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Extras & Integrations

Crystallize ships optional integrations in the crystallize-extras package. Install the extras you need and import their plugins/steps in your experiments.

IntegrationInstall commandWhat it adds
RayExecutionpip install --upgrade --pre crystallize-extras[ray]Distributed replicate execution via Ray.
vLLMpip install --upgrade --pre crystallize-extras[vllm]Pipeline step to initialize and cache a vLLM engine.
Ollamapip install --upgrade --pre crystallize-extras[ollama]Pipeline steps to create sync/async Ollama clients.
OpenAIpip install --upgrade --pre crystallize-extras[openai]Pipeline steps to create sync/async OpenAI clients.

If the extras package is missing, the CLI prompts you to install it when loading experiments that reference these integrations.