dankclaw: Ling-3.0-flash Q6_K trial config (Vulkan+GTT+draft-mtp)
Trial replaces frank-default-large temporarily via frank-large-ling.service (port 7770, same alias). Requires the aetherbird bailingmoe3-support llama.cpp fork at /home/dank/llama.cpp-ling (stock llama.cpp cannot load bailingmoe3). Memory: 8x16GB LPDDR5 = 128GB physical; Vulkan exposes ~111.2GiB heap (UMA 96GiB + GTT) vs ROCm's 96GiB. Q6_K = 98.26GiB; MLA/KDA KV is tiny so 256k ctx x 2 slots fits with ~10GiB headroom. Verified: loads ~45s, concurrent streams both complete (no DFlash-style kill), ~7.7 t/s gen. Restore Qwen: systemctl stop frank-large-ling; systemctl start frank-default-large.
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# Tunables for the Ling-3.0-flash TRAIL on dankclaw (frank-large-ling).
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# This REPLACES frank-default-large (Qwen3.6-27B) temporarily. To switch
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# back: systemctl stop frank-large-ling && systemctl start frank-default-large.
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# Runtime: llama.cpp FORK bailingmoe3-support; Vulkan + AMD GTT.
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#
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# Memory model (amdgpu Strix Halo gfx1151, 8x16GB LPDDR5 = 128 GiB physical):
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# - firmware UMA carve-out gives the iGPU ~96 GiB VRAM (rocm-smi "VRAM total").
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# - CPU system RAM is the remainder (~30 GiB; kernel MemTotal).
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# - Vulkan (RADV) reports an ~111.2 GiB heap (113910 MiB) - larger than ROCm's
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# 96 GiB, because Vulkan can also reach system memory via GTT.
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# - Q6_K is 98.26 GiB, leaving only ~13 GiB of heap for KV + graphs, so keep
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# the context small (Ling uses MLA/KDA, so KV stays small). Tune CTX_SIZE.
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MODEL_DIR=/home/dank/models
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MODEL_FILE=Ling-3.0-flash-Q6_K.gguf
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ALIAS=frank-default-large # keep the API alias so clients are unaffected
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HOST=0.0.0.0
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PORT=7770
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# Context: Q6_K uses ~98.7 GiB of the ~111.2 GiB Vulkan heap; Ling's MLA/KDA
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# KV is tiny (~2.5 GiB for 256k), so a large context fits. 262144 total = 2
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# slots x 131072, ~10 GiB heap headroom after load. Verified 2026-08-14.
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CTX_SIZE=262144
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PARALLEL=2
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# MTP is bundled in the Ling GGUF itself (block 42) - no separate draft file.
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SPEC_TYPE=draft-mtp
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SPEC_DRAFT_N_MAX=3
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# Vulkan exposes the larger heap (UMA + GTT) vs ROCm. Use Vulkan0.
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DEVICE=Vulkan0
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N_GPU_LAYERS=all
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FLASH_ATTN=auto
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# Batch kept small-leaning for the tight memory budget; tune with CTX_SIZE.
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BATCH_SIZE=512
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UBATCH_SIZE=512
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# Sampling defaults (model card: reasoning-capable; leave temp/top to default)
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TEMPERATURE=1.0
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TOP_K=20
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TOP_P=0.95
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MIN_P=0.0
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THREADS=12
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THREADS_HTTP=1
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[Unit]
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Description=llama.cpp Ling-3.0-flash Q6_K Vulkan+MTP (frank-large-ling TRIAL)
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After=network.target
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[Service]
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Type=simple
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User=dank
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Group=dank
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Environment="HOST=0.0.0.0"
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Environment="PORT=7770"
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Environment="FRANK_LING_ENV_FILE=/home/dank/vllmScripts/scripts/frank-default-large.ling.env"
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ExecStart=/home/dank/vllmScripts/scripts/serve-ling-flash.sh
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Restart=on-failure
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RestartSec=10
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[Install]
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WantedBy=multi-user.target
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Executable
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#!/usr/bin/env bash
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# Serve inclusionAI Ling-3.0-flash (Q6_K) on dankclaw as a TRIAL, replacing
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# frank-default-large temporarily.
