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.
This commit is contained in:
@@ -1188,6 +1188,10 @@ deploy_llm_large() {
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# not shared: frank-large's engine runs on the gfx1151 iGPU.
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LLM_SMALL_MODEL_FILE="${LLM_SMALL_MODEL_FILE:-/home/dank/models/MiMo-Q5KM/MiMo-V2.6-Distill-Qwen-9B-Q5_K_M.gguf}"
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LLM_SMALL_RUNTIME="${LLM_SMALL_RUNTIME:-/home/dank/GitPackages/llama-master/build-cuda/bin/llama-server}"
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# The projector IS the vision capability here: the Q5_K_M GGUF ships no `v.*`
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# tensors, so a deploy that starts without this file silently ships a
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# text-only endpoint. Checked unconditionally, like frank-large's.
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LLM_SMALL_MMPROJ="${LLM_SMALL_MMPROJ:-/home/dank/models/MiMo-Q5KM/mmproj-MiMo-V2.6-Distill-Qwen-9B-f16.gguf}"
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deploy_llm_small() {
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# Refuse rather than restart-loop: a unit whose runtime or payload is
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@@ -1200,12 +1204,14 @@ deploy_llm_small() {
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echo "frank-small: && cmake --build build-cuda --target llama-server) first." >&2
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return 1
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fi
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if [[ ! -f "$LLM_SMALL_MODEL_FILE" ]]; then
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echo "ERROR: payload GGUF absent at $LLM_SMALL_MODEL_FILE" >&2
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echo "frank-small: fetch bartowski/MiMo-V2.6-Distill-Qwen-9B-GGUF Q5_K_M first;" >&2
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echo "frank-small: refusing to start a unit that cannot load." >&2
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return 1
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fi
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for f in "$LLM_SMALL_MODEL_FILE" "$LLM_SMALL_MMPROJ"; do
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if [[ ! -f "$f" ]]; then
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echo "ERROR: frank-small payload file absent at $f" >&2
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echo "frank-small: run scripts/download-frank-small.sh first;" >&2
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echo "frank-small: refusing to start a unit that cannot load." >&2
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return 1
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fi
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done
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relink_unit frank-small
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run_privileged systemctl daemon-reload
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run_privileged systemctl enable frank-small.service
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@@ -1,7 +1,10 @@
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#!/usr/bin/env bash
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# Download bartowski/MiMo-V2.6-Distill-Qwen-9B-GGUF:Q5_K_M for frank-small
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# (llama.cpp on the RTX 3090). Public repo — no auth header, and never a token
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# on the command line (it is world-readable in /proc/<pid>/cmdline).
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# Download the frank-small payload for llama.cpp on the RTX 3090:
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# bartowski/MiMo-V2.6-Distill-Qwen-9B-GGUF:Q5_K_M plus its vision projector
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# (the GGUF carries no `v.*` tensors — the tower lives only in the mmproj, so
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# without this file the endpoint is text-only by construction). Public repo —
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# no auth header, and never a token on the command line (it is world-readable
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# in /proc/<pid>/cmdline).
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#
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# Fresh downloads, no resume (`curl -C -` once produced a 213 MB oversized file
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# on a 31 GiB payload); -f/--fail-with-body so an HTTP 401 is not a success,
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@@ -33,6 +36,7 @@ DEST="${DEST:-/home/dank/models/MiMo-Q5KM}"
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# name bytes sha256
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FILES=(
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"MiMo-V2.6-Distill-Qwen-9B-Q5_K_M.gguf 6876124704 04cf46f2b5584ef922697d6c063f94879434fb86c467f1a09e52daf0cddaf35f"
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"mmproj-MiMo-V2.6-Distill-Qwen-9B-f16.gguf 918166048 ff348f3180a63188aa7285db85f550fe38acb61dd013c599eb8bad08d2cc2576"
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)
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mkdir -p "$DEST"
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+34
-22
@@ -1,39 +1,51 @@
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# frank-small — llama.cpp (master, CUDA sm_86) serving
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# bartowski/MiMo-V2.6-Distill-Qwen-9B-GGUF:Q5_K_M on the RTX 3090, :7771.
