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Update overview.md #412

Merged
merged 4 commits into from
Mar 6, 2024
Merged

Update overview.md #412

merged 4 commits into from
Mar 6, 2024

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Jianfeng777
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增加了概述部分的内容,由于设备原因图片还未上传,可以在这里查看是否合适后放入概述中。

IMG_0242

IMG_0243

@LZHgrla LZHgrla self-assigned this Feb 26, 2024
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LZHgrla commented Feb 26, 2024

Hi @Jianfeng777
抱歉回复晚了~
非常感谢您的贡献,有一些问题辛苦查看,评估是否应作修改。如果需要帮助请随时联系我!

共性的问题:

  1. 英文单词之间请用空格隔开,
    1. 如:我是一个 AI 助手,我的名字叫 Bot。
    2. 而非:我是一个AI助手,我的名字叫Bot。
  2. 注意大小写,
    1. 如 QLoRA、XTuner、LoRA
  3. 行内公式、命令请使用`标明,如 python -m lmdeploy.pytorch.chat

模块的问题:

  1. “什么是XTuner?”章节
    1. 请参考 README,梳理成点、而不是大段的话,便于用户快速抓住重点。
  2. “XTuner的工作流程”章节
    1. 可以配合您所说的图片进程阐述,会更加清楚。
    2. 此处描述可以精简一点,标明逻辑流程即可,具体的步骤会在其他文档中解释。

已根据要求进行修改,请查阅
@Jianfeng777
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感谢反馈,已经根据要求进行修改,请查阅

## 什么是XTuner?
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什么是 XTuner


## XTuner 的工作流程
我们可以通过以下这张图,简单的了解一下XTuner的整体运作流程。
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简单的了解一下 XTuner 的整体运作流程

- 修改配置文件后,我就可以使用 `xtuner train` 命令启动训练。
- 除此之外我们还可以设置特定参数优化训练,如启用 deepspeed,以及设置训练文件的保存路径。
- 假如意外的中断了训练,还可以通过加上`--resume {checkpoint_path}`的方式进行模型续训。具体可看下面的指令详解。
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加上 --resume {checkpoint_path} 的方式



## XTuner的核心模块
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XTuner 的核心模块

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fanqiNO1 commented Mar 2, 2024

非常感谢您的贡献。出于本人想法,我留下了一些 comment,仅供参考。

其实主要还是空格的问题,比如 Xtuner 一词左右也应当与中文隔开,标点符号则不需要。行内公式与命令左右也应当有空格与中文隔开。最后一处 comment 后面仍有一些这样的问题。

非常感谢,我的 comment 仅供参考即可。

进一步的修正
@Jianfeng777
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感谢您的建议,我已更新这部分的内容,并且在流程添加了更多的内容。

根据要求的完善
@LZHgrla LZHgrla merged commit 7e07bf9 into InternLM:docs Mar 6, 2024
1 check failed
pppppM added a commit that referenced this pull request Jun 12, 2024
* [Docs] Readthedocs (#304)

* init readthedocs

* add en docs

* add zh docs

* fix lint

* [Fix] Support ZH Readthedocs (#305)

* add zh yaml

* test zh cn

* test yaml path

* pass

* update conf.py

* [Docs] Document optimization (#362)

Document optimization

* [Docs] Update Docs docs/en/get_started/installation.md  (#364)

* 更新中文 installation.md

完成中文的 安装-安装流程-最佳实践 & 安装-验证安装

* Update installation.md en

* Update installation.md zh

typo

* [Docs] Refine Quick Start (#378)

* [Docs] Add zh_cn quickstart

* [Fix] Fix color rendering logic for github

* [Fix] Fix comments

* [Fix] Add hyperlinks

* [Docs] Add en quickstart

* [Fix] Fix comments

* Update overview.md (#412)

* Update overview.md

* Update overview.md

已根据要求进行修改,请查阅

* Update overview.md

进一步的修正

* Update overview.md

根据要求的完善

* Merge branch 'main' into 'docs' (#463)

* [Improve] Redesign the `prompt_template` (#294)

* update

* update cfgs

* update

* fix bugs

* upload docs

* rename

* update

* Revert "update cfgs"

This reverts commit 93966aa.

* update cfgs

* update

* rename

* rename

* fix bc

* fix stop_word

* fix

* fix

* Update prompt_template.md

* [Fix] Fix errors about `stop_words`  (#313)

* fix bugs

* Update mmbench.py

* [Fix] Fix Mixtral LoRA setting (#312)

set target_modules

* [Feature] Support DeepSeek-MoE (#311)

* support deepseek moe

* update docs

* update

* update

* [Fix] Set `torch.optim.AdamW` as the default optimizer (#318)

fix

* [FIx] Fix `pth_to_hf` for LLaVA model (#316)

Update pth_to_hf.py

* [Improve] Add `demo_data` examples (#278)

* update examples

* add examples

* add json template config

* rename

* update

* update

* update

* [Feature] Support InternLM2 (#321)

* add cfgs

* add internlm2 template

* add dispatch

* add docs

* update readme

* update

* [Fix] Fix the resume of seed (#309)

