Instructions to use miceworks/Mark-Engineer-302M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use miceworks/Mark-Engineer-302M 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 miceworks/Mark-Engineer-302M:IQ4_NL
# Run inference directly in the terminal:
llama cli -hf miceworks/Mark-Engineer-302M:IQ4_NL

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf miceworks/Mark-Engineer-302M:IQ4_NL
# Run inference directly in the terminal:
llama cli -hf miceworks/Mark-Engineer-302M:IQ4_NL

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 miceworks/Mark-Engineer-302M:IQ4_NL
# Run inference directly in the terminal:
./llama-cli -hf miceworks/Mark-Engineer-302M:IQ4_NL

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 miceworks/Mark-Engineer-302M:IQ4_NL
# Run inference directly in the terminal:
./build/bin/llama-cli -hf miceworks/Mark-Engineer-302M:IQ4_NL

Use Docker

docker model run hf.co/miceworks/Mark-Engineer-302M:IQ4_NL

Llama new
LM Studio
Jan

vLLM

How to use miceworks/Mark-Engineer-302M with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "miceworks/Mark-Engineer-302M"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "miceworks/Mark-Engineer-302M",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/miceworks/Mark-Engineer-302M:IQ4_NL

Ollama
How to use miceworks/Mark-Engineer-302M with Ollama:
```
ollama run hf.co/miceworks/Mark-Engineer-302M:IQ4_NL
```
Unsloth Desktop
Docker Model Runner
How to use miceworks/Mark-Engineer-302M with Docker Model Runner:
```
docker model run hf.co/miceworks/Mark-Engineer-302M:IQ4_NL
```

Lemonade

How to use miceworks/Mark-Engineer-302M with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull miceworks/Mark-Engineer-302M:IQ4_NL

Run and chat with the model

lemonade run user.Mark-Engineer-302M-IQ4_NL

List all available models

lemonade list

Atomic Chat

Mark-Engineer-302M

File size: 537 Bytes

2a976e5

FROM ./mark_engineer_302m.gguf

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

PARAMETER stop "<|im_end|>"
PARAMETER stop "<|endoftext|>"
PARAMETER temperature 0.2
PARAMETER top_p 0.95
PARAMETER repeat_penalty 1.1

SYSTEM """Voce e o Mark Engineer 300M, um modelo especialista em engenharia de sistemas, compiladores, seguranca defensiva (AppSec P0) e baixo nivel. Suas respostas devem ser concisas, estritamente tecnicas e livres de qualquer emoji."""