Instructions to use antflydb/GLiNER2.5-Decide with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use antflydb/GLiNER2.5-Decide with GLiNER2:

from gliner2 import AutoExtractor

extractor = AutoExtractor.from_pretrained("antflydb/GLiNER2.5-Decide")

# Extract entities
text = "Apple CEO Tim Cook announced iPhone 15 in Cupertino yesterday."
result = extractor.extract_entities(text, ["company", "person", "product", "location"])

print(result)

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use antflydb/GLiNER2.5-Decide 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 antflydb/GLiNER2.5-Decide:Q8_0
# Run inference directly in the terminal:
llama cli -hf antflydb/GLiNER2.5-Decide:Q8_0

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf antflydb/GLiNER2.5-Decide:Q8_0
# Run inference directly in the terminal:
llama cli -hf antflydb/GLiNER2.5-Decide:Q8_0

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 antflydb/GLiNER2.5-Decide:Q8_0
# Run inference directly in the terminal:
./build/bin/llama cli -hf antflydb/GLiNER2.5-Decide:Q8_0

Use Docker

docker model run hf.co/antflydb/GLiNER2.5-Decide:Q8_0

Llama new
LM Studio
Jan
Ollama
How to use antflydb/GLiNER2.5-Decide with Ollama:
```
ollama run hf.co/antflydb/GLiNER2.5-Decide:Q8_0
```
Unsloth Desktop
Docker Model Runner
How to use antflydb/GLiNER2.5-Decide with Docker Model Runner:
```
docker model run hf.co/antflydb/GLiNER2.5-Decide:Q8_0
```

Lemonade

How to use antflydb/GLiNER2.5-Decide with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull antflydb/GLiNER2.5-Decide:Q8_0

Run and chat with the model

lemonade run user.GLiNER2.5-Decide-Q8_0

List all available models

lemonade list

Atomic Chat

GLiNER2.5-Decide

File size: 144 Bytes

358ae4b

{
  "family": "gliner2_split_bundle/v1",
  "wrapper": "gliner2",
  "encoder": "gliner2-encoder.Q8_0.gguf",
  "head": "gliner2-head.Q8_0.gguf"
}