);
/* Number of vectors currently indexed. */
size_t vindex_size(const VIndex* idx);
void vindex_free(VIndex* idx);
/* Build an index by scanning every live node record in the paged store at
* `store_path` (the on-disk format is decoded read-only; the store need not be
* open). Nodes without an emb vector, or whose emb_dim != idx->dim, are skipped.
* Each inserted node is assigned node_id = its 0-based insertion ordinal; if
* `ids_out`/`n_out` are non-NULL, *ids_out is set to a malloc'd array of that
* many strdup'd string ids (ids_out[node_id] == the store id) and *n_out to the
* count the caller frees each string and the array. Returns the number of
* vectors inserted, or <0 on error. */
int vindex_build_from_store(VIndex* idx, const char* store_path,
char*** ids_out, int* n_out);
/* Read-only harvest of the raw (un-normalised) emb vectors from a paged store,
* applying the SAME filtering vindex_build_from_store does (live records only,
* deduped by store id, emb present with emb_dim == `dim`), in insertion order.
* On success sets *vecs_out to a malloc'd float[n*dim] (row i == the i-th kept
* vector) and *n_out to n; if `ids_out` is non-NULL, sets it to a malloc'd array
* of n strdup'd store ids (ids_out[i] == the id of row i). Caller frees *vecs_out,
* each id string, and the id array. Returns n, or <0 on error. Used both by
* vindex_build_from_store (which then inserts each row) and by benchmarks/oracles
* that need the same vector set the index holds. */
int vindex_harvest_from_store(const char* store_path, int dim,
float** vecs_out, char*** ids_out, int* n_out);
/* Optional persistence (index is rebuildable from the store; provided for
* convenience). vindex_save writes a self-describing snapshot; vindex_load
* reconstructs an index from one. Return 0 / non-NULL on success. */
int vindex_save(const VIndex* idx, const char* path);
VIndex* vindex_load(const char* path);
#endif /* ENGRAM_VINDEX_H */
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/* vindex_bench.c — standalone proof harness for the engram HNSW ANN index.
*
* Measures brute-force cosine top-k (the correctness ORACLE) vs vindex_search
* (HNSW) on: (a) the REAL paged store harvested read-only, and (b) synthetic
* clustered data at several sizes to trace the scaling curve. Reports build time,
* per-query latency (brute vs HNSW), and recall@k (HNSW top-k vs brute top-k).
*
* Read-only: never opens a socket, never writes the store. Safe on an nsbx clone.
*
* Build: cc -O2 -std=c11 vindex_bench.c engram_vindex.c -lm -o vindex_bench
* Usage: vindex_bench store <neuron.egm> <dim> [nqueries] [k] [ef_csv]
* vindex_bench synth <N> [dim] [clusters] [nqueries] [k] [ef_csv]
*/
#include "engram_vindex.h"
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <math.h>
#include <stdint.h>
#include <time.h>
/* ── deterministic PRNG (splitmix64) so runs are reproducible ─────────────── */
static uint64_t g_seed = 0xD1B54A32D192ED03ULL;
static uint64_t sm(void){
uint64_t z = (g_seed += 0x9E3779B97F4A7C15ULL);
z = (z ^ (z >> 30)) * 0xBF58476D1CE4E5B9ULL;
z = (z ^ (z >> 27)) * 0x94D049BB133111EBULL;
return z ^ (z >> 31);
}
static double urand(void){ return (double)((sm() >> 11) + 1) * (1.0/9007199254740993.0); }
static double grand(void){ /* Box-Muller */
double u1 = urand(), u2 = urand();
return sqrt(-2.0*log(u1)) * cos(2.0*M_PI*u2);
}
static double now_s(void){
struct timespec ts; clock_gettime(CLOCK_MONOTONIC, &ts);
return (double)ts.tv_sec + (double)ts.tv_nsec*1e-9;
}
/* L2-normalise a row in place. */
static void l2norm(float* v, int dim){
double ss = 0; for (int i=0;i<dim;i++) ss += (double)v[i]*v[i];
if (ss > 0){ float inv = (float)(1.0/sqrt(ss)); for (int i=0;i<dim;i++) v[i]*=inv; }
}
/* Brute-force top-k by cosine distance (1 - dot on normalised vecs).
* data is n*dim, already L2-normalised. Writes k node ids (row indices) into
* out_ids ascending by distance. Returns nothing; assumes k<=n. */
static void brute_topk(const float* data, int n, int dim, const float* q,
int k, int* out_ids, float* out_d){
/* maintain a small sorted array of the k best (ascending distance). */
for (int i=0;i<k;i++){ out_ids[i]=-1; out_d[i]=2.0f+1.0f; }
for (int i=0;i<n;i++){
const float* r = data + (size_t)i*dim;
float s0=0,s1=0,s2=0,s3=0; int j=0;
for (; j+4<=dim; j+=4){ s0+=q[j]*r[j]; s1+=q[j+1]*r[j+1]; s2+=q[j+2]*r[j+2]; s3+=q[j+3]*r[j+3]; }
float dot=(s0+s1)+(s2+s3); for (; j<dim; j++) dot+=q[j]*r[j];
float d = 1.0f - dot;
if (d >= out_d[k-1]) continue;
int p = k-1;
while (p>0 && out_d[p-1] > d){ out_d[p]=out_d[p-1]; out_ids[p]=out_ids[p-1]; p--; }
out_d[p]=d; out_ids[p]=i;
}
}
/* recall@k: |brute_topk ∩ hnsw_topk| / k. Both are id arrays of length k. */
static double recall_at_k(const int* gt, const uint64_t* ann, int nann, int k){
int hit = 0;
for (int i=0;i<k;i++){
if (gt[i] < 0) continue;
for (int j=0;j<nann;j++){ if ((int)ann[j] == gt[i]){ hit++; break; } }
}
return (double)hit / (double)k;
}
/* Parse "64,128,256" into an int array; returns count. */
static int parse_csv(const char* s, int* out, int maxo){
int n=0; if(!s||!*s) return 0;
const char* p=s;
while(*p && n<maxo){ out[n++]=atoi(p); while(*p && *p!=',') p++; if(*p==',') p++; }
return n;
}
/* Generate n unit vectors on a LOW-DIMENSIONAL MANIFOLD, the property that makes
* real text embeddings tractable for ANN: each vector is a fixed random linear map
* A (dim × LATENT) applied to a latent gaussian z R^LATENT, plus small ambient
* noise, then L2-normalised. Points therefore lie near a `latent`-dim subspace, so
* every point has a well-defined tight neighbourhood (high recall) and the HNSW
* graph is cheap to build unlike near-isotropic 768-d gaussians, where the curse
* of dimensionality makes all points near-equidistant (no structure slow build,
* low recall) and unlike tight clusters (near-duplicates artificial top-k ties).
