feat(campaign): protected-cast applier, recipe markers, KLD gate runner
apply-protected-cast.sh splices derive-protected-experts.py output into the recipe's PROTECTED-BEGIN/END section (refuses to re-derive, trashes the pre-edit recipe). kld-gate-swift15.sh boots the candidate on the serving pin in --kld-ref mode (pool fully resident, no disk tier) and enforces mean KL<=0.03 / top-1>=95% from the JSON report.
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Executable
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#!/usr/bin/env bash
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# apply-protected-cast.sh — RUNS ON DANKSERVER. Rewrite the recipe's
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# PROTECTED-BEGIN/END section from Swift's OWN calibration grams: run
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# derive-protected-experts.py over the calib dir, splice its cast lines into
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# the marked section of the recipe in place, keep the pre-edit recipe in the
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# campaign trash. Refuses to run twice (marker text says derived).
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set -euo pipefail
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CALIB=${1:-/home/dank/corpora/calib}
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RECIPE=${2:-/home/dank/serverAppConfigs-swift15/scripts/recipes/qwen4exp-swift15-w4dn8-i8-hc8m.recipe}
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PY=/home/dank/venvs/radcorpus/bin/python
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DERIVE=/home/dank/serverAppConfigs-swift15/scripts/derive-protected-experts.py
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TS=$(date +%Y%m%d-%H%M%S)
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grep -q "derive-protected-experts.py rewrote" "$RECIPE" && {
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echo "recipe already carries derived cast lines; refusing to re-derive" >&2; exit 1; }
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grep -q "PROTECTED-BEGIN" "$RECIPE" || { echo "no PROTECTED markers in $RECIPE" >&2; exit 1; }
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"$PY" "$DERIVE" "$CALIB" > "/tmp/protected-cast-$TS.txt"
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N=$(grep -c 'cast dtype=bf16' "/tmp/protected-cast-$TS.txt")
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[ "$N" -ge 2 ] || { echo "derive produced $N cast lines; refusing" >&2; exit 1; }
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echo "derived $N protected experts -> /tmp/protected-cast-$TS.txt"
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cp -f "$RECIPE" "/home/dank/.AGENTTRASH/$TS-qwen4exp-swift15-w4dn8-i8-hc8m.recipe"
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"$PY" - "$RECIPE" "/tmp/protected-cast-$TS.txt" <<'PYEOF'
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import sys
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recipe, castfile = sys.argv[1], sys.argv[2]
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lines = open(recipe).read().splitlines()
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cast = [l for l in open(castfile).read().splitlines() if 'cast dtype=bf16' in l]
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out, insec = [], False
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for l in lines:
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if 'PROTECTED-BEGIN' in l:
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insec = True
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out.append(l)
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out.extend(cast)
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elif 'PROTECTED-END' in l:
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insec = False
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out.append(l)
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out.append('# (derive-protected-experts.py rewrote this section from Swift\'s own grams)')
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elif not insec:
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out.append(l)
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open(recipe, 'w').write('\n'.join(out) + '\n')
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print(f'spliced {len(cast)} cast lines into {recipe}')
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PYEOF
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Executable
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#!/usr/bin/env bash
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# kld-gate-swift15.sh — RUNS ON DANKSERVER. Boot the w4dn8 candidate on the
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# serving pin (1.0.13) in --kld-ref mode: score it against the bf16 reference
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# recorded by run-swift15-bf16.sh kld, on the held-out 1.8M-token corpus.
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# Gate (settled design): mean KL <= 0.03 AND top-1 agreement >= 95%.
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# On fail the escalation is gate_up w4nl -> w5nl (+3-4 h), not a re-tune.
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#
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# Shape: the candidate's experts are ~37.6 GiB a rank at w4dn8, under the
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# 40960 MiB pool, so the tier is fully resident — no disk tier here; the
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# record scored the bf16 model at its own (disk-tier) shape, which is a
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# placement choice, not a numerics choice (weights resident are identical).
