Instructions to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF", filename="Seed-OSS-36B-Instruct-MXFP4_MOE.gguf", )
llm.create_chat_completion( messages = [ { "role": "user", "content": "What is the capital of France?" } ] ) - Notebooks
- Google Colab
- Kaggle
- Local Apps
- llama.cpp
How to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with llama.cpp:
Install from brew
brew install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama-server -hf magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE # Run inference directly in the terminal: llama-cli -hf magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama-server -hf magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE # Run inference directly in the terminal: llama-cli -hf magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
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 magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE # Run inference directly in the terminal: ./llama-cli -hf magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
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 magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE # Run inference directly in the terminal: ./build/bin/llama-cli -hf magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
Use Docker
docker model run hf.co/magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
- LM Studio
- Jan
- vLLM
How to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
- Ollama
How to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with Ollama:
ollama run hf.co/magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
- Unsloth Studio new
How to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF to start chatting
- Pi new
How to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with Pi:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama-server -hf magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "llama-cpp": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with Hermes Agent:
Start the llama.cpp server
# Install llama.cpp: brew install llama.cpp # Start a local OpenAI-compatible server: llama-server -hf magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
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 magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
Run Hermes
hermes
- Docker Model Runner
How to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with Docker Model Runner:
docker model run hf.co/magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
- Lemonade
How to use magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull magiccodingman/Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF:MXFP4_MOE
Run and chat with the model
lemonade run user.Seed-OSS-36B-Instruct-unsloth-MagicQuant-Hybrid-GGUF-MXFP4_MOE
List all available models
lemonade list
- Seed-OSS-36B-Instruct-unsloth-IQ4_NL-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_IQ4_NL-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_Q5_K
- Seed-OSS-36B-Instruct-unsloth-IQ4_NL-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_IQ4_NL-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_Q6_K
- Seed-OSS-36B-Instruct-unsloth-IQ4_NL-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_IQ4_NL-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_Q8_0
- Seed-OSS-36B-Instruct-unsloth-IQ4_NL-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_IQ4_NL-ffn_down_IQ4_NL-ffn_up_gate_Q8_0-lm_head_Q5_K
- Seed-OSS-36B-Instruct-unsloth-IQ4_NL-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_Q5_K-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-IQ4_NL-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_Q6_K-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-IQ4_NL-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_Q8_0-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-IQ4_NL-attn_kv_IQ4_NL-attn_output_MXFP4-attn_q_IQ4_NL-embeddings_IQ4_NL-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_Q5_K
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_BF16-attn_output_BF16-attn_q_BF16-embeddings_BF16-ffn_down_BF16-ffn_up_gate_BF16-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_IQ4_NL-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_Q5_K-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_Q5_K
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_Q6_K-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_Q6_K
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_Q8_0-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_Q8_0
