scripts/calib-push.py

@@ -29,6 +29,7 @@ Usage: calib-push.py [--port 7770] [--parallel 64] [--container arbench]
 import argparse
 import concurrent.futures
 import json
+import os
 import subprocess
 import sys
 import time
@@ -49,9 +50,9 @@ def tap_done(container):
     return DONE_MARK in (out.stdout + out.stderr)
 
 
-def push_one(url, prompt):
+def push_one(url, prompt, model):
     body = json.dumps({
-        "model": "frank-archon",
+        "model": model,
         "prompt": prompt,
         "max_tokens": 1,
         "temperature": 0,
@@ -68,11 +69,33 @@ def push_one(url, prompt):
         return False
 
 
+def tap_bytes(path):
+    """Bytes the tap has sealed so far; 0 when the directory is absent.
+
+    A tap whose directory is wrong, full or read-only stops writing while the
+    engine keeps answering 200 — the driver then re-pushes the whole corpus for
+    every round it is allowed and the loss is invisible until the hours are gone.
+    """
+    total = 0
+    try:
+        for root, _, files in os.walk(path):
+            for f in files:
+                try:
+                    total += os.path.getsize(os.path.join(root, f))
+                except OSError:
+                    pass
+    except OSError:
+        return 0
+    return total
+
+
 def main():
     ap = argparse.ArgumentParser()
     ap.add_argument("--port", type=int, default=7770)
     ap.add_argument("--parallel", type=int, default=64)
     ap.add_argument("--container", default="arbench")
+    ap.add_argument("--model", default="frank-archon")
+    ap.add_argument("--tap-dir", default="/home/dank/campaign/qwen38-w5nl64/calib")
     ap.add_argument("--corpus", default="/home/dank/corpora/out/calib.jsonl")
     ap.add_argument("--max-rounds", type=int, default=4)
     a = ap.parse_args()
@@ -84,22 +107,37 @@ def main():
             line = line.strip()
             if line:
                 prompts.append(json.loads(line)["prompt"])
-    print(f"corpus: {len(prompts)} prompts", flush=True)
+    chars = sum(len(p) for p in prompts)
+    print(f"corpus: {len(prompts)} prompts, ~{chars // 4} tokens (chars/4)",
+          flush=True)
+    if not prompts:
+        print("REFUSED: the corpus holds no prompts", flush=True)
+        sys.exit(2)
 
     for rnd in range(1, a.max_rounds + 1):
         if tap_done(a.container):
             break
+        before = tap_bytes(a.tap_dir)
         t0 = time.time()
         ok = 0
         with concurrent.futures.ThreadPoolExecutor(a.parallel) as ex:
-            for good in ex.map(lambda p: push_one(url, p), prompts):
+            for good in ex.map(lambda p: push_one(url, p, a.model), prompts):
                 ok += 1 if good else 0
-        dt = time.time() - t0
+        dt = max(time.time() - t0, 1e-9)
         print(f"round {rnd}: {ok}/{len(prompts)} ok in {dt:.0f}s "
-              f"({sum(len(p) for p in prompts)/4/dt:.0f} chars/s est)",
+              f"({chars / 4 / dt:.0f} tokens/s est)", flush=True)
-              flush=True)
+        if ok == 0:
+            print("FAIL: not one prompt was accepted; fix the engine or the argv "
+                  "before spending another round", flush=True)
+            sys.exit(1)
         if tap_done(a.container):
             break
+        after = tap_bytes(a.tap_dir)
+        if after <= before:
+            print(f"FAIL: the tap at {a.tap_dir} sealed nothing this round "
+                  f"({before} B before, {after} B after) — the engine is serving "
+                  "without recording (wrong dir, full disk, read-only mount)", flush=True)
+            sys.exit(1)
     else:
         print("max rounds exhausted, tap not done", flush=True)
         sys.exit(1)

