Instructions to use P0x0/Astra-v1-12B-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use P0x0/Astra-v1-12B-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 P0x0/Astra-v1-12B-GGUF:Q4_0
# Run inference directly in the terminal:
llama cli -hf P0x0/Astra-v1-12B-GGUF:Q4_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf P0x0/Astra-v1-12B-GGUF:Q4_0
# Run inference directly in the terminal:
llama cli -hf P0x0/Astra-v1-12B-GGUF:Q4_0

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 P0x0/Astra-v1-12B-GGUF:Q4_0
# Run inference directly in the terminal:
./llama-cli -hf P0x0/Astra-v1-12B-GGUF:Q4_0

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 P0x0/Astra-v1-12B-GGUF:Q4_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf P0x0/Astra-v1-12B-GGUF:Q4_0

Use Docker

docker model run hf.co/P0x0/Astra-v1-12B-GGUF:Q4_0

LM Studio
Jan

vLLM

How to use P0x0/Astra-v1-12B-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "P0x0/Astra-v1-12B-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": "P0x0/Astra-v1-12B-GGUF",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/P0x0/Astra-v1-12B-GGUF:Q4_0

Ollama
How to use P0x0/Astra-v1-12B-GGUF with Ollama:
```
ollama run hf.co/P0x0/Astra-v1-12B-GGUF:Q4_0
```
Unsloth Desktop
Docker Model Runner
How to use P0x0/Astra-v1-12B-GGUF with Docker Model Runner:
```
docker model run hf.co/P0x0/Astra-v1-12B-GGUF:Q4_0
```

Lemonade

How to use P0x0/Astra-v1-12B-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull P0x0/Astra-v1-12B-GGUF:Q4_0

Run and chat with the model

lemonade run user.Astra-v1-12B-GGUF-Q4_0

List all available models

lemonade list

Atomic Chat

Astra-v1-12B

Astra-v1-12B is a fine-tuned version of the base model Mistral-Nemo-Base-2407, developed for general-purpose natural language processing tasks. It was fine-tuned to replicate the quality and style of Claude 3's Sonnet and Opus models.

Model Description

Astra-v1-12B is a general-purpose transformer-based language model fine-tuned for instruction-following tasks. The fine-tuning was designed to match the high-quality generation seen in Claude 3's Sonnet and Opus models, optimized for tasks such as text generation, summarization, question answering, and more.

Developed by: P0x0
Finetuned from: Mistral-Nemo-Base-2407
License: Apache 2.0

Model Sources

Repository: https://huggingface.co/P0x0/astra-v1-12b

Uses

Direct Use

Astra-v1-12B can be used directly for a wide range of NLP tasks, including:

Text generation
Summarization
Question answering
Dialogue systems

Out-of-Scope Use

Astra-v1-12B is not intended for real-time decision-making in critical applications or generating harmful or biased content.

How to Get Started with the quantized model

To run the quantized version of the model, you can use KoboldCPP, which allows you to run quantized GGUF models locally.

I encourage you to provide feedback on the model's performance. If you'd like to create your own quantizations, feel free to do so and let me know how it works for you!

Downloads last month: 186

GGUF

Model size

12B params

Architecture

llama

Hardware compatibility

4-bit

5-bit

6-bit

8-bit

Model tree for P0x0/Astra-v1-12B-GGUF

Base model

mistralai/Mistral-Nemo-Base-2407

Finetuned

P0x0/Astra-v1-12B

Quantized

(3)

this model