Frank
3e32cb9cd1
The tap did not arm on the production pin: a 17-hour calib run on 1.8.1 wrote zero bytes while /health, /stats and the push all read healthy. On :latest (v1.14.0, revision 4a61d7296bc5) the same boot prints 'recorded passes: off, the program accumulates calibration Grams (gram_accum)' and a 9,129-token push sealed 24,768 gram files (42.9 GB) in the fitting shape - 4 slots at a 2,048-token step, production's own. The vendor's calibration shape (--max-num-batched-tokens 65536, --max-num-seqs 64, ~930 tok/s) cannot boot two 32 GiB R9700s: the activation arena alone is 12.83 GiB of the 27.95 GiB claimable, and every variant stops in the VRAM resolver (short 3.19 GiB .. 86 MiB, then a starved cache). Floor moves 12M -> 1.5M tokens: the vendor's own measurement is 'a pooled Gram from 10M tokens beat one from 1M by under 1%', and 1.5M is hours at this rig's rate instead of the 29 h a 6M floor cost. The converter moves to the same digest: rad-convert's gptq:calib=<dir> input is version-stable, so a latest-written tap converts on latest.
237 lines
14 KiB
Bash
Executable File
237 lines
14 KiB
Bash
Executable File
#!/usr/bin/env bash
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# convert-qwen38-w5nl64.sh — RUNS ON DANKSERVER. The CPU half of the Qwen3.8-Flash-Next five-bit
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# campaign: convert the vendor BF16 checkpoint into the campaign's arms, each one the whole
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# `w5nl64a8h` rung on BOTH expert projections with the protected experts kept bf16.
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#
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# Nothing here touches a GPU: the container is started without /dev/kfd or /dev/dri, so the
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# converter runs on the host backend and the fleet can keep serving through the whole script.
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# The engine pin is the digest that serves frank-archon, so a winning arm crosses no version
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# boundary between measurement and serving.
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#
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# Three arms, because the campaign's question is which search knob pays for its hours
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# (recipes/qwen4exp-qwen38-w5nl64-bf16trunk.recipe):
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#
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# cd3 the recipe as written — coordinate descent three sweeps. The control.
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# cd6 six sweeps: the same search, twice the passes.
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# ao1 act_order=1 instead of cd: GPTQ sweeps columns in activation-importance order and
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# stores them permuted. This is a SEPARATE arm, not a fourth sweep — libquant refuses
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# cd= together with act_order=1 ("cd= sweeps the columns in their stored order, and
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# act_order=1 stores them permuted; one or the other", libquant/lq_registry.cpp), so
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# the two knobs cannot be combined into a best-of-both container.
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#
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# The arms are generated from ONE template with `--quant` overrides, not three near-duplicate
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# recipes: --quant rules are inserted BEFORE the recipe file and the first rule whose glob matches
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# a weight decides it (core/format/recipe.cpp: Recipe::match), so an override cleanly replaces the
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# expert line and the other 60 lines cannot drift between arms.
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#
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# Protected experts: apply-protected-cast.sh derives the bf16 set from THIS campaign's grams
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# (--target-count 48, two per layer so each rank's 256-expert half stays even) and splices it into
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# a per-run COPY of the template; the committed recipe keeps its markers and stays reviewable.
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#
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# Gates, in the order they bite — each one is a lesson the swift15 campaign paid for:
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# inputs checkpoint (dir + index), recipe, grams, imatrix, tokenizer. A missing grams
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# directory converts UNCALIBRATED with one stderr note, which is silently worse
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# than failing here.
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# reference the 335.3 GiB BF16 reference container must be GONE before the converts start.
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# It and the checkpoint together eat the volume; its job (the KLD recording and
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# the calibration grams) is finished by then, and both survive on disk without the
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# container beside it. The FP8-native anchor is FETCHED after the converts (disk
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# sequencing), so nothing here waits on it.
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# plan --plan-only runs FIRST, per arm, and prints "about X would be written". The
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# number is the bill: free space must cover it plus the 128k-prompt overshoot
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# margin, and the finished artifact is checked against it.
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# outputs no arm overwrites anything; move the old one to trash.