scripts/convert-qwen38-w5nl64.sh

@@ -71,10 +71,12 @@ PLAN_ONLY=0
 KEEP_RECIPE=0
 while [ "$#" -gt 0 ]; do
     case "$1" in
-      --arm) ARMS+=("$2"); shift 2 ;;
+      --arm) [ "$#" -ge 2 ] || { echo "--arm needs a value (cd3|cd6|ao1)" >&2; exit 2; }
+             ARMS+=("$2"); shift 2 ;;
       --dry-run) DRY=1; shift ;;
       --plan-only) PLAN_ONLY=1; shift ;;
-      --target-count) TARGET_COUNT="$2"; shift 2 ;;
+      --target-count) [ "$#" -ge 2 ] || { echo "--target-count needs a value" >&2; exit 2; }
+             TARGET_COUNT="$2"; shift 2 ;;
       --keep-recipe) KEEP_RECIPE=1; shift ;;
       *) echo "unknown argument: $1" >&2; exit 2 ;;
     esac
@@ -124,6 +126,13 @@ fi
 for a in "${ARMS[@]}"; do
     [ -e "$OUTDIR/qwen38-w5nl64-$a.rad" ] && {
         echo "$OUTDIR/qwen38-w5nl64-$a.rad already exists; move it to trash first" >&2; exit 2; }
+    # A killed run leaves its container behind (--rm only fires when podman itself
+    # exits), and the next arm then dies on "name already in use" AFTER the plan
+    # phase; refuse here, where the fix is one `podman rm -f`.
+    podman container exists "qwen38-convert-$a" && {
+        echo "container qwen38-convert-$a still exists (a killed run?);" \
+             "'podman rm -f qwen38-convert-$a' and re-run" >&2
+        exit 2; }
 done
 
 # --- the protected plane, spliced into a per-run copy of the template --------------------------
@@ -203,6 +212,7 @@ for arm in "${ARMS[@]}"; do
     rc=0; run_convert "$arm" || rc=$?
     [ "$rc" -eq 0 ] || { echo "arm $arm: rad-convert rc=$rc; log: $STATE/convert-$arm-$TS.log" >&2; overall=1; continue; }
     out="$OUTDIR/qwen38-w5nl64-$arm.rad"
+    [ -f "$out" ] || { echo "arm $arm: rad-convert exited 0 but wrote no $out; log: $STATE/convert-$arm-$TS.log" >&2; overall=1; continue; }
     got_mib=$(( $(stat -c %s "$out") / 1048576 ))
     # The receipt: the artifact is what the plan predicted, within the metadata the plan does not
     # count. An arm that came out materially smaller lost a plane somewhere.

scripts/make-calib-corpus.py

@@ -190,8 +190,20 @@ def main() -> None:
         path = os.path.join(a.repo, p)
         raw = open(path, encoding="utf-8", errors="replace").read()
         if p.endswith(JSONL_EXTS):
-            lines = [json.loads(l)["content"] for l in raw.splitlines()
+            # A .json in this repo is not necessarily a content-keyed JSONL: the
-                     if l.strip() and "content" in l]
+            # substring test passes on any line that merely mentions "content",
+            # and a list-shaped document raises TypeError — both crashed the whole
+            # build. Skip what does not fit instead.
+            lines = []
+            for line in raw.splitlines():
+                if not line.strip() or "content" not in line:
+                    continue
+                try:
+                    rec = json.loads(line)
+                except json.JSONDecodeError:
+                    continue
+                if isinstance(rec, dict) and isinstance(rec.get("content"), str):
+                    lines.append(rec["content"])
             raw = "\n".join(lines)
         toks = tokenizer.encode(raw, add_special_tokens=False).ids
         return tokenizer.decode(toks[:2400], skip_special_tokens=True)
@@ -233,10 +245,15 @@ def main() -> None:
             if not pool:
                 continue
             got, i, buf, nbuf = 0, 0, [], 0
+            # Count every fragment once: the loop cycles the pool up to 40 times,
+            # and re-tokenizing a 2.4k-token fragment on each pass dominated the
+            # build's wall time.
+            counts = [toks(f) for f in pool]
             while got < want:
-                frag = pool[i % len(pool)]
+                j = i % len(pool)
+                frag = pool[j]
                 i += 1
-                n = toks(frag)
+                n = counts[j]
                 if nbuf + n > a.chunk_tokens and buf:
                     rows.append({"prompt": "\n".join(buf), "cls": cls})
                     got += nbuf
@@ -255,8 +272,8 @@ def main() -> None:
         return len(rows), [{k: v for k, v in r.items() if k == "prompt"}
                            for r in rows]
 
