This is the Linux app named PEFT whose latest release can be downloaded as GPTQQuantization,Low-levelAPI.zip. It can be run online in the free hosting provider OnWorks for workstations.
Download and run online this app named PEFT with OnWorks for free.
Follow these instructions in order to run this app:
- 1. Downloaded this application in your PC.
- 2. Enter in our file manager https://www.onworks.net/myfiles.php?username=XXXXX with the username that you want.
- 3. Upload this application in such filemanager.
- 4. Start the OnWorks Linux online or Windows online emulator or MACOS online emulator from this website.
- 5. From the OnWorks Linux OS you have just started, goto our file manager https://www.onworks.net/myfiles.php?username=XXXXX with the username that you want.
- 6. Download the application, install it and run it.
SCREENSHOTS
Ad
PEFT
DESCRIPTION
Parameter-Efficient Fine-Tuning (PEFT) methods enable efficient adaptation of pre-trained language models (PLMs) to various downstream applications without fine-tuning all the model's parameters. Fine-tuning large-scale PLMs is often prohibitively costly. In this regard, PEFT methods only fine-tune a small number of (extra) model parameters, thereby greatly decreasing the computational and storage costs. Recent State-of-the-Art PEFT techniques achieve performance comparable to that of full fine-tuning.
Features
- Accelerate for large scale models leveraging DeepSpeed and Big Model Inference
- Get comparable performance to full finetuning by adapting LLMs to downstream tasks using consumer hardware
- GPU memory required for adapting LLMs on the few-shot dataset
- Parameter Efficient Tuning of Diffusion Models
- GPU memory required by different settings
- Parameter Efficient Tuning of LLMs for RLHF components such as Ranker and Policy
Programming Language
Python
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/peft.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
