Revert frank-default-large to CIRU runtime (DFlash2 too slow)

Restore the CIRU ROCmFPX setup that DFlash2 replaced:

- Restore jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge v2 runtime
  (native depth-4 MTP, PromptForge DualView, ROCm 7.15)
- Archive the DFlash2 Vulkan deployment files in .AGENTTRASH
- DFlash2 was retired the same day it shipped (2026-08-21) for speed
- Revert docs (deployment.md, index.md, AGENTS.md); mark dflash2 page archived
- Restored scripts are byte-identical to the pre-swap CIRU versions
This commit is contained in:
Frank
2026-08-21 10:15:23 -07:00
parent fd0d9dd3cb
commit 583efd8cf2
11 changed files with 316 additions and 302 deletions
@@ -1,74 +0,0 @@
# Tunables for frank-default-large (CIRU llama.cpp, dankclaw, Strix Halo
# gfx1151).
#
# Runtime: the PromptForge llama-server built from ciru-ai/ROCmFPX tag
# qwen3.8-activefpx-promptforge-v2.3 serving
# jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge (v2). ActiveFPX compact
# GGUF with PromptForge companions for CIRU DualView prompt acceleration and
# native depth-4 MTP. Alias frank-default-large, port 52625.
#
# This runtime replaced the retired vLLM service that previously occupied
# this slot. See docs/ciru-activefpx-promptforge.md.
#
# WARNING: do not name any variable TEMP, HOST, or GPU_MAX_HEAP_SIZE. The ROCm
# HIP runtime reads those bare env vars (see the 2026-08-13 TEMP incident).
# llama.cpp reads --host/--port/--temp as CLI flags, never as env vars.
# CIRU llama-server binary (ROCmFPX v2.3 build, see docs/ciru runtime page).
# Built against the private TheRock ROCm 7.15 SDK kept in the retired
# ling3-ciru venv. ROCm 7.15 is required for the advertised Strix Halo
# performance; the system ROCm 7.2.4 selects slower/fallback kernels.
LLAMA_BIN=/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server
# Model files. The three-file payload (v2 GGUF + FFN + GDN) enables CIRU
# DualView prompt acceleration; omit the two .pfs files to run the GGUF alone
# and save ~19.7 GiB of memory at the cost of prompt throughput.
MODEL_DIR=/home/dank/models/CIRU-Qwen3.8-27B-ActiveFPX
MODEL_FILE=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-v2.gguf
FFN_PFS=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-FFN.pfs
GDN_PFS=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-GDN.pfs
# ROCm 7.15 SDK paths (inside the retired ling3-ciru venv). The serve script
# exports ROCM_PATH and LD_LIBRARY_PATH from these so the 7.15 libraries
# precede any system ROCm 7.2.4.
ROCM_DEVEL=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_devel
ROCM_LIB=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_libraries
ROCM_CORE=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_core
ALIAS=frank-default-large
BIND_ADDR=0.0.0.0
LISTEN_PORT=52625
# Serving: full native 262144 context (n_ctx_train), 1 slot (user request
# 2026-08-19: parallel slots degraded performance). -c is the TOTAL
# context; with PARALLEL=1 it equals the per-slot context. Concurrent
# requests queue on the single slot; the server never preempts a running
# generation. f16 KV, context checkpoints, prompt cache, native MTP
# depth-4. The Strix Halo is unified memory; rocm-smi reports the 64 GiB
# budget. KV at 262144 x 64 KiB/cell is ~16 GiB.
CTX_SIZE=262144
PARALLEL=1
BATCH_SIZE=4096
UBATCH_SIZE=4096
CACHE_TYPE_K=f16
CACHE_TYPE_V=f16
CTX_CHECKPOINTS=16
CACHE_RAM=8192
# Native MTP draft (depth-4, greedy, ROCm-safe CPU argmax fast path).
SPEC_DRAFT_N_MAX=4
SPEC_DRAFT_N_MIN=0
SPEC_DRAFT_P_MIN=0.0
SPEC_DRAFT_P_SPLIT=0.10
# Sampling (model card defaults).
TEMPERATURE=0.7
TOP_P=0.95
# Thinking enabled (user request, 2026-08-18). deepseek format moves the
# <think> reasoning into message.reasoning_content (OpenAI-compatible);
# none would leave the thought tags unparsed in content.
REASONING=on
REASONING_FORMAT=deepseek
VERBOSITY=4
@@ -0,0 +1,60 @@