* fix

* Update utils.py

* [Feature] Accelerate `xtuner xxx`  (#307)

* accelerate cli

* Update entry_point.py

* Update entry_point.py

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* [Fix] Fix InternLM2 url (#325)

* fix

* update

* Update README.md

* Update README_zh-CN.md

* [Fix] Limit the version of python, `>=3.8, <3.11` (#327)

update

* [Fix] Add `trust_remote_code=True` for AutoModel  (#328)

update

* [Docs] Improve README  (#326)

* update

* Update README.md

* Update README.md

* Update README.md

* Update README_zh-CN.md

* update

* update

* fix pre-commit

* update

* bump verion to v0.1.12 (#323)

bump v0.1.12

* set dev version (#329)

Update version.py

* [Docs] Add LLaVA-InternLM2 results (#332)

* update results

* update

* Update internlm2_chat template (#339)

Update internlm2 template

* [Fix] Fix examples demo_data configs (#334)

fix

* bump version to v0.1.13 (#340)

update

* set dev version (#341)

update

* [Feature] More flexible `TrainLoop` (#348)

* add new loop

* rename

* fix pre-commit

* add max_keep_ckpts

* fix

* update cfgs

* update examples

* fix

* update

* update llava

* update

* update

* update

* update

* [Feature]Support CEPH (#266)

* support petrelfs

* fix deepspeed save/load/resume

* add ENV to toggle petrelfs

* support hf save_pretrained

* patch deepspeed engine

* [Improve] Add `--repetition-penalty` for `xtuner chat` (#351)

fix

* [Feature] Support MMBench DDP Evaluate (#300)

* support ddp mmbench evaluate

* Update xtuner/tools/mmbench.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/tools/mmbench.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* update minimum version of mmengine

* Update runtime.txt

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* [Fix] `KeyError` of `encode_fn` (#361)

fix

* [Fix] Fix `batch_size` of full fine-tuing LLaVA-InternLM2 (#360)

fix

* [Fix] Remove `system` for `alpaca_map_fn` (#363)

update

* [Fix] Use `DEFAULT_IMAGE_TOKEN` instead of `'<image>'` (#353)

Update utils.py

* [Feature] Efficient SFT (#302)

* add local_attn_args_to_messagehub_hook

* add internlm repo sampler

* add internlm repo dataset and collate_fn

* dispatch internlm1 and internlm2 local attn

* add internlm2 config

* add internlm1 and intenrlm2 config

* add internlm2 template

* fix replace_internlm1_rote bugs

* add internlm1 and internlm2 config templates

* change priority of EvaluateChatHook

* fix docs

* fix config

* fix bug

* set rotary_base according the latest internlm2 config

* add llama local attn

* add llama local attn

* update intern_repo_dataset docs when using aliyun

* support using both hf load_dataset and intern_repo packed_dataset

* add configs

* add opencompass doc

* update opencompass doc

* use T data order

* use T data order

* add config

* add a tool to get data order

* support offline processing untokenized dataset

* add docs

* add doc about only saving model weights

* add doc about only saving model weights

* dispatch mistral

* add mistral template

* add mistral template

* fix torch_dtype

* reset pre-commit-config

* fix config

* fix internlm_7b_full_intern_repo_dataset_template

* update local_attn to varlen_attn

* rename local_attn

* fix InternlmRepoSampler and train.py to support resume

* modify Packer to support varlen attn

* support varlen attn in default pipeline

* update mmengine version requirement to 0.10.3

* Update ceph.md

* delete intern_repo_collate_fn

* delete intern_repo_collate_fn

* delete useless files

* assert pack_to_max_length=True if use_varlen_attn=True

* add varlen attn doc

* add varlen attn to configs

* delete useless codes

* update

* update

* update configs

* fix priority of ThroughputHook and flake8 ignore W504

* using map_fn to set length attr to dataset

* support split=None in process_hf_dataset

* add dataset_format_mapping

* support preprocess ftdp and normal dataset

* refactor process_hf_dataset

* support pack dataset in process_untokenized_datasets

* add xtuner_dataset_timeout

* using gloo backend for monitored barrier

* set gloo timeout

* fix bugs

* fix configs

* refactor intern repo dataset docs

* fix doc

* fix lint

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>
Co-authored-by: pppppM <gjf_mail@126.com>

* [Fix] Add `attention_mask` for `default_collate_fn` (#371)

fix

* [Fix] Update requirements (#369)

Update runtime.txt

* [Fix] Fix rotary_base, add `colors_map_fn` to `DATASET_FORMAT_MAPPING` and rename 'internlm_repo' to 'intern_repo' (#372)

* fix

* rename internlm_repo to intern_repo

* add InternlmRepoSampler for preventing bc break

* add how to install flash_attn to doc

* update (#377)

* Delete useless codes and refactor process_untokenized_datasets (#379)