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#
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# Usage: convert-qwen38-w5nl64.sh [--arm cd3|cd6|ao1]... [--dry-run] [--plan-only]
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# [--target-count N] [--keep-recipe]
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set -u -o pipefail
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SELF="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
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# THE TOOLCHAIN PIN. `:latest` on 2026-10-30 is v1.14.0 (revision 4a61d7296bc5),
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# the same image the tap producer boots: a tap must be converted by the line that
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# is current, and rad-convert's `gptq:calib=<dir>` input contract is version-stable
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# (RADGRAM2 + gram.r<rank>.<stem>.bin), so nothing else about the recipe moves with
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# it. Production stays on its own pin — this is the campaign's toolchain.
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IMAGE=${IMAGE:-stilldeadcode/radiance@sha256:69add58f7de1ed2bca2b1e20a4cc75717557df3f73569a178eca5aafe8c44093}
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CKPT=${CKPT:-/home/dank/models/Qwen3.8-Flash-Next}
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CAMPAIGN=${CAMPAIGN:-/home/dank/campaign/qwen38-w5nl64}
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RECIPE=${RECIPE:-$SELF/recipes/qwen4exp-qwen38-w5nl64-bf16trunk.recipe}
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CALIB=${CALIB:-$CAMPAIGN/calib}
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IMATRIX=${IMATRIX:-$CAMPAIGN/imatrix.gguf}
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OUTDIR=${OUTDIR:-/home/dank/models/rad}
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BF16_RAD=${BF16_RAD:-$OUTDIR/qwen38-bf16.rad} # the reference container, not an arm output
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STATE=${STATE:-$CAMPAIGN} # the dir the container mounts read-only: the
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# spliced recipe and the imatrix live here
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TARGET_COUNT=${TARGET_COUNT:-48}
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MIN_GRAMS=${MIN_GRAMS:-24576} # per-expert DOWN grams: 48 recorded layers x 512
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# experts. The checkpoint has 49 MoE layers, but the
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# MTP layer is never recorded, so its 512 experts are
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# absent from the tap's output by design
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MARGIN_MIB=${MARGIN_MIB:-40960} # the long-prompt overshoot, off the plan number
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TS=$(date +%Y%m%d-%H%M%S)
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ARMS=()
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DRY=0
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PLAN_ONLY=0
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KEEP_RECIPE=0
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while [ "$#" -gt 0 ]; do
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case "$1" in
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--arm) [ "$#" -ge 2 ] || { echo "--arm needs a value (cd3|cd6|ao1)" >&2; exit 2; }
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ARMS+=("$2"); shift 2 ;;
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--dry-run) DRY=1; shift ;;
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--plan-only) PLAN_ONLY=1; shift ;;
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--target-count) [ "$#" -ge 2 ] || { echo "--target-count needs a value" >&2; exit 2; }
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TARGET_COUNT="$2"; shift 2 ;;
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--keep-recipe) KEEP_RECIPE=1; shift ;;
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*) echo "unknown argument: $1" >&2; exit 2 ;;
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esac
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done
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[ "${#ARMS[@]}" -gt 0 ] || ARMS=(cd3 cd6 ao1)
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for a in "${ARMS[@]}"; do
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case "$a" in cd3|cd6|ao1) ;; *) echo "unknown arm: $a (cd3|cd6|ao1)" >&2; exit 2 ;; esac
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done
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# The expert rule's option set, spelled once. --quant replaces the template's line wholesale, so
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# every option has to be repeated here; `calib=$CALIB` is expanded by the recipe reader from the
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# container environment (core/format/recipe.cpp: expand refuses an unset name rather than taking
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# it for empty).
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expert_opts='table=w5nl,group=64,scale=fp8_e4m3,scale2=f32,block2=*x*,scale2_value=0.0001220703125,transform=fwht128,rule=search,calib=$CALIB'
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arm_quant() {
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case "$1" in
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# The control is the template itself: no override, so the recipe's own line decides.
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cd3) return 0 ;;
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cd6) echo "blk.*.ffn_*_exps.*.weight=gptq:${expert_opts},cd=6" ;;
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# act_order=1 WITHOUT cd: libquant refuses the pair (lq_registry.cpp:105, "cd= sweeps the
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# columns in their stored order, and act_order=1 stores them permuted; one or the other"), so
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# this arm is the interleave knob alone, not cd=3 plus it.
