Ollama Embedder

OllamaEmbedder connects to an Ollama server. Set id and dimensions to match the model served by Ollama.

ollama_embedder.py

from agno.knowledge.embedder.ollama import OllamaEmbedder

embedder = OllamaEmbedder(
    id="mxbai-embed-large",
    dimensions=1024,
)

embedding = embedder.get_embedding("The quick brown fox jumps over the lazy dog.")

print(embedding[:5])
print(len(embedding))

Run the Example

Set up your virtual environment

uv venv --python 3.12
source .venv/bin/activate

uv venv --python 3.12
.venv\Scripts\activate

Install Ollama

Install Ollama, then pull the model:

ollama pull mxbai-embed-large

Install dependencies

uv pip install -U agno ollama

Run the example

python ollama_embedder.py

Developer Resources

OllamaEmbedder reference
Ollama embeddings
Embedders overview

Gemini Embedder Mistral Embedder

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Ollama Embedder

Run the Example

Developer Resources

​Run the Example

​Developer Resources

Run the Example

Developer Resources