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Implement dynamic LoRA swapping #262
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EricLBuehler
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May 3, 2024
Code Metrics Report─────────────────────────────────────────────────────────────────────────────── Language Files Lines Blanks Comments Code Complexity ─────────────────────────────────────────────────────────────────────────────── Rust 72 23863 1572 530 21761 1325 ─────────────────────────────────────────────────────────────────────────────── Total 72 23863 1572 530 21761 1325 ─────────────────────────────────────────────────────────────────────────────── Estimated Cost to Develop 85,737 Estimated Schedule Effort 11.916649 months Estimated People Required 5.112342 ─────────────────────────────────────────────────────────────────────────────── Processed 793364 bytes, 0.793 megabytes (SI) ─────────────────────────────────────────────────────────────────────────────── |
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Dynamic LoRA swapping, first raised in #259, enables the user to dynamically set active LoRA adapters. This can be configured per-request to enable users to add their own routing functionality.
Usage
Pre-loading
Adapters may be pre-loaded (but not activated) to remove runtime cost for loading adapters. The adapters to be pre-loaded must all share the same ordering. Therefore, a logical place to specify them is the LoRA ordering file, and should be done as such in the
preload_adapters
field:Runtime APIs
APIs to dynamically activate LoRA adapters by name are exposed in the HTTP server, Rust, and Python APIs.