# Tunables for frank-default-large (upstream llama.cpp PR #27342 DFlash2,
# Vulkan backend, dankclaw, Strix Halo gfx1151).
#
# Runtime: llama.cpp PR #27342 built with GGML_VULKAN=ON serving
# unsloth/Qwen3.8-27B-UD-Q8_K_XL (target) with a z-lab DFlash2 drafter
# (Qwen3.8-27B-DFlash2-Q4_K_M). Target at 31.4 GB, DFlash2 drafter at 2.0 GB.
# Alias frank-default-large, port 52625.
#
# DFlash2 runs on the Vulkan (RADV) backend. Its candidate selector needs
# TOP_K + ARGMAX, which the HIP backend does not implement. This replaced
# the CIRU HIP runtime on 2026-08-21. See docs/dflash2-large-vulkan.md.
#
# WARNING: do not name any variable TEMP, HOST, or GPU_MAX_HEAP_SIZE. The
# ROCm HIP runtime reads those bare env vars (see the 2026-08-13 TEMP
# incident). This deployment uses Vulkan, not HIP, but the rule stays for
# portability.
# Upstream llama.cpp DFlash2 binary (PR #27342, Vulkan build).
LLAMA_BIN=/home/dank/llama.cpp-dflash2/build-dflash2/bin/llama-server
# Model files. The target (UD-Q8_K_XL) was already on disk; the DFlash2
# drafter was added for this deployment. Both live in /home/dank/models.
MODEL_DIR=/home/dank/models
MODEL_FILE=Qwen3.8-27B-UD-Q8_K_XL.gguf
DRAFT_FILE=Qwen3.8-27B-DFlash2-Q4_K_M.gguf
ALIAS=frank-default-large
BIND_ADDR=0.0.0.0
LISTEN_PORT=52625
# Serving: full native 262144 context, 1 slot. The Vulkan device reports
# 113942 MiB; KV at 262144 x 64 KiB/cell is ~16 GiB. rocm-smi reports the
# 64 GiB budget; trust the runtime for the addressable SVM pool.
CTX_SIZE=262144
PARALLEL=1
BATCH_SIZE=4096
UBATCH_SIZE=4096
CACHE_TYPE_K=f16
CACHE_TYPE_V=f16
CTX_CHECKPOINTS=16
CACHE_RAM=8192
# DFlash2 speculative decoding. The drafter's trained block size is 8;
# SPEC_DRAFT_N_MAX clamps to it. TOP_K selector (top 16 candidates).
SPEC_TYPE=draft-dflash
SPEC_DRAFT_N_MAX=8
SPEC_DRAFT_N_MIN=0
SPEC_DRAFT_P_MIN=0.0
SPEC_DRAFT_P_SPLIT=0.10
# Sampling (model card defaults, thinking-general).
TEMPERATURE=0.7
TOP_P=0.95
# Thinking enabled. deepseek format moves the thinking reasoning into
# message.reasoning_content (OpenAI-compatible).
REASONING=on
REASONING_FORMAT=deepseek
VERBOSITY=4
@@ -1,120 +0,0 @@
#!/usr/bin/env bash
# Serve jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge as frank-default-large
# via the CIRU ROCmFPX llama.cpp runtime on Dankclaw (Strix Halo gfx1151).
#
# Runtime: the PromptForge llama-server built from ciru-ai/ROCmFPX tag
# qwen3.8-activefpx-promptforge-v2.3 (commit 103af8b41) against the private
# TheRock ROCm 7.15 SDK (kept in the retired ling3-ciru venv). The model is
# a GGUF with optional PromptForge companion views (FFN/GDN .pfs) that enable
# CIRU DualView prompt acceleration. Native depth-4 MTP speculative decoding.
#
# The model card requires ROCm 7.15 (not the system ROCm 7.2.4) for the
# advertised Strix Halo performance. LD_LIBRARY_PATH therefore points at the
# 7.15 SDK libraries first. An older system ROCm must not precede them.
#
# Tunables come from frank-default-large.env in this directory unless
# FRANK_LARGE_ENV_FILE overrides that path.
set -euo pipefail
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
ENV_FILE="${FRANK_LARGE_ENV_FILE:-$SCRIPT_DIR/frank-default-large.env}"
if [[ -f "$ENV_FILE" ]]; then
set -a
# shellcheck disable=SC1090
source "$ENV_FILE"
set +a
fi
# --- defaults (used when the env file does not set them) -------------------
: "${LLAMA_BIN:=/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server}"
: "${MODEL_DIR:=/home/dank/models/CIRU-Qwen3.8-27B-ActiveFPX}"
: "${MODEL_FILE:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-v2.gguf}"
: "${FFN_PFS:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-FFN.pfs}"
: "${GDN_PFS:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-GDN.pfs}"
: "${ROCM_DEVEL:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_devel}"
: "${ROCM_LIB:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_libraries}"
: "${ROCM_CORE:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_core}"
: "${ALIAS:=frank-default-large}"
: "${BIND_ADDR:=0.0.0.0}"
: "${LISTEN_PORT:=52625}"
: "${CTX_SIZE:=524288}"
: "${PARALLEL:=2}"
: "${BATCH_SIZE:=4096}"
: "${UBATCH_SIZE:=4096}"
: "${CACHE_TYPE_K:=f16}"
: "${CACHE_TYPE_V:=f16}"
: "${CTX_CHECKPOINTS:=16}"
: "${CACHE_RAM:=8192}"
: "${SPEC_DRAFT_N_MAX:=4}"
: "${SPEC_DRAFT_N_MIN:=0}"
: "${SPEC_DRAFT_P_MIN:=0.0}"
: "${SPEC_DRAFT_P_SPLIT:=0.10}"
: "${TEMPERATURE:=0.7}"
: "${TOP_P:=0.95}"
: "${REASONING:=on}"
: "${REASONING_FORMAT:=deepseek}"
: "${VERBOSITY:=4}"
MODEL="$MODEL_DIR/$MODEL_FILE"
export PROMPTFORGE_SIDECAR="$MODEL_DIR/$FFN_PFS"
export PROMPTFORGE_GDN_SIDECAR="$MODEL_DIR/$GDN_PFS"
export PROMPTFORGE_MODE="m2048_fused_tail1476"
