History

Achazwl 5e2c8e4c83 fix split and add batchsplit		2022-07-24 19:42:31 +08:00
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examples_prompt	update examples	2022-04-22 19:30:05 +08:00
examples_seq2seq	update examples	2022-04-22 19:30:05 +08:00
examples_text-classification	Merge branch 'thunlp:main' into main	2022-03-13 22:12:26 +08:00
tutorial	fix split and add batchsplit	2022-07-24 19:42:31 +08:00
README.md	first commit	2022-02-14 21:19:03 +08:00
setup_prompt.py	add example	2022-02-26 14:24:42 +08:00
setup_seq2seq.py	first commit	2022-02-14 21:19:03 +08:00

README.md

Use Examples

This repo mainly contains several running scripts to use OpenDelta to conduct parameter-efficient training of various tasks.

Note that we suggest adding OpenDelta to existing scripts, instead of modify a scripts into the following examples. OpenDelta itself doens't restrict the training pipeline nor provide pipeline.

tutorial

Several toy tutorials:

The scripts for docs/basic_usage
Using interactive module selection
Work with OpenPrompt

examples_text-classification

Modify a huggingface text-classification examples into a delta tuning one. Currently, GLUE datasets are supported in the scripts. Roberta-base is used for performance checking. Read README.md inside the repo for detailed usage.

examples_seq2seq

Modify a huggingface sequence to sequence examples into a delta tuning one. Currently, SuperGLUE and GLUE datasets are supported in the scripts. T5-base is used for performance checking. Read README.md inside the repo for detailed usage.

examples_image-classification

A toy example of using OpenDelta for a Computer Vision Pretrained Model (ViT). Since ViT is an experimental feature in huggingface transformers, this example is subject to Change at any moment.