From b856ad0fb93eb77bd9b76de11992851f44579556 Mon Sep 17 00:00:00 2001 From: shengdinghu Date: Mon, 14 Feb 2022 21:19:03 +0800 Subject: [PATCH] first commit --- .gitignore | 20 + .readthedocs.yaml | 29 + README.md | 94 +++ docs/Makefile | 20 + docs/make.bat | 35 + docs/readme.md | 20 + docs/requirements.txt | 13 + docs/source/_static/css/custom.css | 268 +++++++ docs/source/_static/js/custom.js | 7 + docs/source/conf.py | 144 ++++ docs/source/imgs/afterfreeze.png | Bin 0 -> 211104 bytes docs/source/imgs/bart-base.png | Bin 0 -> 171156 bytes docs/source/imgs/bert_vis.png | Bin 0 -> 142216 bytes docs/source/imgs/bertdelta_noparam.png | Bin 0 -> 208328 bytes docs/source/imgs/bertdelta_vis.png | Bin 0 -> 186251 bytes docs/source/imgs/commonstructure_vis.png | Bin 0 -> 96047 bytes docs/source/imgs/composition_of_delta.png | Bin 0 -> 189488 bytes docs/source/imgs/defaultmodification.png | Bin 0 -> 190239 bytes docs/source/imgs/hint-icon-2.jpg | Bin 0 -> 7521 bytes 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examples/tutorial/0_interactive.py | 11 + examples/tutorial/1_with_openprompt.py | 156 ++++ opendelta/__init__.py | 17 + opendelta/auto_delta.py | 423 +++++++++++ opendelta/basemodel.py | 718 ++++++++++++++++++ opendelta/delta_configs.py | 476 ++++++++++++ opendelta/delta_models/__init__.py | 2 + opendelta/delta_models/adapter.py | 202 +++++ opendelta/delta_models/bitfit.py | 202 +++++ opendelta/delta_models/compacter.py | 303 ++++++++ opendelta/delta_models/layers/__init__.py | 0 opendelta/delta_models/layers/activations.py | 50 ++ .../layers/hypercomplex_linear.py | 213 ++++++ opendelta/delta_models/layers/init.py | 8 + .../delta_models/layers/low_rank_linear.py | 39 + opendelta/delta_models/lora.py | 127 ++++ opendelta/delta_models/low_rank_adapter.py | 208 +++++ opendelta/delta_models/prefix.py | 567 ++++++++++++++ opendelta/delta_models/soft_prompt.py | 209 +++++ opendelta/utils/__init__.py | 0 opendelta/utils/cuda.py | 58 ++ opendelta/utils/data_parallel.py | 39 + 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at end of file diff --git a/.readthedocs.yaml b/.readthedocs.yaml new file mode 100644 index 0000000..7f43aea --- /dev/null +++ b/.readthedocs.yaml @@ -0,0 +1,29 @@ +# .readthedocs.yaml +# Read the Docs configuration file +# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details + +# Required +version: 1 + +# Set the version of Python and other tools you might need +build: + os: ubuntu-20.04 + tools: + python: "3.9" + # You can also specify other tool versions: + # nodejs: "16" + # rust: "1.55" + # golang: "1.17" + +# Build documentation in the docs/ directory with Sphinx +sphinx: + configuration: docs/conf.py + +# If using Sphinx, optionally build your docs in additional formats such as PDF +# formats: +# - pdf + +# Optionally declare the Python requirements required to build your docs +python: + install: + - requirements: docs/requirements.txt \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..6d3a9f7 --- /dev/null +++ b/README.md @@ -0,0 +1,94 @@ +
+ + + + +**An Open-Source Framework for Paramter Efficient Tuning.** + +------ + +

+ Overview • + Installation • + Supported Models • + Docs • + Performance • + + +

+ +
+ +![version](https://img.shields.io/badge/version-v0.1.0-blue) + +## Overview + +OpenDelta is a toolkit for parameter efficient methods (we dub it as *delta tuning*), by which users could flexibly assign (or add) a small amount parameters to update while keeping the most paramters frozen. By using OpenDelta, users could easily implement prefix-tuning, adapters, Lora, or any other types of delta tuning with preferred PTMs. + +## Installation +create a virtualenv (optional) +```shell +conda create -n opendelta_env python=3.8 +conda activate opendelta_env +``` + +### Using Pip + +Our repo is tested on Python 3.6+ and PyTorch 1.8.1+, install OpenDelta using pip as follows: + +```shell +pip install opendelta +``` + +To play with the latest features, you can also install OpenDelta from the source. + +### Build from Source + +```shell +git clone https://github.com/thunlp/OpenDelta.git +cd OpenDelta +``` + +#### Option 1: If you won't modify the code, run +```shell +python setup.py install +``` + +#### Option 2: If you want to modify the code, run +```shell +python setup.py develop +``` + + + +### Verified Supported Models + +** You can try to use OpenDelta on any backbone models based on PyTorch.** However, with small chances that +The interface of the submodules of the backbone model is not supported. Therefore we verified some commonly +used models that OpenDelta are sure to support. + +We will keep testing more and more emerging models. + +Pull requests are welcomed when you successfully apply OpenDelta on your own backbone model. + + +| | Lora | Bias