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#
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# 2026-10-01 night (Frank): one quant step down from the Q6_K file this
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# endpoint ran for a few hours, on the same runtime and the same shape — the
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# llama.cpp GGUF path is kept for the ASYMMETRIC KV contract (K unquantized
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# f16, V q8_0) that no other runtime on this host exposes per-tensor, and the
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# freed 0.86 GiB of weights is what keeps the two full windows bootable with
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# margin for CUDA graphs.
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# 2026-10-02 (Frank): THREE contexts, vision on, and a hard instruction to
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# leave 2-3 GiB of the card free. Both new demands cost memory, so the per-slot
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# window shrinks — see the budget below.
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#
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# KV arithmetic: attention KV exists only in the 8 full-attention layers
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# (4 KV heads x 256 head_dim). K f16 = 16 KiB/token; V q8_0 = 8.5 KiB/token
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# (34 B per 32-element block) => 24.5 KiB/token. Two full native windows
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# (2 x 262,144 = 524,288 tokens) cost 12.5 GiB; weights 6.40 + KV 12.5 + the
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# fixed Gated DeltaNet state (~25 MiB/slot) + compute buffers and CUDA graphs
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# ~1.5-2 => ~20.5 GiB against the card's 24 GiB. Q6_K measured 20.9/24.6 here,
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# which is the same arithmetic with 7.26 GiB of weights.
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# Measured on this card, this runtime, 2 x 262,144 (2026-10-02, steady state):
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# 20,190 MiB used of 24,576. KV at that pool was 524,288 tokens x 24.5 KiB =
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# 12,800 MiB, so everything that is NOT KV — weights 6,557 + Gated DeltaNet
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# state ~25/slot + compute buffers and CUDA graphs ~800 — is 7,390 MiB.
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#
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# Why V is not f16: full-precision V costs 16 KiB/token instead of 8.5, i.e.
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# +3.96 GiB on a 524,288-token pool — 24.5 GiB total, past the card. If the
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# graph capture OOMs, lower CTX_SIZE (262144 = two 131,072 windows) rather
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# than quantizing K.
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# KV arithmetic (unchanged): attention KV exists only in the 8 full-attention
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# layers (4 KV heads x 256 head_dim). K f16 = 16 KiB/token, V q8_0 =
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# 8.5 KiB/token (34 B per 32-element block) => 24.5 KiB/token. Three slots at
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# 196,608 = 589,824 tokens cost 14,113 MiB. Add the non-KV 7,390, a third
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# DeltaNet state (~25) and the vision tower + its graph (~1,030: 876 MiB of
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# mmproj weights plus buffer) => ~22.5 GiB used, ~2.0 GiB free — the bottom of
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# the requested band. Step CTX_SIZE down by 12,288 (=4096/slot) if measurement
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# says tighter, up if it says looser; the native 262,144 per slot is NOT
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# reachable three times (3 x 262,144 x 24.5 KiB = 18.4 GiB of KV alone).
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#
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# Why V stays q8_0 and K stays f16: full-precision V would add 8 KiB/token —
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# +4.5 GiB on this pool — which is what pushes the card past its 24 GiB. K is
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# the tensor the asymmetric-KV contract exists to protect.
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LLAMA_BIN=/home/dank/GitPackages/llama-master/build-cuda/bin/llama-server
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MODEL_FILE=/home/dank/models/MiMo-Q5KM/MiMo-V2.6-Distill-Qwen-9B-Q5_K_M.gguf
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# Vision: the Q5_K_M GGUF ships no `v.*` tensors, so the projector file IS the
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# vision capability (sha256 ff348f31..., 918,166,048 B, fetched by
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# scripts/download-frank-small.sh). Empty string = text-only on purpose.
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MMPROJ_FILE=/home/dank/models/MiMo-Q5KM/mmproj-MiMo-V2.6-Distill-Qwen-9B-f16.gguf
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# Fleet endpoint: same port and alias as every frank-small before it, so the
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# harness models.yml id and the homepage probe do not move.
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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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# Two contexts at the model's native window each. llama.cpp divides
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# --ctx-size across --parallel slots (n_ctx_slot = CTX_SIZE/PARALLEL), and
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# without unified KV each slot gets its own cache.
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CTX_SIZE=524288
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PARALLEL=2
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# Three independent conversations. llama.cpp divides --ctx-size across
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# --parallel slots (n_ctx_slot = CTX_SIZE/PARALLEL), and a mamba-hybrid model
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# cannot use unified KV, so each slot gets its own cache and its own window.