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ao1) echo "blk.*.ffn_*_exps.*.weight=gptq:${expert_opts},act_order=1" ;;
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esac
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}
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# --- gates ------------------------------------------------------------------------------------
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[ -d "$CKPT" ] || { echo "no checkpoint at $CKPT; run scripts/download-qwen38-bf16.sh --fetch" >&2; exit 2; }
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[ -f "$CKPT/model.safetensors.index.json" ] || { echo "checkpoint at $CKPT has no safetensors index — a torn fetch" >&2; exit 2; }
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[ -f "$CKPT/tokenizer.json" ] || { echo "no tokenizer.json in $CKPT; the .rad cannot carry one without it" >&2; exit 2; }
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[ -f "$RECIPE" ] || { echo "no recipe at $RECIPE" >&2; exit 2; }
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GRAMS=$(find "$CALIB" -maxdepth 1 -name 'gram.r*.bin' 2>/dev/null | wc -l)
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[ "$GRAMS" -ge "$MIN_GRAMS" ] || {
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echo "calib dir $CALIB holds $GRAMS gram files (<$MIN_GRAMS); run $0 after run-qwen38-bf16.sh calib" >&2; exit 2; }
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[ -f "$IMATRIX" ] || { echo "no imatrix at $IMATRIX; run scripts/grams-to-imatrix.py over $CALIB" >&2; exit 2; }
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# The container sees the campaign dir at one fixed mount point, so an imatrix kept elsewhere has
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# no path inside it: copy it in (or point IMATRIX at the campaign dir) rather than let the
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# converter fail halfway through a planned arm.
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[ "$(dirname "$IMATRIX")" = "$STATE" ] || {
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echo "imatrix $IMATRIX is not in the campaign dir $STATE the container mounts; move it there" >&2; exit 2; }
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if [ -e "$BF16_RAD" ]; then
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echo "the 335.3 GiB BF16 reference container $BF16_RAD is still on disk; its recording and" \
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"the calibration grams are already taken, so move it to trash — the converts need its" \
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"space (peak-disk law)" >&2
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exit 2
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fi
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for a in "${ARMS[@]}"; do
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[ -e "$OUTDIR/qwen38-w5nl64-$a.rad" ] && {
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echo "$OUTDIR/qwen38-w5nl64-$a.rad already exists; move it to trash first" >&2; exit 2; }
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# A killed run leaves its container behind (--rm only fires when podman itself
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# exits), and the next arm then dies on "name already in use" AFTER the plan
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# phase; refuse here, where the fix is one `podman rm -f`.
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podman container exists "qwen38-convert-$a" && {
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echo "container qwen38-convert-$a still exists (a killed run?);" \
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"'podman rm -f qwen38-convert-$a' and re-run" >&2
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exit 2; }
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done
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# --- the protected plane, spliced into a per-run copy of the template --------------------------
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mkdir -p "$STATE"
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WORK="$STATE/recipe-$TS.recipe"
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cp "$RECIPE" "$WORK"
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if [ "$DRY" = 1 ]; then
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echo "would run: $SELF/apply-protected-cast.sh $CALIB $WORK $TARGET_COUNT"
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else
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# Positional, because the tool reads its recipe and calib dir by position: passing them as
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# environment variables would be silently ignored and it would rewrite the COMMITTED
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# template in place instead of this run's copy.
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"$SELF/apply-protected-cast.sh" "$CALIB" "$WORK" "$TARGET_COUNT" \
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|| { echo "the protected-expert derivation refused; the arms would convert unprotected" >&2; exit 1; }
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fi
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run_convert() { # run_convert ARM [extra flags...]
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local arm="$1"; shift
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local out="$OUTDIR/qwen38-w5nl64-$arm.rad" log="$STATE/convert-$arm-$TS.log"
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local argv=(--rm --name "qwen38-convert-$arm"
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-e "CALIB=/data/calib" -e "OMP_NUM_THREADS=$(nproc)"
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-v "$(dirname "$CKPT"):/models:ro"
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-v "$CALIB:/data/calib:ro"
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-v "$STATE:/campaign:ro"
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-v "$OUTDIR:/out")
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local conv=(/models/"${CKPT##*/}" --recipe "/campaign/$(basename "$WORK")"
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--tokenizer "/models/${CKPT##*/}/tokenizer.json"
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--imatrix /campaign/"${IMATRIX##*/}"
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# No --max-ctx: the context declare then runs at the checkpoint's training context
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# (262144), which is what the shipped container did — rad-info --meta on it carries
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# no override. A container declared at a smaller bound cannot be expected to serve
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# the 200k window D2 holds, and the convert is not where to discover that.
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# --kv-cache-dtype changes nothing in the artifact; it picks the kernels the declare
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# checks, and the fleet serves fp8 KV, so an unresolvable fp8 kernel must be said no
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# to by the convert, not by a boot on a drained window.