* delete useless codes

* refactor process_untokenized_datasets: add ftdp to dataset-format

* fix lint

* [Feature] support flash attn 2 in internlm1, internlm2 and llama (#381)

support flash attn 2 in internlm1, internlm2 and llama

* [Fix] Fix installation docs of mmengine in `intern_repo_dataset.md` (#384)

update

* [Fix] Update InternLM2 `apply_rotary_pos_emb` (#383)

update

* [Feature] support saving eval output before save checkpoint (#385)

* support saving eval output before save checkpoint

* refactor

* [Fix] lr scheduler setting (#394)

* fix lr scheduler setting

* fix more

---------

Co-authored-by: zilong.guo <zilong.guo@zeron.ai>
Co-authored-by: LZHgrla <linzhihao@pjlab.org.cn>

* [Fix] Remove pre-defined `system` of `alpaca_zh_map_fn` (#395)

fix

* [Feature] Support `Qwen1.5` (#407)

* rename

* update docs

* update template

* update

* add cfgs

* update

* update

* [Fix] Fix no space in chat output using InternLM2. (#357) (#404)

* [Fix] Fix no space in chat output using InternLM2. (#357)

* Update chat.py

* Update utils.py

* Update utils.py

* fix pre-commit

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>
Co-authored-by: LZHgrla <linzhihao@pjlab.org.cn>

* [Fix] typo: `--system-prompt` to `--system-template` (#406)

fix

* [Improve] Add `output_with_loss` for dataset process (#408)

update

* [Fix] Fix dispatch to support transformers>=4.36 & Add USE_TRITON_KERNEL environment variable (#411)

* dispatch support transformers>=4.36

* add USE_TRITON_KERNEL environment variable

* raise RuntimeError use triton kernels on cpu

* fix lint

* [Feature]Add InternLM2-1_8b configs (#396)

* [Feature]Add InternLM2-Chat-1_8b full config

* [Feature]Add InternLM2-Chat-1_8b full config

* update

---------

Co-authored-by: LZHgrla <linzhihao@pjlab.org.cn>
Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* [Fix] Fix `extract_json_objects` (#419)

* [Fix] Fix pth_to_hf error (#426)

fix

* [Feature] Support `Gemma` (#429)

* added gemma config and template

* check config and make sure the consistancy

* Update xtuner/configs/gemma/gemma_2b_base/gemma_2b_base_qlora_alpaca_e3.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/configs/gemma/gemma_2b_base/gemma_2b_base_full_alpaca_e3.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/configs/gemma/gemma_7b_base/gemma_7b_base_full_alpaca_e3.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/configs/gemma/gemma_7b_base/gemma_7b_base_qlora_alpaca_e3.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/utils/templates.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* update

* added  required version

* update

* update

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>
Co-authored-by: LZHgrla <linzhihao@pjlab.org.cn>

* add refcoco to llava (#425)

* add base dataset

* update dataset generation

* update refcoco

* add convert refcooc

* add eval_refcoco

* add config

* update dataset

* fix bug

* fix bug

* update data prepare

* fix error

* refactor eval_refcoco

* fix bug

* fix error

* update readme

* add entry_point

* update config

* update config

* update entry point

* update

* update doc

* update

---------

Co-authored-by: jacky <jacky@xx.com>

* [Fix] Inconsistent BatchSize of `LengthGroupedSampler` (#436)

update

* bump version to v0.1.14 (#431)

update

* set dev version (#437)

* Update version.py

* Update version.py

* [Bugs] Fix bugs when using EpochBasedRunner (#439)

fix bugs when using epochbasedrunner

* [Feature] Support processing ftdp dataset and custom dataset offline (#410)

* support smart_tokenizer_and_embedding_resize

* replace ast with json.loads

* support list_dataset_format cli

* add doc about ftdp and custom dataset

* add custom dataset template

* add args name to process_hf_dataset

* use new process_untokenized_datasets

* support tokenize_ftdp_datasets

* add mistral_7b_w_tokenized_dataset config

* update doc

* update doc

* add comments

* fix data save path

* smart_tokenizer_and_embedding_resize support zero3

* fix lint

* add data format to internlm2_7b_full_finetune_custom_dataset_e1.py

* add a data format example to configs associated with finetuning custom dataset

* add a data format example to configs associated with finetuning custom dataset

* fix lint

* Update prompt_template.md (#441)

修改了一个错别字

* [Doc] Split finetune_custom_dataset.md to 6 parts (#445)

* split finetune_custom_dataset.md to 6 parts

* refactor custom_dataset and ftdp_dataset related docs

* fix comments

* fix pre-commit

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>
Co-authored-by: RangiLyu <lyuchqi@gmail.com>
Co-authored-by: whcao <41630003+HIT-cwh@users.noreply.github.com>
Co-authored-by: pppppM <gjf_mail@126.com>
Co-authored-by: gzlong96 <30570937+gzlong96@users.noreply.github.com>
Co-authored-by: zilong.guo <zilong.guo@zeron.ai>
Co-authored-by: Ko Sung <34935911+KooSung@users.noreply.github.com>
Co-authored-by: 不要葱姜蒜 <77671993+KMnO4-zx@users.noreply.github.com>
Co-authored-by: fanqiNO1 <75657629+fanqiNO1@users.noreply.github.com>
Co-authored-by: PommesPeter <54879512+PommesPeter@users.noreply.github.com>
Co-authored-by: LKJacky <108643365+LKJacky@users.noreply.github.com>
Co-authored-by: jacky <jacky@xx.com>
Co-authored-by: xzw <62385492+aJupyter@users.noreply.github.com>