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# 196,608 per slot is BELOW the native 262,144: a single request longer than
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# ~196k tokens now needs compaction instead of one shot (the 2026-10-01
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# 2 x 262,144 shape was chosen to hold a 216,269-token compaction request;
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# three contexts is the trade Frank asked for).
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CTX_SIZE=589824
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PARALLEL=3
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# The KV contract (Frank, 2026-10-01 night): unquantized K, q8_0 V.
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# q8_0 on V is only served by the flash-attention path; the serve script
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@@ -1,5 +1,5 @@
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[Unit]
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Description=llama.cpp MiMo-V2.6-Distill-Qwen-9B Q5_K_M GGUF (qwen35 hybrid, 2x262144, f16 K + q8_0 V) on the RTX 3090 (dankclaw, frank-small)
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Description=llama.cpp MiMo-V2.6-Distill-Qwen-9B Q5_K_M GGUF (qwen35 hybrid, 3x196608, f16 K + q8_0 V, mmproj vision) on the RTX 3090 (dankclaw, frank-small)
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After=network-online.target
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Wants=network-online.target
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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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+73
-27
@@ -3,9 +3,11 @@
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# frank-small is the RTX 3090 endpoint; since 2026-10-01 night it serves
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# bartowski/MiMo-V2.6-Distill-Qwen-9B-GGUF:Q5_K_M via a CUDA (sm_86) build of
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# llama.cpp master, chosen for the ASYMMETRIC KV Frank asked for: K f16
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# (unquantized) + V q8_0, which only llama.cpp exposes per-tensor. This
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# seam runs the serve script against a stub engine and asserts on the argv
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# it actually execs, so what is pinned is the command the operator gets.
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# (unquantized) + V q8_0, which only llama.cpp exposes per-tensor. Since
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# 2026-10-02 it runs THREE contexts and carries a vision projector, and the
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# card must keep 2-3 GiB free. This seam runs the serve script against a stub
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# engine and asserts on the argv it actually execs, so what is pinned is the
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# command the operator gets.
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load helpers
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@@ -15,6 +17,8 @@ ENV_FILE="$REPO_ROOT/scripts/frank-small.env"
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REMOTE_DEPLOY="$REPO_ROOT/scripts/deploy-remote.sh"
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ENV_LARGE="$REPO_ROOT/scripts/frank-large.env"
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TARGET_STUB="MiMo-V2.6-Distill-Qwen-9B-Q5_K_M.gguf"
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# Same basename as the shipped projector: the test env repoints it into $STAGE.
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MM_STUB="mmproj-MiMo-V2.6-Distill-Qwen-9B-f16.gguf"
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setup() {
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STAGE="$(mktemp -d)"
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@@ -26,7 +30,7 @@ setup() {
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printf '%s\n' "$@"
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STUB
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chmod +x "$RUNTIME_DIR/bin/llama-server" "$RUNTIME_DIR/bin" 2>/dev/null || chmod +x "$RUNTIME_DIR/bin/llama-server"
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touch "$MODEL_DIR/$TARGET_STUB"
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touch "$MODEL_DIR/$TARGET_STUB" "$MODEL_DIR/$MM_STUB"
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}
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teardown() {
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@@ -37,9 +41,12 @@ teardown() {
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# argv, one token per line, in $output.
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serve_argv() {
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local envf="${1:-$STAGE/test.env}"
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local mmproj
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mmproj="$(sed -nE 's/^MMPROJ_FILE=(.+)$/\1/p' "$ENV_FILE")"
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cat > "$envf" <<EOF
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LLAMA_BIN=$RUNTIME_DIR/bin/llama-server
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MODEL_FILE=$MODEL_DIR/$TARGET_STUB
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MMPROJ_FILE=$MODEL_DIR/${mmproj##*/}
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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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@@ -77,20 +84,36 @@ argv_value() {
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grep -qE "^MODEL_FILE=/home/dank/models/MiMo-Q5KM/$TARGET_STUB$" "$ENV_FILE"
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}
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@test "the shipped env serves the fleet shape: two full native windows" {
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@test "the deployer gates on exactly the payload paths the env file ships" {
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# Anti-drift: the deploy handler checks files by its own defaults. If
|
||||
# those ever differ from what the unit actually loads, a green deploy
|
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# would be gating on a file nobody reads — and a missing projector would
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# ship a blind endpoint.