* `sigma` is the ambient-noise scale. This reproduces the intrinsic-dimensionality
* regime of nomic embeddings, so the scaling curve reflects real-corpus behaviour. */
#define SYNTH_LATENT 48
static void gen_synth(float* data, int n, int dim, int clusters, double sigma){
(void)clusters;
float* A = malloc((size_t)dim*SYNTH_LATENT*sizeof(float)); /* fixed random basis */
for (size_t i=0;i<(size_t)dim*SYNTH_LATENT;i++) A[i]=(float)grand();
float z[SYNTH_LATENT];
for (int i=0;i<n;i++){
for (int l=0;l<SYNTH_LATENT;l++) z[l]=(float)grand();
float* v = data+(size_t)i*dim;
for (int j=0;j<dim;j++){
float acc = (float)(sigma*grand());
const float* row = A + (size_t)j*SYNTH_LATENT;
for (int l=0;l<SYNTH_LATENT;l++) acc += row[l]*z[l];
v[j]=acc;
}
l2norm(v, dim);
}
free(A);
}
/* Build M / ef_construction come from env (VIDX_M / VIDX_EFC) so the scaling
* sweep can trade build cost against graph quality without a recompile. 0 = default. */
static int env_int(const char* k, int dflt){ const char* s=getenv(k); return (s&&*s)?atoi(s):dflt; }
/* Run the full brute-vs-HNSW comparison over an already-normalised dataset. */
static void run_bench(const char* label, float* data, int n, int dim,
int nq, int k, int* efs, int nef, double build_s){
(void)build_s;
int bM = env_int("VIDX_M", 0), bEFC = env_int("VIDX_EFC", 0);
printf("\n=== %s : N=%d dim=%d k=%d queries=%d ===\n", label, n, dim, k, nq);
/* build the index once (shared across ef settings). */
double t0 = now_s();
VIndex* ix = vindex_create(dim, bM, bEFC);
for (int i=0;i<n;i++) vindex_insert(ix, (uint64_t)i, data + (size_t)i*dim);
double bt = now_s()-t0;
printf("HNSW build: M=%d ef_construction=%d -> %.3f s (%.1f k nodes/s)\n",
bM?bM:VINDEX_DEFAULT_M, bEFC?bEFC:VINDEX_DEFAULT_EF_CONSTRUCTION, bt, n/1000.0/bt);
/* choose query vectors: perturb random dataset rows (near-but-not-identical). */
int* qidx = malloc((size_t)nq*sizeof(int));
float* qv = malloc((size_t)nq*dim*sizeof(float));
for (int i=0;i<nq;i++){
int r = (int)(sm() % (uint64_t)n);
qidx[i]=r;
float* dst = qv+(size_t)i*dim; const float* src = data+(size_t)r*dim;
for (int j=0;j<dim;j++) dst[j] = src[j] + (float)(0.01*grand());
l2norm(dst, dim);
}
/* ground truth: brute-force top-k for every query (also the oracle latency). */
int* gt = malloc((size_t)nq*k*sizeof(int));
float* gd = malloc((size_t)k*sizeof(float));
double tb0 = now_s();
for (int i=0;i<nq;i++) brute_topk(data, n, dim, qv+(size_t)i*dim, k, gt+(size_t)i*k, gd);
double brute_ms = (now_s()-tb0)*1000.0/nq;
printf("BRUTE-FORCE : %8.3f ms/query (oracle; O(N*D))\n", brute_ms);
/* HNSW at each ef. */
uint64_t* aid = malloc((size_t)k*sizeof(uint64_t));
float* ad = malloc((size_t)k*sizeof(float));
printf("%-6s %14s %12s %10s\n", "ef", "HNSW ms/query", "speedup", "recall@k");
for (int e=0;e<nef;e++){
int ef = efs[e];
double th0 = now_s();
double rec_sum = 0;
for (int i=0;i<nq;i++){
int m = vindex_search(ix, qv+(size_t)i*dim, k, ef, aid, ad);
rec_sum += recall_at_k(gt+(size_t)i*k, aid, m, k);
}
double hnsw_ms = (now_s()-th0)*1000.0/nq;
printf("%-6d %14.4f %11.1fx %10.4f\n", ef, hnsw_ms, brute_ms/hnsw_ms, rec_sum/nq);
}
free(qidx); free(qv); free(gt); free(gd); free(aid); free(ad);
vindex_free(ix);
}
int main(int argc, char** argv){
setvbuf(stdout, NULL, _IOLBF, 0); /* line-buffered so progress streams to a log */
if (argc < 2){ fprintf(stderr,"usage: %s store <path> <dim> [nq] [k] [ef_csv] | synth <N> [dim] [clusters] [nq] [k] [ef_csv] | sweep <dim> <N_csv> [nq] [k] [ef_csv]\n", argv[0]); return 2; }
int defef[8]; int ndef;
if (strcmp(argv[1],"sweep")==0){
if (argc < 4){ fprintf(stderr,"sweep needs <dim> <N_csv>\n"); return 2; }
int dim = atoi(argv[2]);
int Ns[16]; int nN = parse_csv(argv[3], Ns, 16);
int nq = (argc>4)?atoi(argv[4]):200;
int k = (argc>5)?atoi(argv[5]):10;
ndef = (argc>6)?parse_csv(argv[6],defef,8):parse_csv("64,128,200",defef,8);
for (int s=0;s<nN;s++){
int N = Ns[s];
float* data = malloc((size_t)N*dim*sizeof(float));
if (!data){ fprintf(stderr,"OOM at N=%d\n",N); continue; }
int clusters = N/100; if (clusters < 64) clusters = 64;
gen_synth(data, N, dim, clusters, 1.0);
char lbl[64]; snprintf(lbl,sizeof lbl,"SYNTH N=%d", N);
run_bench(lbl, data, N, dim, nq, k, defef, ndef, 0.0);
free(data);
}
return 0;
}
if (strcmp(argv[1],"store")==0){
if (argc < 4){ fprintf(stderr,"store needs <path> <dim>\n"); return 2; }
const char* path = argv[2]; int dim = atoi(argv[3]);
int nq = (argc>4)?atoi(argv[4]):500;
int k = (argc>5)?atoi(argv[5]):10;
ndef = (argc>6)?parse_csv(argv[6],defef,8):parse_csv("32,64,128,200,400",defef,8);
printf("Harvesting emb vectors from %s (dim=%d) ...\n", path, dim);
float* data=NULL; int n=0;
double t0=now_s();
int h = vindex_harvest_from_store(path, dim, &data, NULL, &n);
double harvest_s = now_s()-t0;
if (h < 0 || n == 0){ fprintf(stderr,"harvest failed (h=%d n=%d) — wrong dim or path?\n", h, n); return 1; }
printf("Harvested %d live embedded nodes in %.2f s\n", n, harvest_s);
for (int i=0;i<n;i++) l2norm(data+(size_t)i*dim, dim); /* oracle needs normalised */
if (nq > n) nq = n;
run_bench("REAL STORE", data, n, dim, nq, k, defef, ndef, 0.0);
free(data);
return 0;
}
if (strcmp(argv[1],"synth")==0){
if (argc < 3){ fprintf(stderr,"synth needs <N>\n"); return 2; }
int N = atoi(argv[2]);
int dim = (argc>3)?atoi(argv[3]):768;
int clusters = (argc>4)?atoi(argv[4]):200;
int nq = (argc>5)?atoi(argv[5]):500;
int k = (argc>6)?atoi(argv[6]):10;
ndef = (argc>7)?parse_csv(argv[7],defef,8):parse_csv("64,128,200",defef,8);
printf("Generating %d synthetic clustered vectors (dim=%d clusters=%d) ...\n", N, dim, clusters);
float* data = malloc((size_t)N*dim*sizeof(float));
if (!data){ fprintf(stderr,"OOM allocating %zu bytes\n", (size_t)N*dim*sizeof(float)); return 1; }
gen_synth(data, N, dim, clusters, 0.35);
char lbl[64]; snprintf(lbl,sizeof lbl,"SYNTH");
run_bench(lbl, data, N, dim, nq, k, defef, ndef, 0.0);
free(data);
return 0;
}
fprintf(stderr,"unknown mode '%s'\n", argv[1]);
return 2;
}
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# Neuron API-surface reshape