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#
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# Runtime: llama.cpp FORK (aetherbird bailingmoe3-support) - stock llama.cpp
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# cannot load the bailingmoe3 architecture. Backend: Vulkan (RADV) on the
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# Strix Halo APU; memory is the shared 128 GB pool (96 GiB UMA + GTT that
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# Vulkan exposes as an ~111 GiB heap). MTP drafter is bundled in the same
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# GGUF (block 42) - no separate --spec-draft-model needed.
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#
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# Tie-back: to restore the Qwen3.6-27B service, stop frank-large-ling and
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# start frank-default-large (its env/unit are committed and unchanged).
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#
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# Tunables come from frank-default-large.ling.env in this directory unless
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# FRANK_LING_ENV_FILE overrides that path.
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set -euo pipefail
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SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
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ENV_FILE="${FRANK_LING_ENV_FILE:-$SCRIPT_DIR/frank-default-large.ling.env}"
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if [[ -f "$ENV_FILE" ]]; then
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set -a
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# shellcheck disable=SC1090
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source "$ENV_FILE"
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set +a
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fi
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# --- defaults -------------------------------------------------------------
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: "${MODEL_DIR:=/home/dank/models}"
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: "${MODEL_FILE:=Ling-3.0-flash-Q6_K.gguf}"
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: "${ALIAS:=frank-default-large}" # keep the same API alias for clients
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: "${HOST:=0.0.0.0}"
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: "${PORT:=7770}"
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: "${CTX_SIZE:=32768}"
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: "${PARALLEL:=2}"
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: "${SPEC_TYPE:=draft-mtp}" # MTP block is bundled in the model GGUF
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: "${SPEC_DRAFT_N_MAX:=3}"
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: "${DEVICE:=Vulkan0}"
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: "${N_GPU_LAYERS:=all}"
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: "${BATCH_SIZE:=512}"
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: "${UBATCH_SIZE:=512}"
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: "${TEMPERATURE:=1.0}"
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: "${TOP_K:=20}"
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: "${TOP_P:=0.95}"
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: "${MIN_P:=0.0}"
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: "${THREADS:=12}"
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: "${THREADS_HTTP:=1}"
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# Fork binary; stock llama.cpp cannot load bailingmoe3.
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LLAMA_SERVER="${LLAMA_SERVER:-/home/dank/llama.cpp-ling/build/bin/llama-server}"
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MODEL="$MODEL_DIR/$MODEL_FILE"
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if [[ ! -x "$LLAMA_SERVER" ]]; then
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echo "missing fork binary: $LLAMA_SERVER (build required)" >&2
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exit 1
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fi
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if [[ ! -f "$MODEL" ]]; then
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echo "missing model: $MODEL" >&2
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exit 1
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fi
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exec "$LLAMA_SERVER" \
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--model "$MODEL" \
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--spec-type "$SPEC_TYPE" \
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--spec-draft-n-max "$SPEC_DRAFT_N_MAX" \
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--device "$DEVICE" \
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--gpu-layers "$N_GPU_LAYERS" \
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--flash-attn auto \
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--ctx-size "$CTX_SIZE" \
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--parallel "$PARALLEL" \
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--batch-size "$BATCH_SIZE" \
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--ubatch-size "$UBATCH_SIZE" \
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--temp "$TEMPERATURE" \
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--top-k "$TOP_K" \
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--top-p "$TOP_P" \
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--min-p "$MIN_P" \
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--threads "$THREADS" \
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--threads-http "$THREADS_HTTP" \
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--alias "$ALIAS" \
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--host "$HOST" \
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--port "$PORT"
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