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"
Download benchmarks/v3.0.0/FINAL-QUALIFICATION.json from jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4: direct link, hf CLI and curl.
- Browser
- Download file 7.24 kB
-
https://huggingface.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4/resolve/a67c2ba05ee35ad3e7b82767c1afd6cef1f73a20/benchmarks/v3.0.0/FINAL-QUALIFICATION.json
- Command line
-
hf download hf://jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4@a67c2ba05ee35ad3e7b82767c1afd6cef1f73a20/benchmarks/v3.0.0/FINAL-QUALIFICATION.json
-
curl -L -o FINAL-QUALIFICATION.json https://huggingface.co/jcbtc/Qwen3.8-Flash-CIRU-STRIX-IU4/resolve/a67c2ba05ee35ad3e7b82767c1afd6cef1f73a20/benchmarks/v3.0.0/FINAL-QUALIFICATION.json
7.24 kB
| { | |
| "version": "3.0.0", | |
| "source": { | |
| "version": "3.0.0", | |
| "tag": "v3.0.0", | |
| "commit": "e2b584751f89e02334304365edfe4c5404fd9e5c", | |
| "tree": "106fbbf40b85acf8ad311ac0a5fdf801df3c23f3", | |
| "base_commit": "9ea2390a71ae9f3d1cab519bbe099eb4ee06380e", | |
| "archive": "ciru-runtime-v3.0.0-source.tar.gz", | |
| "archive_sha256": "5680641c5f38eb5e8fe23f9af73bc4347b76c670e2425e1f6a2bbb9ebef1723a", | |
| "file_count": 3615, | |
| "manifest": "source-manifest.json", | |
| "verification": "Every file content, executable mode and symlink target matches the release Git tree; named archive bytes are verified independently." | |
| }, | |
| "source_patch_sha256": "47711a875f7b5a56395ca4825f8ebfa80a36c0f2987bfe02e4f4f531a1d8cbf6", | |
| "gates": "PASS: tested quality/correctness and both measured before/after rates improve; CIRU whole-request latency below Halo at both measured input lengths. See separate generation-rate tradeoffs.", | |
| "quality": { | |
| "Previous CIRU": { | |
| "label": "v2-final-before", | |
| "tasks": 20, | |
| "base_pass": 20, | |
| "plus_pass": 20, | |
| "failed_tasks": [], | |
| "recall": { | |
| "8192": { | |
| "keys_present": true, | |
| "cached_keys_present": true, | |
| "exact_replay": true, | |
| "cached_tokens": 7947 | |
| }, | |
| "65536": { | |
| "keys_present": true, | |
| "cached_keys_present": true, | |
| "exact_replay": true, | |
| "cached_tokens": 65291 | |
| } | |
| } | |
| }, | |
| "CIRU v3": { | |
| "label": "v3-final-C1", | |
| "tasks": 20, | |
| "base_pass": 20, | |
| "plus_pass": 20, | |
| "failed_tasks": [], | |
| "recall": { | |
| "8192": { | |
| "keys_present": true, | |
| "cached_keys_present": true, | |
| "exact_replay": true, | |
| "cached_tokens": 7947 | |
| }, | |
| "65536": { | |
| "keys_present": true, | |
| "cached_keys_present": true, | |
| "exact_replay": true, | |
| "cached_tokens": 65291 | |
| } | |
| } | |
| }, | |
| "Halo": { | |
| "label": "halo-selected-A1-mtp3", | |
| "tasks": 20, | |
| "base_pass": 20, | |
| "plus_pass": 20, | |
| "failed_tasks": [], | |
| "recall": { | |
| "8192": { | |
| "keys_present": true, | |
| "cached_keys_present": true, | |
| "exact_replay": true, | |
| "cached_tokens": 7947 | |
| }, | |
| "65536": { | |
| "keys_present": true, | |
| "cached_keys_present": true, | |
| "exact_replay": true, | |
| "cached_tokens": 65291 | |
| } | |
| } | |
| } | |
| }, | |
| "speed": { | |
| "Previous CIRU": { | |
| "4096": { | |
| "rows": 2, | |
| "PP": 392.00366125294556, | |
| "TG": 22.51733524535651, | |
| "TG_range": [ | |
| 22.05163555418191, | |
| 23.003129150072414 | |
| ], | |
| "TTFP_s": 10.69582200050354, | |
| "request_s": 16.336945295333862, | |
| "drafted": 588, | |
| "accepted": 156, | |
| "idle_ram_GiB": 100.72896957397461, | |
| "peak_ram_GiB": 103.4262580871582, | |
| "peak_GTT_GiB": 88.57872772216797, | |
| "peak_VRAM_GiB": 0.5218048095703125, | |
| "max_delta_ram_GiB": 2.1545333862304688 | |
| }, | |
| "65536": { | |
| "rows": 1, | |
| "PP": 284.4915510098569, | |
| "TG": 13.332401115050645, | |
| "TG_range": [ | |
| 13.332401115050644, | |
| 13.332401115050644 | |
