Instructions to use embedme/OpenReason-ModernColBERT-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use embedme/OpenReason-ModernColBERT-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="embedme/OpenReason-ModernColBERT-GGUF",
	filename="openreason-moderncolbert-Q8_0.gguf",
)

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

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use embedme/OpenReason-ModernColBERT-GGUF with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf embedme/OpenReason-ModernColBERT-GGUF:Q8_0
# Run inference directly in the terminal:
llama-cli -hf embedme/OpenReason-ModernColBERT-GGUF:Q8_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf embedme/OpenReason-ModernColBERT-GGUF:Q8_0
# Run inference directly in the terminal:
llama-cli -hf embedme/OpenReason-ModernColBERT-GGUF:Q8_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 embedme/OpenReason-ModernColBERT-GGUF:Q8_0
# Run inference directly in the terminal:
./llama-cli -hf embedme/OpenReason-ModernColBERT-GGUF:Q8_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 embedme/OpenReason-ModernColBERT-GGUF:Q8_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf embedme/OpenReason-ModernColBERT-GGUF:Q8_0

Use Docker

docker model run hf.co/embedme/OpenReason-ModernColBERT-GGUF:Q8_0

LM Studio
Jan
Ollama
How to use embedme/OpenReason-ModernColBERT-GGUF with Ollama:
```
ollama run hf.co/embedme/OpenReason-ModernColBERT-GGUF:Q8_0
```

Unsloth Studio new

How to use embedme/OpenReason-ModernColBERT-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 embedme/OpenReason-ModernColBERT-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 embedme/OpenReason-ModernColBERT-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for embedme/OpenReason-ModernColBERT-GGUF to start chatting

Docker Model Runner
How to use embedme/OpenReason-ModernColBERT-GGUF with Docker Model Runner:
```
docker model run hf.co/embedme/OpenReason-ModernColBERT-GGUF:Q8_0
```

Lemonade

How to use embedme/OpenReason-ModernColBERT-GGUF with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull embedme/OpenReason-ModernColBERT-GGUF:Q8_0

Run and chat with the model

lemonade run user.OpenReason-ModernColBERT-GGUF-Q8_0

List all available models

lemonade list

OpenReason-ModernColBERT GGUF

GGUF conversion of ctrltokyo/OpenReason-ModernColBERT for use with litembeddings.

Files

File	Size	Description
openreason-moderncolbert-Q8_0.gguf	153M	Q8_0 quantized ModernBERT encoder
openreason-moderncolbert-Q8_0.projection	385K	ColBERT 768 to 128 linear projection

Usage with litembeddings

Source Model

Architecture: ModernBERT (150M params)
Training: Fine-tuned on BRIGHT benchmark reasoning tasks
Base: lightonai/GTE-ModernColBERT-v1
License: Apache 2.0

Downloads last month: 7

GGUF

Model size

0.1B params

Architecture

modern-bert

Hardware compatibility

8-bit

Inference Providers NEW

This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Model tree for embedme/OpenReason-ModernColBERT-GGUF

Base model

ctrltokyo/OpenReason-ModernColBERT

Quantized

(1)

this model