-    def emit_kld() -> tuple[int, list[dict]]:
+    def emit_kld() -> tuple[int, list[dict], int]:
-        rows, total = [], 0
+        rows, total, scored_total = [], 0, 0
         classes = ["code", "prose", "tools"]
         i = {c: 0 for c in classes}
         guard = 0
@@ -269,7 +286,7 @@ def main() -> None:
                 if not pool:
                     continue
                 frag = pool[i[cls] % len(pool)]
-                i[cls] += 2
+                i[cls] += 1
                 msgs.append({"role": "user",
                              "content": "Summarize and explain this "
                                         f"engineering material:\n{frag}"})
@@ -285,19 +302,18 @@ def main() -> None:
                          "score_from": n - a.score_tail,
                          "source": "+".join(sorted(set(srcs)))})
             total += n
-        return len(rows), rows
+            scored_total += a.score_tail
+        return len(rows), rows, scored_total
 
     os.makedirs(a.out_dir, exist_ok=True)
     nc, rows = emit_calib()
     with open(os.path.join(a.out_dir, "calib.jsonl"), "w") as f:
         for r in rows:
             f.write(json.dumps(r) + "\n")
-    nk, krows = emit_kld()
+    nk, krows, scored = emit_kld()
     with open(os.path.join(a.out_dir, "kld.jsonl"), "w") as f:
         for r in krows:
             f.write(json.dumps(r) + "\n")
-    scored = sum(len(tokenizer.encode(r["prompt"], add_special_tokens=False).ids)
-                 - r["score_from"] for r in krows)
     manifest = {
         "seed": a.seed, "template": tname,
         "tokenizer": os.path.basename(a.tokenizer_json),

scripts/rechunk-kld-corpus.py

@@ -136,7 +136,12 @@ def main() -> None:
                         if len(window) < a.score_tail:
                             clamped += 1
                         scored += len(window) - score_from
-                        child = {"prompt": tok.decode(window),
+                        text = tok.decode(window)
+                        if tok.encode(text, add_special_tokens=False).ids != window:
+                            refuse(f"{a.corpus}:{lineno} window at token {start} does not "
+                                   "round-trip through text — the reference would score a "
+                                   "different token sequence than the corpus holds")
+                        child = {"prompt": text,
                                  "score_from": score_from}
                         if "source" in rec:
                             child["source"] = rec["source"]

scripts/run-qwen38-bf16.sh

@@ -120,7 +120,8 @@ while [ $# -gt 0 ]; do
     case "$1" in
         kldref|calib|score) MODE="$1" ;;
         --dry-run)          DRY=1 ;;
-        --image)            IMAGE="$2"; shift ;;
+        --image)            [ "$#" -ge 2 ] || { echo "--image needs a reference" >&2; exit 2; }
+                            IMAGE="$2"; shift ;;
         *)
             # score's two positional arguments, and nothing else may be bare.
             if [ "$MODE" = score ] && [ "${#POS[@]}" -lt 2 ]; then
@@ -250,7 +251,8 @@ case "$MODE" in
     # time the engine reads a recording and writes a report instead of the
     # reverse. The reference dir mounts READ-ONLY — a scoring pass must not be
     # able to touch the zero point — and the report gets its own writable bind.
-    if [ "$OUT_DIR" = "$KLD_REF_DIR" ] || same_dir "$OUT_DIR" "$KLD_REF_DIR"; then
+    if [ "$OUT_DIR" = "$KLD_REF_DIR" ] || same_dir "$OUT_DIR" "$KLD_REF_DIR" \
+       || [ "$(realpath -m "$OUT_DIR")" = "$(realpath -m "$KLD_REF_DIR")" ]; then
         echo "REFUSED: score output $SCORE_OUT is inside the reference dir $KLD_REF_DIR, which this mode mounts read-only" >&2
         exit 2
     fi
@@ -276,9 +278,17 @@ case "$MODE" in
     # through MAX_SEQS, exactly as kldref and score do.
     ARGS+=(--model "$MODEL_IN" --port 7770
            --max-num-seqs "$MAX_SEQS" --max-num-batched-tokens "$MNBT")
+    # The tap is only real if this directory exists and the engine can write it:
+    # without the check a typo'd CALIB_DIR auto-creates a root-owned empty dir in
+    # whatever path was given, and the run burns hours serving prompts into a tap
+    # nobody reads. RADIANCE_CALIB_TOKENS is the whole corpus' floor, not a round's.
+    [ "$DRY" = 1 ] || [ -w "$CALIB_DIR" ] || {
+        echo "REFUSED: calib tap dir $CALIB_DIR is not writable (mkdir it, chown it, then re-run)" >&2
+        exit 2
+    }
     MOUNTS+=(-v "$CALIB_DIR:/data/calib")
     TAPENV=(-e RADIANCE_CALIB_DIR=/data/calib
-            -e RADIANCE_CALIB_TOKENS=12000000)
+            -e "RADIANCE_CALIB_TOKENS=${FRANK_QWEN38_CALIB_TOKENS:-12000000}")
     ;;
 esac
 
