Image-Text-to-Text
GGUF
llama.cpp
qwen
amd
rocm
gfx1151
strix-halo
iu4
mtp
long-context
vision
conversational
Instructions to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0 # Run inference directly in the terminal: llama cli -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0 # Run inference directly in the terminal: llama cli -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0 # Run inference directly in the terminal: ./llama-cli -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0 # Run inference directly in the terminal: ./build/bin/llama-cli -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
Use Docker
docker model run hf.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
- LM Studio
- Jan
- vLLM
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
- Ollama
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Ollama:
ollama run hf.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
- Unsloth Desktop
- Pi
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
Configure the model in Pi
# Install Pi: npm install -g @earendil-works/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Docker Model Runner:
docker model run hf.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
- Lemonade
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
Run and chat with the model
lemonade run user.Qwen3.8-Flash-CIRU-STRIX-IU4-Q8_0
List all available models
lemonade list
- Hermes Agent
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
Configure Hermes
# Install Hermes: curl -fsSL https://hermes-agent.nousresearch.com/install.sh | bash hermes setup # Point Hermes at the local server: hermes config set model.provider custom hermes config set model.base_url http://127.0.0.1:8080/v1 hermes config set model.default jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4 with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0
Configure OpenClaw
# Install OpenClaw: npm install -g openclaw@latest # Register the local server and set it as the default model: openclaw onboard --non-interactive --mode local \ --auth-choice custom-api-key \ --custom-base-url http://127.0.0.1:8080/v1 \ --custom-model-id "jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4:Q8_0" \ --custom-provider-id llama-cpp \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
File size: 9,509 Bytes
eb46b09 fd96ede 551722d c0e7f29 551722d 9b77249 c0e7f29 551722d 9b77249 c0e7f29 551722d c0e7f29 551722d c0e7f29 551722d 9b77249 c0e7f29 551722d c0e7f29 551722d c0e7f29 ed5ddb3 551722d ed5ddb3 c0e7f29 9b77249 c0e7f29 551722d c0e7f29 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 | #!/usr/bin/env bash
set -euo pipefail
export MODEL_DIR="${MODEL_DIR:-$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)}"
export MODEL_VARIANT=IU4
: "${RUNTIME_DIR:?Set RUNTIME_DIR to the complete CIRU v4.4.0 runtime}"
repo_root="${RUNTIME_DIR:-$(cd "$(dirname "${BASH_SOURCE[0]}")/../.." && pwd)}"
repo_root="$(cd "$repo_root" && pwd)"
package_root="$repo_root"
build_dir="${BUILD_DIR:-${repo_root}/build-gfx1151-sdk}"
if [[ -z "${BUILD_DIR:-}" && -x "${repo_root}/bin/llama-server" ]]; then
build_dir="${repo_root}"
fi
server_bin="${SERVER_BIN:-${build_dir}/bin/llama-server}"
model_dir="${MODEL_DIR:-${repo_root}/model}"
case "${MODEL_VARIANT:-IU4}" in
IU4)
model_name=Qwen3.8-Flash-CIRU-STRIX-IU4
projector_name=mmproj-Qwen3.8-Flash-F16.mmproj
slot_name=v4.4.0
mtp_depth_default=3
;;
Orca)
model_name=Qwen3.8-Flash-CIRU-STRIX-Orca
projector_name=mmproj-Qwen3.8-Flash-Orca-F16.mmproj
slot_name=orca-v4.4.0
mtp_depth_default=4
;;
*) echo "MODEL_VARIANT must be IU4 or Orca." >&2; exit 2 ;;
esac
model="${model_dir}/${model_name}.gguf"
draft="${model_dir}/mtp/${model_name}-MTP-Q8_0.gguf"
ple_dir="${model_dir}/ple"
slot_dir="${SLOT_DIR:-${package_root}/slot-state/${slot_name}}"
# Launcher-only opt-in; remaining arguments are passed to llama-server.
enable_vision="${ENABLE_VISION:-0}"
enable_boost="${KAIRIC_BOOST:-0}"
server_args=()
for arg in "$@"; do
case "$arg" in
--vision) enable_vision=1 ;;
--kairic-boost) enable_boost=1 ;;
*) server_args+=("$arg") ;;
esac
done
set -- "${server_args[@]}"
if [[ "$enable_vision" != 0 && "$enable_vision" != 1 ]]; then
echo "ENABLE_VISION must be 0 or 1." >&2
exit 2
fi
mmproj="${MMPROJ:-${model_dir}/vision/${projector_name}}"
if [[ "$enable_vision" == 1 && ! -f "$mmproj" ]]; then
echo "Vision is enabled but its projector is missing: $mmproj" >&2
echo "Download vision/${projector_name} from the model repository, or set MMPROJ." >&2
exit 2
fi
# MTP is independent of vision; ENABLE_MTP=0 selects target-only generation.
enable_mtp="${ENABLE_MTP:-1}"
if [[ "$enable_boost" != 0 && "$enable_boost" != 1 ]]; then
echo "KAIRIC_BOOST must be 0 or 1." >&2; exit 2
fi
if [[ "$enable_boost" == 1 && "$enable_mtp" == 0 ]]; then
echo "Kairic Boost requires MTP; remove ENABLE_MTP=0." >&2; exit 2
fi
# Retained speculative defaults.
export LLAMA_MTP_QSA_MIN_T="${LLAMA_MTP_QSA_MIN_T:-1}"
