Text Generation
MLX
Safetensors
laguna
oq
quantized
Mixture of Experts
conversational
custom_code
5-bit
Instructions to use mlx-community/Laguna-S-2.1-oQ5e with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use mlx-community/Laguna-S-2.1-oQ5e with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("mlx-community/Laguna-S-2.1-oQ5e") prompt = "Write a story about Einstein" messages = [{"role": "user", "content": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Pi
How to use mlx-community/Laguna-S-2.1-oQ5e with Pi:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "mlx-community/Laguna-S-2.1-oQ5e"
Configure the model in Pi
# Install Pi: npm install -g @mariozechner/pi-coding-agent # Add to ~/.pi/agent/models.json: { "providers": { "mlx-lm": { "baseUrl": "http://localhost:8080/v1", "api": "openai-completions", "apiKey": "none", "models": [ { "id": "mlx-community/Laguna-S-2.1-oQ5e" } ] } } }Run Pi
# Start Pi in your project directory: pi
- Hermes Agent new
How to use mlx-community/Laguna-S-2.1-oQ5e with Hermes Agent:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "mlx-community/Laguna-S-2.1-oQ5e"
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 mlx-community/Laguna-S-2.1-oQ5e
Run Hermes
hermes
- OpenClaw new
How to use mlx-community/Laguna-S-2.1-oQ5e with OpenClaw:
Start the MLX server
# Install MLX LM: uv tool install mlx-lm # Start a local OpenAI-compatible server: mlx_lm.server --model "mlx-community/Laguna-S-2.1-oQ5e"
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 "mlx-community/Laguna-S-2.1-oQ5e" \ --custom-provider-id mlx-lm \ --custom-compatibility openai \ --custom-text-input \ --accept-risk \ --skip-health
Run OpenClaw
openclaw agent --local --agent main --message "Hello from Hugging Face"
- MLX LM
How to use mlx-community/Laguna-S-2.1-oQ5e with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Interactive chat REPL mlx_lm.chat --model "mlx-community/Laguna-S-2.1-oQ5e"
Run an OpenAI-compatible server
# Install MLX LM uv tool install mlx-lm # Start the server mlx_lm.server --model "mlx-community/Laguna-S-2.1-oQ5e" # Calling the OpenAI-compatible server with curl curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "mlx-community/Laguna-S-2.1-oQ5e", "messages": [ {"role": "user", "content": "Hello"} ] }'
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| "language_model.model.layers.46.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.46.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.46.self_attn.g_proj", | |
| "language_model.model.layers.46.self_attn.k_proj", | |
| "language_model.model.layers.46.self_attn.o_proj", | |
| "language_model.model.layers.46.self_attn.q_proj", | |
| "language_model.model.layers.46.self_attn.v_proj", | |
| "language_model.model.layers.47.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.47.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.47.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.47.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.47.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.47.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.47.self_attn.g_proj", | |
| "language_model.model.layers.47.self_attn.k_proj", | |
| "language_model.model.layers.47.self_attn.o_proj", | |
| "language_model.model.layers.47.self_attn.q_proj", | |
| "language_model.model.layers.47.self_attn.v_proj", | |
| "language_model.model.layers.5.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.5.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.5.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.5.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.5.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.5.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.5.self_attn.g_proj", | |
| "language_model.model.layers.5.self_attn.k_proj", | |
| "language_model.model.layers.5.self_attn.o_proj", | |
| "language_model.model.layers.5.self_attn.q_proj", | |
| "language_model.model.layers.5.self_attn.v_proj", | |
| "language_model.model.layers.6.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.6.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.6.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.6.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.6.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.6.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.6.self_attn.g_proj", | |
| "language_model.model.layers.6.self_attn.k_proj", | |
| "language_model.model.layers.6.self_attn.o_proj", | |
| "language_model.model.layers.6.self_attn.q_proj", | |
| "language_model.model.layers.6.self_attn.v_proj", | |
| "language_model.model.layers.7.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.7.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.7.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.7.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.7.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.7.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.7.self_attn.g_proj", | |
| "language_model.model.layers.7.self_attn.k_proj", | |
| "language_model.model.layers.7.self_attn.o_proj", | |
| "language_model.model.layers.7.self_attn.q_proj", | |
| "language_model.model.layers.7.self_attn.v_proj", | |
| "language_model.model.layers.8.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.8.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.8.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.8.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.8.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.8.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.8.self_attn.g_proj", | |
| "language_model.model.layers.8.self_attn.k_proj", | |
| "language_model.model.layers.8.self_attn.o_proj", | |
| "language_model.model.layers.8.self_attn.q_proj", | |
| "language_model.model.layers.8.self_attn.v_proj", | |
| "language_model.model.layers.9.mlp.shared_expert.down_proj", | |
| "language_model.model.layers.9.mlp.shared_expert.gate_proj", | |
| "language_model.model.layers.9.mlp.shared_expert.up_proj", | |
| "language_model.model.layers.9.mlp.switch_mlp.down_proj", | |
| "language_model.model.layers.9.mlp.switch_mlp.gate_proj", | |
| "language_model.model.layers.9.mlp.switch_mlp.up_proj", | |
| "language_model.model.layers.9.self_attn.g_proj", | |
| "language_model.model.layers.9.self_attn.k_proj", | |
| "language_model.model.layers.9.self_attn.o_proj", | |
| "language_model.model.layers.9.self_attn.q_proj", | |
| "language_model.model.layers.9.self_attn.v_proj" | |
| ], | |
| "missing": [ | |
| "language_model.lm_head", | |
| "language_model.model.embed_tokens" | |
| ], | |
| "mismatched": [], | |
| "zero_count_experts": 12 | |
| } |