* [Docs] Add `docs/zh_cn/preparation/pretrained_model.md` (#462)

* fix pre-commit

* update

* Update pretrained_model.md

* Update pretrained_model.md

* fix pre-commit

* Update pretrained_model.md

* update

* update

* update

* update

* Update pretrained_model.md

* [Docs] Add `docs/zh_cn/training/multi_modal_dataset.md` (#503)

* update

* update

* [Docs] Improve readthedocs style (#545)

* update style

* update style

* fix requirements

* fix

* fix

* add logo

* update

* update

* update

* [Docs] `.md` to `.rst` (#544)

* update rst

* update rst

* update rst

* [Docs] Add `docs/zh_cn/training/custom_pretrain_dataset.rst` (#535)

* update

* update

* update rst

* [Docs] Add docs about training on large scale dataset (#517)

* add train_on_large_scale_dataset doc

* refine doc

* add llava offline doc

* refine doc

* replace md with rst

* refine rst

* refine rst

* [Docs] Add internevo migration related documents (#506)

* add internevo related

* fix comments

* refine doc

* rename internlm2_7b_w_tokenized_dataset.py to internlm2_7b_w_internevo_dataset.py

* refine doc

* replace md with rst

* refine rst

* refine rst

* [Docs] Add `docs/zh_cn/training/modify_settings.rst` (#490)

* update

* update

* update

* update

* update

* update

* Update modify_settings.md

* Update modify_settings.md

* update

* Update docs/zh_cn/training/modify_settings.md

Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>

* update deepspeed

* update rst

* update rst

---------

Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>

* [Docs] Add `length_grouped_sampler.rst` (#511)

* update

* update

* update

* Update length_grouped_sampler.md

* update rst

* Update length_grouped_sampler.rst

Co-authored-by: whcao <41630003+HIT-cwh@users.noreply.github.com>

---------

Co-authored-by: whcao <41630003+HIT-cwh@users.noreply.github.com>

* [Docs] Add accelerate related (#504)

* add accelerate related

* split accelerate docs

* fix comments

* add speed benchmark

* explain why qlora can not be used with zero3

* refine doc

* fix configs

* refine doc

* refine doc

* refine configs

* add benchmark to index.rst

* refine doc

* add hyper-param docs

* refine doc

* add explanation about memory cost optimization when using zero

* add figure to show the speed comparison

* refine figures

* refine doc

* fix figures

* refine figures

* update figures and benchmark configs

* add pack rst

* delete pack md

* replace md with rst

* replace md with rst

* replace md with rst

* replace md with rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add visualization docs (#516)

* add visualization docs

* delete other visualization tools and add explanation about how to use tensorboard

* replace md with rst

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add docs about SFT with custom dataset (#514)

* add custom sft dataset docs

* add custom dataset template configs

* add openai data format

* refine doc

* update (#2)

* replace md with rst

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>
Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add `docs/zh_cn/training/open_source_dataset.rst` (#502)

* update

* update

* update

* update

* format table

* fix typo

* update rst

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add `docs/zh_cn/preparation/prompt_template.rst` (#475)

* update

* update

* Update prompt_template.md

* Update prompt_template.md

* update

* add tips

* update

* update rst

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add Sequence Parallel documents (#505)

* add sp related

* add sequence parallel supported models

* refine doc

* Update docs/zh_cn/training/training_extreme_long_sequence.md

Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>

* refine doc

* refine doc

* test the capability boundary of zero3

* refine doc

* test rst

* test rst

* add training speed figure

* delete debug rst

* sp need flash_attn

* WIP

* replace md with rst

* refine rst

* refine rst

* add explanation about why pt 2.1 is not accepted

* refine rst

* refine rst

* add loss curve

---------

Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>
Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Update `docs/zh_cn` outline (#556)

update

* [Docs] Update `docs/en` theme (#557)

* update

* update

* update

* update

* update

* update

* update

* update

* [Docs] Add tokenizer to sft in Case 2 (#584)

add tokenizer to sft in Case 2

* [Docs] Improve the Rendering Effect of Readthedocs (#664)