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--kv-cache-dtype fp8 -o "/out/$(basename "$out")")
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local q; q=$(arm_quant "$arm")
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[ -n "$q" ] && conv+=(--quant "$q")
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if [ "$DRY" = 1 ]; then
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echo "podman run ${argv[*]} \$IMAGE --entrypoint /opt/radiance/bin/rad-convert ${conv[*]} $*"
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return 0
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fi
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podman run "${argv[@]}" --entrypoint /opt/radiance/bin/rad-convert "$IMAGE" "${conv[@]}" "$@" \
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2>&1 | tee "$log"
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return "${PIPESTATUS[0]}"
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}
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# --- plan, then bill, then convert -------------------------------------------------------------
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overall=0
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for arm in "${ARMS[@]}"; do
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echo "== arm $arm =="
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if [ "$DRY" = 1 ]; then
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# Both lines, in order: the plan runs before the convert, and the convert is what the
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# operator is about to pay an afternoon for.
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run_convert "$arm" --plan-only
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run_convert "$arm"
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continue
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fi
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rc=0; plan_log=$(run_convert "$arm" --plan-only) || rc=$?
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[ "$rc" -eq 0 ] || { echo "arm $arm: --plan-only failed (rc=$rc); nothing was written" >&2; overall=1; continue; }
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echo "$plan_log"
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# "about 141.2 GiB would be written" is the converter's own bill; parse it rather than
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# hardcoding a size, so the gate still works after any recipe edit.
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want=$(printf '%s' "$plan_log" | sed -n 's/.*about \([0-9.]*\) \([KMGT]iB\) would be written.*/\1 \2/p' | tail -1)
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[ -n "$want" ] || { echo "arm $arm: the plan printed no size; refusing to convert blind" >&2; overall=1; continue; }
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need_mib=$(awk -v n="${want% *}" -v u="${want#* }" \
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'BEGIN{ f = (u=="KiB") ? 2^-10 : (u=="MiB") ? 1 : (u=="GiB") ? 1024 : (u=="TiB") ? 1048576 : 0
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if (f == 0) { exit 1 }; printf "%d", n*f + 0.5 }') || {
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echo "arm $arm: the plan printed an unknown unit in '$want'" >&2; overall=1; continue; }
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free_mib=$(df --output=avail -m "$OUTDIR" | tail -1 | tr -d ' ')
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echo "plan: $want ($need_mib MiB); free ${free_mib} MiB on $OUTDIR (margin $MARGIN_MIB MiB)"
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if [ "$free_mib" -lt $((need_mib + MARGIN_MIB)) ]; then
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echo "arm $arm: needs ${need_mib} MiB + ${MARGIN_MIB} margin, ${free_mib} free; free space and re-run" >&2
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overall=1; continue
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fi
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if [ "$PLAN_ONLY" = 1 ]; then echo "planned, not converted (--plan-only)"; continue; fi
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rc=0; run_convert "$arm" || rc=$?
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[ "$rc" -eq 0 ] || { echo "arm $arm: rad-convert rc=$rc; log: $STATE/convert-$arm-$TS.log" >&2; overall=1; continue; }
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out="$OUTDIR/qwen38-w5nl64-$arm.rad"
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[ -f "$out" ] || { echo "arm $arm: rad-convert exited 0 but wrote no $out; log: $STATE/convert-$arm-$TS.log" >&2; overall=1; continue; }
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got_mib=$(( $(stat -c %s "$out") / 1048576 ))
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# The receipt: the artifact is what the plan predicted, within the metadata the plan does not
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# count. An arm that came out materially smaller lost a plane somewhere.
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lo=$(( need_mib * 98 / 100 )); hi=$(( need_mib * 103 / 100 ))
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if [ "$got_mib" -lt "$lo" ] || [ "$got_mib" -gt "$hi" ]; then
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echo "arm $arm: $out is ${got_mib} MiB, the plan said ${need_mib} MiB (allowed ${lo}-${hi})" >&2
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overall=1; continue
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fi
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echo "CONVERT_DONE $arm ${got_mib} MiB -> $out"
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done
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if [ "$KEEP_RECIPE" = 0 ] && [ "$DRY" = 0 ]; then
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mkdir -p "$CAMPAIGN/.AGENTTRASH"
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mv "$WORK" "$CAMPAIGN/.AGENTTRASH/$(basename "$WORK")" 2>/dev/null || true
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fi
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exit "$overall"
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