fleet redo 2026-08-17: retire PP+NPU, new topology
- Move all previous scripts to old/scripts/ (retired PP/NPU-era) - frank-default-large: llama.cpp FastMTP on dankserver (HauhauCS Qwen3.8-27B IQ4_XS + FastMTP 32K draft + ngram-mod, K q8_0/V f16, 128K ctx, batch 2048/ubatch 1024, port 7770) - frank-default-small: vLLM ROCm on dankclaw (Avesed Qwen3.6-35B-A3B INT8 W8A8, full 262144 ctx, no KV quant, 4 seqs, batch 16384, ngram spec, port 52625) - retarget deploy.sh (dankserver/dankclaw, inline sudo, no helpers) - docs: deployment + index + AGENTS.md + README for new topology, superseded banners on retired docs, add frank-redo-2026-08-17 runbook
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#!/usr/bin/env bash
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# bench-spec-matrix.sh - Qwen3.8-27B UD-Q8_K_XL speculative-decode matrix.
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# Matrix: spec_type {draft-mtp,ngram-mod | draft-mtp | ngram-mod}
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# x --spec-draft-n-max {2..10} x --spec-draft-p-min {off, 0.8}
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# = 54 configs. Each: start llama-server, wait ready, 3 generations of a
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# 1100-token prompt (n_predict 200, default sampling), record timings.
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set -u
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MODEL=/home/dank/models/Qwen3.8-27B-UD-Q8_K_XL.gguf
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LLAMA_SERVER=/home/dank/llama.cpp/build/bin/llama-server
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PORT=7890
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DEVICE=ROCm0
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OUT=/tmp/spec_matrix_results.tsv
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RUNLOG=/tmp/spec_matrix_run.log
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PROMPT=$(python3 -c "print(\"The fleet of inference servers must remain available at all times. Operators monitor memory, throughput, and queue depth. \"*50)")
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N_OUT=200
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RUNS=3
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: > "$OUT"
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printf 'spec_type\tn_max\tp_min\trun\ttps\tpps\tdraft_acc\tdraft_n\tstop\n' >> "$OUT"
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cfg=0
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for spec in "draft-mtp,ngram-mod" "draft-mtp" "ngram-mod"; do
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for n_max in 2 3 4 5 6 7 8 9 10; do
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for p_min in none 0.8; do
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cfg=$((cfg+1))
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echo "=== CONFIG $cfg/54: spec=$spec n_max=$n_max p_min=$p_min $(date +%T) ===" | tee -a "$RUNLOG"
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ARGS=(--model "$MODEL" --spec-type "$spec" --spec-draft-n-max "$n_max")
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# Qwen3.8 bundles its MTP drafter inside the target GGUF; no separate
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# --spec-draft-model file (llama.cpp auto-detects, b10411+).
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if [[ "$p_min" != none ]]; then
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ARGS+=(--spec-draft-p-min "$p_min")
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fi
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ARGS+=(--device "$DEVICE" --gpu-layers all --cache-type-k q8_0 --cache-type-v f16
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--ctx-size 2048 --parallel 1 --batch-size 512 --ubatch-size 128
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--temp 1.0 --top-k 20 --top-p 0.95 --min-p 0.0
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--host 127.0.0.1 --port "$PORT")
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"$LLAMA_SERVER" "${ARGS[@]}" > /tmp/matrix_server.log 2>&1 &
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SPID=$!
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ready=0
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for i in $(seq 1 150); do
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if curl -sf "http://127.0.0.1:$PORT/health" > /dev/null 2>&1; then ready=1; break; fi
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if ! kill -0 "$SPID" 2>/dev/null; then break; fi
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sleep 2
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done
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if [[ "$ready" != 1 ]]; then
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echo "NOT_READY: spec=$spec n_max=$n_max p_min=$p_min" | tee -a "$RUNLOG"
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tail -4 /tmp/matrix_server.log >> "$RUNLOG"
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kill "$SPID" 2>/dev/null; wait "$SPID" 2>/dev/null
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continue
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fi
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for r in 1 2 3; do
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curl -s -m 300 -X POST "http://127.0.0.1:$PORT/completion" -H "Content-Type: application/json" \
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-d "{\"prompt\": \"$PROMPT\", \"n_predict\": $N_OUT, \"stream\": false, \"cache_prompt\": false}" \
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| python3 -c "
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import json,sys
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try:
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d=json.load(sys.stdin)
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t=d.get('timings',{})
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row=[\"$spec\",\"$n_max\",\"$p_min\",\"$r\",
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str(round(t.get('predicted_per_second',0),2)),
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str(round(t.get('prompt_per_second',0),2)),
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str(t.get('draft_n_accepted','')),
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str(t.get('draft_n','')),
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str(d.get('stop_type',''))]
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with open(\"$OUT\",\"a\") as f:
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f.write('\t'.join(row)+'\n')
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except Exception as e:
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with open(\"$OUT\",\"a\") as f:
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f.write('\t'.join([\"$spec\",\"$n_max\",\"$p_min\",\"$r\",\"ERR\",str(e),\"\",\"\",\"\"])+'\n')
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"
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done
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kill "$SPID" 2>/dev/null; wait "$SPID" 2>/dev/null
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sleep 3
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done
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done
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done
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echo "=== MATRIX DONE $(date) ===" | tee -a "$RUNLOG"
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