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_MXFP4-attn_output_MXFP4-attn_q_MXFP4-embeddings_Q5_K-ffn_down_MXFP4-ffn_up_gate_MXFP4-lm_head_Q5_K
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_MXFP4-attn_output_MXFP4-attn_q_MXFP4-embeddings_Q6_K-ffn_down_MXFP4-ffn_up_gate_MXFP4-lm_head_Q6_K
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_MXFP4-attn_output_MXFP4-attn_q_MXFP4-embeddings_Q8_0-ffn_down_MXFP4-ffn_up_gate_MXFP4-lm_head_Q8_0
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_Q5_K-attn_output_Q5_K-attn_q_Q5_K-embeddings_Q5_K-ffn_down_Q5_K-ffn_up_gate_Q5_K-lm_head_Q5_K
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_Q6_K-attn_output_Q6_K-attn_q_Q6_K-embeddings_Q6_K-ffn_down_Q6_K-ffn_up_gate_Q6_K-lm_head_Q6_K
- Seed-OSS-36B-Instruct-unsloth-iq4_nl-attn_kv_Q8_0-attn_output_Q8_0-attn_q_Q8_0-embeddings_Q8_0-ffn_down_Q8_0-ffn_up_gate_Q8_0-lm_head_Q8_0
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_BF16-attn_q_BF16-embeddings_BF16-ffn_down_BF16-ffn_up_gate_BF16-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_BF16-attn_q_BF16-embeddings_BF16-ffn_down_BF16-ffn_up_gate_BF16-lm_head_MXFP4
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_BF16-attn_q_BF16-embeddings_BF16-ffn_down_BF16-ffn_up_gate_MXFP4-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_BF16-attn_q_BF16-embeddings_BF16-ffn_down_MXFP4-ffn_up_gate_BF16-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_BF16-attn_q_BF16-embeddings_MXFP4-ffn_down_BF16-ffn_up_gate_BF16-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_BF16-attn_q_MXFP4-embeddings_BF16-ffn_down_BF16-ffn_up_gate_BF16-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_IQ4_NL-attn_q_Q5_K-embeddings_BF16-ffn_down_Q6_K-ffn_up_gate_Q5_K-lm_head_Q8_0
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_IQ4_NL-attn_q_Q8_0-embeddings_BF16-ffn_down_Q6_K-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_IQ4_NL-attn_q_Q8_0-embeddings_Q5_K-ffn_down_Q8_0-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_IQ4_NL-attn_q_Q8_0-embeddings_Q6_K-ffn_down_Q8_0-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_IQ4_NL-attn_q_Q8_0-embeddings_Q8_0-ffn_down_Q8_0-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_MXFP4-attn_q_BF16-embeddings_BF16-ffn_down_BF16-ffn_up_gate_BF16-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_MXFP4-attn_q_Q5_K-embeddings_BF16-ffn_down_Q6_K-ffn_up_gate_Q5_K-lm_head_Q8_0
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_MXFP4-attn_q_Q8_0-embeddings_BF16-ffn_down_Q6_K-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_MXFP4-attn_q_Q8_0-embeddings_Q5_K-ffn_down_Q8_0-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_MXFP4-attn_q_Q8_0-embeddings_Q6_K-ffn_down_Q8_0-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_MXFP4-attn_q_Q8_0-embeddings_Q8_0-ffn_down_Q6_K-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_MXFP4-attn_q_Q8_0-embeddings_Q8_0-ffn_down_Q8_0-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_Q5_K-attn_q_Q5_K-embeddings_BF16-ffn_down_Q6_K-ffn_up_gate_Q5_K-lm_head_Q8_0
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_Q5_K-attn_q_Q8_0-embeddings_BF16-ffn_down_Q6_K-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_Q5_K-attn_q_Q8_0-embeddings_Q5_K-ffn_down_Q8_0-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_Q5_K-attn_q_Q8_0-embeddings_Q6_K-ffn_down_Q8_0-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_Q6_K-attn_q_Q5_K-embeddings_BF16-ffn_down_Q6_K-ffn_up_gate_Q5_K-lm_head_Q8_0
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_BF16-attn_output_Q6_K-attn_q_Q8_0-embeddings_BF16-ffn_down_Q6_K-ffn_up_gate_Q8_0-lm_head_BF16
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_IQ4_NL-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_IQ4_NL-ffn_down_IQ4_NL-ffn_up_gate_Q8_0-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_IQ4_NL-attn_output_IQ4_NL-attn_q_IQ4_NL-embeddings_MXFP4-ffn_down_IQ4_NL-ffn_up_gate_Q8_0-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_IQ4_NL-attn_output_MXFP4-attn_q_IQ4_NL-embeddings_IQ4_NL-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_IQ4_NL-attn_output_MXFP4-attn_q_IQ4_NL-embeddings_MXFP4-ffn_down_IQ4_NL-ffn_up_gate_IQ4_NL-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_IQ4_NL-attn_output_MXFP4-attn_q_IQ4_NL-embeddings_MXFP4-ffn_down_IQ4_NL-ffn_up_gate_Q8_0-lm_head_IQ4_NL
- Seed-OSS-36B-Instruct-unsloth-mxfp4_moe-attn_kv_IQ4_NL-attn_output_MXFP4-attn_q_IQ4_NL-embeddings_MXFP4-ffn_down_MXFP4-ffn_up_gate_IQ4_NL-lm_head_IQ4_NL