ColossalAI/docs
Wang Binluo eea37da6fa
[fp8] Merge feature/fp8_comm to main branch of Colossalai (#6016)
* add SimPO

* fix dataloader

* remove debug code

* add orpo

* fix style

* fix colossalai, transformers version

* fix colossalai, transformers version

* fix colossalai, transformers version

* fix torch colossalai version

* update transformers version

* [shardformer] DeepseekMoE support (#5871)

* [Feature] deepseek moe expert parallel implement

* [misc] fix typo, remove redundant file (#5867)

* [misc] fix typo

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* [Feature] deepseek support & unit test

* [misc] remove debug code & useless print

* [misc] fix typos (#5872)

* [Feature] remove modeling file, use auto config. (#5884)

* [misc] fix typos

* [Feature] deepseek support via auto model, remove modeling file

* [misc] delete useless file

* [misc] fix typos

* [Deepseek] remove redundant code (#5888)

* [misc] fix typos

* [Feature] deepseek support via auto model, remove modeling file

* [misc] delete useless file

* [misc] fix typos

* [misc] remove redundant code

* [Feature/deepseek] resolve comment. (#5889)

* [misc] fix typos

* [Feature] deepseek support via auto model, remove modeling file

* [misc] delete useless file

* [misc] fix typos

* [misc] remove redundant code

* [misc] mv module replacement into if branch

* [misc] add some warning message and modify some code in unit test

* [misc] fix typos

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* [Hoxfix] Fix CUDA_DEVICE_MAX_CONNECTIONS for comm overlap

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* [Feat] Diffusion Model(PixArtAlpha/StableDiffusion3) Support (#5838)

* Diffusion Model Inference support

* Stable Diffusion 3 Support

* pixartalpha support

* [HotFix] CI,import,requirements-test for #5838 (#5892)

* [Hot Fix] CI,import,requirements-test

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* [Feature] Enable PP + SP for llama (#5868)

* fix cross-PP-stage position id length diff bug

* fix typo

* fix typo

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* use a one cross entropy func for all shardformer models

---------

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* [ShardFormer] Add Ulysses Sequence Parallelism support for Command-R, Qwen2 and ChatGLM (#5897)

* add benchmark for sft, dpo, simpo, orpo. Add benchmarking result. Support lora with gradient checkpoint

* fix style

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix eval

* hotfix citation

* [zero] support all-gather overlap (#5898)

* [zero] support all-gather overlap

* [zero] add overlap all-gather flag

* [misc] fix typo

* [zero] update api

* fix orpo cross entropy loss

* [Auto Parallel]: Speed up intra-op plan generation by 44% (#5446)

* Remove unnecessary calls to deepcopy

* Build DimSpec's difference dict only once

This change considerably speeds up construction speed of DimSpec objects. The difference_dict is the same for each DimSpec object, so a single copy of it is enough.

* Fix documentation of DimSpec's difference method

* [ShardFormer] fix qwen2 sp (#5903)

* [compatibility] support torch 2.2 (#5875)

* Support Pytorch 2.2.2

* keep build_on_pr file and update .compatibility

* fix object_to_tensor usage when torch>=2.3.0 (#5820)

* [misc] support torch2.3 (#5893)

* [misc] support torch2.3

* [devops] update compatibility ci

* [devops] update compatibility ci

* [devops] add debug

* [devops] add debug

* [devops] add debug

* [devops] add debug

* [devops] remove debug

* [devops] remove debug

* [release] update version (#5912)

* [plugin] support all-gather overlap for hybrid parallel (#5919)

* [plugin] fixed all-gather overlap support for hybrid parallel

* add kto

* fix style, add kto data sample

* [Examples] Add lazy init to OPT and GPT examples (#5924)

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* [ColossalChat] Hotfix for ColossalChat (#5910)

* add ignore and tiny llama

* fix path issue

* run style

* fix issue

* update bash

* add ignore and tiny llama

* fix path issue

* run style

* fix issue

* update bash

* fix ddp issue

* add Qwen 1.5 32B

* refactor tokenization

* [FIX BUG] UnboundLocalError: cannot access local variable 'default_conversation' where it is not associated with a value (#5931)

* cannot access local variable 'default_conversation' where it is not associated with a value

set default value for 'default_conversation'

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* fix test data

* refactor evaluation

* remove real data path

* remove real data path

* Add n_fused as an input from native_module (#5894)

* [FIX BUG] convert env param to int in (#5934)

* [Hotfix] Fix ZeRO typo #5936

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* [Feature] Add a switch to control whether the model checkpoint needs to be saved after each epoch ends (#5941)

* Add a switch to control whether the model checkpoint needs to be saved after each epoch ends

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* fix style

* fix style

* fix style

* [shardformer] hotfix attn mask (#5945)

* [shardformer] hotfix attn mask (#5947)

* [Feat] Distrifusion Acceleration Support for Diffusion Inference (#5895)

