Libraries GLiNER2 How to use antflydb/GLiNER2.5-Decide-1B with GLiNER2:
from gliner2 import AutoExtractor
extractor = AutoExtractor.from_pretrained("antflydb/GLiNER2.5-Decide-1B")
# 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-1B 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-1B:Q8_0
# Run inference directly in the terminal:
llama cli -hf antflydb/GLiNER2.5-Decide-1B: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-1B:Q8_0
# Run inference directly in the terminal:
llama cli -hf antflydb/GLiNER2.5-Decide-1B: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 antflydb/GLiNER2.5-Decide-1B:Q8_0
# Run inference directly in the terminal:
./llama-cli -hf antflydb/GLiNER2.5-Decide-1B: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 antflydb/GLiNER2.5-Decide-1B:Q8_0
# Run inference directly in the terminal:
./build/bin/llama-cli -hf antflydb/GLiNER2.5-Decide-1B:Q8_0 Use Docker docker model run hf.co/antflydb/GLiNER2.5-Decide-1B:Q8_0 LM Studio Jan Ollama How to use antflydb/GLiNER2.5-Decide-1B with Ollama:
ollama run hf.co/antflydb/GLiNER2.5-Decide-1B:Q8_0 Unsloth Desktop Docker Model Runner How to use antflydb/GLiNER2.5-Decide-1B with Docker Model Runner:
docker model run hf.co/antflydb/GLiNER2.5-Decide-1B:Q8_0 Lemonade How to use antflydb/GLiNER2.5-Decide-1B with Lemonade:
Pull the model # Download Lemonade from https://lemonade-server.ai/
lemonade pull antflydb/GLiNER2.5-Decide-1B:Q8_0 Run and chat with the model lemonade run user.GLiNER2.5-Decide-1B-Q8_0 List all available models lemonade list Atomic Chat 