export GGML_CUDA_GRAPH_OPT=0
export LLAMA_MTP_CPU_ARGMAX_FASTPATH=1
if [[ ! -f "$MODEL" ]]; then
echo "missing required file: $MODEL" >&2
exit 1
fi
if [[ ! -f "$PROMPTFORGE_SIDECAR" ]]; then
echo "missing PromptForge FFN companion: $PROMPTFORGE_SIDECAR" >&2
exit 1
fi
if [[ ! -f "$PROMPTFORGE_GDN_SIDECAR" ]]; then
echo "missing PromptForge GDN companion: $PROMPTFORGE_GDN_SIDECAR" >&2
exit 1
fi
if [[ ! -x "$LLAMA_BIN" ]]; then
echo "missing llama-server binary: $LLAMA_BIN" >&2
exit 1
fi
# ROCm 7.15 SDK libraries must precede any system ROCm in LD_LIBRARY_PATH.
export ROCM_PATH="$ROCM_DEVEL"
export LD_LIBRARY_PATH="${ROCM_LIB}/lib:${ROCM_CORE}/lib:${ROCM_DEVEL}/lib${LD_LIBRARY_PATH:+:$LD_LIBRARY_PATH}"
exec "$LLAMA_BIN" \
--model "$MODEL" \
--alias "$ALIAS" \
--host "$BIND_ADDR" \
--port "$LISTEN_PORT" \
-dev ROCm0 \
-ngl 999 \
-c "$CTX_SIZE" \
-b "$BATCH_SIZE" \
-ub "$UBATCH_SIZE" \
-fa on \
-ctk "$CACHE_TYPE_K" \
-ctv "$CACHE_TYPE_V" \
-np "$PARALLEL" \
-ctxcp "$CTX_CHECKPOINTS" \
--cache-ram "$CACHE_RAM" \
--cache-prompt \
--metrics \
--no-mmap \
--spec-type draft-mtp \
--spec-draft-device ROCm0 \
--spec-draft-ngl 999 \
--spec-draft-type-k f16 \
--spec-draft-type-v f16 \
--spec-draft-n-max "$SPEC_DRAFT_N_MAX" \
--spec-draft-n-min "$SPEC_DRAFT_N_MIN" \
--spec-draft-p-min "$SPEC_DRAFT_P_MIN" \
--spec-draft-p-split "$SPEC_DRAFT_P_SPLIT" \
--spec-draft-backend-sampling \
--temp "$TEMPERATURE" \
--top-p "$TOP_P" \
--reasoning "$REASONING" \
--reasoning-format "$REASONING_FORMAT" \
--reasoning-budget -1 \
-lv "$VERBOSITY"
+104
View File
@@ -0,0 +1,104 @@
#!/usr/bin/env bash
# Serve unsloth/Qwen3.8-27B-UD-Q8_K_XL as frank-default-large with a
# z-lab DFlash2 drafter (Qwen3.8-27B-DFlash2-Q4_K_M) on the Vulkan backend.
#
# Runtime: upstream llama.cpp PR #27342 (DFlash2 support) built with
# GGML_VULKAN=ON for the Strix Halo gfx1151 (RADV). DFlash2 selects its
# candidates through TOP_K + ARGMAX ops that the HIP backend does not
# implement, so the whole stack runs on Vulkan0.
#
# The target and the drafter share the Qwen3.8 arch. DFlash is lossless
# under strict rejection sampling. --spec-draft-n-max clamps to the drafter's
# trained block size (8).
#
# Tunables come from frank-default-large.env in this directory unless
# FRANK_LARGE_ENV_FILE overrides that path.
set -euo pipefail
SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
ENV_FILE="${FRANK_LARGE_ENV_FILE:-$SCRIPT_DIR/frank-default-large.env}"
if [[ -f "$ENV_FILE" ]]; then
set -a
# shellcheck disable=SC1090
source "$ENV_FILE"
set +a
fi
# --- defaults (used when the env file does not set them) -------------------
: "${LLAMA_BIN:=/home/dank/llama.cpp-dflash2/build-dflash2/bin/llama-server}"
: "${MODEL_DIR:=/home/dank/models}"
: "${MODEL_FILE:=Qwen3.8-27B-UD-Q8_K_XL.gguf}"
: "${DRAFT_FILE:=Qwen3.8-27B-DFlash2-Q4_K_M.gguf}"
: "${ALIAS:=frank-default-large}"
: "${BIND_ADDR:=0.0.0.0}"
: "${LISTEN_PORT:=52625}"
: "${CTX_SIZE:=262144}"
: "${PARALLEL:=1}"
: "${BATCH_SIZE:=4096}"
: "${UBATCH_SIZE:=4096}"
: "${CACHE_TYPE_K:=f16}"
: "${CACHE_TYPE_V:=f16}"
: "${CTX_CHECKPOINTS:=16}"
: "${CACHE_RAM:=8192}"
: "${SPEC_TYPE:=draft-dflash}"
: "${SPEC_DRAFT_N_MAX:=8}"
: "${SPEC_DRAFT_N_MIN:=0}"
: "${SPEC_DRAFT_P_MIN:=0.0}"
: "${SPEC_DRAFT_P_SPLIT:=0.10}"
: "${TEMPERATURE:=0.7}"
: "${TOP_P:=0.95}"
: "${REASONING:=on}"
: "${REASONING_FORMAT:=deepseek}"
: "${VERBOSITY:=4}"
MODEL="$MODEL_DIR/$MODEL_FILE"
DRAFT="$MODEL_DIR/$DRAFT_FILE"
if [[ ! -f "$MODEL" ]]; then
echo "missing required file: $MODEL" >&2
exit 1
fi
if [[ ! -f "$DRAFT" ]]; then
echo "missing DFlash2 drafter: $DRAFT" >&2
exit 1
fi
if [[ ! -x "$LLAMA_BIN" ]]; then
echo "missing llama-server binary: $LLAMA_BIN" >&2
exit 1
fi
exec "$LLAMA_BIN" \
--model "$MODEL" \
--alias "$ALIAS" \
--host "$BIND_ADDR" \
--port "$LISTEN_PORT" \
-dev Vulkan0 \
-ngl 999 \
-c "$CTX_SIZE" \
-b "$BATCH_SIZE" \
-ub "$UBATCH_SIZE" \
-fa on \
-ctk "$CACHE_TYPE_K" \
-ctv "$CACHE_TYPE_V" \
-np "$PARALLEL" \
-ctxcp "$CTX_CHECKPOINTS" \
--cache-ram "$CACHE_RAM" \
--cache-prompt \
--metrics \
--no-mmap \
--spec-type "$SPEC_TYPE" \
--spec-draft-model "$DRAFT" \
--spec-draft-device Vulkan0 \
--spec-draft-ngl 999 \
--spec-draft-type-k f16 \
--spec-draft-type-v f16 \
--spec-draft-n-max "$SPEC_DRAFT_N_MAX" \
--spec-draft-n-min "$SPEC_DRAFT_N_MIN" \
--spec-draft-p-min "$SPEC_DRAFT_P_MIN" \
--spec-draft-p-split "$SPEC_DRAFT_P_SPLIT" \
--temp "$TEMPERATURE" \
--top-p "$TOP_P" \
--reasoning "$REASONING" \
--reasoning-format "$REASONING_FORMAT" \
--reasoning-budget -1 \
-lv "$VERBOSITY"
+30 -21
View File