# The release qualifies MTP with exactly one slot; preserve the public guard.
# Include trailing CLI overrides so --parallel/-np cannot bypass this check.
parallel_slots="${PARALLEL_SLOTS:-1}"
extra_args=("$@")
for ((i = 0; i < ${#extra_args[@]}; i++)); do
case "${extra_args[i]}" in
--parallel|-np)
parallel_slots="${extra_args[i+1]:-}"
((i += 1))
;;
--parallel=*) parallel_slots="${extra_args[i]#*=}" ;;
-np=*) parallel_slots="${extra_args[i]#*=}" ;;
esac
done
if [[ "${enable_mtp}" != "0" && "${parallel_slots}" != "1" ]]; then
echo "The CIRU v4.4.0 MTP profile requires exactly one slot (--parallel 1)." >&2
echo "For parallel target-only serving, set ENABLE_MTP=0 and PARALLEL_SLOTS=2." >&2
echo "See docs/RUNNING.md: Parallel requests and unified KV cache." >&2
exit 2
fi
for required in "${server_bin}" "${model}" "${ple_dir}/ple.payload.bin" "${ple_dir}/ple.manifest.json" "${ple_dir}/ple.scale.bf16"; do
if [[ ! -e "${required}" ]]; then
echo "Required release file is missing: ${required}" >&2
exit 2
fi
done
server_bin="$(realpath "${server_bin}")"
runtime_root="${CIRU_RUNTIME_ROOT:-${repo_root}/runtime}"
for runtime_file in hip/lib/libamdhip64.so rocr/lib/libhsa-runtime64.so; do
[[ -f "${runtime_root}/${runtime_file}" ]] || {
echo "The v4.4 HIP/ROCr runtime is missing: ${runtime_root}/${runtime_file}" >&2
echo "Install the complete v4.4 package or follow docs/BUILD_LINUX.md; set CIRU_RUNTIME_ROOT for a separate runtime." >&2
exit 2
}
done
export LD_LIBRARY_PATH="${runtime_root}/hip/lib:${runtime_root}/rocr/lib:$(dirname "${server_bin}")${LD_LIBRARY_PATH:+:${LD_LIBRARY_PATH}}"
if [[ -n "${ROCM_ROOT:-}" ]]; then
export LD_LIBRARY_PATH="${LD_LIBRARY_PATH}:${ROCM_ROOT}/lib:${ROCM_ROOT}/lib/rocm_sysdeps/lib:${ROCM_ROOT}/lib/llvm/lib"
fi
# Check the library selected by the loader, including BUILD_DIR/SERVER_BIN overrides.
unset LD_PRELOAD
runtime_fail() {
echo "CIRU runtime check: $*" >&2
echo "Selected server: ${server_bin}" >&2
echo "Updating the model folder or launcher does not update the inference runtime." >&2
echo "Build/install the complete CIRU v4.4.0 package, then set RUNTIME_DIR and BUILD_DIR to that installation." >&2
echo "Keep its executable and shared libraries together; no model-weight download is needed." >&2
exit 2
}
for runtime_tool in ldd grep sha256sum; do
command -v "${runtime_tool}" >/dev/null || runtime_fail "Missing runtime-check tool: ${runtime_tool}"
done
[[ -z "${GGML_BACKEND_PATH:-}" ]] || runtime_fail "Clear GGML_BACKEND_PATH; an extra backend can bypass this runtime check."
runtime_dependencies="$(ldd "${server_bin}" 2>&1)" || runtime_fail "Cannot resolve shared libraries for this server. Check the SDK and loader dependencies."
hip_library=""
while IFS= read -r runtime_line; do
if [[ "${runtime_line}" == *"libggml-hip.so"*" => "* ]]; then
hip_library="${runtime_line#* => }"
hip_library="${hip_library% (*}"
fi
done <<< "${runtime_dependencies}"
[[ -n "${hip_library}" && -f "${hip_library}" ]] || runtime_fail "The selected server does not resolve a HIP library. Use the matching CIRU shared-library build."
