Instructions to use tchbcb/sami-27b-mixbit 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 tchbcb/sami-27b-mixbit 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 tchbcb/sami-27b-mixbit:IQ4_XS # Run inference directly in the terminal: llama cli -hf tchbcb/sami-27b-mixbit:IQ4_XS
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf tchbcb/sami-27b-mixbit:IQ4_XS # Run inference directly in the terminal: llama cli -hf tchbcb/sami-27b-mixbit:IQ4_XS
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 tchbcb/sami-27b-mixbit:IQ4_XS # Run inference directly in the terminal: ./llama-cli -hf tchbcb/sami-27b-mixbit:IQ4_XS
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 tchbcb/sami-27b-mixbit:IQ4_XS # Run inference directly in the terminal: ./build/bin/llama-cli -hf tchbcb/sami-27b-mixbit:IQ4_XS
Use Docker
docker model run hf.co/tchbcb/sami-27b-mixbit:IQ4_XS
- LM Studio
- Jan
- Ollama
How to use tchbcb/sami-27b-mixbit with Ollama:
ollama run hf.co/tchbcb/sami-27b-mixbit:IQ4_XS
- Unsloth Desktop
- Pi
How to use tchbcb/sami-27b-mixbit with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf tchbcb/sami-27b-mixbit:IQ4_XS
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": "tchbcb/sami-27b-mixbit:IQ4_XS" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Docker Model Runner
How to use tchbcb/sami-27b-mixbit with Docker Model Runner:
docker model run hf.co/tchbcb/sami-27b-mixbit:IQ4_XS
- Lemonade
How to use tchbcb/sami-27b-mixbit with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull tchbcb/sami-27b-mixbit:IQ4_XS
Run and chat with the model
lemonade run user.sami-27b-mixbit-IQ4_XS
List all available models
lemonade list
- Hermes Agent
How to use tchbcb/sami-27b-mixbit with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf tchbcb/sami-27b-mixbit:IQ4_XS
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 tchbcb/sami-27b-mixbit:IQ4_XS
Run Hermes
hermes
- Atomic Chat
- OpenClaw
How to use tchbcb/sami-27b-mixbit with OpenClaw:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama serve -hf tchbcb/sami-27b-mixbit:IQ4_XS
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 "tchbcb/sami-27b-mixbit:IQ4_XS" \ --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"
Commit History
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Delete heartbeat.json with huggingface_hub
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samai-27b-mixbit Q5_K_M + Q6_K emb (主交付 ~19GB)
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hb#7 02:56:14 disk=46GiB | done_build+done_e2e+done_pip+done_push_i4+done_q8+done_quant_i4+done_quant_q5 | [02:47:42] pre-flight PASS (arch+flags+gguf ok)
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hb#6 02:51:12 disk=46GiB | done_build+done_e2e+done_pip+done_push_i4+done_q8+done_quant_i4+done_quant_q5 | [02:47:42] pre-flight PASS (arch+flags+gguf ok)
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log push: convert.log (0918_024743)
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hb#5 02:46:06 disk=46GiB | done_build+done_e2e+done_pip+done_push_i4+done_q8+done_quant_i4+done_quant_q5 | [02:34:37] === PIPELINE8_ALL_DONE (e2e=PASS; mixbit delivered) ===
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hb#4 02:41:01 disk=46GiB | done_build+done_e2e+done_pip+done_push_i4+done_q8+done_quant_i4+done_quant_q5 | [02:34:37] === PIPELINE8_ALL_DONE (e2e=PASS; mixbit delivered) ===
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log push: master8.log (0918_023427)
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mixbit README (dual-bit: Q5_K_M+Q6_K emb / IQ4_XS)
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hb#2 02:30:54 disk=44GiB | done_build+done_e2e+done_pip+done_push_i4+done_q8+done_quant_i4 | [02:12:48] push IQ4_XS OK [1006726MM_free]
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hb#1 02:25:49 disk=39GiB | done_build+done_e2e+done_pip+done_push_i4+done_q8+done_quant_i4 | [02:12:48] push IQ4_XS OK [1006726MM_free]
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samai-27b-mixbit IQ4_XS ~14GB (T4 16G 单卡档)
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hb#22 02:03:03 disk=41GiB | done_build+done_pip+done_q8 | [01:01:10] pre-flight PASS (arch+flags+gguf ok)
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log push: convert.log (0918_010111)
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hb#9 00:57:36 disk=27GiB | done_build+done_pip+done_q8 | [00:51:29] ABORT: IQ4_XS quant failed
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hb#8 00:52:35 disk=27GiB | done_build+done_pip+done_q8 | [00:51:29] ABORT: IQ4_XS quant failed
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hb#2 00:22:32 disk=1GiB | done_build+done_pip | [00:18:29] ABORT: pre-flight FAILED [+gguf_import] — see preflight logs
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hb#10 16:01:50 disk=2GiB | done_build+done_cleanup+done_dl+done_final_cleanup+done_merge+done_pip+done_push_ggufsrc+done_verify | [16:01:00] build confirmed (quantize OK)
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hb#9 15:56:49 disk=1GiB | done_build+done_cleanup+done_dl+done_final_cleanup+done_merge+done_pip+done_push_ggufsrc+done_verify | [15:52:30] ABORT: q8_0 missing
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hb#8 15:51:48 disk=1GiB | done_cleanup+done_dl+done_final_cleanup+done_merge+done_pip+done_push_ggufsrc+done_verify | [15:51:41] build restore track started (pid 334)
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