Instructions to use legraphista/Mistral-Large-Instruct-2407-IMat-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use legraphista/Mistral-Large-Instruct-2407-IMat-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="legraphista/Mistral-Large-Instruct-2407-IMat-GGUF",
	filename="Mistral-Large-Instruct-2407.BF16/Mistral-Large-Instruct-2407.BF16-00001-of-00011.gguf",
)

output = llm(
	"Once upon a time,",
	max_tokens=512,
	echo=True
)
print(output)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use legraphista/Mistral-Large-Instruct-2407-IMat-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S
# Run inference directly in the terminal:
llama-cli -hf legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S
# Run inference directly in the terminal:
llama-cli -hf legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S

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 legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S
# Run inference directly in the terminal:
./llama-cli -hf legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S

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 legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S
# Run inference directly in the terminal:
./build/bin/llama-cli -hf legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S

Use Docker

docker model run hf.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S

LM Studio
Jan

vLLM

How to use legraphista/Mistral-Large-Instruct-2407-IMat-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "legraphista/Mistral-Large-Instruct-2407-IMat-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "legraphista/Mistral-Large-Instruct-2407-IMat-GGUF",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S

Ollama
How to use legraphista/Mistral-Large-Instruct-2407-IMat-GGUF with Ollama:
```
ollama run hf.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S
```

Unsloth Studio

How to use legraphista/Mistral-Large-Instruct-2407-IMat-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 legraphista/Mistral-Large-Instruct-2407-IMat-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 legraphista/Mistral-Large-Instruct-2407-IMat-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for legraphista/Mistral-Large-Instruct-2407-IMat-GGUF to start chatting

Docker Model Runner
How to use legraphista/Mistral-Large-Instruct-2407-IMat-GGUF with Docker Model Runner:
```
docker model run hf.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S
```

Lemonade

How to use legraphista/Mistral-Large-Instruct-2407-IMat-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull legraphista/Mistral-Large-Instruct-2407-IMat-GGUF:Q4_K_S

Run and chat with the model

lemonade run user.Mistral-Large-Instruct-2407-IMat-GGUF-Q4_K_S

List all available models

lemonade list

legraphista commited on Jul 25, 2024

Commit

8a31f25

verified ·

1 Parent(s): 431aab1

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@@ -101,7 +101,7 @@ Link: [here](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat
 | [Mistral-Large-Instruct-2407.IQ2_XS.gguf](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/blob/main/Mistral-Large-Instruct-2407.IQ2_XS.gguf) | IQ2_XS | 36.08GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Mistral-Large-Instruct-2407.IQ2_XXS.gguf](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/blob/main/Mistral-Large-Instruct-2407.IQ2_XXS.gguf) | IQ2_XXS | 32.43GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Mistral-Large-Instruct-2407.IQ1_M.gguf](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/blob/main/Mistral-Large-Instruct-2407.IQ1_M.gguf) | IQ1_M | 28.39GB | ✅ Available | 🟢 IMatrix | 📦 No
-| Mistral-Large-Instruct-2407.IQ1_S | IQ1_S | - | ⏳ Processing | 🟢 IMatrix | -
 ## Downloading using huggingface-cli

 | [Mistral-Large-Instruct-2407.IQ2_XS.gguf](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/blob/main/Mistral-Large-Instruct-2407.IQ2_XS.gguf) | IQ2_XS | 36.08GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Mistral-Large-Instruct-2407.IQ2_XXS.gguf](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/blob/main/Mistral-Large-Instruct-2407.IQ2_XXS.gguf) | IQ2_XXS | 32.43GB | ✅ Available | 🟢 IMatrix | 📦 No
 | [Mistral-Large-Instruct-2407.IQ1_M.gguf](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/blob/main/Mistral-Large-Instruct-2407.IQ1_M.gguf) | IQ1_M | 28.39GB | ✅ Available | 🟢 IMatrix | 📦 No
+| [Mistral-Large-Instruct-2407.IQ1_S.gguf](https://huggingface.co/legraphista/Mistral-Large-Instruct-2407-IMat-GGUF/blob/main/Mistral-Large-Instruct-2407.IQ1_S.gguf) | IQ1_S | 25.96GB | ✅ Available | 🟢 IMatrix | 📦 No
 ## Downloading using huggingface-cli