* refine get_start and training

* fix acceleration

* update maxdepth

* refine internevo migration

* refine internevo

* fix typos

* fix lint

---------

Co-authored-by: zhengjie.xu <jerryxuzhengjie@gmail.com>
Co-authored-by: Ma Zhiming <101508488+JimmyMa99@users.noreply.github.com>
Co-authored-by: fanqiNO1 <75657629+fanqiNO1@users.noreply.github.com>
Co-authored-by: Jianfeng777 <108343727+Jianfeng777@users.noreply.github.com>
Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>
Co-authored-by: RangiLyu <lyuchqi@gmail.com>
Co-authored-by: whcao <41630003+HIT-cwh@users.noreply.github.com>
Co-authored-by: gzlong96 <30570937+gzlong96@users.noreply.github.com>
Co-authored-by: zilong.guo <zilong.guo@zeron.ai>
Co-authored-by: Ko Sung <34935911+KooSung@users.noreply.github.com>
Co-authored-by: 不要葱姜蒜 <77671993+KMnO4-zx@users.noreply.github.com>
Co-authored-by: PommesPeter <54879512+PommesPeter@users.noreply.github.com>
Co-authored-by: LKJacky <108643365+LKJacky@users.noreply.github.com>
Co-authored-by: jacky <jacky@xx.com>
Co-authored-by: xzw <62385492+aJupyter@users.noreply.github.com>
Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>
llkn-2 pushed a commit to llkn-2/xtuner that referenced this pull request Jul 31, 2024
* [Docs] Readthedocs (InternLM#304)

* init readthedocs

* add en docs

* add zh docs

* fix lint

* [Fix] Support ZH Readthedocs (InternLM#305)

* add zh yaml

* test zh cn

* test yaml path

* pass

* update conf.py

* [Docs] Document optimization (InternLM#362)

Document optimization

* [Docs] Update Docs docs/en/get_started/installation.md  (InternLM#364)

* 更新中文 installation.md

完成中文的 安装-安装流程-最佳实践 & 安装-验证安装

* Update installation.md en

* Update installation.md zh

typo

* [Docs] Refine Quick Start (InternLM#378)

* [Docs] Add zh_cn quickstart

* [Fix] Fix color rendering logic for github

* [Fix] Fix comments

* [Fix] Add hyperlinks

* [Docs] Add en quickstart

* [Fix] Fix comments

* Update overview.md (InternLM#412)

* Update overview.md

* Update overview.md

已根据要求进行修改,请查阅

* Update overview.md

进一步的修正

* Update overview.md

根据要求的完善

* Merge branch 'main' into 'docs' (InternLM#463)

* [Improve] Redesign the `prompt_template` (InternLM#294)

* update

* update cfgs

* update

* fix bugs

* upload docs

* rename

* update

* Revert "update cfgs"

This reverts commit 93966aa.

* update cfgs

* update

* rename

* rename

* fix bc

* fix stop_word

* fix

* fix

* Update prompt_template.md

* [Fix] Fix errors about `stop_words`  (InternLM#313)

* fix bugs

* Update mmbench.py

* [Fix] Fix Mixtral LoRA setting (InternLM#312)

set target_modules

* [Feature] Support DeepSeek-MoE (InternLM#311)

* support deepseek moe

* update docs

* update

* update

* [Fix] Set `torch.optim.AdamW` as the default optimizer (InternLM#318)

fix

* [FIx] Fix `pth_to_hf` for LLaVA model (InternLM#316)

Update pth_to_hf.py

* [Improve] Add `demo_data` examples (InternLM#278)

* update examples

* add examples

* add json template config

* rename

* update

* update

* update

* [Feature] Support InternLM2 (InternLM#321)

* add cfgs

* add internlm2 template

* add dispatch

* add docs

* update readme

* update

* [Fix] Fix the resume of seed (InternLM#309)

* fix

* Update utils.py

* [Feature] Accelerate `xtuner xxx`  (InternLM#307)

* accelerate cli

* Update entry_point.py

* Update entry_point.py

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* [Fix] Fix InternLM2 url (InternLM#325)

* fix

* update

* Update README.md

* Update README_zh-CN.md

* [Fix] Limit the version of python, `>=3.8, <3.11` (InternLM#327)

update

* [Fix] Add `trust_remote_code=True` for AutoModel  (InternLM#328)

update

* [Docs] Improve README  (InternLM#326)

* update

* Update README.md

* Update README.md

* Update README.md

* Update README_zh-CN.md

* update

* update

* fix pre-commit

* update

* bump verion to v0.1.12 (InternLM#323)

bump v0.1.12

* set dev version (InternLM#329)

Update version.py

* [Docs] Add LLaVA-InternLM2 results (InternLM#332)

* update results

* update

* Update internlm2_chat template (InternLM#339)

Update internlm2 template

* [Fix] Fix examples demo_data configs (InternLM#334)

fix

* bump version to v0.1.13 (InternLM#340)

update

* set dev version (InternLM#341)

update

* [Feature] More flexible `TrainLoop` (InternLM#348)

* add new loop

* rename

* fix pre-commit

* add max_keep_ckpts

* fix

* update cfgs

* update examples

* fix

* update

* update llava

* update

* update

* update

* update

* [Feature]Support CEPH (InternLM#266)

* support petrelfs

* fix deepspeed save/load/resume

* add ENV to toggle petrelfs

* support hf save_pretrained

* patch deepspeed engine

* [Improve] Add `--repetition-penalty` for `xtuner chat` (InternLM#351)

fix

* [Feature] Support MMBench DDP Evaluate (InternLM#300)