* Distrifusion Support source

* comp comm overlap optimization

* sd3 benchmark

* pixart distrifusion bug fix

* sd3 bug fix and benchmark

* generation bug fix

* naming fix

* add docstring, fix counter and shape error

* add reference

* readme and requirement

* [zero] hotfix update master params (#5951)

* [release] update version (#5952)

* [Chat] Fix lora (#5946)

* fix merging

* remove filepath

* fix style

* Update README.md (#5958)

* [hotfix] Remove unused plan section (#5957)

* remove readme

* fix readme

* update

* [test] add mixtral for sequence classification

* [test] add mixtral transformer test

* [moe] fix plugin

* [test] mixtra pp shard test

* [chore] handle non member group

* [zero] solve hang

* [test] pass mixtral shardformer test

* [moe] implement transit between non moe tp and ep

* [zero] solve hang

* [misc] solve booster hang by rename the variable

* solve hang when parallel mode = pp + dp

* [moe] implement submesh initialization

* [moe] add mixtral dp grad scaling when not all experts are activated

* [chore] manually revert unintended commit

* [chore] trivial fix

* [chore] arg pass & remove drop token

* [test] add mixtral modelling test

* [moe] implement tp

* [moe] test deepseek

* [moe] clean legacy code

* [Feature] MoE Ulysses Support (#5918)

* moe sp support

* moe sp bug solve

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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---------

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* [chore] minor fix

* [moe] init moe plugin comm setting with sp

* moe sp + ep bug fix

* [moe] finalize test (no pp)

* [moe] full test for deepseek and mixtral (pp + sp to fix)

* [chore] minor fix after rebase

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* [chore] solve moe ckpt test failure and some other arg pass failure

* [moe] remove ops

* [test] fix test: test_zero1_2

* [bug] fix: somehow logger hangs the program

* [moe] deepseek moe sp support

* [test] add check

* [deepseek] replace attn (a workaround for bug in transformers)

* [misc] skip redunant test

* [misc] remove debug/print code

* [moe] refactor mesh assignment

* Revert "[moe] implement submesh initialization"

This reverts commit 2f9bce6686.

* [chore] change moe_pg_mesh to private

* [misc] remove incompatible test config

* [misc] fix ci failure: change default value to false in moe plugin

* [misc] remove useless condition

* [chore] docstring

* [moe] remove force_overlap_comm flag and add warning instead

* [doc] add MoeHybridParallelPlugin docstring

* [moe] solve dp axis issue

* [chore] remove redundant test case, print string & reduce test tokens

* [feat] Dist Loader for Eval (#5950)

* support auto distributed data loader

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* support auto distributed data loader

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* fix tp error

* remove unused parameters

* remove unused

* update inference

* update docs

* update inference

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Co-authored-by: Michelle <qianranma8@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* [lora] lora support hybrid parallel plugin (#5956)

* lora support hybrid plugin

* fix

* fix

* fix

* fix

* Support overall loss, update KTO logging

* [Docs] clarify launch port

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* [Hotfix] README link (#5966)

* update ignore

* update readme

* run style

* update readme

* [Hotfix] Avoid fused RMSnorm import error without apex (#5985)

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* [Chat] fix readme (#5989)

* fix readme

* fix readme, tokenization fully tested

* fix readme, tokenization fully tested

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* fix sync condition (#6000)

* [plugin] add cast inputs option for zero (#6003)

* [pre-commit.ci] pre-commit autoupdate (#5995)

updates:
- [github.com/psf/black-pre-commit-mirror: 24.4.2 → 24.8.0](https://github.com/psf/black-pre-commit-mirror/compare/24.4.2...24.8.0)

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* [misc] Bypass the huggingface bug to solve the mask mismatch problem (#5991)

* [Feature] Zigzag Ring attention (#5905)

* halfway

* fix cross-PP-stage position id length diff bug

* fix typo

* fix typo

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* unified cross entropy func for all shardformer models

* remove redundant lines

* add basic ring attn; debug cross entropy

* fwd bwd logic complete

* fwd bwd logic complete; add experimental triton rescale

* precision tests passed

* precision tests passed

* fix typos and remove misc files

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* add sp_mode to benchmark; fix varlen interface

* update softmax_lse shape by new interface

* change tester name

* remove buffer clone; support packed seq layout

* add varlen tests

* fix typo

* all tests passed

* add dkv_group; fix mask

* remove debug statements

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* [misc] update compatibility (#6008)

* [misc] update compatibility

* [misc] update requirements

* [devops] disable requirements cache

* [test] fix torch ddp test

* [test] fix rerun on address in use

* [test] fix lazy init

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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* fix the merge

* fix the merge

* overlap kv comm with output rescale (#6017)

Co-authored-by: Edenzzzz <wtan45@wisc.edu>

* fix the merge

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* fix the merge

* fix

* fix

* fix the merge

* fix

* [misc] Use dist logger in plugins (#6011)