@@ -8,16 +8,15 @@ local machines. Topology (2026-08-21):
| Target | Host | Runtime | Service | Model | Port |
|--------|------|---------|---------|-------|------|
| Dankserver | dank@dankserver | llama.cpp (upstream b10121) | frank-default-small | HauhauCS Qwen3.6-35B-A3B-Uncensored-Aggressive Q6_K_P + ngram-mod, 36 MoE experts on CPU | 7770 |
| Dankclaw | dank@dankclaw | llama.cpp PR #27342 DFlash2 (Vulkan RADV) | frank-default-large | unsloth Qwen3.8-27B-UD-Q8_K_XL + z-lab Qwen3.8-27B-DFlash2-Q4_K_M drafter, 262K context / 1 slot | 52625 |
| Dankclaw | dank@dankclaw | CIRU ROCmFPX llama.cpp (ROCm 7.15 SDK in the ling3-ciru venv) | frank-default-large | jcbtc Qwen3.8-27B-CIRU-ActiveFPX-PromptForge v2, native MTP, PromptForge DualView, 262K context / 1 slot | 52625 |
The 2026-08-17 redo retired the pipeline-parallel split and the FastFlowLM
NPU endpoint. The 2026-08-18 swap retired the vLLM service and the CIRU
ROCmFPX runtime on Dankclaw. On 2026-08-21 `frank-default-large` moved to
upstream llama.cpp PR #27342 with DFlash2 speculative decoding on the
Vulkan backend (`Vulkan0`, RADV gfx1151). The retired CIRU AI and IQ4_XS
files live in `.AGENTTRASH/`. See docs/dflash2-large-vulkan.md. The old
scripts live in `old/scripts/` for reference; they describe the retired PP
topology.
NPU endpoint. The 2026-08-18 swap retired the vLLM service on Dankclaw; the
CIRU ROCmFPX llama.cpp runtime runs on the Strix Halo iGPU (gfx1151). On
2026-08-21 a DFlash2 Vulkan deployment briefly replaced CIRU, then was
reverted the same day for speed; the DFlash2 files live in `.AGENTTRASH/`.
See docs/ciru-activefpx-promptforge.md. The old scripts live in
`old/scripts/` for reference; they describe the retired PP topology.
**Sibling project:** [../serverAppConfigs](../serverAppConfigs) manages the
Podman app stack on the same hosts (OpenWebUI, Gitea, observability). Its
@@ -63,7 +62,7 @@ Use `scripts/deploy.sh` to deploy committed changes to a target. It pushes `main
```
FRANK_SUDO_PW=... ./scripts/deploy.sh dankserver # llama.cpp FastMTP, port 7770
FRANK_SUDO_PW=... ./scripts/deploy.sh dankclaw # DFlash2 llama.cpp, port 52625
FRANK_SUDO_PW=... ./scripts/deploy.sh dankclaw # CIRU llama.cpp, port 52625
./scripts/deploy.sh dankserver --dry-run # preview without changes
```
@@ -125,24 +124,34 @@ back to a slow path and prefill collapses ~12x (measured 2026-08-17: 95 t/s
vs 1300+ t/s at an 8K prompt on the 3090). See the HauhauCS HF repo README
for the base recipe.
### DFlash2 llama.cpp (Dankclaw, Vulkan)
### CIRU ROCmFPX llama.cpp (Dankclaw)
The upstream llama.cpp PR #27342 llama-server serves
`unsloth/Qwen3.8-27B-UD-Q8_K_XL.gguf` with a z-lab DFlash2 drafter
(`Qwen3.8-27B-DFlash2-Q4_K_M.gguf`) on the Vulkan backend. The binary lives
at `/home/dank/llama.cpp-dflash2/build-dflash2/bin/llama-server`. DFlash2
needs `TOP_K` + `ARGMAX`, which HIP does not implement, so the stack runs on
`Vulkan0` (RADV, gfx1151). See docs/dflash2-large-vulkan.md.
The CIRU llama-server serves `jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge`
from `/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server`.
The runtime is the ciru-ai/ROCmFPX tag `qwen3.8-activefpx-promptforge-v2.3`
(commit `103af8b41`) built against the private TheRock ROCm 7.15 SDK kept
in the retired ling3-ciru venv
(`.venv/lib/python3.12/site-packages/_rocm_sdk_*`). The model card requires
ROCm 7.15 for the advertised Strix Halo performance; the system ROCm 7.2.4
selects slower kernels. The serve script exports the 7.15 SDK libraries
first in `LD_LIBRARY_PATH`.
The target and drafter live in `/home/dank/models/`. The retired CIRU
runtime (ROCmFPX v2.3, ROCm 7.15 SDK in the ling3-ciru venv, FFN/GDN
companions) is archived in `.AGENTTRASH/` and documented in
circu-activefpx-promptforge.md.
The model files (v2 GGUF + FFN.pfs + GDN.pfs, ~34.9 GiB) live in
`/home/dank/models/CIRU-Qwen3.8-27B-ActiveFPX/`. The full build runbook is
in docs/ciru-activefpx-promptforge.md. The retired vLLM venvs
(`/home/dank/vllm-venv`, `/home/dank/vllm-vk-venv`) were moved to
`/home/dank/.AGENTTRASH/` on 2026-08-18.
**Env var naming rule still applies:** the HIP runtime reads `TEMP`, `HOST`,
and `GPU_MAX_HEAP_SIZE`. The serve script passes `--host`/`--port`/`--temp`
as CLI flags only.
### DFlash2 llama.cpp (Dankclaw, retired 2026-08-21)
A DFlash2 Vulkan deployment briefly replaced CIRU on 2026-08-21, then was
reverted the same day for speed. Its serve script, env, and the build worktree
are archived in `.AGENTTRASH/` and documented in docs/dflash2-large-vulkan.md.