* support ddp mmbench evaluate

* Update xtuner/tools/mmbench.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/tools/mmbench.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* update minimum version of mmengine

* Update runtime.txt

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* [Fix] `KeyError` of `encode_fn` (InternLM#361)

fix

* [Fix] Fix `batch_size` of full fine-tuing LLaVA-InternLM2 (InternLM#360)

fix

* [Fix] Remove `system` for `alpaca_map_fn` (InternLM#363)

update

* [Fix] Use `DEFAULT_IMAGE_TOKEN` instead of `'<image>'` (InternLM#353)

Update utils.py

* [Feature] Efficient SFT (InternLM#302)

* add local_attn_args_to_messagehub_hook

* add internlm repo sampler

* add internlm repo dataset and collate_fn

* dispatch internlm1 and internlm2 local attn

* add internlm2 config

* add internlm1 and intenrlm2 config

* add internlm2 template

* fix replace_internlm1_rote bugs

* add internlm1 and internlm2 config templates

* change priority of EvaluateChatHook

* fix docs

* fix config

* fix bug

* set rotary_base according the latest internlm2 config

* add llama local attn

* add llama local attn

* update intern_repo_dataset docs when using aliyun

* support using both hf load_dataset and intern_repo packed_dataset

* add configs

* add opencompass doc

* update opencompass doc

* use T data order

* use T data order

* add config

* add a tool to get data order

* support offline processing untokenized dataset

* add docs

* add doc about only saving model weights

* add doc about only saving model weights

* dispatch mistral

* add mistral template

* add mistral template

* fix torch_dtype

* reset pre-commit-config

* fix config

* fix internlm_7b_full_intern_repo_dataset_template

* update local_attn to varlen_attn

* rename local_attn

* fix InternlmRepoSampler and train.py to support resume

* modify Packer to support varlen attn

* support varlen attn in default pipeline

* update mmengine version requirement to 0.10.3

* Update ceph.md

* delete intern_repo_collate_fn

* delete intern_repo_collate_fn

* delete useless files

* assert pack_to_max_length=True if use_varlen_attn=True

* add varlen attn doc

* add varlen attn to configs

* delete useless codes

* update

* update

* update configs

* fix priority of ThroughputHook and flake8 ignore W504

* using map_fn to set length attr to dataset

* support split=None in process_hf_dataset

* add dataset_format_mapping

* support preprocess ftdp and normal dataset

* refactor process_hf_dataset

* support pack dataset in process_untokenized_datasets

* add xtuner_dataset_timeout

* using gloo backend for monitored barrier

* set gloo timeout

* fix bugs

* fix configs

* refactor intern repo dataset docs

* fix doc

* fix lint

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>
Co-authored-by: pppppM <gjf_mail@126.com>

* [Fix] Add `attention_mask` for `default_collate_fn` (InternLM#371)

fix

* [Fix] Update requirements (InternLM#369)

Update runtime.txt

* [Fix] Fix rotary_base, add `colors_map_fn` to `DATASET_FORMAT_MAPPING` and rename 'internlm_repo' to 'intern_repo' (InternLM#372)

* fix

* rename internlm_repo to intern_repo

* add InternlmRepoSampler for preventing bc break

* add how to install flash_attn to doc

* update (InternLM#377)

* Delete useless codes and refactor process_untokenized_datasets (InternLM#379)

* delete useless codes

* refactor process_untokenized_datasets: add ftdp to dataset-format

* fix lint

* [Feature] support flash attn 2 in internlm1, internlm2 and llama (InternLM#381)

support flash attn 2 in internlm1, internlm2 and llama

* [Fix] Fix installation docs of mmengine in `intern_repo_dataset.md` (InternLM#384)

update

* [Fix] Update InternLM2 `apply_rotary_pos_emb` (InternLM#383)

update

* [Feature] support saving eval output before save checkpoint (InternLM#385)

* support saving eval output before save checkpoint

* refactor

* [Fix] lr scheduler setting (InternLM#394)

* fix lr scheduler setting

* fix more

---------

Co-authored-by: zilong.guo <zilong.guo@zeron.ai>
Co-authored-by: LZHgrla <linzhihao@pjlab.org.cn>

* [Fix] Remove pre-defined `system` of `alpaca_zh_map_fn` (InternLM#395)

fix

* [Feature] Support `Qwen1.5` (InternLM#407)

* rename

* update docs

* update template

* update

* add cfgs

* update

* update

* [Fix] Fix no space in chat output using InternLM2. (InternLM#357) (InternLM#404)

* [Fix] Fix no space in chat output using InternLM2. (InternLM#357)

* Update chat.py

* Update utils.py

* Update utils.py

* fix pre-commit

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>
Co-authored-by: LZHgrla <linzhihao@pjlab.org.cn>

* [Fix] typo: `--system-prompt` to `--system-template` (InternLM#406)

fix

* [Improve] Add `output_with_loss` for dataset process (InternLM#408)

update

* [Fix] Fix dispatch to support transformers>=4.36 & Add USE_TRITON_KERNEL environment variable (InternLM#411)

