frank-small: three contexts, vision on, 2-3 GiB of the 3090 left free
CTX_SIZE 589824 / PARALLEL 3 -> three independent 196,608-token conversations (a mamba hybrid cannot share one KV cache, so per-slot window = pool/slots; 3 x 262,144 would need 18.4 GiB of KV alone and busts the card). Vision comes back via bartowski's mmproj-MiMo-V2.6-Distill-Qwen-9B-f16.gguf (918,166,048 B, sha256 ff348f31..., fetched + verified by scripts/download-frank-small.sh): the Q5_K_M GGUF ships no v.* tensors, so --mmproj IS the image path. MMPROJ_FILE without a colon default so an explicit empty value is a real text-only opt-out, and the deployer now gates on the projector exactly as the serve script does. Budget is measured, not guessed: the 2 x 262,144 shape used 20,190/24,576 MiB, which prices non-KV cost at 7,390 MiB. Three slots + projector land near 22.5 GiB, i.e. ~2 GiB spare - the bottom of the requested band, to be confirmed by measurement and laddered if it lands outside 2-3 GiB.
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@@ -11,9 +11,10 @@
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#
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# Architecture: qwen3_5 hybrid — 32 layers, 8 full-attention + 24 Gated
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# DeltaNet, native 262144 window. KV lives only in the 8 attention layers;
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# the DeltaNet state is per-slot fixed size. GGUF path is TEXT-ONLY: no
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# mmproj, the in-checkpoint vision tower does not exist here (models.yml
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# declares frank-small text-only since this swap).
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# the DeltaNet state is per-slot fixed size. Vision comes from the repo's
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# separate projector (the Q5_K_M GGUF carries no `v.*` tensors at all), so
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# --mmproj is what gives this endpoint eyes; MMPROJ_FILE="" is the documented
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# text-only opt-out.
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#
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# Sampling: llama.cpp takes it per request (the fleet harness sends its
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# recipe from models.yml); greedy is the harness default.
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@@ -36,20 +37,30 @@ fi
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: "${ALIAS:=frank-small}"
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: "${BIND_ADDR:=0.0.0.0}"
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: "${LISTEN_PORT:=7771}"
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# ctx-size is the POOL llama.cpp divides across slots: 524288 / 2 = TWO
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# full native 262144 windows.
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: "${CTX_SIZE:=524288}"
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: "${PARALLEL:=2}"
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# ctx-size is the POOL llama.cpp divides across slots: 589824 / 3 gives
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# 196608 per slot — three independent conversations, each with a 192k window
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# (the native 262144 no longer fits three times on a 24 GiB card; see
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# frank-small.env for the arithmetic that lands ~2.5 GiB of card free).
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: "${CTX_SIZE:=589824}"
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: "${PARALLEL:=3}"
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: "${CACHE_TYPE_K:=f16}"
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: "${CACHE_TYPE_V:=q8_0}"
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: "${NGL:=99}"
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# Vision projector. No colon on purpose: an explicitly empty value means
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# "text-only, on purpose" and must NOT be replaced by the default path.
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: "${MMPROJ_FILE=/home/dank/models/MiMo-Q5KM/mmproj-MiMo-V2.6-Distill-Qwen-9B-f16.gguf}"
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# Fail loudly rather than half-loading: a missing file is a download that
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# has not finished, and Restart=on-failure would turn it into a crash loop
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# that reads like a runtime fault.
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# has not finished, and Restart=always would turn it into a crash loop that
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# reads like a runtime fault.
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for path in "$LLAMA_BIN" "$MODEL_FILE"; do
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[[ -e "$path" ]] || { echo "frank-small: missing $path" >&2; exit 1; }
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done
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EXTRA_ARGS=()
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if [[ -n "$MMPROJ_FILE" ]]; then
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[[ -e "$MMPROJ_FILE" ]] || { echo "frank-small: missing $MMPROJ_FILE" >&2; exit 1; }
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EXTRA_ARGS+=(--mmproj "$MMPROJ_FILE")
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fi
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# The UVM device node is created lazily by nvidia-modprobe on the first CUDA
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# open after boot; make sure it exists before the server needs it.
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@@ -58,17 +69,19 @@ nvidia-modprobe -u -c=0 2>/dev/null || true
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# q8_0 on V REQUIRES flash attention (the quantized-value kernels only exist
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# on the FA path); an FA-less build silently falls back and the KV contract
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# in frank-small.env becomes a lie, so pin the flag pair here.
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exec "$LLAMA_BIN" \
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--model "$MODEL_FILE" \
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--alias "$ALIAS" \
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--host "$BIND_ADDR" \
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--port "$LISTEN_PORT" \
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--ctx-size "$CTX_SIZE" \
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--parallel "$PARALLEL" \
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--n-gpu-layers "$NGL" \
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--flash-attn on \
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--cache-type-k "$CACHE_TYPE_K" \
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--cache-type-v "$CACHE_TYPE_V" \
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--jinja \
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--reasoning auto \
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ARGS=(
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--model "$MODEL_FILE"
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--alias "$ALIAS"
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--host "$BIND_ADDR"
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--port "$LISTEN_PORT"
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--ctx-size "$CTX_SIZE"
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--parallel "$PARALLEL"
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--n-gpu-layers "$NGL"
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--flash-attn on
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--cache-type-k "$CACHE_TYPE_K"
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--cache-type-v "$CACHE_TYPE_V"
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--jinja
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--reasoning auto
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--reasoning-format deepseek
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)
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exec "$LLAMA_BIN" "${ARGS[@]}" ${EXTRA_ARGS[@]+"${EXTRA_ARGS[@]}"}
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