hip_library="$(realpath "${hip_library}")"
for correction_marker in flash_attn_index_mask_clear flash_attn_index_mask_set flash_attn_index_mask_empty; do
grep -aFq "${correction_marker}" "${hip_library}" || runtime_fail "The HIP library lacks the v4.2 indexed-attention correction: ${hip_library}"
done
hip_sha256="$(sha256sum "${hip_library}")"
hip_sha256="${hip_sha256%% *}"
echo "CIRU runtime check: indexed-attention correction detected; HIP SHA256 ${hip_sha256}" >&2
echo "CIRU runtime check: server ${server_bin}; HIP ${hip_library}" >&2
mkdir -p "${slot_dir}"
set -a
# shellcheck source=/dev/null
source "${repo_root}/profiles/strix-halo-production.env"
set +a
args=(
--model "${model}"
--alias "${model_name}"
--host "${HOST:-127.0.0.1}"
--port "${PORT:-8080}"
--jinja
--ple-sidecar "${ple_dir}"
--ple-cache-mib "${PLE_CACHE_MIB:-4096}"
--slot-save-path "${slot_dir}"
-ngl all
-sm none
--fit off
-lm none
-lzm on-direct
--no-kv-unified
--no-context-shift
-c "${CONTEXT_SIZE:-262144}"
-b "${BATCH_SIZE:-8192}"
-ub "${UBATCH_SIZE:-8192}"
--parallel "${PARALLEL_SLOTS:-1}"
-t "${THREADS:-8}"
-tb "${BATCH_THREADS:-8}"
-ctk f16
-ctv f16
-fa on
--cont-batching
--cache-prompt
--cache-ram "${PROMPT_CACHE_MIB:-1024}"
--cache-idle-slots
--ctx-checkpoints "${CTX_CHECKPOINTS:-32}"
--checkpoint-min-step "${CHECKPOINT_MIN_STEP:-8192}"
--temp "${TEMPERATURE:-1.0}"
--top-p "${TOP_P:-0.95}"
--top-k "${TOP_K:-20}"
--min-p "${MIN_P:-0.0}"
--metrics
--slots
)
# External assets preserve the Web UI without rebuilding the inference binary.
enable_ui="${ENABLE_UI:-1}"
ui_dir="${UI_DIR:-${repo_root}/ui}"
for ((i = 0; i < ${#extra_args[@]}; i++)); do
case "${extra_args[i]}" in
--no-ui|--no-webui) enable_ui=0 ;;
--ui|--webui) enable_ui=1 ;;
--path)
ui_dir="${extra_args[i+1]:-}"
((i += 1))
;;
--path=*) ui_dir="${extra_args[i]#*=}" ;;
esac
done
if [[ "$enable_ui" == 1 ]]; then
if [[ ! -f "${ui_dir}/index.html" ]]; then
echo "Web UI assets are missing: ${ui_dir}/index.html" >&2
echo "Install this runtime's ui/ directory, set UI_DIR, or use ENABLE_UI=0 for API-only serving." >&2
exit 2
fi
args+=(--ui --path "$ui_dir")
elif [[ "$enable_ui" == 0 ]]; then
args+=(--no-ui)
else
echo "ENABLE_UI must be 0 or 1." >&2
exit 2
fi
if [[ "$enable_vision" == 1 ]]; then
args+=(--mmproj "$mmproj")
fi
if [[ "${enable_mtp}" != "0" ]]; then
if [[ ! -f "${draft}" ]]; then
echo "MTP is enabled but the draft model is missing: ${draft}" >&2
exit 2
fi
args+=(
--spec-type draft-mtp
--spec-draft-model "${draft}"
--spec-draft-ngl all
--spec-draft-device "${DRAFT_DEVICE:-ROCm0}"
--spec-draft-type-k f16
--spec-draft-type-v f16
--spec-draft-threads "${DRAFT_THREADS:-8}"
--spec-draft-threads-batch "${DRAFT_BATCH_THREADS:-8}"
--spec-draft-n-max "${MTP_DEPTH:-${mtp_depth_default}}"
--spec-draft-n-min 0
--spec-draft-p-min 0.0
--spec-draft-p-split 0.10
)
if [[ "$enable_boost" == 1 ]]; then
args+=(--spec-type ngram-mod,draft-mtp --spec-ngram-mod-n-match 24 --spec-ngram-mod-n-min 64 --spec-ngram-mod-n-max 64)
fi
else
args+=(--spec-type none)
fi
unset GGML_HIP_GRAPH_EXEC_UPDATE CIRU_MTP_GPU_CONFIDENCE CIRU_MTP_GPU_ADAPTIVE CIRU_MTP_GPU_CONF_MIN CIRU_MOE_EXPERT_REUSE CIRU_MTP_TRACE CIRU_MTP_CONF_TRACE LD_PRELOAD
# Backend discovery must not scan an unrelated working directory.
cd -- "${repo_root}"
exec "${server_bin}" "${args[@]}" "$@"
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