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OpenDelta-0.3.2/opendelta/utils/structure_mapping.py create mode 100644 OpenDelta-0.3.2/requirements.txt create mode 100644 OpenDelta-0.3.2/setup.cfg create mode 100644 OpenDelta-0.3.2/setup.py diff --git a/OpenDelta-0.3.2/.gitignore b/OpenDelta-0.3.2/.gitignore new file mode 100644 index 0000000..411800c --- /dev/null +++ b/OpenDelta-0.3.2/.gitignore @@ -0,0 +1,71 @@ +data/ +**/__pycache__/ +logs/* +experiments/logs +!logs/.gitkeep +datasets/* +!datasets/*.sh +.vscode/ +*.egg-info/ +eggs/ +.eggs/ +*.egg +**.egg +build/ +_build/ +**/build/ +outputs/ +log.txt +**/DeltaHub/ +**/sfs_scripts/ +*beans/ +**/examples/*/configs/* +!examples/*/configs/config_gen.py +**/jupyter_notebook_examples/ +!examples/jupyter_notebook_examples/*.py +!examples/*/configs/*.py +**/outputs_search/**/*.bin +**/outputs_search/**/*.pt + + +*.db +**/nohup.out +**/examples/examples_bmtrain/BigModels/down_data +**/examples/examples_bmtrain/BMTrain_stable +**/examples/examples_bmtrain/BMPretrain +**/examples/examples_bmtrain/BigModels/BigModels/results +**/Delta_Memory/ +**/output/ +**/thunlp/ +**/saved_ckpts/ + + +DeltaCenter-Python-Client/ +backbone_structure +delta_checkpoints +gitop.sh +load_dataset_and_model.ipynb +load_model.py +scripts +t.py +t.sh +!examples/examples_prompt/configs/*/*.json +!examples/examples_prompt/configs/** +**/delta_checkpoints/ +**/outputs/ + +dist/ +dist/* + +**/unittest/** +!unittest/**.py +!unittest/**.sh +!unittest/**.md + +**/tutorial/** +!tutorial/**.py +!tutorial/**.sh +!tutorial/**.md + + + diff --git a/OpenDelta-0.3.2/.readthedocs.yaml b/OpenDelta-0.3.2/.readthedocs.yaml new file mode 100644 index 0000000..7f43aea --- /dev/null +++ b/OpenDelta-0.3.2/.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: + 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/OpenDelta-0.3.2/README.md b/OpenDelta-0.3.2/README.md new file mode 100644 index 0000000..ac4e020 --- /dev/null +++ b/OpenDelta-0.3.2/README.md @@ -0,0 +1,161 @@ +
+ + + + +**An Open-Source Framework for Paramter-Efficient Tuning (Delta Tuning).** + +------ + +

+ Overview • + Installation • + Basic Usage • + Docs • + Performance • + + +

+ +
+ +![version](https://img.shields.io/badge/version-0.3.2-blue) + + +## Overview + +OpenDelta is a toolkit for parameter-efficient tuning 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. + +- The latest version of OpenDelta is tested on Python==3.8.13, PyTorch==1.12.1, transformers==4.22.2. Other versions are likely to be supported as well. If you encounter bugs when using your own package versions, please raise an issue, we will look into it as soon as possible. + +- **A demo of using Opendelta to modify the PLM (E.g., BART).** +![How PLM changes using Delta-tuning](docs/source/imgs/demo.gif) + +## News +- **2022.10.25** Release v0.3.2. Support [BMTrain]()! Improve docs. Add inspect utilities. +- **2022.10.14** Release v0.3.0. We make the usage of default configurations of each delta tuning methods (i.e., the position they are attached) more friendly! If a custom model has our supported models as submodules inside, the default configuration is also available. Other key changes can be seen in [Update Log](https://opendelta.readthedocs.io/en/latest/notes/update.html#version-0-3-0) +- **2022.10.10** Merge a long-developed branch v0.2.4 into the master branch. Key updates are (1) the an example unifying the delta tuning paradigm and the prompt-tuning paradigm; (2) and support for [Delta Center](https://www.openbmb.org/toolKits/deltacenter), whose webpage is still under construction. Details can be seen in [Update Log](https://opendelta.readthedocs.io/en/latest/notes/update.html#version-0-2-4) +- **2022.03.24** We notice several bugs in Soft Prompt Tuning and Prefix Tuning, mainly due to their need to customize attention ids, token_type_ids, we are fixing it! Currently, please use the other methods since they are stabler and better in performance. +- **2022.03.20** Add a [colab example](https://colab.research.google.com/drive/1uAhgAdc8Qr42UKYDlgUv0f7W1-gAFwGo?usp=sharing) to illustrate efficient training and space-saving multitask-serving. +- **2022.03.20** A new pip version released. +- **2022.02.16** Support [regular expression](https://opendelta.readthedocs.io/en/latest/notes/namebasedaddr.html#regexexpr) in named-based addressing. + +## Installation +1. create a virtualenv (optional) +```shell +conda create -n opendelta_env python=3.8 +conda activate opendelta_env +``` + +2 install the lastest version +```bash +pip install git+https://github.com/thunlp/OpenDelta.git +``` + +**or** install the lastest pip version (more stable) +```bash +pip install opendelta +``` +**or** build from source +```bash +git clone git@github.com:thunlp/OpenDelta.git +cd OpenDelta +python setup.py install +# python setup.py develop # if you want to do some modifications on the code for your research: + +``` + +## Must Try +The following codes and comments walk you through the key functionality of OpenDelta. It is also in [must_try.py](https://github.com/thunlp/OpenDelta/tree/main/examples/unittest/must_try.py) and [must_try.ipynb in colab](https://colab.research.google.com/drive/1Nbe9zxt8LGQnKmtvEs07IN_PznjNCyk4?usp=sharing). + +```python +# use tranformers as usual. +from transformers import AutoModelForSeq2SeqLM, AutoTokenizer +t5 = AutoModelForSeq2SeqLM.from_pretrained("t5-large") +t5_tokenizer = AutoTokenizer.from_pretrained("t5-large") +# A running example +inputs_ids = t5_tokenizer.encode("Is Harry Poter wrtten by JKrowling", return_tensors="pt") +t5_tokenizer.decode(t5.generate(inputs_ids)[0]) +# >>> '? Is it Harry Potter?' + + +# use existing delta models +from opendelta import AutoDeltaModel, AutoDeltaConfig +# use existing delta models from DeltaCenter +delta = AutoDeltaModel.from_finetuned("thunlp/Spelling_Correction_T5_LRAdapter_demo", backbone_model=t5) +# freeze the whole backbone model except the delta models. +delta.freeze_module() +# visualize the change +delta.log() + + +t5_tokenizer.decode(t5.generate(inputs_ids)[0]) +# >>> Is Harry Potter written by JK Rowling? + + +# Now save merely the delta models, not the whole backbone model, to tmp/ +delta.save_finetuned(".tmp") +import os; os.listdir(".tmp") +# >>> The state dict size is 1.443 MB +# >>> We encourage users to push their final and public models to delta center to share them with the community! + + +# reload the model from local url and add it to pre-trained T5. +t5 = AutoModelForSeq2SeqLM.from_pretrained("t5-large") +delta1 = AutoDeltaModel.from_finetuned(".tmp", backbone_model=t5) +import shutil; shutil.rmtree(".tmp") # don't forget to remove the tmp files. +t5_tokenizer.decode(t5.generate(inputs_ids)[0]) +# >>> Is Harry Potter written by JK Rowling? + +# detach the delta models, the model returns to the unmodified status. +delta1.detach() +t5_tokenizer.decode(t5.generate(inputs_ids)[0]) +# >>> '? Is it Harry Potter?' + +# use default configuration for cunstomized wrapped models which have PLMs inside. This is a common need for users. +import torch.nn as nn +class WrappedModel(nn.Module): + def __init__(self, inner_model): + super().__init__() + self.inner = inner_model + def forward(self, *args, **kwargs): + return self.inner(*args, **kwargs) + +wrapped_model = WrappedModel(WrappedModel(t5)) + +# say we use LoRA +delta_config = AutoDeltaConfig.from_dict({"delta_type":"lora"}) +delta2 = AutoDeltaModel.from_config(delta_config, backbone_model=wrapped_model) +delta2.log() +# >>> root +# -- inner +# -- inner +# ... +# ... lora_A:[8,1024], lora_B:[1024,8] +delta2.detach() + +# use a not default configuration +# say we add lora to the last four layer of the decoder of t5, with lora rank=5 +delta_config3 = AutoDeltaConfig.from_dict({"delta_type":"lora", "modified_modules":["[r]decoder.*((20)|(21)|(22)|(23)).*DenseReluDense\.wi"], "lora_r":5}) +delta3 = AutoDeltaModel.from_config(delta_config3, backbone_model=wrapped_model) +delta3.log() + +``` + +## Verified Default Configurations + +- **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. + + + + + + + + diff --git a/OpenDelta-0.3.2/docs/Makefile b/OpenDelta-0.3.2/docs/Makefile new file mode 100644 index 0000000..d0c3cbf --- /dev/null +++ b/OpenDelta-0.3.2/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/OpenDelta-0.3.2/docs/make.bat b/OpenDelta-0.3.2/docs/make.bat new file mode 100644 index 0000000..061f32f --- /dev/null +++ b/OpenDelta-0.3.2/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/OpenDelta-0.3.2/docs/readme.md b/OpenDelta-0.3.2/docs/readme.md new file mode 100644 index 0000000..a9e75df --- /dev/null +++ b/OpenDelta-0.3.2/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/OpenDelta-0.3.2/docs/requirements.txt b/OpenDelta-0.3.2/docs/requirements.txt new file mode 100644 index 0000000..2e18d0b --- /dev/null +++ b/OpenDelta-0.3.2/docs/requirements.txt @@ -0,0 +1,17 @@ +sphinx_copybutton +sphinx_rtd_theme +sphinx_toolbox +myst_parser + +torch>=1.8.0 +transformers>=4.10.0 +datasets==1.17.0 +sentencepiece>=0.1.96 +tqdm>=4.62.2 +decorator +rich +web.py +gitpython +scipy # need? +sklearn # need? +delta_center_client==0.0.4 \ No newline at end of file diff --git a/OpenDelta-0.3.2/docs/source/_static/css/custom.css b/OpenDelta-0.3.2/docs/source/_static/css/custom.css new file mode 100644 index 0000000..9cfdbbe --- /dev/null +++ b/OpenDelta-0.3.2/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/OpenDelta-0.3.2/docs/source/_static/js/custom.js b/OpenDelta-0.3.2/docs/source/_static/js/custom.js new file mode 100644 index 0000000..489b7d5 --- /dev/null +++ b/OpenDelta-0.3.2/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/OpenDelta-0.3.2/docs/source/conf.py b/OpenDelta-0.3.2/docs/source/conf.py new file mode 100644 index 0000000..8a94518 --- /dev/null +++ b/OpenDelta-0.3.2/docs/source/conf.py @@ -0,0 +1,147 @@ +# 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 + + + + +# -- 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 = '0.3.2' +version = "0.3.2" + +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.mathbase', + '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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