- Libraries
- sentence-transformers
How to use bartowski/nomic-ai_nomic-embed-code-GGUF with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("bartowski/nomic-ai_nomic-embed-code-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 bartowski/nomic-ai_nomic-embed-code-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 bartowski/nomic-ai_nomic-embed-code-GGUF:Q4_K_M --embeddings
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible embeddings server:
llama serve -hf bartowski/nomic-ai_nomic-embed-code-GGUF: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 bartowski/nomic-ai_nomic-embed-code-GGUF: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 bartowski/nomic-ai_nomic-embed-code-GGUF:Q4_K_M --embeddings
- LM Studio
- Jan
- vLLM
How to use bartowski/nomic-ai_nomic-embed-code-GGUF with vLLM:
Install from pip and serve model
# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "bartowski/nomic-ai_nomic-embed-code-GGUF"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "bartowski/nomic-ai_nomic-embed-code-GGUF",
"prompt": "Once upon a time,",
"max_tokens": 512,
"temperature": 0.5
}'Use Docker
docker model run hf.co/bartowski/nomic-ai_nomic-embed-code-GGUF:Q4_K_M
- Ollama
How to use bartowski/nomic-ai_nomic-embed-code-GGUF with Ollama:
ollama run hf.co/bartowski/nomic-ai_nomic-embed-code-GGUF:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use bartowski/nomic-ai_nomic-embed-code-GGUF with Docker Model Runner:
docker model run hf.co/bartowski/nomic-ai_nomic-embed-code-GGUF:Q4_K_M
- Lemonade
How to use bartowski/nomic-ai_nomic-embed-code-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/
lemonade pull bartowski/nomic-ai_nomic-embed-code-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.nomic-ai_nomic-embed-code-GGUF-Q4_K_M
List all available models
lemonade list
- Atomic Chat