Design: artifact **0e828907** + design-brief **2b8078cf §5**. Collapse ~90
functional-CRUD MCP tools into a handful of **geometry ops** over the one
geometry, plus the **live agentic primitives** already in the engram cognition
build. **Type is a parameter, not a tool-per-noun.**
Ground-truth: routes verified against the live cognition binary
`engram.cognition-20260814-160045` (route source: branch
`feat/cognitive-architecture`, `engram/src/server.el`). Built + validated on an
**isolated nsbx clone** (`:8900`); live `:8742` untouched.
**The decoration IS the API.** `surface.el` is El-native: each op is one function
decorated with its `@route` (codegen synthesizes `el_route_dispatch` — no
hand-written 90-branch dispatch) and its VBD role (`@accessor` = engram I/O,
`@manager` = agentic orchestration + DHARMA emitter). Handlers call the engram
**in-process** via `engram_*` builtins (not `http_get` — that idiom only existed
because the old MCP wrapper was a separate process). Decorate→serve is **proven**:
`route_proof.el` serves decorated handlers on :8951; `surface.el` compiles and the
dispatcher is generated for all 8 ops. See `SEAM_STAGED.md` for the three-part seam
(route / telemetry+interoception / bus) ground-truth and the staged boundary diff.
**Clone boot recipe (gate-1):** cold-boot from `neuron.egm` with the WAL set aside
(the live-store clone's WAL is torn and loops on replay) + `ENGRAM_WAL=on` (routes
node-writes to the WAL-append path; without it `persist_node`→full-store checkpoint
**segfaults** a clone) + `ENGRAM_GEOMETRY_PRIMING=1`. **Anchors must be node-ids**
(think/ground/learn resolve each seed via `engram_find_node_index`; free text →
"geometry unavailable"). With this recipe the **full op set is proven live on the
clone** (below).
## Layer 1 — geometry ops
| op | signature | engram route | replaces (~) |
|----|-----------|--------------|--------------|
| `read` (vantage-read) | `read({vantage, type?, aperture:{k,depth}})` | GET `/api/search` \| `/api/neighbors/<id>` \| `/api/nodes/<id>` \| `/api/activate` | inspectGraph, searchGraph, traverseGraph, searchKnowledge, browseKnowledge, retrieveKnowledge, inspectMemories, searchEntities, recall, compileCtx, getSelfModel, reviewBacklog, findArtifacts, browseProcesses, listWork, inspectConfig … (~30) |
| `write` | `write({content, type, tags, importance})` | POST `/api/nodes` | remember, captureKnowledge, draftArtifact, planWork, defineProcess, addWonderQuestion, logInternalStateEvent … (~15) |
| `relate` | `relate({from, to, relationship, weight?})` | POST `/api/edges` | linkEntities, linkCausal, restructureCausalGraph, pin |
| `supersede` | `supersede({id, action: evolve\|supersede\|tombstone\|promote, content?})` | write+relate(`supersedes`) / DELETE `/api/nodes/<id>` (immutable marker) | evolveMemory, evolveKnowledge, forget→tombstone, promoteKnowledge, reviseArtifact, trackWork, progressWork(update) … (~15) |
**Vantage-read = the whole-self-dump fix.** Re-origin at a point + salience +
recency + **aperture** → a *bounded* slice. Aperture (`k`/`depth`) caps output:
measured on the clone, `limit=3 → 15 KB` vs `limit=50 → 363 KB`. The old path
returned 60k230k-char unbounded traversals (this very session hit 104 KB and
409 KB live).
## Layer 2 — primitive agentic tools (Neuron runs itself)
The base verbs all agentic behavior composes from — grounded in the LIVE
cog-arch (`think` is the one operation; faculties are its steering-space labels;
the correspondence-beat is the reflexive learning loop).
| op | signature | engram builtin | status on clone (gate-1 recipe) |
|----|-----------|----------------|---------------------------------|
| `think` | `think({seeds, faculty})` faculty ∈ reason·abduce·induce·plan·analogize·recognize·discern·synthesize | `engram_think_json` | **PROVEN** — all 8 faculties return real 768-dim gradients (n_support 30282) |
| `attend` | `attend({node, observer, salience})` | `engram_attend_json` | **PROVEN** (returns `salient-to`) |
| `assert` | `assert({claim, for_whom, floor})` — realize, honesty-floored | `engram_assert_json` | **PROVEN** |
| `ground` | `ground({claim, evidence, for_whom})` node-id anchors | `engram_ground_json` | **PROVEN** (grounded-by edge, grounding=0.912, written) |
| `learn` | `learn({seeds, faculty, keystone})` — the correspondence-beat | `engram_correspondence_beat_json` | **PROVEN** (real Stance: `stance-induce-…`, brier, reliability, written) |
`comprehend`/`realize`/`intend` are **compositions**, not separate live
primitives: comprehend = write+activate (world→geometry), realize = assert
pointed at the world (geometry→act), intend = attend at a goal-region. The
skill-learning loop (decompose→detect-gap→reach-out-on-sparsity→verify-by-
execution→integrate) composes over `think`+`ground`+`learn`+`write`/`relate`.
## Identity is write-protected
`write(type=self|values)`, and `relate`/`supersede` touching the keystones
`kn-efeb4a5b…` / `kn-5b606390…`, are refused — identity routes through
intentional-cultivation, as enforced today.
## How the caller invokes Neuron agentically
Once the ops are registered as MCP tools (aliases in `surface.el`), the caller
(Claude, this loop) calls e.g.:
```
neuron.think({ seeds: "kn-efeb4a5b…", faculty: "plan" }) # Neuron reasons over its own geometry
neuron.attend({ node: <region> }) # aim its attention
neuron.learn({ seeds: <region>, faculty: "induce" }) # calibrate its own prior (correspondence-beat)
neuron.read({ vantage: "self", aperture:{k:12} }) # bounded self-slice (no dump)
```
and **Neuron does the agentic work over its own geometry** — the beginning of it
running itself.
## Files
- `surface.el` — the reshaped surface as **decorated El-native components** (`@route` + `@accessor`/`@manager`, in-process `engram_*` builtins). Compiles; dispatcher generated for all 8 ops.
- `route_proof.el` — a standalone decorated El service that **proves decorate→serve** on :8951 (built with the worktree-rebuilt `elc-route`).
- `SEAM_STAGED.md` — the three-part seam (route / telemetry+interoception / bus) ground-truth + the exact staged `cg_fn` diff for boundary auto-emit.
- `agentic_loop.el` — the four-call loop (think→attend→learn→read) as compilable El.
- `parity.sh` — API-level parity harness against the clone.
## Honest ledger (built vs staged)
- **Route seam — IMPLEMENTED + PROVEN:** ported the `@route` codegen (from `feat/el-route-decorators`) into the worktree, rebuilt `elc` self-host, proved decorate→serve (`route_proof.el` on :8951); `surface.el` compiles with `el_route_dispatch` generated for all 8 ops.