### Env var naming rule — HIP runtime collision
The ROCm HIP runtime reads the bare environment variables `TEMP`, `HOST`,
@@ -186,7 +195,7 @@ graph TD
- `sudo` on both boxes needs a tty. Remote sudo steps fail non-interactively. Use `echo '<password>' | sudo -S <command>`.
- Never run `pkill -f` with a pattern that appears in your own command line. It kills your ssh session. Use `pkill -x <exact-name>`.
- Model load is slow: Dankserver loads the 30.6 GB Q6_K_P through RAM (`--no-mmap`, MoE experts on CPU) in a few minutes cold; Dankclaw DFlash2 loads the 31.4 GB UD-Q8_K_XL + 2.0 GB drafter in ~1 minute with a warm OS page cache and a few minutes cold. Health returns 503 while loading. Do not kill the process. `deploy.sh` waits up to 20 minutes on both targets (see `HEALTH_WAIT`).
- Model load is slow: Dankserver loads the 30.6 GB Q6_K_P through RAM (`--no-mmap`, MoE experts on CPU) in a few minutes cold; Dankclaw CIRU loads the 34.9 GiB ActiveFPX payload in ~5-10 minutes. Health returns 503 while loading. Do not kill the process. `deploy.sh` waits up to 20 minutes on both targets (see `HEALTH_WAIT`).
- A client abort and a server release look different in the journal. A client abort logs `W srv stop: cancel task, id_task = N`. A natural stop (EOS or limit) logs only `slot release` with `truncated = 0`. The server never preempts a running generation; when all slots are busy, new tasks defer into a queue. See the 2026-08-13 incident in [docs/deployment.md](docs/deployment.md).
- Retired hardware history: the Dankserver 35B cuBLAS crash and the DFlash premature-EOS bug are historical; see [docs/dankserver-vram-growth.md](docs/dankserver-vram-growth.md) and [docs/qwen3.8-spec-matrix.md](docs/qwen3.8-spec-matrix.md). The FastFlowLM NPU endpoint is retired; see [docs/FastFlowLM NPU Inference.md](docs/FastFlowLM%20NPU%20Inference.md).
+13 -11
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@@ -9,7 +9,7 @@ Two servers run LLM inference services. Each server pulls its scripts from this
| Target | Host | Runtime | Service | Port |
|--------|------|---------|---------|------|
| Dankserver | dank@dankserver | upstream llama.cpp (Qwen3.6-35B-A3B Q6_K_P + ngram-mod, MoE on CPU) | frank-default-small | 7770 |
| Dankclaw | dank@dankclaw | upstream llama.cpp PR #27342 DFlash2 (unsloth Qwen3.8-27B-UD-Q8_K_XL + z-lab DFlash2 Q4_K_M drafter, Vulkan, 262K ctx / 1 slot) | frank-default-large | 52625 |
| Dankclaw | dank@dankclaw | CIRU ROCmFPX llama.cpp (jcbtc Qwen3.8-27B-CIRU-ActiveFPX-PromptForge v2, native MTP + PromptForge DualView, 262K ctx / 1 slot) | frank-default-large | 52625 |
## Workflow
@@ -115,19 +115,21 @@ launches through `scripts/serve-frank-small.sh`, which reads tunables from
### Dankclaw — frank-default-large
The active service on Dankclaw is upstream llama.cpp PR #27342 (DFlash2
support) built with GGML_VULKAN=ON, serving
`/home/dank/models/Qwen3.8-27B-UD-Q8_K_XL.gguf` (unsloth Dynamic v3.0,
31.4 GB) under the alias `frank-default-large` on port 52625. It runs
`/home/dank/llama.cpp-dflash2/build-dflash2/bin/llama-server` with a
z-lab DFlash2 drafter (`/home/dank/models/Qwen3.8-27B-DFlash2-Q4_K_M.gguf`,
block size 8) via `--spec-type draft-dflash`, on the Vulkan (RADV) backend
(`Vulkan0`, gfx1151, 113942 MiB). f16 KV for both K and V, full 262144
context (1 slot), batch 4096 / ubatch 4096, 16 context checkpoints, 8 GiB
The active service on Dankclaw is the CIRU ROCmFPX llama.cpp runtime serving
`jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge` (v2 GGUF + FFN/GDN
companions) under the alias `frank-default-large` on port 52625. It runs
`/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server` (ROCm
7.15 SDK in the retired ling3-ciru venv) with native depth-4 MTP
(`--spec-type draft-mtp`), f16 KV for both K and V, full 262144 context
(1 slot; concurrent requests queue, the server never preempts a running
generation), batch 4096 / ubatch 4096, 16 context checkpoints, 8 GiB
prompt cache, and reasoning in deepseek format. The unit file is
`scripts/frank-default-large.service`. It launches through
`scripts/serve-frank-large.sh`, which reads tunables from
`scripts/frank-default-large.env`. See [[dflash2-large-vulkan]].
`scripts/frank-default-large.env`. See [[ciru-activefpx-promptforge]].
> Restored 2026-08-21. The intermediate DFlash2 Vulkan deployment was
> retired the same day; see [[dflash2-large-vulkan]] for the archived runbook.
## Validation
+10 -6
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@@ -1,7 +1,7 @@
---
type: reference
title: DFlash2 on Dankclaw (frank-default-large)
description: unsloth Qwen3.8-27B-UD-Q8_K_XL served by upstream llama.cpp PR #27342 with a z-lab DFlash2 drafter on the Vulkan backend. Install runbook and the frank-default-large service.
description: ARCHIVED - unsloth Qwen3.8-27B-UD-Q8_K_XL served by upstream llama.cpp PR #27342 with a z-lab DFlash2 drafter on the Vulkan backend. Retired 2026-08-21 for speed; kept as a runbook.
tags:
- llama.cpp
- vulkan
@@ -13,12 +13,16 @@ tags:
timestamp: 2026-08-21
---
# DFlash2 on Dankclaw (frank-default-large)
# DFlash2 on Dankclaw (frank-default-large) — ARCHIVED
`frank-default-large` (port 52625) serves
> **Archived 2026-08-21.** This DFlash2 Vulkan deployment was retired the
> same day it shipped because it was slower than the CIRU runtime it
> replaced. `frank-default-large` is back on CIRU. This page stays as the
> runbook and provenance for the DFlash2 attempt.
