How to use gpustack/jina-reranker-v1-turbo-en-GGUF with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="gpustack/jina-reranker-v1-turbo-en-GGUF")
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("gpustack/jina-reranker-v1-turbo-en-GGUF", device_map="auto")
How to use gpustack/jina-reranker-v1-turbo-en-GGUF with Transformers.js:
// npm i @huggingface/transformers import { pipeline } from '@huggingface/transformers'; // Allocate pipeline const pipe = await pipeline('text-classification', 'gpustack/jina-reranker-v1-turbo-en-GGUF');
How to use gpustack/jina-reranker-v1-turbo-en-GGUF with llama.cpp:
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M
# 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 gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M
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 gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M
docker model run hf.co/gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M
How to use gpustack/jina-reranker-v1-turbo-en-GGUF with Ollama:
ollama run hf.co/gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M
How to use gpustack/jina-reranker-v1-turbo-en-GGUF with Docker Model Runner:
How to use gpustack/jina-reranker-v1-turbo-en-GGUF with Lemonade:
# Download Lemonade from https://lemonade-server.ai/ lemonade pull gpustack/jina-reranker-v1-turbo-en-GGUF:Q4_K_M
lemonade run user.jina-reranker-v1-turbo-en-GGUF-Q4_K_M
lemonade list