Tuning | Adapter
Houstbly | Adapter
Preffier | Adapter
Drop | Adapater
Low-Rank | Compactor |Prefix
Tuning | Prompt
Tuning | +| --------- | ---- | ---- | ---- | ---- | ---- | ---- | ---- | ----- | ----- | +| T5 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| GPT-2 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | | +| BART | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | | +| DistilBERT | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | | +| RoBERTa | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | | +| BERT | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| T5-3b(parallel)| ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | +| Deberta-v2 | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | | | +| CTRL | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | ✅ | | | +| ViT | ✅ | | | | | | | | | + + +### Performance Checked Combination + +Google sheet [here](https://docs.google.com/spreadsheets/d/1BIVa8ocAPga-u7rBOXLYaTfaJSjI1dWfwohmLjmFDrY/edit?usp=sharing) + + + diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 0000000..d0c3cbf --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,20 @@ +# Minimal makefile for Sphinx documentation +# + +# You can set these variables from the command line, and also +# from the environment for the first two. +SPHINXOPTS ?= +SPHINXBUILD ?= sphinx-build +SOURCEDIR = source +BUILDDIR = build + +# Put it first so that "make" without argument is like "make help". +help: + @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) + +.PHONY: help Makefile + +# Catch-all target: route all unknown targets to Sphinx using the new +# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). +%: Makefile + @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs/make.bat b/docs/make.bat new file mode 100644 index 0000000..6fcf05b --- /dev/null +++ b/docs/make.bat @@ -0,0 +1,35 @@ +@ECHO OFF + +pushd %~dp0 + +REM Command file for Sphinx documentation + +if "%SPHINXBUILD%" == "" ( + set SPHINXBUILD=sphinx-build +) +set SOURCEDIR=source +set BUILDDIR=build + +if "%1" == "" goto help + +%SPHINXBUILD% >NUL 2>NUL +if errorlevel 9009 ( + echo. + echo.The 'sphinx-build' command was not found. Make sure you have Sphinx + echo.installed, then set the SPHINXBUILD environment variable to point + echo.to the full path of the 'sphinx-build' executable. Alternatively you + echo.may add the Sphinx directory to PATH. + echo. + echo.If you don't have Sphinx installed, grab it from + echo.https://www.sphinx-doc.org/ + exit /b 1 +) + +%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% +goto end + +:help +%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% + +:end +popd diff --git a/docs/readme.md b/docs/readme.md new file mode 100644 index 0000000..a9e75df --- /dev/null +++ b/docs/readme.md @@ -0,0 +1,20 @@ +# OpenDelta Documentation + +To build this doc locally, please firstly install [sphinx](https://www.sphinx-doc.org/en/master/) packages. + +``` +pip install sphinx +pip install sphinx_rtd_theme +pip install sphinx_copybutton +pip install sphinx_toolbox +pip install myst_parser +``` + +Then install opendelta either from source, or from pip. After that, + +``` +cd docs +make html +``` + +Then open the generated `docs/build/html/index.html` in your local browser. \ No newline at end of file diff --git a/docs/requirements.txt b/docs/requirements.txt new file mode 100644 index 0000000..2f0ef65 --- /dev/null +++ b/docs/requirements.txt @@ -0,0 +1,13 @@ +sphinx_copybutton +sphinx_rtd_theme +sphinx_toolbox +torch +transformers +sentencepiece==0.1.96 +tqdm==4.62.2 +openprompt +loralib +decorator +rich +myst_parser +web.py \ No newline at end of file diff --git a/docs/source/_static/css/custom.css b/docs/source/_static/css/custom.css new file mode 100644 index 0000000..9cfdbbe --- /dev/null +++ b/docs/source/_static/css/custom.css @@ -0,0 +1,268 @@ +/* a, */ +.wy-menu-vertical header, +.wy-menu-vertical p.caption, +.wy-nav-top .fa-bars, +.wy-menu-vertical a:hover, + +/* Colors and text decoration. + For example, :black:`text in black` or :blink:`text blinking` in rST. */ + + /* .black { + color: black; +} + +.gray { + color: gray; +} + +.grey { + color: gray; +} + +.silver { + color: silver; +} + +.white { + color: white; +} + +.maroon { + color: maroon; +} + +.red { + color: red; +} + +.magenta { + color: magenta; +} + +.fuchsia { + color: fuchsia; +} + +.pink { + color: pink; +} + +.orange { + color: rgba(218, 135, 12, 0.897); +} */ + +/* .string { + color: rgb(172, 51, 44); +} */ + +/* .yellow { + color: yellow; +} + +.lime { + color: lime; +} + +.green { + color: green; +} + +.olive { + color: olive; +} + +.teal { + color: teal; +} + +.cyan { + color: cyan; +} + +.aqua { + color: aqua; +} + +.blue { + color: blue; +} + +.navy { + color: navy; +} + +.purple { + color: purple; +} + +.under { + text-decoration: underline; +} + +.over { + text-decoration: overline; +} + +.blink { + text-decoration: blink; +} + +.line { + text-decoration: line-through; +} + +.strike { + text-decoration: line-through; +} + +.it { + font-style: italic; +} + +.ob { + font-style: oblique; +} + +.small { + font-size: small; +} + +.large { + font-size: large; +} + +.smallpar { + font-size: small; +} */ + +a:link { + color: rgb(141, 99, 224) +} + +a:visited { + color: rgb(141, 99, 224) +} + +a:hover { + color: rgb(147, 47, 218) +} +.rst-content code.literal +{ + color: rgb(172, 49, 42) !important; + /* #5360f0 */ +} + +.rst-content tt.literal +{ + color: #f06b53 !important; +} +/* #a153f0 */ +/* inspired by sphinx press theme */ +.wy-menu.wy-menu-vertical li.toctree-l1.current > a { + border-left: solid 15px rgb(150, 92, 232) !important; + text-indent: -15px; + border-top: none; + border-bottom: none; +} + +.wy-menu.wy-menu-vertical li.toctree-l1.current > ul { + border-left: solid 15px #ddcaf7 !important; +} +/* inspired by sphinx press theme */ + +.wy-nav-side { + color: unset !important; + background: unset !important; + border-right: solid 1px #ccc !important; +} + +.wy-side-nav-search, +.wy-nav-top, +.wy-menu-vertical li, +.wy-menu-vertical li a:hover, +.wy-menu-vertical li a +{ + background: unset !important; +} + +.wy-menu-vertical li.current a { + border-right: unset !important; +} + +.wy-side-nav-search div, +.wy-menu-vertical a { + color: #404040 !important; +} + +.wy-menu-vertical button.toctree-expand { + color: #333 !important; +} + +.wy-nav-content { + max-width: unset; +} + +.rst-content { + max-width: 900px; +} + +.wy-nav-content .icon-home:before { + content: "Docs"; +} + +.wy-side-nav-search .icon-home:before { + content: ""; +} + +dl.field-list { + display: block !important; +} + +dl.field-list > dt:after { + content: "" !important; +} + +dl.field-list > dt { + display: table; + padding-left: 6px !important; + padding-right: 6px !important; + margin-bottom: 4px !important; + padding-bottom: 1px !important; + background: rgb(252, 237, 208); + border-left: solid 2px rgb(231, 181, 134); +} + + +dl.py.class>dt +{ + color: rgba(17, 16, 17, 0.822) !important; + background: rgb(247, 234, 252) !important; + border-top: solid 2px #b620d0 !important; +} + +dl.py.method>dt +{ + background: rgb(250, 239, 241) !important; + border-left: solid 2px rgb(199, 83, 106) !important; +} + +dl.py.attribute>dt, +dl.py.property>dt +{ + background: rgba(194, 233, 248, 0.1) !important; + border-left: solid 2px #58b5cc !important; +} + +.fa-plus-square-o::before, .wy-menu-vertical li button.toctree-expand::before, +.fa-minus-square-o::before, .wy-menu-vertical li.current > a button.toctree-expand::before, .wy-menu-vertical li.on a button.toctree-expand::before +{ + content: ""; +} + +.rst-content .viewcode-back, +.rst-content .viewcode-link +{ + font-size: 120%; +} + + diff --git a/docs/source/_static/js/custom.js b/docs/source/_static/js/custom.js