
LoRA-X: Bridging Foundation Models with Training-Free Cross …
Jan 27, 2025 · To address this challenge, we introduce a new adapter, Cross-Model Low-Rank Adaptation (LoRA-X), which enables the training-free transfer of LoRA parameters across source and target models, eliminating the need for original or synthetic training data.
EricLBuehler/xlora: X-LoRA: Mixture of LoRA Experts - GitHub
X-LoRA works by learning scaling values for LoRA adapters. These learned scalings values are used to gate the LoRA experts in a dense fashion. Additionally, all LoRA adapters and the base model are frozen, allowing efficient fine tuning due to a low parameter count.
GitHub - predibase/lorax: Multi-LoRA inference server that scales …
LoRAX (LoRA eXchange) is a framework that allows users to serve thousands of fine-tuned models on a single GPU, dramatically reducing the cost of serving without compromising on throughput or latency.
X-LoRA: Mixture of Low-Rank Adapter Experts, a Flexible …
Feb 11, 2024 · We report a mixture of expert strategy to create fine-tuned large language models using a deep layer-wise token-level approach based on low-rank adaptation (LoRA).
X-LoRA - Hugging Face
Mixture of LoRA Experts (X-LoRA) is a PEFT method enabling sparse or dense mixture of LoRA experts based on a high granularity (token, layer, sequence) scalings matrix. This leverages frozen LoRA adapters and a frozen base model to drastically reduces the number of parameters that need to be fine-tuned.
GitHub - showlab/X-Adapter: [CVPR 2024] X-Adapter: Adding …
[LoRA] LoRA is a lightweight adapter to fine-tune large-scale pretrained model. It is widely used for style or identity customization in diffusion models. You can download LoRA from the diffusion community (e.g., civitai).
LoRA eXchange
LoRAX (LoRA eXchange) is a framework that allows users to serve thousands of fine-tuned models on a single GPU, dramatically reducing the cost of serving without compromising on throughput or latency.
LoRA Exchange (LoRAX): Serve 100s of Fine-Tuned LLMs for
Oct 18, 2023 · LoRA Exchange (LoRAX) is a new approach to LLM serving infrastructure specifically designed for serving many fine-tuned models at once using a shared set of GPU resources. Compared with conventional dedicated LLM deployments, LoRAX consists of three novel components:
The Lorax (original) - YouTube
Dr Seuss' Original Lorax animated TV special from 1972. Follows the actual story line of the book.
LoRAX: The Open Source Framework for Serving 100s of Fine
Nov 16, 2023 · LoRAX (LoRA eXchange), allows users to pack 100s fine-tuned models into a single GPU and thus dramatically reduce the cost of serving. LoRAX is open-source, free to use commercially, and production-ready, with pre-built docker images and Helm charts available for immediate download and use.