Instructions to use sigargv/Laguna-M.1-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use sigargv/Laguna-M.1-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="sigargv/Laguna-M.1-GGUF",
	filename="BF16/Laguna-M.1-BF16-00001-of-00010.gguf",
)

llm.create_chat_completion(
	messages = [
		{
			"role": "user",
			"content": "What is the capital of France?"
		}
	]
)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use sigargv/Laguna-M.1-GGUF 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 sigargv/Laguna-M.1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf sigargv/Laguna-M.1-GGUF:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf sigargv/Laguna-M.1-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf sigargv/Laguna-M.1-GGUF:Q4_K_M

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 sigargv/Laguna-M.1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf sigargv/Laguna-M.1-GGUF:Q4_K_M

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 sigargv/Laguna-M.1-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf sigargv/Laguna-M.1-GGUF:Q4_K_M

Use Docker

docker model run hf.co/sigargv/Laguna-M.1-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use sigargv/Laguna-M.1-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "sigargv/Laguna-M.1-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": "sigargv/Laguna-M.1-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/sigargv/Laguna-M.1-GGUF:Q4_K_M

Ollama
How to use sigargv/Laguna-M.1-GGUF with Ollama:
```
ollama run hf.co/sigargv/Laguna-M.1-GGUF:Q4_K_M
```

Unsloth Studio

How to use sigargv/Laguna-M.1-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 sigargv/Laguna-M.1-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 sigargv/Laguna-M.1-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for sigargv/Laguna-M.1-GGUF to start chatting

How to use sigargv/Laguna-M.1-GGUF with Pi:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf sigargv/Laguna-M.1-GGUF:Q4_K_M

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": "sigargv/Laguna-M.1-GGUF:Q4_K_M"
        }
      ]
    }
  }
}

Run Pi

# Start Pi in your project directory:
pi

Hermes Agent new

How to use sigargv/Laguna-M.1-GGUF with Hermes Agent:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf sigargv/Laguna-M.1-GGUF:Q4_K_M

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 sigargv/Laguna-M.1-GGUF:Q4_K_M

Run Hermes

hermes

Atomic Chat new

OpenClaw new

How to use sigargv/Laguna-M.1-GGUF with OpenClaw:

Start the llama.cpp server

# Install llama.cpp:
brew install llama.cpp
# Start a local OpenAI-compatible server:
llama serve -hf sigargv/Laguna-M.1-GGUF:Q4_K_M

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 "sigargv/Laguna-M.1-GGUF:Q4_K_M" \
  --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"

Docker Model Runner
How to use sigargv/Laguna-M.1-GGUF with Docker Model Runner:
```
docker model run hf.co/sigargv/Laguna-M.1-GGUF:Q4_K_M
```

Lemonade

How to use sigargv/Laguna-M.1-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull sigargv/Laguna-M.1-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.Laguna-M.1-GGUF-Q4_K_M

List all available models

lemonade list

sigargv commited on Jun 21

Commit

321ad1a

verified ·

1 Parent(s): e7572d1

Add files using upload-large-folder tool

Browse files

Files changed (16) hide show

.gitattributes +10 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00001-of-00010.gguf +3 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00002-of-00010.gguf +3 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00003-of-00010.gguf +3 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00004-of-00010.gguf +3 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00005-of-00010.gguf +3 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00006-of-00010.gguf +3 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00007-of-00010.gguf +3 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00008-of-00010.gguf +3 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00009-of-00010.gguf +3 -0
IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00010-of-00010.gguf +3 -0
IQ2_XS/SHA256SUMS +10 -0
IQ2_XS/quantize-command.txt +7 -0
IQ2_XS/quantize.log +0 -0
IQ2_XS/result.tsv +2 -0
MANIFEST.tsv +14 -14

.gitattributes CHANGED Viewed

@@ -113,3 +113,13 @@ Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00004-of-00010.gguf filter=lfs diff=lfs m
 Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00010-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
 Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00005-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
 Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00007-of-00010.gguf filter=lfs diff=lfs merge=lfs -text

 Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00010-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
 Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00005-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
 Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00007-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00010-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00001-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00003-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00004-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00007-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00005-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00009-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00008-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00006-of-00010.gguf filter=lfs diff=lfs merge=lfs -text
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00002-of-00010.gguf filter=lfs diff=lfs merge=lfs -text

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00001-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:1577fa2bda618419ad8320a3974a8e83ac34c4da9827166ca655b5b15981126e
+size 9055898464

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00002-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:23c0a5ef74b91de2c2739b5767d6cd4ad7d48acefc45f0c39b33bf6ce5904c65
+size 6828328672

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00003-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:583460c4fa133ab363ba9b515d505361a933bc2db9064dd476efae7c77bdc6f7
+size 6828328672

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00004-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:cf8a299bd8a4f5e575c5d8325214056fa26b51c56ab3a25cb099aaa16b0f38d3
+size 6828328672

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00005-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:fd8956657a6a0a0fd3bd208e0d5de88dbc38e2865f318d3aece593f6e1a91fd5
+size 6828328672

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00006-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:1d1e3b8a86d11c2ce848a36aae843a25cec3789e7896aa48f287a7ee879aeca5
+size 6828328672

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00007-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:9e0ab1d61c74c7347bb56b297dcec1115a8fed2ed186c7e2a3bc918b08b7fa4c
+size 6828328672

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00008-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:a2cb5da4e2444e72537bc2962353ac41c1089515a887acf663f16de95b2026a1
+size 6828328672

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00009-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e9297f3d8f46c5d1765d226f3094f208ffc42840e3be49e176889ce44413be91
+size 6828328672

IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00010-of-00010.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:ab3aad6a90a5bb8951e825b93ee54a4a5c4211ea222691d327c6d2a5dd8e5dad
+size 4034921536

IQ2_XS/SHA256SUMS ADDED Viewed

	@@ -0,0 +1,10 @@

+1577fa2bda618419ad8320a3974a8e83ac34c4da9827166ca655b5b15981126e  Laguna-M.1-IQ2_XS-imatrix-public-v1-00001-of-00010.gguf
+23c0a5ef74b91de2c2739b5767d6cd4ad7d48acefc45f0c39b33bf6ce5904c65  Laguna-M.1-IQ2_XS-imatrix-public-v1-00002-of-00010.gguf
+583460c4fa133ab363ba9b515d505361a933bc2db9064dd476efae7c77bdc6f7  Laguna-M.1-IQ2_XS-imatrix-public-v1-00003-of-00010.gguf
+cf8a299bd8a4f5e575c5d8325214056fa26b51c56ab3a25cb099aaa16b0f38d3  Laguna-M.1-IQ2_XS-imatrix-public-v1-00004-of-00010.gguf
+fd8956657a6a0a0fd3bd208e0d5de88dbc38e2865f318d3aece593f6e1a91fd5  Laguna-M.1-IQ2_XS-imatrix-public-v1-00005-of-00010.gguf
+1d1e3b8a86d11c2ce848a36aae843a25cec3789e7896aa48f287a7ee879aeca5  Laguna-M.1-IQ2_XS-imatrix-public-v1-00006-of-00010.gguf
+9e0ab1d61c74c7347bb56b297dcec1115a8fed2ed186c7e2a3bc918b08b7fa4c  Laguna-M.1-IQ2_XS-imatrix-public-v1-00007-of-00010.gguf
+a2cb5da4e2444e72537bc2962353ac41c1089515a887acf663f16de95b2026a1  Laguna-M.1-IQ2_XS-imatrix-public-v1-00008-of-00010.gguf
+e9297f3d8f46c5d1765d226f3094f208ffc42840e3be49e176889ce44413be91  Laguna-M.1-IQ2_XS-imatrix-public-v1-00009-of-00010.gguf
+ab3aad6a90a5bb8951e825b93ee54a4a5c4211ea222691d327c6d2a5dd8e5dad  Laguna-M.1-IQ2_XS-imatrix-public-v1-00010-of-00010.gguf

IQ2_XS/quantize-command.txt ADDED Viewed

	@@ -0,0 +1,7 @@

+quant=IQ2_XS
+lane=vanilla-extra
+started_at=2026-06-21T13:16:22-04:00
+bf16_first=/home/eve/laguna-gguf/laguna-m1/bf16/Laguna-M.1-BF16-00001-of-00010.gguf
+imatrix=/mnt/pool/gguf/laguna-m1/imatrix/q8-public-v1-256-20260620-231949/laguna-m1-q8-public-v1-256-gatefix.imatrix
+threads=32
+command=/home/eve/ik_llama.cpp/build/bin/llama-quantize --keep-split --partial-requant --imatrix /mnt/pool/gguf/laguna-m1/imatrix/q8-public-v1-256-20260620-231949/laguna-m1-q8-public-v1-256-gatefix.imatrix --output-tensor-type q6_K --token-embedding-type q6_K /home/eve/laguna-gguf/laguna-m1/bf16/Laguna-M.1-BF16-00001-of-00010.gguf /home/eve/laguna-gguf/laguna-m1/quants/vector-extra-v1/IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1.gguf IQ2_XS 32

IQ2_XS/quantize.log ADDED Viewed

The diff for this file is too large to render. See raw diff

IQ2_XS/result.tsv ADDED Viewed

	@@ -0,0 +1,2 @@


1	+ quant lane status files bytes sha256sums ppl ppl_unc kld kld_unc kl_reference completed_at log
2	+ IQ2_XS vanilla-extra finished 10 67717449376 /home/eve/laguna-gguf/laguna-m1/quants/vector-extra-v1/IQ2_XS/SHA256SUMS pending pending pending pending pending 2026-06-21T14:32:40-04:00 /home/eve/laguna-gguf/laguna-m1/quants/vector-extra-v1/IQ2_XS/quantize.log

MANIFEST.tsv CHANGED Viewed

@@ -1,14 +1,14 @@
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00001-of-00010.gguf	9929558880
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00002-of-00010.gguf	8623490784
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00003-of-00010.gguf	8514438880
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00004-of-00010.gguf	8514438880
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00005-of-00010.gguf	8623490784
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00006-of-00010.gguf	8514438880
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00007-of-00010.gguf	8514438880
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00008-of-00010.gguf	8623490784
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00009-of-00010.gguf	8514438880
-Q2_K/Laguna-M.1-Q2_K-imatrix-public-v1-00010-of-00010.gguf	5016388672
-Q2_K/quantize-command.txt	719
-Q2_K/quantize.log	172309
-Q2_K/result.tsv	348
-Q2_K/SHA256SUMS	1200

+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00001-of-00010.gguf	9055898464
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00002-of-00010.gguf	6828328672
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00003-of-00010.gguf	6828328672
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00004-of-00010.gguf	6828328672
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00005-of-00010.gguf	6828328672
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00006-of-00010.gguf	6828328672
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00007-of-00010.gguf	6828328672
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00008-of-00010.gguf	6828328672
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00009-of-00010.gguf	6828328672
+IQ2_XS/Laguna-M.1-IQ2_XS-imatrix-public-v1-00010-of-00010.gguf	4034921536
+IQ2_XS/quantize-command.txt	727
+IQ2_XS/quantize.log	173333
+IQ2_XS/result.tsv	354
+IQ2_XS/SHA256SUMS	1220