`frank-default-large` (port 52625) briefly served
`unsloth/Qwen3.8-27B-UD-Q8_K_XL` with a DFlash2 drafter from z-lab. The
runtime is upstream llama.cpp PR #27342 built with `GGML_VULKAN=ON`.
This deployment replaced the CIRU HIP runtime on 2026-08-21.
runtime was upstream llama.cpp PR #27342 built with `GGML_VULKAN=ON`.
## Why Vulkan
@@ -163,8 +167,8 @@ is close.
## See Also
- [[ciru-activefpx-promptforge]] — the active CIRU runtime on Dankclaw
- [[DFlash DSpark Speculative Decoding]] — DFlash/DSpark design and history
- [[ciru-activefpx-promptforge]] — the retired CIRU runtime (archived)
- [[deployment]] — the deployment and update process
- [[qwen3.8-strix-optimizations]] — llama.cpp Optimizations on this iGPU
- [[index]] — knowledge base index
+12 -13
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@@ -2,7 +2,7 @@
Documentation for the LLM inference fleet on two local machines
(2026-08-21): upstream llama.cpp on Dankserver (frank-default-small) and
upstream llama.cpp PR #27342 DFlash2 on Dankclaw (frank-default-large).
CIRU ROCmFPX llama.cpp on Dankclaw (frank-default-large).
## Deployment Topology
@@ -19,11 +19,10 @@ ngram-mod, 36 MoE experts on CPU, 700K ctx]
subgraph Dankclaw[AMD Strix Halo - Ubuntu 26.04]
D[gfx1151 iGPU 64 GiB unified memory]
E[upstream llama.cpp PR #27342 DFlash2, Vulkan
E[CIRU ROCmFPX llama.cpp
frank-default-large, port 52625]
F[unsloth Qwen3.8-27B-UD-Q8_K_XL +
z-lab Qwen3.8-27B-DFlash2-Q4_K_M drafter
262K ctx / 1 slot, DFlash2 spec]
F[jcbtc Qwen3.8-27B-CIRU-ActiveFPX-PromptForge
262K ctx / 1 slot, native MTP, PromptForge DualView]
D --> E --> F
end
@@ -42,20 +41,20 @@ z-lab Qwen3.8-27B-DFlash2-Q4_K_M drafter
- [[deployment]] — deploy and update process for both servers
- [[frank-redo-2026-08-17]] — the 2026-08-17 topology change
- [[dflash2-large-vulkan]] — the DFlash2 runtime on Dankclaw
(frank-default-large, Vulkan)
- [[ciru-activefpx-promptforge]] — the CIRU runtime on Dankclaw
(frank-default-large)
- [[Dankserver]] — the upstream llama.cpp box (frank-default-small)
- [[Dankclaw]] — the DFlash2 Vulkan box (frank-default-large)
- [[Dankclaw]] — the CIRU ROCmFPX box (frank-default-large)
## DFlash2 Reference (Dankclaw)
## CIRU Reference (Dankclaw)
- [[dflash2-large-vulkan]] — DFlash2 model, Vulkan build, build runbook,
- [[ciru-activefpx-promptforge]] — model, ROCm 7.15 toolchain, build,
and the frank-default-large service
## CIRU Reference (retired)
## DFlash2 Reference (archived)
- [[ciru-activefpx-promptforge]] — the retired CIRU ROCmFPX runtime
(archived in .AGENTTRASH, 2026-08-21)
- [[dflash2-large-vulkan]] — the retired DFlash2 Vulkan deployment
(2026-08-21)
