- Libraries
- Transformers
How to use CSI-lab/US-state-law-EmbeddingGemma-2-GGUF with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("feature-extraction", model="CSI-lab/US-state-law-EmbeddingGemma-2-GGUF") # pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("CSI-lab/US-state-law-EmbeddingGemma-2-GGUF", device_map="auto") - sentence-transformers
How to use CSI-lab/US-state-law-EmbeddingGemma-2-GGUF with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("CSI-lab/US-state-law-EmbeddingGemma-2-GGUF")
sentences = [
"The weather is lovely today.",
"It's so sunny outside!",
"He drove to the stadium."
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use CSI-lab/US-state-law-EmbeddingGemma-2-GGUF with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible embeddings server:
llama serve -hf CSI-lab/US-state-law-EmbeddingGemma-2-GGUF:Q4_K_M --embeddings
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible embeddings server:
llama serve -hf CSI-lab/US-state-law-EmbeddingGemma-2-GGUF:Q4_K_M --embeddings
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 embeddings server:
./build/bin/llama serve -hf CSI-lab/US-state-law-EmbeddingGemma-2-GGUF:Q4_K_M --embeddings
- Llama new
- LM Studio
- Jan
- Ollama
How to use CSI-lab/US-state-law-EmbeddingGemma-2-GGUF with Ollama:
ollama run hf.co/CSI-lab/US-state-law-EmbeddingGemma-2-GGUF:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use CSI-lab/US-state-law-EmbeddingGemma-2-GGUF with Docker Model Runner:
docker model run hf.co/CSI-lab/US-state-law-EmbeddingGemma-2-GGUF:Q4_K_M
- Lemonade
How to use CSI-lab/US-state-law-EmbeddingGemma-2-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/
lemonade pull CSI-lab/US-state-law-EmbeddingGemma-2-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.US-state-law-EmbeddingGemma-2-GGUF-Q4_K_M
List all available models
lemonade list
- Atomic Chat