| ], | |
| "TTFP_s": 230.45938777923584, | |
| "request_s": 239.98778319358826, | |
| "drafted": 283, | |
| "accepted": 79, | |
| "idle_ram_GiB": 100.59429168701172, | |
| "peak_ram_GiB": 101.31758499145508, | |
| "peak_GTT_GiB": 88.57872772216797, | |
| "peak_VRAM_GiB": 0.5173988342285156, | |
| "max_delta_ram_GiB": 0.7232933044433594 | |
| } | |
| }, | |
| "CIRU v3": { | |
| "4096": { | |
| "rows": 6, | |
| "PP": 455.6541833933926, | |
| "TG": 24.599275541650545, | |
| "TG_range": [ | |
| 23.714691718344156, | |
| 25.19420366676837 | |
| ], | |
| "TTFP_s": 9.245681206385294, | |
| "request_s": 14.40951939423879, | |
| "drafted": 1680, | |
| "accepted": 480, | |
| "idle_ram_GiB": 103.05811818440755, | |
| "peak_ram_GiB": 106.01566696166992, | |
| "peak_GTT_GiB": 90.2929458618164, | |
| "peak_VRAM_GiB": 0.5292892456054688, | |
| "max_delta_ram_GiB": 2.4259910583496094 | |
| }, | |
| "65536": { | |
| "rows": 3, | |
| "PP": 369.80548798995795, | |
| "TG": 24.219011568105987, | |
| "TG_range": [ | |
| 24.166916898916444, | |
| 24.30324323910564 | |
| ], | |
| "TTFP_s": 177.32060686747232, | |
| "request_s": 182.56692719459534, | |
| "drafted": 717, | |
| "accepted": 258, | |
| "idle_ram_GiB": 102.90898895263672, | |
| "peak_ram_GiB": 103.66057205200195, | |
| "peak_GTT_GiB": 90.2929458618164, | |
| "peak_VRAM_GiB": 0.5248832702636719, | |
| "max_delta_ram_GiB": 0.7370414733886719 | |
| } | |
| }, | |
| "Halo": { | |
| "4096": { | |
| "rows": 4, | |
| "PP": 381.49292683846284, | |
| "TG": 35.30120650212089, | |
| "TG_range": [ | |
| 34.77293274914806, | |
| 35.57767783656343 | |
| ], | |
| "TTFP_s": 11.094179451465607, | |
| "request_s": 14.69240266084671, | |
| "drafted": 528, | |
| "accepted": 328, | |
| "idle_ram_GiB": 102.4269323348999, | |
| "peak_ram_GiB": 104.8825912475586, | |
| "peak_GTT_GiB": 93.07597351074219, | |
| "peak_VRAM_GiB": 1.85498046875, | |
| "max_delta_ram_GiB": 2.7664871215820312 | |
| }, | |
| "65536": { | |
| "rows": 2, | |
| "PP": 263.42074609163245, | |
| "TG": 23.278333535262185, | |
| "TG_range": [ | |
| 23.22488713070601, | |
| 23.33202649489396 | |
| ], | |
| "TTFP_s": 248.91091644763947, | |
| "request_s": 254.3688863515854, | |
| "drafted": 276, | |
| "accepted": 160, | |
| "idle_ram_GiB": 103.14214324951172, | |
| "peak_ram_GiB": 103.72273635864258, | |
| "peak_GTT_GiB": 93.17262649536133, | |
| "peak_VRAM_GiB": 1.9886512756347656, | |
| "max_delta_ram_GiB": 0.597412109375 | |
| } | |
| } | |
| }, | |
| "change_vs": { | |
| "Previous CIRU": { | |
| "4096": { | |
| "PP_percent": 16.23722644247847, | |
| "TG_percent": 9.245944396210781, | |
| "request_time_reduction_percent": 11.797957734764408 | |
| }, | |
| "65536": { | |
| "PP_percent": 29.988214650756074, | |
| "TG_percent": 81.65528743930224, | |
| "request_time_reduction_percent": 23.92657460928912 | |
| } | |
| }, | |
| "Halo": { | |
| "4096": { | |
| "PP_percent": 19.43974614929942, | |
| "TG_percent": -30.31604871586294, | |
| "request_time_reduction_percent": 1.925371044735702 | |
| }, | |
| "65536": { | |
| "PP_percent": 40.385863101807075, | |
| "TG_percent": 4.041002468749988, | |
| "request_time_reduction_percent": 28.2274928301358 | |
| } | |
| } | |
| }, | |
| "full_capacity": { | |
| "rows": 1, | |
| "PP": 257.4360682269633, | |
| "TG": 17.99524727099241, | |
| "TG_range": [ | |
| 17.99524727099241, | |
| 17.99524727099241 | |
| ], | |
| "TTFP_s": 1017.3788130283356, | |
| "request_s": 1024.442313671112, | |
| "drafted": 214, | |
| "accepted": 90, | |
| "idle_ram_GiB": 102.63951873779297, | |
| "peak_ram_GiB": 104.53916549682617, | |
| "peak_GTT_GiB": 90.98435974121094, | |
| "peak_VRAM_GiB": 0.5237464904785156, | |
| "max_delta_ram_GiB": 1.8996467590332031 | |
| }, | |
| "platform": "NixOS x86-64 / ROCm10 / gfx1151; prior Ubuntu qualification is historical", | |
| "weights_changed": false, | |
| "ready_package_included": true | |
| } | |