- Libraries
- sentence-transformers
How to use xthor/Qwen3-Embedding-0.6B-GraphQL with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("xthor/Qwen3-Embedding-0.6B-GraphQL")
sentences = [
"That is a happy person",
"That is a happy dog",
"That is a very happy person",
"Today is a sunny day"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use xthor/Qwen3-Embedding-0.6B-GraphQL with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible embeddings server:
llama serve -hf xthor/Qwen3-Embedding-0.6B-GraphQL:Q4_K_M --embeddings
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible embeddings server:
llama serve -hf xthor/Qwen3-Embedding-0.6B-GraphQL:Q4_K_M --embeddings
Use pre-built binary
# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible embeddings server:
./llama-server -hf xthor/Qwen3-Embedding-0.6B-GraphQL:Q4_K_M --embeddings
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 embeddings server:
./build/bin/llama-server -hf xthor/Qwen3-Embedding-0.6B-GraphQL:Q4_K_M --embeddings
- LM Studio
- Jan
- Ollama
How to use xthor/Qwen3-Embedding-0.6B-GraphQL with Ollama:
ollama run hf.co/xthor/Qwen3-Embedding-0.6B-GraphQL:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use xthor/Qwen3-Embedding-0.6B-GraphQL with Docker Model Runner:
docker model run hf.co/xthor/Qwen3-Embedding-0.6B-GraphQL:Q4_K_M
- Lemonade
How to use xthor/Qwen3-Embedding-0.6B-GraphQL with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/
lemonade pull xthor/Qwen3-Embedding-0.6B-GraphQL:Q4_K_M
Run and chat with the model
lemonade run user.Qwen3-Embedding-0.6B-GraphQL-Q4_K_M
List all available models
lemonade list
- Atomic Chat