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set -uo pipefail
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PIN_1013=sha256:4c3f484564bb2872784e46b0a59cbd71becc9c1e746e301a3596ffae253c322e
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IMAGE="stilldeadcode/radiance@$PIN_1013"
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RAD=/home/dank/models/rad/qwen4exp-swift15-w4dn8-i8-hc8m.rad
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C=swift15gate
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LOG=/home/dank/logs/swift15_gate.log
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REPORT=/home/dank/corpora/kld-cand.json
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MAX_KL=${FRANK_KLD_GATE_MAX_KL:-0.03}
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MIN_TOP1=${FRANK_KLD_GATE_MIN_TOP1:-95}
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restore() { sudo systemctl start frank-primary >/dev/null 2>&1 || true; }
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trap restore EXIT
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sudo systemctl stop frank-primary >/dev/null 2>&1 || true
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podman rm -f "$C" >/dev/null 2>&1 || true
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[ -d /home/dank/corpora/kld-ref ] && [ -n "$(ls /home/dank/corpora/kld-ref)" ] || {
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echo "no kld reference recorded" >&2; exit 1; }
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podman run --rm --name "$C" \
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--network host --init \
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--security-opt seccomp=unconfined \
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--ulimit memlock=-1:-1 \
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--device /dev/kfd --device /dev/dri \
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-v /home/dank/models:/models:ro \
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-v /home/dank/radiance-state:/data \
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-v /home/dank/corpora/kld-ref:/data/kld-ref:ro \
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-v /home/dank/corpora/out/kld.jsonl:/data/kld.jsonl:ro \
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-v /home/dank/corpora:/out \
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"$IMAGE" \
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--model /models/rad/$(basename "$RAD") \
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--tp 2 --placement expert_tiered --host-pool-mib 40960 \
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--deterministic --gpu-headroom-mib 768 \
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--num-speculative-tokens 0 \
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--kv-cache-dtype fp8 --max-model-len 16384 \
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--ngram-placement ram \
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--override-chat-template /models/tpl.jinja \
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--kld-ref /data/kld-ref --kld-corpus /data/kld.jsonl \
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--vram-kv-mib 3072 --max-num-seqs 4 --max-num-batched-tokens 32768 \
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--kld-out /out/kld-cand.json 2>&1 | tee "$LOG"
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rc=${PIPESTATUS[0]}
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[ "$rc" -eq 0 ] || { echo "kld run rc=$rc; log: $LOG" >&2; exit "$rc"; }
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python3 - "$REPORT" "$MAX_KL" "$MIN_TOP1" <<'PYEOF'
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import json, sys, math
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report, max_kl, min_top1 = sys.argv[1], float(sys.argv[2]), float(sys.argv[3])
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d = json.load(open(report))
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print(json.dumps(d, indent=1)[:4000])
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flat = {}
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def walk(o, path=""):
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if isinstance(o, dict):
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for k, v in o.items(): walk(v, f"{path}.{k}" if path else k)
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elif isinstance(o, list):
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pass
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else:
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flat[path] = o
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walk(d)
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def pick(*pats):
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for p in pats:
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for k, v in flat.items():
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if all(s in k.lower() for s in p) and isinstance(v, (int, float)) \
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and not (isinstance(v, float) and math.isnan(v)):
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return k, v
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return None, None
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klk, kl = pick(("mean", "kl"), ("kl", "mean"), ("mean",))
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tk, t1 = pick(("top1",), ("top", "1"), ("agreement",), ("top-1",))
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t1 = t1 * 100 if t1 is not None and t1 <= 1 else t1
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print(f"GATE mean_kl: {kl!r} ({klk}) <= {max_kl}? top1: {t1!r} ({tk}) >= {min_top1}?")
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if kl is None or t1 is None:
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print("GATE UNKNOWN — key names not recognised, inspect the report by hand")
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sys.exit(2)
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ok = kl <= max_kl and t1 >= min_top1
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print("GATE_PASS" if ok else "GATE_FAIL")
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sys.exit(0 if ok else 1)
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PYEOF
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echo "report: $REPORT rows: $REPORT.rows"
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@@ -30,6 +30,7 @@
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# law -- an expert whose share of its layer's down-input energy is at least 3% and at least three
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# times its share of the routing, an even count on each rank's half of the layer (the four-bit GEMM
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# takes the rest as two equal tables by parity) by adding that half's next most energetic expert.
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# PROTECTED-BEGIN (rewritten from Swift's OWN grams by derive-protected-experts.py)
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blk.34.ffn_*_exps.407.weight cast dtype=bf16
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blk.34.ffn_*_exps.496.weight cast dtype=bf16
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blk.44.ffn_*_exps.292.weight cast dtype=bf16
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@@ -40,6 +41,7 @@ blk.47.ffn_*_exps.122.weight cast dtype=bf16
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blk.47.ffn_*_exps.143.weight cast dtype=bf16
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blk.47.ffn_*_exps.399.weight cast dtype=bf16
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blk.47.ffn_*_exps.445.weight cast dtype=bf16
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# PROTECTED-END
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# Every other routed expert, trunk and MTP layer alike: the down projection as E4M3 codes with a
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# bf16 scale a 128x128 block -- one amax per block, scale = amax/448 rounded to bf16, the exact
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