* dispatch support transformers>=4.36

* add USE_TRITON_KERNEL environment variable

* raise RuntimeError use triton kernels on cpu

* fix lint

* [Feature]Add InternLM2-1_8b configs (InternLM#396)

* [Feature]Add InternLM2-Chat-1_8b full config

* [Feature]Add InternLM2-Chat-1_8b full config

* update

---------

Co-authored-by: LZHgrla <linzhihao@pjlab.org.cn>
Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* [Fix] Fix `extract_json_objects` (InternLM#419)

* [Fix] Fix pth_to_hf error (InternLM#426)

fix

* [Feature] Support `Gemma` (InternLM#429)

* added gemma config and template

* check config and make sure the consistancy

* Update xtuner/configs/gemma/gemma_2b_base/gemma_2b_base_qlora_alpaca_e3.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/configs/gemma/gemma_2b_base/gemma_2b_base_full_alpaca_e3.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/configs/gemma/gemma_7b_base/gemma_7b_base_full_alpaca_e3.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/configs/gemma/gemma_7b_base/gemma_7b_base_qlora_alpaca_e3.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* Update xtuner/utils/templates.py

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>

* update

* added  required version

* update

* update

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>
Co-authored-by: LZHgrla <linzhihao@pjlab.org.cn>

* add refcoco to llava (InternLM#425)

* add base dataset

* update dataset generation

* update refcoco

* add convert refcooc

* add eval_refcoco

* add config

* update dataset

* fix bug

* fix bug

* update data prepare

* fix error

* refactor eval_refcoco

* fix bug

* fix error

* update readme

* add entry_point

* update config

* update config

* update entry point

* update

* update doc

* update

---------

Co-authored-by: jacky <jacky@xx.com>

* [Fix] Inconsistent BatchSize of `LengthGroupedSampler` (InternLM#436)

update

* bump version to v0.1.14 (InternLM#431)

update

* set dev version (InternLM#437)

* Update version.py

* Update version.py

* [Bugs] Fix bugs when using EpochBasedRunner (InternLM#439)

fix bugs when using epochbasedrunner

* [Feature] Support processing ftdp dataset and custom dataset offline (InternLM#410)

* support smart_tokenizer_and_embedding_resize

* replace ast with json.loads

* support list_dataset_format cli

* add doc about ftdp and custom dataset

* add custom dataset template

* add args name to process_hf_dataset

* use new process_untokenized_datasets

* support tokenize_ftdp_datasets

* add mistral_7b_w_tokenized_dataset config

* update doc

* update doc

* add comments

* fix data save path

* smart_tokenizer_and_embedding_resize support zero3

* fix lint

* add data format to internlm2_7b_full_finetune_custom_dataset_e1.py

* add a data format example to configs associated with finetuning custom dataset

* add a data format example to configs associated with finetuning custom dataset

* fix lint

* Update prompt_template.md (InternLM#441)

修改了一个错别字

* [Doc] Split finetune_custom_dataset.md to 6 parts (InternLM#445)

* split finetune_custom_dataset.md to 6 parts

* refactor custom_dataset and ftdp_dataset related docs

* fix comments

* fix pre-commit

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>
Co-authored-by: RangiLyu <lyuchqi@gmail.com>
Co-authored-by: whcao <41630003+HIT-cwh@users.noreply.github.com>
Co-authored-by: pppppM <gjf_mail@126.com>
Co-authored-by: gzlong96 <30570937+gzlong96@users.noreply.github.com>
Co-authored-by: zilong.guo <zilong.guo@zeron.ai>
Co-authored-by: Ko Sung <34935911+KooSung@users.noreply.github.com>
Co-authored-by: 不要葱姜蒜 <77671993+KMnO4-zx@users.noreply.github.com>
Co-authored-by: fanqiNO1 <75657629+fanqiNO1@users.noreply.github.com>
Co-authored-by: PommesPeter <54879512+PommesPeter@users.noreply.github.com>
Co-authored-by: LKJacky <108643365+LKJacky@users.noreply.github.com>
Co-authored-by: jacky <jacky@xx.com>
Co-authored-by: xzw <62385492+aJupyter@users.noreply.github.com>

* [Docs] Add `docs/zh_cn/preparation/pretrained_model.md` (InternLM#462)

* fix pre-commit

* update

* Update pretrained_model.md

* Update pretrained_model.md

* fix pre-commit

* Update pretrained_model.md

* update

* update

* update

* update

* Update pretrained_model.md

* [Docs] Add `docs/zh_cn/training/multi_modal_dataset.md` (InternLM#503)

* update

* update

* [Docs] Improve readthedocs style (InternLM#545)

* update style

* update style

* fix requirements

* fix

* fix

* add logo

* update

* update

* update

* [Docs] `.md` to `.rst` (InternLM#544)

* update rst

* update rst

* update rst

* [Docs] Add `docs/zh_cn/training/custom_pretrain_dataset.rst` (InternLM#535)

* update

* update

* update rst

* [Docs] Add docs about training on large scale dataset (InternLM#517)