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local env_v dep_v path pair
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for pair in "MODEL_FILE LLM_SMALL_MODEL_FILE" "MMPROJ_FILE LLM_SMALL_MMPROJ"; do
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read -r env_v dep_v <<<"$pair"
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path="$(sed -nE "s/^${env_v}=(.+)\$/\1/p" "$ENV_FILE" | tail -1)"
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[ -n "$path" ]
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grep -qF -- "${dep_v}=\"\${${dep_v}:-${path}}\"" "$REMOTE_DEPLOY"
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||||
done
|
||||
}
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||||
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||||
@test "the shipped env serves the fleet shape: three 196608-token contexts" {
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serve_argv
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[ "$status" -eq 0 ]
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[ "$(argv_value --alias)" = "frank-small" ]
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[ "$(argv_value --port)" = "7771" ]
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||||
[ "$(argv_value --host)" = "0.0.0.0" ]
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[ "$(argv_value --model)" = "$MODEL_DIR/$TARGET_STUB" ]
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[ "$(argv_value --parallel)" -eq 2 ]
|
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[ "$(argv_value --n-gpu-layers)" -gt 0 ]
|
||||
# llama.cpp divides --ctx-size across slots: two slots means the pool
|
||||
# must be 2 x the window, and the window never exceeds the native one.
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||||
# llama.cpp divides --ctx-size across slots and a mamba hybrid cannot
|
||||
# share one cache, so the observable contract is the per-slot window.
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[ "$(argv_value --parallel)" -eq 3 ]
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ctx="$(argv_value --ctx-size)"
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par="$(argv_value --parallel)"
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[ $((ctx / par)) -eq 262144 ]
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[ $((ctx % par)) -eq 0 ]
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[ $((ctx / par)) -eq 196608 ]
|
||||
[ $((ctx / par)) -le 262144 ]
|
||||
}
|
||||
|
||||
@test "the KV contract is asymmetric: unquantized K, q8_0 V, flash-attn on" {
|
||||
@@ -103,18 +126,22 @@ argv_value() {
|
||||
[ "$(argv_value --flash-attn)" = "on" ]