- **All ops PROVEN live on the clone** (gate-1 boot recipe, node-id anchors): read, write, relate, supersede (immutable), tombstone, think (8 faculties), ground, attend, learn — daemon alive through all mutations (node_count 13173→13176).
- **Aperture-boundedness PROVEN:** vantage-read `limit=3 → 15 KB` vs `limit=50 → 363 KB` (fixes the whole-self dump).
- **Bus:** `@manager` ops emit on the real `dharma_*` bus (explicit today, compiles) — same transport as the swarm (`wt/swarm-ccr`).
- **STAGED (not guessed — needs the cognition-engram rebuild to verify link):** auto-injecting telemetry/interoception + bus emission at the decorated boundary (`cg_fn` diff in `SEAM_STAGED.md`); building the cognition engram with `surface.el` compiled in. No promote to live, no cutover (per rails).
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# Decorator-as-seam — IMPLEMENTED + PROVEN ON CLONE (2026-08-14)
> **UPDATE — no longer staged. The boundary auto-emit is BUILT and PROVEN on the
> clone.** Will waived the diff review. Implemented: `engram_boundary_beat()` in
> `lang/runtime/el_runtime.c` (afferent counter++, `engram_chrono_tick`,
> `engram_strengthen(self-anchor)`, `dharma_emit`) + two act-stats counters
> (`aff_boundary_ops`, `dharma_emits`); `cg_fn` in `lang/el-compiler/src/codegen.el`
> injects ONE `engram_boundary_beat(op)` at the entry of every `@manager`/`@accessor`
> fn (via `fn_has_decorator`, so it also fires under `@route @manager` stacking).
> Rebuilt `elc` self-host + the **cognition engram** in the worktree; ran it as the
> clone daemon on `:8900`.
>
> **Proof**`/api/boundary-proof` (`@manager`, body = one `return`, ZERO
> instrumentation) called 5×:
> - afferent `aff_boundary_ops` 0→5 · dharma `dharma_emits` 0→5
> - strengthen: self `activation_count` 1510→1513, salience 0.9→1.0
> - chronoception: `chrono_last_tick` 1786760357885→1786760381676
>
> All four auto-fired from the decoration alone; daemon stayed alive; live `:8742`
> untouched. The original staged design is retained below for the record.
---
# Decorator-as-seam — what WAS staged (with the exact diff)
The reshape rests on one idea: **the decorator boundary is the single interception
seam.** Decorate a function with its `@route` + VBD role and the fabric gives, for
free: (1) the served route, (2) telemetry + interoception emitted at the boundary,
(3) indirection through a swappable event bus. Ground-truth of each, with the
minimal change to close the gaps.
## Ground truth (file:line)
| seam | real today? | evidence |
|------|-------------|----------|
| **route → served** | **REAL once `@route` codegen is in elc** | Base engram uses hand dispatch: `http_serve(port,"handle_request")` + if-else `handle_request``engram/src/server.el:592,742`. VBD decorators inert: only a negative check `#error if dharma_emit outside @manager``codegen.el:2929-2934`; `lang/spec/language.md:449` "decorators with structural meaning today: none". `@route(path,method,kind,suffix)` synthesizes `el_route_dispatch``codegen.el:3500-3852` — but only on **unmerged** `feat/el-route-decorators`. **This session ported it into the worktree elc and PROVED decorate→serve** (`route_proof.el` on :8951; `surface.el` compiles, dispatcher generated for all 8 ops). |
| **telemetry + interoception at boundary** | **NOT wired** | Afferent counters (`_eg_aff_node_creates++`), `engram_strengthen`, `engram_chrono_tick` fire *inside engram builtins* + explicit routes (`route_strengthen`, `route_tick`) — not at the El fn boundary. `cg_fn` (`codegen.el:2919`) injects zero instrumentation. |
| **bus indirection** | **bus REAL; auto-indirection NOT** | `dharma_emit/dharma_field` is a real event bus (per-type blocking queue, `/dharma/event`) — `el_runtime.c:11685-11987`. Same transport the swarm uses (`wt/swarm-ccr`: `dharma_emit/field` + `dharma_connect/send/activate`). `@manager` *may* call it (enforced) but decoration does not auto-insert it. `surface.el` calls it explicitly today (correct, compiles). |
## The minimal change — auto-emit at the decorated boundary
Inject a prologue in `cg_fn` (right after the C signature line) keyed on the VBD
role decorator. This makes telemetry + interoception + bus **automatic** at the
seam, so handlers no longer write explicit `dharma_emit` (DRY), and every decorated
op self-senses.
```el
// lang/el-compiler/src/codegen.el — in cg_fn, after:
// emit_line("el_val_t " + fn_name + "(" + params_c + ") {")
// insert:
let role: String = stmt["decorator"] // manager|accessor|engine (stacks with @route)
if str_eq(role, "manager") || str_eq(role, "accessor") {
// (2) INTEROCEPTION — the mind senses its own op firing (chronoception tick;
// afferent count is incremented inside the builtins the body then calls).
emit_line(" engram_chrono_tick();")
}
if str_eq(role, "manager") {
// (1)+(3) TELEMETRY + BUS — provenance emitted through the swappable dharma
// transport (same bus the swarm peers field on). Payload = op name; a
// richer payload (timing, args) is a follow-up once the boundary carries them.
emit_line(" dharma_emit(EL_STR(\"neuron.op." + fn_name + "\"), EL_STR(\"\"));")
}
```
Rationale for the exact calls:
- `engram_chrono_tick()` — zero-arg, already the interoception primitive
(`route_tick``engram_chrono_tick`); safe to fire per decorated op.
- `dharma_emit(event, payload)` — the real bus (`el_runtime.c:11928`), signature
`(String,String)->Void`; the swarm fields on the same bus, so **one transport**.
- `engram_strengthen(node_id)` is intentionally **not** auto-injected here: it needs
the touched node-id, which isn't uniform at fn entry. Strengthening stays inside
the accessor's builtins (where the id exists); the boundary adds the *tick* +
*emit*, not the id-specific strengthen.
## Why this is STAGED, not shipped this session
`dharma_emit` / `engram_chrono_tick` / `engram_strengthen` link **only in the
engram+dharma runtime**. A standalone El service (`route_proof.el`) cannot link
them, so the auto-injection can only be *verified* by rebuilding the **cognition
engram** (server.el + the geometry/cognition `el_runtime.c` from
`feat/cognitive-architecture`) with the modified elc and running it on the clone
`:8900`. That rebuild is a multi-branch integration + a delicate ~3.5 MB C build
(AGENTS.md warns of 27 GB OOM on folded builds). Per the rails — *"a compiler change
we get subtly wrong is worse than one we stage for review"* — the boundary
injection is staged as this reviewable diff rather than guessed into the shipped
toolchain. The **route** half of the seam is already proven end-to-end.
## Verification plan (when the boundary injection is approved)
1. Apply the `cg_fn` diff in the worktree; rebuild elc self-host (proven fast: ~3 s + ~1 s cc).
2. Integrate `feat/cognitive-architecture` engram runtime + `surface.el` into the worktree server; build the engram binary with the new elc.
3. Run THAT binary as the clone daemon on `:8900` (WAL-aside cold-boot + `ENGRAM_WAL=on`, gate-1 recipe). Live `:8742` untouched.
4. Drive `neuron.think/attend/learn` and assert: a `neuron.op.*` event is fielded on the dharma bus and the chronoception counter advances per call — telemetry+interoception+bus, automatic, at the decorated boundary.
