Text Generation
llama-cpp-python
GGUF
llama.cpp
Mixture of Experts
ssd-offload
smallthinker
expert-paging
low-ram
Instructions to use HelloSun/SmallThinker4b_EPQ with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use HelloSun/SmallThinker4b_EPQ with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="HelloSun/SmallThinker4b_EPQ", filename="{{GGUF_FILE}}", )output = llm( "Once upon a time,", max_tokens=512, echo=True ) print(output)
- Notebooks
- Google Colab
- Kaggle
Commit History
18 days ago
-
v10: model card 加上完整實測數據(記憶體/速度/SSD/權重組成);修 pager expert 總量高估 7% 的 bug
Auto Upload Agentf279c31 -
v8: 修 io_probe 的 pread 計數 bug(SSD 337/667/1328/2558 MB/s)+ launcher arena 語意修正
Auto Upload Agent84fbb3b -
v6: llama_server.sh --verify 端到端通過(預算 512MiB → expert 常駐 510MiB、swap 0)
Auto Upload Agentff122a0 -
v3: 修 MAP_POPULATE 與 /proc/self/io 解析 bug;A/B 驗證工具;輸出逐字相同已證實
Auto Upload Agent1e54449 -
v1: 驗證通過 — llama-server 起來、chat 正常、peak RSS 4.30 GiB / swap 0
Auto Upload Agent625b02c