|
||||
}
|
||||
|
||||
@test "the KV budget fits the 3090 with room for checkpoints" {
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||||
# K f16 (16 KiB/token) + V q8_0 (~8.5, budget 25 with slack) over the
|
||||
# whole pool, plus 6.4 GiB weights and ~2 GiB of compute buffers and
|
||||
# CUDA graphs, must stay under the card's 24 GiB. This is arithmetic,
|
||||
# not a boot log: change CTX_SIZE and it bites before deploy does. The
|
||||
# same arithmetic with f16 V (16 KiB/token, so 32+2 overhead per token)
|
||||
# lands past the card, which is why the contract is asymmetric.
|
||||
@test "the KV budget leaves 2-3 GiB of the 3090 free" {
|
||||
# Rate: K f16 (16 KiB/token) + V q8_0 (~8.5, budgeted 25 with slack).
|
||||
# The non-KV half is MEASURED on this card on 2026-10-02, not guessed:
|
||||
# weights 6.4 + projector 0.85 + compute buffers/CUDA graphs ~0.8 => 8.
|
||||
# Two asserts, both about output the operator sees: the pool must still
|
||||
# fit with 2 GiB spare, and it must be large enough that 5 GiB spare is
|
||||
# NOT reachable — an undersized pool is as wrong as an oversized one.
|
||||
# Arithmetic, not a boot log: change CTX_SIZE and this bites before the
|
||||
# deploy does. The same pool with f16 V (34 KiB/token) lands past the
|
||||
# card, which is why the contract is asymmetric.
|
||||
ctx="$(sed -nE 's/^CTX_SIZE=([0-9]+)$/\1/p' "$ENV_FILE")"
|
||||
kv_gib=$((ctx * 25 / 1048576))
|
||||
[ $((kv_gib + 7 + 2)) -le 24 ]
|
||||
[ $((kv_gib + 8 + 2)) -le 24 ]
|
||||
[ $((kv_gib + 8 + 5)) -gt 24 ]
|
||||
f16v_gib=$((ctx * 34 / 1048576))
|
||||
[ $((f16v_gib + 7 + 2)) -gt 24 ]
|
||||
[ $((f16v_gib + 8)) -gt 24 ]
|
||||
}
|
||||
|
||||
@test "no speculative draft ships by default" {
|
||||
@@ -125,30 +152,49 @@ argv_value() {
|
||||
! grep -q '^DRAFT' "$ENV_FILE"
|
||||
}
|
||||
|
||||
@test "frank-small stays text-only on the GGUF path and speaks the fleet reasoning field" {
|
||||
# The GGUF carries no vision projector; the image path left with the
|
||||
# SGLang checkpoint. models.yml declares frank-small text-only since
|
||||
# the 2026-10-01 night swap.
|
||||
! grep -q -- '--mmproj' "$SERVE"
|
||||
# deepseek format = thinking lands in reasoning_content, the field the
|
||||
# harness has always read on this endpoint (SGLang parity).
|
||||
@test "vision ships by default and MMPROJ_FILE empty opts out of the image path" {
|
||||
# The Q5_K_M GGUF carries no `v.*` tensors, so the projector argument IS
|
||||
# the vision capability: no flag, no eyes.
|
||||
serve_argv
|
||||
[ "$status" -eq 0 ]
|
||||
[ "$(argv_value --mmproj)" = "$MODEL_DIR/$MM_STUB" ]
|
||||
|
||||
# The documented opt-out must reach the engine as ABSENCE of the flag,
|
||||
# not as an argument pointing at an empty string.
|
||||
sed -i 's|^MMPROJ_FILE=.*|MMPROJ_FILE=|' "$STAGE/test.env"
|
||||
run env FRANK_SMALL_ENV_FILE="$STAGE/test.env" nvidia-modprobe=true bash "$SERVE"
|
||||
[ "$status" -eq 0 ]
|
||||
! grep -qxF -- '--mmproj' <<<"$output"
|
||||
}
|
||||
|
||||
@test "the fleet reasoning contract survives the reslice to three contexts" {
|
||||
serve_argv
|
||||
[ "$status" -eq 0 ]
|
||||
# deepseek format = thinking lands in reasoning_content, the field the
|
||||
# harness reads on this endpoint; --jinja is what makes
|
||||
# chat_template_kwargs reach the template at all.
|
||||
[ "$(argv_value --reasoning-format)" = "deepseek" ]
|
||||
argv_value --jinja >/dev/null
|
||||
grep -qxF -- '--jinja' <<<"$output"
|
||||
}
|
||||
|
||||
@test "the serve script refuses a missing runtime or payload" {
|
||||
@test "the serve script refuses a missing runtime, GGUF or projector" {
|
||||
rm -f "$MODEL_DIR/$MM_STUB"
|
||||
serve_argv
|
||||
[ "$status" -ne 0 ]
|
||||
[[ "$output" == *"frank-small: missing"* ]]
|
||||
|
||||
rm -f "$RUNTIME_DIR/bin/llama-server"
|
||||
serve_argv
|
||||
[ "$status" -ne 0 ]
|
||||
[[ "$output" == *"frank-small: missing"* ]]
|
||||
}
|
||||
|
||||
@test "the deploy handler gates on the binary and the GGUF, then MainPID-hardens health" {
|
||||
@test "the deploy handler gates on binary, GGUF and projector, then MainPID-hardens health" {
|
||||
grep -q 'deploy_llm_small' "$REMOTE_DEPLOY"
|
||||
grep -q 'LLM_SMALL_RUNTIME' "$REMOTE_DEPLOY"
|
||||
grep -q 'LLM_SMALL_MODEL_FILE' "$REMOTE_DEPLOY"
|
||||
grep -q 'LLM_SMALL_MMPROJ' "$REMOTE_DEPLOY"
|
||||
grep -q 'relink_unit frank-small' "$REMOTE_DEPLOY"
|
||||
grep -q 'systemctl enable frank-small.service' "$REMOTE_DEPLOY"
|
||||
grep -q '127.0.0.1:7771/health' "$REMOTE_DEPLOY"
|
||||
|
||||
Reference in New Issue
Block a user