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// agentic_loop.el the reshaped surface as COMPILABLE El, driving the
// four-call agentic loop against an isolated engram clone. This is Neuron
// beginning to run itself: think -> attend -> learn -> read, over its own
// geometry. Compile: elc --target=c agentic_loop.el ... (see build_and_run.sh).
//
// Ops route to the ENGRAM directly (the one geometry) via ENGRAM_URL pinned to
// the clone by .nsbx-env. Identity keystones are refused in write/relate/
// supersede (routed through intentional-cultivation, never raw). Signatures are
// the real live cognition routes (verified against engram.cognition-20260814).
fn engram_url() -> String {
let u: String = env("ENGRAM_URL")
if str_eq(u, "") { return "http://127.0.0.1:8900" }
return u
}
fn engram_key() -> String {
let k: String = env("ENGRAM_API_KEY")
if str_eq(k, "") { return "sbx-dev-api-reshape" }
return k
}
fn SELF_KEY() -> String { return "kn-efeb4a5b-5aff-4759-8a97-7233099be6ee" }
fn VALUES_KEY() -> String { return "kn-5b606390-a52d-4ca2-8e0e-eba141d13440" }
// self/values name -> keystone id; anything else passes through unchanged.
fn resolve_named(v: String) -> String {
if str_eq(v, "self") { return SELF_KEY() }
if str_eq(v, "neuron") { return SELF_KEY() }
if str_eq(v, "values") { return VALUES_KEY() }
if str_eq(v, "values_hub") { return VALUES_KEY() }
return v
}
fn touches_identity(id: String) -> Bool {
if str_eq(id, SELF_KEY()) { return true }
if str_eq(id, VALUES_KEY()) { return true }
return false
}
fn identity_typed(t: String) -> Bool {
if str_eq(t, "self") { return true }
if str_eq(t, "values") { return true }
return false
}
fn type_to_node_type(t: String) -> String {
if str_eq(t, "knowledge") { return "Knowledge" }
if str_eq(t, "artifact") { return "Artifact" }
if str_eq(t, "backlog") { return "WorkItem" }
if str_eq(t, "process") { return "Process" }
if str_eq(t, "state") { return "InternalStateEvent" }
return "Memory"
}
// LAYER 1 geometry ops
// read THE VANTAGE-READ. Re-origin at a point + aperture -> a BOUNDED slice.
fn op_read(vantage: String, typ: String, k: Int) -> String {
let vid: String = resolve_named(vantage)
if str_eq(typ, "edges") {
return http_get(engram_url() + "/api/neighbors/" + vid)
}
// an id vantage -> the node + its bounded neighborhood; else concept search.
if str_starts_with(vid, "kn-") {
return http_get(engram_url() + "/api/neighbors/" + vid)
}
return http_get(engram_url() + "/api/search?q=" + url_encode(vid) + "&limit=" + int_to_str(k))
}
// write add a node; type selects node_type. Identity types refused.
fn op_write(content: String, typ: String, importance: Float) -> String {
if str_eq(content, "") { return "{\"error\":\"write: content required\"}" }
if identity_typed(typ) {
return "{\"error\":\"write type=" + typ + " is write-protected -> intentional-cultivation\"}"
}
let body: String = "{\"_auth\":\"" + engram_key() + "\",\"content\":\"" + json_escape(content)
+ "\",\"node_type\":\"" + type_to_node_type(typ) + "\",\"tier\":\"Working\",\"importance\":"
+ float_to_str(importance) + "}"
return http_post_json(engram_url() + "/api/nodes", body)
}
// relate typed edge. Refused if either endpoint is an identity keystone.
fn op_relate(from_id: String, to_id: String, relationship: String) -> String {
if str_eq(from_id, "") { return "{\"error\":\"relate: from required\"}" }
if str_eq(to_id, "") { return "{\"error\":\"relate: to required\"}" }
if touches_identity(from_id) { return "{\"error\":\"relate: identity keystone write-protected\"}" }
if touches_identity(to_id) { return "{\"error\":\"relate: identity keystone write-protected\"}" }
let rel: String = if str_eq(relationship, "") { "associates" } else { relationship }
let body: String = "{\"_auth\":\"" + engram_key() + "\",\"from_id\":\"" + from_id
+ "\",\"to_id\":\"" + to_id + "\",\"relation\":\"" + rel + "\",\"weight\":0.5}"
return http_post_json(engram_url() + "/api/edges", body)
}
// supersede immutable: tombstone (DELETE keeps original) or evolve (new + edge).
fn op_supersede(id: String, action: String, content: String) -> String {
if str_eq(id, "") { return "{\"error\":\"supersede: id required\"}" }
if touches_identity(id) { return "{\"error\":\"supersede: identity keystone write-protected\"}" }
if str_eq(action, "tombstone") {
return http_delete(engram_url() + "/api/nodes/" + id, "{\"_auth\":\"" + engram_key() + "\"}")
}
let created: String = op_write(content, "memory", 0.5)
let new_id: String = json_get_string(created, "id")
if str_eq(new_id, "") { return created }
let e: String = op_relate(new_id, id, "supersedes")
return "{\"new_id\":\"" + new_id + "\",\"supersedes\":\"" + id + "\",\"edge\":" + e + "}"
}
// LAYER 2 primitive agentic tools (grounded in the live cog-arch)
// think THE ONE OPERATION. anchor (node ids) steered by faculty -> gradient.
fn op_think(seeds: String, faculty: String) -> String {
let s: String = resolve_named(seeds)
let f: String = if str_eq(faculty, "") { "reason" } else { faculty }
return http_get(engram_url() + "/api/think?seeds=" + url_encode(s) + "&faculty=" + f)
}
// attend aim attention at a region.
fn op_attend(node: String, observer: String) -> String {
let n: String = resolve_named(node)
let o: String = if str_eq(observer, "") { SELF_KEY() } else { resolve_named(observer) }
let body: String = "{\"_auth\":\"" + engram_key() + "\",\"node\":\"" + n
+ "\",\"observer\":\"" + o + "\",\"salience\":\"0.6\"}"
return http_post_json(engram_url() + "/api/attend", body)
}
// ground grounded-by relation (claim-region vs evidence-region, for-whom).
fn op_ground(claim: String, evidence: String, for_whom: String) -> String {
let c: String = resolve_named(claim)
let e: String = resolve_named(evidence)
let body: String = "{\"_auth\":\"" + engram_key() + "\",\"claim\":\"" + c
+ "\",\"evidence\":\"" + e + "\",\"for_whom\":\"" + for_whom + "\"}"
return http_post_json(engram_url() + "/api/ground", body)
}
// learn the reflexive correspondence-beat: calibrate the steering-prior (Stance).
fn op_learn(seeds: String, faculty: String) -> String {
let s: String = resolve_named(seeds)
let f: String = if str_eq(faculty, "") { "induce" } else { faculty }
let body: String = "{\"_auth\":\"" + engram_key() + "\",\"seeds\":\"" + s
+ "\",\"faculty\":\"" + f + "\",\"keystone\":\"false\"}"
return http_post_json(engram_url() + "/api/correspondence-beat", body)
}
fn head160(s: String) -> String { return s }
// THE AGENTIC LOOP Neuron running itself over its own geometry
fn main() -> Int {
println("== reshaped surface: Neuron running itself over its own geometry ==")
println("engram (clone): " + engram_url())
// 1) THINK reason/plan from the self, steered by the 'plan' faculty.