* use dist logger in plugins

* remove trash

* print on rank 0

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* fix

* fix

* fix

* fix

* fix the merge

* fix

* fix

* fix

* fix

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Co-authored-by: hxwang <wang1570@e.ntu.edu.sg>
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2024-08-22 09:21:34 +08:00
..
source [fp8] Merge feature/fp8_comm to main branch of Colossalai (#6016) 2024-08-22 09:21:34 +08:00
README-zh-Hans.md [doc] add GPU cloud playground (#5851) 2024-06-25 11:03:16 +08:00
README.md [legacy] clean up legacy code (#4743) 2023-09-18 16:31:06 +08:00
REFERENCE.md fix typo docs/ 2023-05-24 13:57:43 +08:00
conda-doc-test-deps.yml [workflow] supported conda package installation in doc test (#3028) 2023-03-07 14:21:26 +08:00
requirements-doc-test.txt [test] refactor tests with spawn (#3452) 2023-04-06 14:51:35 +08:00
sidebars.json [misc] Add dist optim to doc sidebar (#5806) 2024-06-18 13:52:47 +08:00
versions.json [doc] add opt service doc (#2747) 2023-02-16 15:45:26 +08:00

README.md

📕 Documentation

🔗 Table of Contents

📝 Overview

We evaluated various existing solutions for documentation in the community and discussed their advantages and disadvantages in the issue #2651. Therefore, we propose to build a more modern and robust documentation system by integrating the Sphinx autodoc function and the Docusaurus framework.

🗺 Module Structure

- docs
    - source
        - en
        - zh-Hans
    - sidebars.json
    - versions.json
    - requirements-doc-test.txt

The documentation module structure is shown above:

  1. source: This folder contains multi-language documentation files.
  2. sidebars.json: The sidebars.json defines the table of content for the tutorials. You need to update this file when a new doc is added/deleted.
  3. versions.json: The versions.json in the main branch in the latest commit will be used to control the versions to be displayed on our website

🧱 Our Documentation System

We believe that the combination of the existing systems can yield several advantages such as simplicity, usability and maintainability:

  1. Support Markdown. We believe is a more popular language for writing documentation compared to RST.
  2. Support Autodoc. It can automatically generate documentation from the docstrings in the source code provided by Sphinx.
  3. Support elegant and modern UI, which is provided by Docusaurus.
  4. Support MDX for more flexible and powerful documentation, which is provided by Docusaurus.
  5. Support hosting blogs/project home page/other pages besides the documentation, which is provided by Docusaurus.

Therefore, we have built the ColossalAI-Documentation repository to integrate the features above.

🎊 Contribution

You can contribute to the documentation by directly setting up a Pull Request towards the docs/source folder. There are several guidelines for documentation contribution.

  1. The documentation is written in Markdown. You can refer to the Markdown Guide for the syntax.
  2. You must ensure that the documentation exists for all languages. You can refer to the Adding a New Documentation for more details.
  3. You must provide a test command for your documentation, please see Doc Testing for more details.
  4. You can embed your docstring in your markdown, please see Auto Documentation for more details.

🖊 Adding a New Documentation

You can add a Markdown file to the docs/source folder. You need to ensure that multi-language is supported in your PR. Let's assume that you want to add a file called your_doc.md`, your file structure will look like this.

- docs
  - source
    - en
        - your_doc.md  # written in English
    - zh-Hans
        - your_doc.md  # written in Chinese
  - sidebars.json  # add your documentation file name here

Meanwhile, you need to ensure the sidebars.json is updated such that it contains your documentation file. Our CI will check whether documentation exists for all languages and can be used to build the website successfully.

🧹 Doc Testing

Every documentation is tested to ensure it works well. You need to add the following line to the bottom of your file and replace $command with the actual command. Do note that the markdown will be converted into a Python file. Assuming you have a demo.md file, the test file generated will be demo.py. Therefore, you should use demo.py in your command, e.g. python demo.py.

<!-- doc-test-command: $command  -->

Meanwhile, only code labeled as a Python code block will be considered for testing.

    ```python
    print("hello world")
    ```

Lastly, if you want to skip some code, you just need to add the following annotations to tell docer to discard the wrapped code for testing.

<!--- doc-test-ignore-start -->

    ```python
    print("hello world")
    ```

<!--- doc-test-ignore-end -->

If you have any dependency required, please add it to requirements-doc-test.txt for pip and conda-doc-test-deps.yml for Conda.

💉 Auto Documentation

Lastly, you may want to include the API documentation for a class/function in your documentation for reference. We support autodoc to extract the docstring and transform it into a Web element for an elegant display. You just need to add {{ autodoc:<mod-name> }} in your markdown as a single line. An example is given below and you can see the outcome in this PR.

{{ autodoc:colossalai.legacy.amp.apex_amp.convert_to_apex_amp }}