Giant Language Fashions (LLMs) have reworked industries with their capabilities to generate significant textual content, reply intricate questions, and streamline workflows. Nevertheless, deploying these fashions into manufacturing goes past coaching — it requires a stable Steady Integration and Steady Deployment (CI/CD) pipeline. This pipeline ensures that LLMs stay scalable, dependable, and environment friendly.
On this article, we’ll define the six important phases of a CI/CD pipeline particularly tailor-made for LLM purposes, guaranteeing a easy, dependable deployment course of and ongoing monitoring.