@@ -352,7 +362,14 @@ cp -f "$TEMPLATE" "$TPL" || {
 [ "$MODE" = kldref ] && mkdir -p "$KLD_REF_DIR"
 [ "$MODE" = calib ]  && mkdir -p "$CALIB_DIR"
 
-restore() { sudo systemctl start "$SERVICE" >/dev/null 2>&1 || true; }
+# Stop the campaign container BEFORE handing the cards back: a killed run leaves
+# its conmon alive (--rm only fires when podman itself exits), and production
+# then boots beside a container still holding the GPUs — measured 2026-10-29,
+# where the service reported `active` while its engine starved on the rig's VRAM.
+restore() {
+    podman rm -f "$C" >/dev/null 2>&1 || true
+    sudo systemctl start "$SERVICE" >/dev/null 2>&1 || true
+}
 trap restore EXIT
 echo "run-qwen38-bf16 $MODE: stopping $SERVICE ($(date -Is)); log: $LOG"
 sudo systemctl stop "$SERVICE" >/dev/null 2>&1 || true

scripts/stack-qwen38-official-fp8.py

@@ -337,8 +337,12 @@ def main():
     if any(meta[shard_ids[i]][4][1] != hd for i in range(n_shards)):
         log("ERROR: PLE shards disagree on HD")
         return 2
-    if hd % 128 != 0 and hd != 160:
+    if hd != 160 and hd % 128 != 0:
-        log(f"WARNING: PLE HD={hd} is neither 160 nor a multiple of 128")
+        # The pack below writes lanes of 128 codes; any other HD would produce a
+        # table that decodes to the wrong rows. The old warning let it continue.
+        log(f"ERROR: PLE HD={hd} is neither 160 nor a multiple of 128, and the "
+            "128-lane pack cannot express it")
+        return 2
 
     # ---- idempotence gate -------------------------------------------------
     stacked_names = [f"{p}.mlp.experts.gate_up_proj" for p in prefixes]
@@ -521,12 +525,16 @@ def verify(stage, prefixes, n_e, shapes, meta, shard_ids, rows, hd,
         }
         for name, (dt, shp) in want.items():
             e = hdr[name]
-            assert e["dtype"] == dt and list(e["shape"]) == shp, name
+            if e["dtype"] != dt or list(e["shape"]) != shp:
-            assert e["data_offsets"][1] - e["data_offsets"][0] == \
+                raise RuntimeError(f"{name}: header is {e['dtype']}{e['shape']}, expected {dt}{shp}")
-                int(np.prod(shp)) * (1 if dt == F8 else 2), name
+            if e["data_offsets"][1] - e["data_offsets"][0] != int(np.prod(shp)) * (1 if dt == F8 else 2):
+                raise RuntimeError(f"{name}: data span is {e['data_offsets']}, shape {shp} needs "
+                                   f"{int(np.prod(shp)) * (1 if dt == F8 else 2)} B")
     _, phdr = parse_header(out_path)
     e = phdr[next(iter(phdr))]
-    assert e["dtype"] == BF16 and list(e["shape"]) == [sum(rows), hd]
+    if e["dtype"] != BF16 or list(e["shape"]) != [sum(rows), hd]:
+        raise RuntimeError(f"PLE table header is {e['dtype']}{e['shape']}, "
+                           f"expected {BF16}[{sum(rows)}, {hd}]")
 
     # sampled PLE rows: recompute and compare bytes exactly
     lut = e4m3_lut()
@@ -546,7 +554,8 @@ def verify(stage, prefixes, n_e, shapes, meta, shard_ids, rows, hd,
                 with open(out_path, "rb") as ofh:
                     ofh.seek(out_off + got_row * hd * 2)
                     got = ofh.read(hd * 2)
-                assert got == want, f"PLE row {got_row} mismatch"
+                if got != want:
+                    raise RuntimeError(f"PLE row {got_row} does not match the decoded source")
             mm.close()
     log("verify: new-file headers, sizes and sampled PLE rows all exact; "
         "expert slabs were byte-checked in-stack")