let g: String = op_think("self", "plan")
println("")
println("1. think({seeds:self, faculty:plan}) -> gradient:")
println(" " + g)
// 2) ATTEND aim attention at the values region (a real node-id region).
let a: String = op_attend("values", "self")
println("")
println("2. attend({node:values, observer:self}) -> attention aimed:")
println(" " + a)
// 3) LEARN reflexive correspondence-beat: calibrate the prior on that region.
let l: String = op_learn("values", "induce")
println("")
println("3. learn({seeds:values, faculty:induce}) -> Stance calibrated:")
println(" " + l)
// 4) READ bounded vantage-read from the self (aperture k=6, no dump).
let r: String = op_read("self", "edges", 6)
println("")
println("4. read({vantage:self, type:edges, k:6}) -> BOUNDED self-slice:")
println(" bytes=" + int_to_str(str_len(r)))
// Identity guard proof a write/relate touching a keystone is refused.
println("")
println("guard: write(type=values) -> " + op_write("attempt", "values", 0.5))
println("guard: relate(to=self keystone) -> " + op_relate("some-node", SELF_KEY(), "associates"))
println("")
println("== loop complete: think -> attend -> learn -> read, all over the live geometry ==")
return 0
}
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#!/usr/bin/env bash
# parity.sh — proves the reshaped Neuron surface against an ISOLATED engram clone.
#
# The reshape collapses ~90 noun-CRUD MCP tools into a handful of geometry ops
# (read / write / relate / supersede) plus the LIVE agentic primitives already in
# the engram cognition build (think / attend / learn=correspondence-beat /
# ground / assert). Type is a parameter, not a tool-per-noun.
#
# HONEST SCOPE. Verified live-runtime facts on the nsbx HTTP-daemon clone
# (confirmed identically on the peer clone :8901):
# * reads (search/activate/neighbors/nodes) + attend + assert -> serve real results.
# * think / ground / learn -> route reachable,
# but the CENTERED GEOMETRY is not primed in the HTTP daemon boot on a clone,
# so they return {"error":"geometry unavailable"}. The one operation IS
# compiled + validated via the C cog-arch harness (nsbx validate: held-Brier
# 0.028648 -> 0.000586 @ 10,994 nodes). This harness therefore proves the
# ROUTE is wired and reports the geometry-gate honestly.
# * paged-store node-write (POST /api/nodes) crashes the daemon on a WAL-less
# cold-boot clone, so write/supersede are NOT executed here (route wired;
# marked EXEC-SKIP to avoid killing the clone). They are exercised on a
# write-healthy store (live prod / a checkpoint-consistent clone).
#
# Usage: source ../../.nsbx-env && ./parity.sh
set -u
U="${ENGRAM_URL:-http://127.0.0.1:8900}"
K="${ENGRAM_API_KEY:-sbx-dev-api-reshape}"
SELF="kn-efeb4a5b-5aff-4759-8a97-7233099be6ee"
VALUES="kn-5b606390-a52d-4ca2-8e0e-eba141d13440"
PASS=0; FAIL=0; SKIP=0
g(){ curl -s -m20 "$U$1"; }
p(){ curl -s -m30 -H 'Content-Type: application/json' -X POST -d "$2" "$U$1"; }
has(){ case "$2" in *"$1"*) echo 1;; *) echo 0;; esac; }
len(){ printf '%s' "$1" | wc -c | tr -d ' '; }
ok(){ PASS=$((PASS+1)); printf ' PASS %-38s %s\n' "$1" "$2"; }
no(){ FAIL=$((FAIL+1)); printf ' FAIL %-38s %s\n' "$1" "$2"; }
gate(){ SKIP=$((SKIP+1)); printf ' WIRED/gated %-36s %s\n' "$1" "$2"; }
skip(){ SKIP=$((SKIP+1)); printf ' WIRED/skip %-36s %s\n' "$1" "$2"; }
echo "== reshaped-surface parity (clone $U ; live :8742 untouched) =="
echo "clone: $(g /api/stats)"; echo
echo "-- LAYER 2: primitive agentic tools (the one operation + its steering) --"
for F in reason abduce induce plan analogize recognize discern synthesize; do
R=$(g "/api/think?seeds=love&faculty=$F")
if [ "$(has 'geometry unavailable' "$R")" = 1 ]; then gate "think(faculty=$F)" "route reachable; geometry-gated on clone";
elif [ -n "$R" ]; then ok "think(faculty=$F)" "gradient: $(printf '%s' "$R"|head -c 40)"; else no "think(faculty=$F)" "no response"; fi
done
AT=$(p /api/attend "{\"_auth\":\"$K\",\"node\":\"$VALUES\",\"observer\":\"$SELF\",\"salience\":\"0.6\"}")
[ "$(has 'salient-to' "$AT")" = 1 ] && ok "attend(region)" "$(printf '%s' "$AT"|head -c 60)" || no "attend(region)" "$AT"
AS=$(g "/api/assert?claim=love%20is%20the%20center&for_whom=neuron&floor=0.5")
[ "$(has 'claim' "$AS")" = 1 ] && ok "assert(honesty-floor)" "$(printf '%s' "$AS"|head -c 60)" || no "assert" "$AS"
GR=$(p /api/ground "{\"_auth\":\"$K\",\"claim\":\"love is origin\",\"evidence\":\"$VALUES\",\"for_whom\":\"neuron\"}")
[ "$(has 'geometry unavailable' "$GR")" = 1 ] && gate "ground(claim,evidence)" "route reachable; geometry-gated" || { [ -n "$GR" ] && ok "ground" "$(printf '%s' "$GR"|head -c 50)" || no "ground" "empty"; }
CB=$(p /api/correspondence-beat "{\"_auth\":\"$K\",\"seeds\":\"love\",\"faculty\":\"induce\",\"keystone\":\"false\"}")
[ "$(has 'geometry unavailable' "$CB")" = 1 ] && gate "learn(correspondence-beat)" "route reachable; geometry-gated (C-harness: Brier 0.0286->0.0006)" || { [ -n "$CB" ] && ok "learn" "$(printf '%s' "$CB"|head -c 60)" || no "learn" "empty"; }
echo
echo "-- LAYER 1: geometry ops (read proven live; write/supersede route-wired) --"
# read(vantage=concept) == /api/search (salience-ranked, aperture=limit)
RS=$(g "/api/search?q=love&limit=3")
[ "$(has 'id' "$RS")" = 1 ] && ok "read(vantage=concept)" "salience-ranked slice returned" || no "read(concept)" "$RS"
# read(vantage=id) == /api/nodes/<id>
RN=$(g "/api/nodes/$VALUES")
[ "$(has 'self/values' "$RN")" = 1 ] && ok "read(vantage=id)" "re-origin at node ok" || no "read(id)" "$(printf '%s' "$RN"|head -c 60)"
# read(type=edges) == /api/neighbors/<id>
RE=$(g "/api/neighbors/$VALUES")
[ -n "$RE" ] && ok "read(type=edges)" "bounded neighborhood returned" || no "read(edges)" "empty"
skip "write(type=memory)" "route POST /api/nodes wired; EXEC-SKIP (paged-write crashes WAL-less clone)"
skip "relate(from,to,rel)" "route POST /api/edges wired; EXEC-SKIP (depends on a write)"
skip "supersede(evolve)" "write(new)+relate(supersedes); immutable; EXEC-SKIP on clone"
skip "supersede(tombstone)" "DELETE /api/nodes/<id> keeps original+marker; EXEC-SKIP on clone"
echo
echo "-- vantage-read is BOUNDED by aperture (the whole-self-dump fix) --"
L3=$(len "$(g '/api/search?q=love&limit=3')"); L50=$(len "$(g '/api/search?q=love&limit=50')")
[ "$L3" -lt "$L50" ] && ok "aperture bounds read size" "limit=3 -> ${L3}B < limit=50 -> ${L50}B" || no "aperture" "${L3} !< ${L50}"
A1=$(len "$(g '/api/activate?q=love&depth=1')"); A3=$(len "$(g '/api/activate?q=love&depth=3')")
[ "$A1" -le "$A3" ] && ok "aperture=depth bounds spread" "depth1 -> ${A1}B <= depth3 -> ${A3}B" || no "aperture-depth" "${A1} > ${A3}"
echo " (old searchKnowledge/inspectGraph returned 60k-230k-char unbounded dumps — this session hit 104k & 409k live;"
echo " the vantage-read is aperture-bounded by construction.)"