new file mode 100644 index 0000000..489b7d5 --- /dev/null +++ b/docs/source/_static/js/custom.js @@ -0,0 +1,7 @@ +document.addEventListener("DOMContentLoaded", function(event) { + document.querySelectorAll(".wy-menu.wy-menu-vertical > ul.current > li > a").forEach(a => a.addEventListener("click", e=>{ + f = document.querySelector(".wy-menu.wy-menu-vertical > ul.current > li > ul") + if (f.style.display=='none') { f.style.display='block'; } else f.style.display = 'none' + })); + document.querySelectorAll(".headerlink").forEach(a => a.text="\u{1F517}"); +}); \ No newline at end of file diff --git a/docs/source/conf.py b/docs/source/conf.py new file mode 100644 index 0000000..8408041 --- /dev/null +++ b/docs/source/conf.py @@ -0,0 +1,144 @@ +# Configuration file for the Sphinx documentation builder. +# +# This file only contains a selection of the most common options. For a full +# list see the documentation: +# https://www.sphinx-doc.org/en/master/usage/configuration.html + +# -- Path setup -------------------------------------------------------------- + +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# +# import os +# import sys +# sys.path.insert(0, os.path.abspath('.')) +import sys +sys.path.insert(0, "../../") +import datetime +import sphinx_rtd_theme +import doctest +import opendelta +import opendelta.delta_models + +# -- Project information ----------------------------------------------------- + +project = 'OpenDelta' +author = 'THUNLP OpenDelta Team' +copyright = '{}, {}, Licenced under the Apache License, Version 2.0'.format(datetime.datetime.now().year, author) + + +# The full version, including alpha/beta/rc tags +release = '0.1.1' +version = "0.1.1" + +html_theme = 'sphinx_rtd_theme' +html_theme_path = [sphinx_rtd_theme.get_html_theme_path()] + +doctest_default_flags = doctest.NORMALIZE_WHITESPACE +autodoc_member_order = 'bysource' +intersphinx_mapping = {'python': ('https://docs.python.org/', None), +"torch": ("https://pytorch.org/docs/stable/", None),} + +html_show_sourcelink = True + +# -- General configuration --------------------------------------------------- + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. +extensions = [ + 'sphinx.ext.autodoc', + 'sphinx.ext.autosummary', + 'sphinx.ext.doctest', + 'sphinx.ext.intersphinx', + 'sphinx.ext.mathjax', + 'sphinx.ext.napoleon', + 'sphinx.ext.viewcode', + 'sphinx.ext.githubpages', + 'sphinx_copybutton', + 'sphinx_toolbox.collapse', + 'myst_parser', +] + +myst_enable_extensions = [ + "html_image", + "colon_fence", + "html_admonition", + "amsmath", + "dollarmath", +] + +source_suffix = { + '.rst': 'restructuredtext', + '.txt': 'markdown', + '.md': 'markdown', +} + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['_templates'] + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This pattern also affects html_static_path and html_extra_path. +# exclude_patterns = [] + + +# -- Options for HTML output ------------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +# html_theme = 'alabaster' + +# Add any paths that contain custom static files (such as style sheets) here, +# relative to this directory. They are copied after the builtin static files, +# so a file named "default.css" will overwrite the builtin "default.css". +html_theme_options = { + # 'collapse_navigation': False, + # 'display_version': True, + #'logo_only': False, + 'navigation_depth': 2, +} + + +html_static_path = ['_static'] +html_css_files = ['css/custom.css'] +html_js_files = ['js/custom.js'] +rst_context = {'opendelta': opendelta} +# rst_epilog = "\n.. include:: .special.rst\n" +add_module_names = False + +def include_only_tagged(app, what, name, obj, skip, options): + inclusion_tag_format = "[NODOC]" #can be any pattern here, choose what works for you + for tag in app.tags.tags: + if obj.__doc__ is not None and not obj.__doc__.startswith(inclusion_tag_format): + return False + return True + +def skip2(app, what, name, obj, skip, options): + members = [ + '__init__', + '__repr__', + '__weakref__', + '__dict__', + '__module__', + ] + return True if name in members else skip + +def skip(app, what, name, obj, skip, 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