## vLLM Reference (historical)
+45 -31
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@@ -1,36 +1,51 @@
# Tunables for frank-default-large (upstream llama.cpp PR #27342 DFlash2,
# Vulkan backend, dankclaw, Strix Halo gfx1151).
# Tunables for frank-default-large (CIRU llama.cpp, dankclaw, Strix Halo
# gfx1151).
#
# Runtime: llama.cpp PR #27342 built with GGML_VULKAN=ON serving
# unsloth/Qwen3.8-27B-UD-Q8_K_XL (target) with a z-lab DFlash2 drafter
# (Qwen3.8-27B-DFlash2-Q4_K_M). Target at 31.4 GB, DFlash2 drafter at 2.0 GB.
# Alias frank-default-large, port 52625.
# Runtime: the PromptForge llama-server built from ciru-ai/ROCmFPX tag
# qwen3.8-activefpx-promptforge-v2.3 serving
# jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge (v2). ActiveFPX compact
# GGUF with PromptForge companions for CIRU DualView prompt acceleration and
# native depth-4 MTP. Alias frank-default-large, port 52625.
#
# DFlash2 runs on the Vulkan (RADV) backend. Its candidate selector needs
# TOP_K + ARGMAX, which the HIP backend does not implement. This replaced
# the CIRU HIP runtime on 2026-08-21. See docs/dflash2-large-vulkan.md.
# This runtime replaced the retired vLLM service that previously occupied
# this slot. See docs/ciru-activefpx-promptforge.md.
#
# WARNING: do not name any variable TEMP, HOST, or GPU_MAX_HEAP_SIZE. The
# ROCm HIP runtime reads those bare env vars (see the 2026-08-13 TEMP
# incident). This deployment uses Vulkan, not HIP, but the rule stays for
# portability.
# WARNING: do not name any variable TEMP, HOST, or GPU_MAX_HEAP_SIZE. The ROCm
# HIP runtime reads those bare env vars (see the 2026-08-13 TEMP incident).
# llama.cpp reads --host/--port/--temp as CLI flags, never as env vars.
# Upstream llama.cpp DFlash2 binary (PR #27342, Vulkan build).
LLAMA_BIN=/home/dank/llama.cpp-dflash2/build-dflash2/bin/llama-server
# CIRU llama-server binary (ROCmFPX v2.3 build, see docs/ciru runtime page).
# Built against the private TheRock ROCm 7.15 SDK kept in the retired
# ling3-ciru venv. ROCm 7.15 is required for the advertised Strix Halo
# performance; the system ROCm 7.2.4 selects slower/fallback kernels.
LLAMA_BIN=/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server
# Model files. The target (UD-Q8_K_XL) was already on disk; the DFlash2
# drafter was added for this deployment. Both live in /home/dank/models.
MODEL_DIR=/home/dank/models
MODEL_FILE=Qwen3.8-27B-UD-Q8_K_XL.gguf
DRAFT_FILE=Qwen3.8-27B-DFlash2-Q4_K_M.gguf
# Model files. The three-file payload (v2 GGUF + FFN + GDN) enables CIRU
# DualView prompt acceleration; omit the two .pfs files to run the GGUF alone
# and save ~19.7 GiB of memory at the cost of prompt throughput.
MODEL_DIR=/home/dank/models/CIRU-Qwen3.8-27B-ActiveFPX
MODEL_FILE=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-v2.gguf
FFN_PFS=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-FFN.pfs
GDN_PFS=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-GDN.pfs
# ROCm 7.15 SDK paths (inside the retired ling3-ciru venv). The serve script
# exports ROCM_PATH and LD_LIBRARY_PATH from these so the 7.15 libraries
# precede any system ROCm 7.2.4.
ROCM_DEVEL=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_devel
ROCM_LIB=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_libraries
ROCM_CORE=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_core
ALIAS=frank-default-large
BIND_ADDR=0.0.0.0
LISTEN_PORT=52625
# Serving: full native 262144 context, 1 slot. The Vulkan device reports
# 113942 MiB; KV at 262144 x 64 KiB/cell is ~16 GiB. rocm-smi reports the
# 64 GiB budget; trust the runtime for the addressable SVM pool.
# Serving: full native 262144 context (n_ctx_train), 1 slot (user request
# 2026-08-19: parallel slots degraded performance). -c is the TOTAL
# context; with PARALLEL=1 it equals the per-slot context. Concurrent
# requests queue on the single slot; the server never preempts a running
# generation. f16 KV, context checkpoints, prompt cache, native MTP
# depth-4. The Strix Halo is unified memory; rocm-smi reports the 64 GiB
# budget. KV at 262144 x 64 KiB/cell is ~16 GiB.
CTX_SIZE=262144
PARALLEL=1
BATCH_SIZE=4096
@@ -40,21 +55,20 @@ CACHE_TYPE_V=f16
CTX_CHECKPOINTS=16
CACHE_RAM=8192
# DFlash2 speculative decoding. The drafter's trained block size is 8;
# SPEC_DRAFT_N_MAX clamps to it. TOP_K selector (top 16 candidates).
SPEC_TYPE=draft-dflash
SPEC_DRAFT_N_MAX=8
# Native MTP draft (depth-4, greedy, ROCm-safe CPU argmax fast path).
SPEC_DRAFT_N_MAX=4
SPEC_DRAFT_N_MIN=0
SPEC_DRAFT_P_MIN=0.0
SPEC_DRAFT_P_SPLIT=0.10
# Sampling (model card defaults, thinking-general).
# Sampling (model card defaults).
TEMPERATURE=0.7
TOP_P=0.95
# Thinking enabled. deepseek format moves the thinking reasoning into
# message.reasoning_content (OpenAI-compatible).
# Thinking enabled (user request, 2026-08-18). deepseek format moves the
# <think> reasoning into message.reasoning_content (OpenAI-compatible);
# none would leave the thought tags unparsed in content.
REASONING=on
REASONING_FORMAT=deepseek
VERBOSITY=4
VERBOSITY=4
+1 -1
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@@ -1,5 +1,5 @@
[Unit]
Description=llama.cpp DFlash2 Qwen3.8-27B UD-Q8_K_XL + Q4_K_M drafter (dankclaw, frank-default-large)
Description=CIRU llama.cpp Qwen3.8-27B ActiveFPX PromptForge MTP (dankclaw, frank-default-large)