* add train_on_large_scale_dataset doc

* refine doc

* add llava offline doc

* refine doc

* replace md with rst

* refine rst

* refine rst

* [Docs] Add internevo migration related documents (InternLM#506)

* add internevo related

* fix comments

* refine doc

* rename internlm2_7b_w_tokenized_dataset.py to internlm2_7b_w_internevo_dataset.py

* refine doc

* replace md with rst

* refine rst

* refine rst

* [Docs] Add `docs/zh_cn/training/modify_settings.rst` (InternLM#490)

* update

* update

* update

* update

* update

* update

* Update modify_settings.md

* Update modify_settings.md

* update

* Update docs/zh_cn/training/modify_settings.md

Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>

* update deepspeed

* update rst

* update rst

---------

Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>

* [Docs] Add `length_grouped_sampler.rst` (InternLM#511)

* update

* update

* update

* Update length_grouped_sampler.md

* update rst

* Update length_grouped_sampler.rst

Co-authored-by: whcao <41630003+HIT-cwh@users.noreply.github.com>

---------

Co-authored-by: whcao <41630003+HIT-cwh@users.noreply.github.com>

* [Docs] Add accelerate related (InternLM#504)

* add accelerate related

* split accelerate docs

* fix comments

* add speed benchmark

* explain why qlora can not be used with zero3

* refine doc

* fix configs

* refine doc

* refine doc

* refine configs

* add benchmark to index.rst

* refine doc

* add hyper-param docs

* refine doc

* add explanation about memory cost optimization when using zero

* add figure to show the speed comparison

* refine figures

* refine doc

* fix figures

* refine figures

* update figures and benchmark configs

* add pack rst

* delete pack md

* replace md with rst

* replace md with rst

* replace md with rst

* replace md with rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

* refine rst

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add visualization docs (InternLM#516)

* add visualization docs

* delete other visualization tools and add explanation about how to use tensorboard

* replace md with rst

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add docs about SFT with custom dataset (InternLM#514)

* add custom sft dataset docs

* add custom dataset template configs

* add openai data format

* refine doc

* update (InternLM#2)

* replace md with rst

---------

Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>
Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add `docs/zh_cn/training/open_source_dataset.rst` (InternLM#502)

* update

* update

* update

* update

* format table

* fix typo

* update rst

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add `docs/zh_cn/preparation/prompt_template.rst` (InternLM#475)

* update

* update

* Update prompt_template.md

* Update prompt_template.md

* update

* add tips

* update

* update rst

---------

Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Add Sequence Parallel documents (InternLM#505)

* add sp related

* add sequence parallel supported models

* refine doc

* Update docs/zh_cn/training/training_extreme_long_sequence.md

Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>

* refine doc

* refine doc

* test the capability boundary of zero3

* refine doc

* test rst

* test rst

* add training speed figure

* delete debug rst

* sp need flash_attn

* WIP

* replace md with rst

* refine rst

* refine rst

* add explanation about why pt 2.1 is not accepted

* refine rst

* refine rst

* add loss curve

---------

Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>
Co-authored-by: pppppM <67539920+pppppM@users.noreply.github.com>

* [Docs] Update `docs/zh_cn` outline (InternLM#556)

update

* [Docs] Update `docs/en` theme (InternLM#557)

* update

* update

* update

* update

* update

* update

* update

* update

* [Docs] Add tokenizer to sft in Case 2 (InternLM#584)

add tokenizer to sft in Case 2

* [Docs] Improve the Rendering Effect of Readthedocs (InternLM#664)

* refine get_start and training

* fix acceleration

* update maxdepth

* refine internevo migration

* refine internevo

* fix typos

* fix lint

---------

Co-authored-by: zhengjie.xu <jerryxuzhengjie@gmail.com>
Co-authored-by: Ma Zhiming <101508488+JimmyMa99@users.noreply.github.com>
Co-authored-by: fanqiNO1 <75657629+fanqiNO1@users.noreply.github.com>
Co-authored-by: Jianfeng777 <108343727+Jianfeng777@users.noreply.github.com>
Co-authored-by: Zhihao Lin <36994684+LZHgrla@users.noreply.github.com>
Co-authored-by: RangiLyu <lyuchqi@gmail.com>
Co-authored-by: whcao <41630003+HIT-cwh@users.noreply.github.com>
Co-authored-by: gzlong96 <30570937+gzlong96@users.noreply.github.com>
Co-authored-by: zilong.guo <zilong.guo@zeron.ai>
Co-authored-by: Ko Sung <34935911+KooSung@users.noreply.github.com>
Co-authored-by: 不要葱姜蒜 <77671993+KMnO4-zx@users.noreply.github.com>
Co-authored-by: PommesPeter <54879512+PommesPeter@users.noreply.github.com>
Co-authored-by: LKJacky <108643365+LKJacky@users.noreply.github.com>
Co-authored-by: jacky <jacky@xx.com>
Co-authored-by: xzw <62385492+aJupyter@users.noreply.github.com>
Co-authored-by: Haian Huang(深度眸) <1286304229@qq.com>
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