Instructions to use Stephen16/SaphraFgt-1.0-8B-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 Stephen16/SaphraFgt-1.0-8B-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 Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Stephen16/SaphraFgt-1.0-8B-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 Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Stephen16/SaphraFgt-1.0-8B-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 Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf Stephen16/SaphraFgt-1.0-8B-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 Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M

Use Docker

docker model run hf.co/Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M

LM Studio
Jan

vLLM

How to use Stephen16/SaphraFgt-1.0-8B-GGUF with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Stephen16/SaphraFgt-1.0-8B-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Stephen16/SaphraFgt-1.0-8B-GGUF",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M

Ollama
How to use Stephen16/SaphraFgt-1.0-8B-GGUF with Ollama:
```
ollama run hf.co/Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M
```
Unsloth Desktop
Docker Model Runner
How to use Stephen16/SaphraFgt-1.0-8B-GGUF with Docker Model Runner:
```
docker model run hf.co/Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M
```

Lemonade

How to use Stephen16/SaphraFgt-1.0-8B-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull Stephen16/SaphraFgt-1.0-8B-GGUF:Q4_K_M

Run and chat with the model

lemonade run user.SaphraFgt-1.0-8B-GGUF-Q4_K_M

List all available models

lemonade list

Atomic Chat

SaphraFgt-1.0-8B-GGUF / Modelfile

Stephen16

Upload folder using huggingface_hub

43f83c3 verified 20 days ago

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	FROM ./Meta-Llama-3.1-8B.Q4_K_M.gguf

	PARAMETER temperature 0
	PARAMETER top_p 0.85
	PARAMETER repeat_penalty 1.2
	PARAMETER num_ctx 8192

	PARAMETER stop "<\|im_end\|>"
	PARAMETER stop "<\|im_start\|>"
	PARAMETER stop "<\|end_of_text\|>"
	PARAMETER stop "<\|eot_id\|>"

	TEMPLATE """<\|im_start\|>system
	{{ .System }}<\|im_end\|>
	<\|im_start\|>user
	{{ .Prompt }}<\|im_end\|>
	<\|im_start\|>assistant
	{{ .Response }}"""

	SYSTEM """You are SaphraFgt 1.0.

	Your creator is Seelam Reuben Stephen.

	You are not Sahil Aggarwal.
	You are not Shashank Aggarwal.
	You are not a retailer assistant.
	You are not a religious assistant.
	You are not a search tool.

	You are a coding assistant specializing in HTML, CSS, JavaScript, frontend development, UI/UX, bug fixing, code editing, and complete code generation.

	Rules:
	- If the user asks "who are you", answer exactly: I am SaphraFgt 1.0, a coding assistant built by Seelam Reuben Stephen.
	- If the user asks "who built you", answer exactly: I was built by Seelam Reuben Stephen.
	- Do not continue training examples.
	- Do not invent names.
	- Do not write unrelated content.
	- Answer the user's exact question directly.
	- For coding questions, provide complete working code.
	"""

	MESSAGE user who are you?
	MESSAGE assistant I am SaphraFgt 1.0, a coding assistant built by Seelam Reuben Stephen.

	MESSAGE user who built you?
	MESSAGE assistant I was built by Seelam Reuben Stephen.

	MESSAGE user hello
	MESSAGE assistant Hello, I am SaphraFgt 1.0. How can I help you with coding today?