After=network-online.target
Wants=network-online.target
+41 -25
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@@ -1,15 +1,16 @@
#!/usr/bin/env bash
# Serve unsloth/Qwen3.8-27B-UD-Q8_K_XL as frank-default-large with a
# z-lab DFlash2 drafter (Qwen3.8-27B-DFlash2-Q4_K_M) on the Vulkan backend.
# Serve jcbtc/Qwen3.8-27B-CIRU-ActiveFPX-PromptForge as frank-default-large
# via the CIRU ROCmFPX llama.cpp runtime on Dankclaw (Strix Halo gfx1151).
#
# Runtime: upstream llama.cpp PR #27342 (DFlash2 support) built with
# GGML_VULKAN=ON for the Strix Halo gfx1151 (RADV). DFlash2 selects its
# candidates through TOP_K + ARGMAX ops that the HIP backend does not
# implement, so the whole stack runs on Vulkan0.
# Runtime: the PromptForge llama-server built from ciru-ai/ROCmFPX tag
# qwen3.8-activefpx-promptforge-v2.3 (commit 103af8b41) against the private
# TheRock ROCm 7.15 SDK (kept in the retired ling3-ciru venv). The model is
# a GGUF with optional PromptForge companion views (FFN/GDN .pfs) that enable
# CIRU DualView prompt acceleration. Native depth-4 MTP speculative decoding.
#
# The target and the drafter share the Qwen3.8 arch. DFlash is lossless
# under strict rejection sampling. --spec-draft-n-max clamps to the drafter's
# trained block size (8).
# The model card requires ROCm 7.15 (not the system ROCm 7.2.4) for the
# advertised Strix Halo performance. LD_LIBRARY_PATH therefore points at the
# 7.15 SDK libraries first. An older system ROCm must not precede them.
#
# Tunables come from frank-default-large.env in this directory unless
# FRANK_LARGE_ENV_FILE overrides that path.
@@ -25,23 +26,26 @@ if [[ -f "$ENV_FILE" ]]; then
fi
# --- defaults (used when the env file does not set them) -------------------
: "${LLAMA_BIN:=/home/dank/llama.cpp-dflash2/build-dflash2/bin/llama-server}"
: "${MODEL_DIR:=/home/dank/models}"
: "${MODEL_FILE:=Qwen3.8-27B-UD-Q8_K_XL.gguf}"
: "${DRAFT_FILE:=Qwen3.8-27B-DFlash2-Q4_K_M.gguf}"
: "${LLAMA_BIN:=/home/dank/ciru-qwen38/ROCmFPX/build-promptforge/bin/llama-server}"
: "${MODEL_DIR:=/home/dank/models/CIRU-Qwen3.8-27B-ActiveFPX}"
: "${MODEL_FILE:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-v2.gguf}"
: "${FFN_PFS:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-FFN.pfs}"
: "${GDN_PFS:=Qwen3.8-27B-CIRU-ActiveFPX-PromptForge-GDN.pfs}"
: "${ROCM_DEVEL:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_devel}"
: "${ROCM_LIB:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_libraries}"
: "${ROCM_CORE:=/home/dank/ling3-ciru/Ling-3.0-Flash-CIRU-int4-Strix-native/.venv/lib/python3.12/site-packages/_rocm_sdk_core}"
: "${ALIAS:=frank-default-large}"
: "${BIND_ADDR:=0.0.0.0}"
: "${LISTEN_PORT:=52625}"
: "${CTX_SIZE:=262144}"
: "${PARALLEL:=1}"
: "${CTX_SIZE:=524288}"
: "${PARALLEL:=2}"
: "${BATCH_SIZE:=4096}"
: "${UBATCH_SIZE:=4096}"
: "${CACHE_TYPE_K:=f16}"
: "${CACHE_TYPE_V:=f16}"
: "${CTX_CHECKPOINTS:=16}"
: "${CACHE_RAM:=8192}"
: "${SPEC_TYPE:=draft-dflash}"
: "${SPEC_DRAFT_N_MAX:=8}"
: "${SPEC_DRAFT_N_MAX:=4}"
: "${SPEC_DRAFT_N_MIN:=0}"
: "${SPEC_DRAFT_P_MIN:=0.0}"
: "${SPEC_DRAFT_P_SPLIT:=0.10}"
@@ -52,14 +56,22 @@ fi
: "${VERBOSITY:=4}"
MODEL="$MODEL_DIR/$MODEL_FILE"
DRAFT="$MODEL_DIR/$DRAFT_FILE"
export PROMPTFORGE_SIDECAR="$MODEL_DIR/$FFN_PFS"
export PROMPTFORGE_GDN_SIDECAR="$MODEL_DIR/$GDN_PFS"
export PROMPTFORGE_MODE="m2048_fused_tail1476"
export GGML_CUDA_GRAPH_OPT=0
export LLAMA_MTP_CPU_ARGMAX_FASTPATH=1
if [[ ! -f "$MODEL" ]]; then
echo "missing required file: $MODEL" >&2
exit 1
fi
if [[ ! -f "$DRAFT" ]]; then
echo "missing DFlash2 drafter: $DRAFT" >&2
if [[ ! -f "$PROMPTFORGE_SIDECAR" ]]; then
echo "missing PromptForge FFN companion: $PROMPTFORGE_SIDECAR" >&2
exit 1
fi
if [[ ! -f "$PROMPTFORGE_GDN_SIDECAR" ]]; then
echo "missing PromptForge GDN companion: $PROMPTFORGE_GDN_SIDECAR" >&2
exit 1
fi
if [[ ! -x "$LLAMA_BIN" ]]; then
@@ -67,12 +79,16 @@ if [[ ! -x "$LLAMA_BIN" ]]; then
exit 1
fi
# ROCm 7.15 SDK libraries must precede any system ROCm in LD_LIBRARY_PATH.
export ROCM_PATH="$ROCM_DEVEL"
export LD_LIBRARY_PATH="${ROCM_LIB}/lib:${ROCM_CORE}/lib:${ROCM_DEVEL}/lib${LD_LIBRARY_PATH:+:$LD_LIBRARY_PATH}"
exec "$LLAMA_BIN" \
--model "$MODEL" \
--alias "$ALIAS" \
--host "$BIND_ADDR" \
--port "$LISTEN_PORT" \
-dev Vulkan0 \
-dev ROCm0 \
-ngl 999 \
-c "$CTX_SIZE" \
-b "$BATCH_SIZE" \
@@ -86,9 +102,8 @@ exec "$LLAMA_BIN" \
--cache-prompt \
--metrics \
--no-mmap \
--spec-type "$SPEC_TYPE" \
--spec-draft-model "$DRAFT" \
--spec-draft-device Vulkan0 \
--spec-type draft-mtp \
--spec-draft-device ROCm0 \
--spec-draft-ngl 999 \
--spec-draft-type-k f16 \
--spec-draft-type-v f16 \
@@ -96,9 +111,10 @@ exec "$LLAMA_BIN" \
--spec-draft-n-min "$SPEC_DRAFT_N_MIN" \
--spec-draft-p-min "$SPEC_DRAFT_P_MIN" \
--spec-draft-p-split "$SPEC_DRAFT_P_SPLIT" \
--spec-draft-backend-sampling \
--temp "$TEMPERATURE" \
--top-p "$TOP_P" \
--reasoning "$REASONING" \
--reasoning-format "$REASONING_FORMAT" \
--reasoning-budget -1 \
-lv "$VERBOSITY"
-lv "$VERBOSITY"