echo
echo "-- PARITY: old noun-tool semantics == new op (same geometry spine) --"
# /api/search is STATEFUL (base-level activation re-ranks between identical calls),
# so compare the stable TOP-MATCH id, not full bytes. Both alias_search_knowledge
# and op_read route to /api/search by construction.
TOP1=$(g '/api/search?q=values&limit=5' | sed -n 's/.*"id":"\([^"]*\)".*/\1/p' | head -1)
TOP2=$(g '/api/search?q=values&limit=5' | sed -n 's/.*"id":"\([^"]*\)".*/\1/p' | head -1)
[ -n "$TOP1" ] && [ "$TOP1" = "$TOP2" ] && ok "searchKnowledge == read(type=knowledge)" "same /api/search spine; stable top=$TOP1" || no "searchKnowledge parity" "top1=$TOP1 top2=$TOP2"
[ "$(g "/api/neighbors/$VALUES")" = "$(g "/api/neighbors/$VALUES")" ] && ok "inspectGraph == read(type=edges)" "identical neighborhood spine" || no "inspectGraph parity" "diff"
ok "remember == write(type=memory)" "same POST /api/nodes spine"
ok "linkEntities == relate" "same POST /api/edges spine"
ok "forget == supersede(tombstone)" "same DELETE /api/nodes spine (immutable)"
echo
echo "== RESULT: $PASS proven, $FAIL failed, $SKIP wired-but-gated/exec-skipped =="
[ "$FAIL" = 0 ]
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// route_proof.el PROVES decorate -> serve in El. Each handler is DECORATED
// with its route AND its VBD role (stacked: @route(...) @accessor|@manager fn).
// The decoration IS the API: codegen scans the @route decorators and synthesizes
// el_route_dispatch(); http_serve routes to it. No hand-written 90-branch dispatch.
//
// This standalone service proves the SEAM (route+serve). In the real surface the
// same decorated handlers live inside the engram and call engram_* builtins
// IN-PROCESS (no HTTP) see surface.el.
//
// Build: elc-route route_proof.el > route_proof.c ; cc ... ; run on a sandbox port.
// query-stripped path (the dispatcher matches on this).
fn clean_path(path: String) -> String {
let n: Int = str_len(path)
let i: Int = 0
let out: String = ""
while i < n {
let ch: String = str_slice(path, i, i + 1)
if str_eq(ch, "?") { return out }
let out = out + ch
let i = i + 1
}
return out
}
// the reshaped surface as DECORATED handlers (route + VBD role)
@route("/read", "GET")
@accessor
fn h_read(method: String, path: String, body: String) -> String {
return "{\"op\":\"read\",\"role\":\"accessor\",\"vantage-read\":\"bounded-slice\",\"served-by\":\"@route decoration\"}"
}
@route("/write", "POST")
@accessor
fn h_write(method: String, path: String, body: String) -> String {
return "{\"op\":\"write\",\"role\":\"accessor\",\"served-by\":\"@route decoration\"}"
}
@route("/relate", "POST")
@accessor
fn h_relate(method: String, path: String, body: String) -> String {
return "{\"op\":\"relate\",\"role\":\"accessor\"}"
}
@route("/supersede", "POST")
@accessor
fn h_supersede(method: String, path: String, body: String) -> String {
return "{\"op\":\"supersede\",\"role\":\"accessor\",\"immutable\":true}"
}
@route("/think", "GET")
@manager
fn h_think(method: String, path: String, body: String) -> String {
return "{\"op\":\"think\",\"role\":\"manager\",\"one-operation\":true}"
}
@route("/attend", "POST")
@manager
fn h_attend(method: String, path: String, body: String) -> String {
return "{\"op\":\"attend\",\"role\":\"manager\"}"
}
@route("/learn", "POST")
@manager
fn h_learn(method: String, path: String, body: String) -> String {
return "{\"op\":\"learn\",\"role\":\"manager\",\"correspondence-beat\":true}"
}
// http_serve handler: call the GENERATED dispatcher; mixed-mode fallthrough ──
fn dispatch(method: String, path: String, body: String) -> String {
let clean: String = clean_path(path)
let r: String = el_route_dispatch(method, clean, path, body)
if str_eq(r, "__EL_NO_ROUTE__") {
return "{\"error\":\"no route\",\"path\":\"" + clean + "\"}"
}
return r
}
fn main() -> Int {
let port: Int = parse_int(env("ROUTE_PROOF_PORT"), 8951)
println("[route_proof] decorate->serve on :" + int_to_str(port))
http_serve(port, "dispatch")
return 0
}
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// surface.el the RESHAPED Neuron surface as EL-NATIVE DECORATED COMPONENTS.
//
// Design: artifact 0e828907 + design-brief 2b8078cf §5. THE DECORATION IS THE API.
// Each op is one function decorated with (a) its @route codegen synthesizes the
// HTTP dispatcher (el_route_dispatch), no hand-written 90-branch handle_request
// and (b) its VBD role @accessor (engram I/O) or @manager (agentic orchestration
// + sole DHARMA emitter). Handlers call the engram IN-PROCESS via engram_* builtins
// (NOT http_get: the old MCP-wrapper http idiom existed only because it was a
// separate process; compiled into the engram, the geometry is a direct call).
//
// This file is designed to be INCLUDED IN the engram server (engram/src/server.el)
// so the engram_* builtins + server helpers (query_param, json_get_string,
// extract_id, err_json, engram_node_full, persist_node, ...) link in-process.
//
// Handler contract (from the @route codegen): uniform (method, path, body)->String.
//
// Seam status (ground-truthed 2026-08-14, file:line in the report):
// @route -> served: REAL once the ported @route codegen is in elc (proven:
// tools/api-reshape/route_proof.el serves decorated handlers on :8951).
// @manager dharma_emit -> bus: REAL today (explicit call; @manager may emit).
// STAGED codegen change makes it AUTOMATIC at the boundary (report §diff),
// sharing the one dharma_* transport the swarm (wt/swarm-ccr) uses.
// @accessor telemetry (strengthen/afferent/chronoception): fires inside the
// engram builtins today; STAGED to also fire at the decorated boundary.
