Instructions to use AOSSIE/OpenVerifiableLLM-23M with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Notebooks
Google Colab
Kaggle
Local Apps Settings

How to use AOSSIE/OpenVerifiableLLM-23M 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 AOSSIE/OpenVerifiableLLM-23M:F32
# Run inference directly in the terminal:
llama cli -hf AOSSIE/OpenVerifiableLLM-23M:F32

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf AOSSIE/OpenVerifiableLLM-23M:F32
# Run inference directly in the terminal:
llama cli -hf AOSSIE/OpenVerifiableLLM-23M:F32

Build from source code

git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-app
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama serve -hf AOSSIE/OpenVerifiableLLM-23M:F32
# Run inference directly in the terminal:
./build/bin/llama cli -hf AOSSIE/OpenVerifiableLLM-23M:F32

Use Docker

docker model run hf.co/AOSSIE/OpenVerifiableLLM-23M:F32

Llama new
LM Studio
Jan

vLLM

How to use AOSSIE/OpenVerifiableLLM-23M with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "AOSSIE/OpenVerifiableLLM-23M"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AOSSIE/OpenVerifiableLLM-23M",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/AOSSIE/OpenVerifiableLLM-23M:F32

Ollama
How to use AOSSIE/OpenVerifiableLLM-23M with Ollama:
```
ollama run hf.co/AOSSIE/OpenVerifiableLLM-23M:F32
```
Unsloth Desktop
Docker Model Runner
How to use AOSSIE/OpenVerifiableLLM-23M with Docker Model Runner:
```
docker model run hf.co/AOSSIE/OpenVerifiableLLM-23M:F32
```

Lemonade

How to use AOSSIE/OpenVerifiableLLM-23M with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull AOSSIE/OpenVerifiableLLM-23M:F32

Run and chat with the model

lemonade run user.OpenVerifiableLLM-23M-F32

List all available models

lemonade list

Atomic Chat

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