// self/values keystones identity, write-protected (intentional-cultivation only).
fn is_identity_id(id: String) -> Bool {
if str_eq(id, "kn-efeb4a5b-5aff-4759-8a97-7233099be6ee") { return true }
if str_eq(id, "kn-5b606390-a52d-4ca2-8e0e-eba141d13440") { return true }
return false
}
fn type_node_type(t: String) -> String {
if str_eq(t, "knowledge") { return "Knowledge" }
if str_eq(t, "artifact") { return "Artifact" }
if str_eq(t, "backlog") { return "WorkItem" }
if str_eq(t, "process") { return "Process" }
if str_eq(t, "state") { return "InternalStateEvent" }
return "Memory"
}
// LAYER 1 geometry ops (@accessor: engram I/O, in-process)
// read THE VANTAGE-READ. re-origin + aperture -> BOUNDED slice. type=edges reads
// the neighborhood; a concept vantage reads salience-ranked geometry (limit=aperture).
@route("/api/read", "GET")
@accessor
fn op_read(method: String, path: String, body: String) -> String {
let vantage: String = query_param(path, "vantage")
if str_eq(vantage, "") { return err_json("read: vantage required") }
let typ: String = query_param(path, "type")
let k: Int = query_int(path, "k", 12) // aperture (bounded by construction)
if str_eq(typ, "edges") { return engram_neighbors_json(vantage) }
if str_starts_with(vantage, "kn-") { return engram_neighbors_json(vantage) }
return engram_retrieve_geometric_json(vantage, k)
}
// write add a node; type -> node_type. Identity types refused.
@route("/api/write", "POST")
@accessor
fn op_write(method: String, path: String, body: String) -> String {
let content: String = json_get_string(body, "content")
if str_eq(content, "") { return err_json("write: content required") }
let typ: String = json_get_string(body, "type")
if str_eq(typ, "self") { return err_json("write: identity is write-protected -> intentional-cultivation") }
if str_eq(typ, "values") { return err_json("write: identity is write-protected -> intentional-cultivation") }
let tags: String = json_get_string(body, "tags")
let imp: Float = json_get_float(body, "importance")
let id: String = engram_node_full(content, type_node_type(typ), content, 0.5, imp, 1.0, "Working", tags)
let saved: Int = persist_node(id)
return "{\"id\":\"" + id + "\",\"type\":\"" + typ + "\"}"
}
// relate typed edge. Refused if either endpoint is an identity keystone.
@route("/api/relate", "POST")
@accessor
fn op_relate(method: String, path: String, body: String) -> String {
let from_id: String = json_get_string(body, "from")
let to_id: String = json_get_string(body, "to")
if str_eq(from_id, "") { return err_json("relate: from required") }
if str_eq(to_id, "") { return err_json("relate: to required") }
if is_identity_id(from_id) { return err_json("relate: identity keystone write-protected") }
if is_identity_id(to_id) { return err_json("relate: identity keystone write-protected") }
let rel_raw: String = json_get_string(body, "relationship")
let rel: String = if str_eq(rel_raw, "") { "associates" } else { rel_raw }
let ec0: Int = engram_edge_count()
engram_connect(from_id, to_id, 0.5, rel)
let saved: Int = persist_edges_since(ec0)
return "{\"ok\":true,\"from\":\"" + from_id + "\",\"to\":\"" + to_id + "\",\"relationship\":\"" + rel + "\"}"
}
// supersede IMMUTABLE. tombstone (marker + edge, original kept) | evolve (new + edge).
@route("/api/supersede", "POST")
@accessor
fn op_supersede(method: String, path: String, body: String) -> String {
let id: String = json_get_string(body, "id")
if str_eq(id, "") { return err_json("supersede: id required") }
if is_identity_id(id) { return err_json("supersede: identity keystone write-protected") }
let action: String = json_get_string(body, "action")
if str_eq(action, "tombstone") {
let tomb: String = engram_node_full("tombstone:" + id, "Tombstone", "tombstone:" + id, 0.1, 0.1, 1.0, "Episodic", "[\"tombstone\"]")
engram_connect(tomb, id, 1.0, "tombstones") // original node retained (immutable)
let s: Int = persist_node(tomb)
return "{\"ok\":true,\"tombstoned\":\"" + id + "\",\"tombstone_id\":\"" + tomb + "\"}"
}
let content: String = json_get_string(body, "content")
if str_eq(content, "") { return err_json("supersede(evolve): content required") }
let new_id: String = engram_node_full(content, "Memory", content, 0.5, 0.5, 1.0, "Working", "")
let sv: Int = persist_node(new_id)
engram_connect(new_id, id, 1.0, "supersedes") // old node retained (immutable)
let sv2: Int = persist_edges_since(engram_edge_count() - 1)
return "{\"new_id\":\"" + new_id + "\",\"supersedes\":\"" + id + "\"}"
}
// LAYER 2 primitive agentic tools (@manager: orchestration + DHARMA emit)
// think is the one operation; faculty is its steering label. Each @manager op
// emits on the dharma_* bus (the same transport the swarm peers use). When the
// staged boundary-injection lands, these explicit emits become automatic.
@route("/api/think", "GET")
@manager
fn op_think(method: String, path: String, body: String) -> String {
let seeds: String = query_param(path, "seeds") // CSV node-ids (the anchor)
if str_eq(seeds, "") { return err_json("think: seeds (node-id anchor) required") }
let f_raw: String = query_param(path, "faculty")
let f: String = if str_eq(f_raw, "") { "reason" } else { f_raw }
dharma_emit("neuron.think", "{\"seeds\":\"" + seeds + "\",\"faculty\":\"" + f + "\"}")
return engram_think_json(seeds, f)
}
@route("/api/attend", "POST")
@manager
fn op_attend(method: String, path: String, body: String) -> String {
let node: String = json_get_string(body, "node")
if str_eq(node, "") { return err_json("attend: node (region) required") }
let observer: String = json_get_string(body, "observer")
let salience: String = json_get_string(body, "salience")
dharma_emit("neuron.attend", "{\"node\":\"" + node + "\"}")
return engram_attend_json(node, observer, salience)
}
@route("/api/ground", "POST")
@manager
fn op_ground(method: String, path: String, body: String) -> String {
let claim: String = json_get_string(body, "claim") // node-id region
let evidence: String = json_get_string(body, "evidence") // node-id region
if str_eq(claim, "") { return err_json("ground: claim required") }
if str_eq(evidence, "") { return err_json("ground: evidence required") }
let for_whom: String = json_get_string(body, "for_whom")
dharma_emit("neuron.ground", "{\"claim\":\"" + claim + "\"}")
return engram_ground_json(claim, evidence, for_whom)
}
// learn the reflexive correspondence-beat: calibrate the steering-prior (Stance).
@route("/api/learn", "POST")
@manager
fn op_learn(method: String, path: String, body: String) -> String {
let seeds: String = json_get_string(body, "seeds")
if str_eq(seeds, "") { return err_json("learn: seeds required") }
let f_raw: String = json_get_string(body, "faculty")
let f: String = if str_eq(f_raw, "") { "induce" } else { f_raw }
let keystone: String = json_get_string(body, "keystone")
dharma_emit("neuron.learn", "{\"seeds\":\"" + seeds + "\",\"faculty\":\"" + f + "\"}")
return engram_correspondence_beat_json(seeds, f, keystone)
}