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DS init should not broadcast or move zero.Init models #3611

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merged 2 commits into from
May 25, 2023
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Fix #3168

@tjruwase tjruwase requested review from jeffra and jomayeri May 25, 2023 19:29
@jeffra jeffra merged commit d39c311 into master May 25, 2023
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@jeffra jeffra deleted the olruwase/ds_3168 branch May 25, 2023 20:36
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stas00 commented Jun 21, 2023

Upgrading from 0.9.2 to 0.9.4 leads to qualitatively different results - e,g, getting 0.714 and 0.665 eval scores correspondingly on evaluating the 80b model we have just trained. That's a huge difference.

I git bisect'ed it to this PR.

We are using zero3 during inference as the model won't fit otherwise.

Actually this PR introduced 2 problems:

  1. the model isn't properly moved to the device (breaking code)
  2. the broadcast isn't done (quality issues)

If I set is_zero3_model = 0 - both problems disappear.

This is used via Accelerate DS integration.

jeffra added a commit that referenced this pull request Jun 22, 2023
@jeffra jeffra mentioned this pull request Jun 22, 2023
jeffra added a commit that referenced this pull request Jun 22, 2023
jeffra added a commit that referenced this pull request Jun 23, 2023
jeffra added a commit that referenced this pull request Jun 23, 2023
tjruwase added a commit that referenced this pull request Jul 3, 2023
* zero++ tutorial PR (#3783)

* [Fix] _conv_flops_compute when padding is a str and stride=1 (#3169)

* fix conv_flops_compute when padding is a str when stride=1

* fix error

* change type of paddings to tuple

* fix padding calculation

* apply formatting check

---------

Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>

* fix interpolate flops compute (#3782)

* use `Flops Profiler` to test `model.generate()` (#2515)

* Update profiler.py

* pre-commit run --all-files

* Delete .DS_Store

* Delete .DS_Store

* Delete .DS_Store

---------

Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Cheng Li <[email protected]>

* revert PR #3166, it disabled grad clip for bf16

* ensure no loss scaling for non-fp16 dtypes

* revert PR #3611 (#3786)

* bump to 0.9.6

* ZeRO++ chinese blog (#3793)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* remove staging trigger (#3792)

* DeepSpeed-Triton for Inference (#3748)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

* ZeRO++ (#3784)

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>

* adding zero++ to navigation panel of deepspeed.ai (#3796)

* Add ZeRO++ Japanese blog (#3797)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* add ZeRO++ Japanese blog

* add links

---------

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: Conglong Li <[email protected]>

* Bug Fixes for autotuner and flops profiler (#1880)

* fix autotuner when backward is not called

* fix format

---------

Co-authored-by: Olatunji Ruwase <[email protected]>

* Missing strided copy for gated MLP (#3788)

Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Logan Adams <[email protected]>

* Requires grad checking. (#3789)

Co-authored-by: Jeff Rasley <[email protected]>

* bump to 0.10.0

* Fix Bug in transform.cu (#3534)

* Bug fix

* Fixed formatting error

---------

Co-authored-by: Logan Adams <[email protected]>

* bug fix: triton importing error (#3799)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

---------

Co-authored-by: Heyang Qin <[email protected]>
Co-authored-by: Bill Luo <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>
Co-authored-by: Guorun <[email protected]>
Co-authored-by: stephen youn <[email protected]>
Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>
Co-authored-by: Masahiro Tanaka <[email protected]>
Co-authored-by: Conglong Li <[email protected]>
Co-authored-by: Logan Adams <[email protected]>
Co-authored-by: Joe Mayer <[email protected]>
Co-authored-by: Ramya Ramineni <[email protected]>
zhangir-azerbayev pushed a commit to EleutherAI/DeeperSpeed that referenced this pull request Aug 4, 2023
…osoft#3790)

* zero++ tutorial PR (microsoft#3783)

* [Fix] _conv_flops_compute when padding is a str and stride=1 (microsoft#3169)

* fix conv_flops_compute when padding is a str when stride=1

* fix error

* change type of paddings to tuple

* fix padding calculation

* apply formatting check

---------

Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>

* fix interpolate flops compute (microsoft#3782)

* use `Flops Profiler` to test `model.generate()` (microsoft#2515)

* Update profiler.py

* pre-commit run --all-files

* Delete .DS_Store

* Delete .DS_Store

* Delete .DS_Store

---------

Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Cheng Li <[email protected]>

* revert PR microsoft#3166, it disabled grad clip for bf16

* ensure no loss scaling for non-fp16 dtypes

* revert PR microsoft#3611 (microsoft#3786)

* bump to 0.9.6

* ZeRO++ chinese blog (microsoft#3793)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* remove staging trigger (microsoft#3792)

* DeepSpeed-Triton for Inference (microsoft#3748)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

* ZeRO++ (microsoft#3784)

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>

* adding zero++ to navigation panel of deepspeed.ai (microsoft#3796)

* Add ZeRO++ Japanese blog (microsoft#3797)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* add ZeRO++ Japanese blog

* add links

---------

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: Conglong Li <[email protected]>

* Bug Fixes for autotuner and flops profiler (microsoft#1880)

* fix autotuner when backward is not called

* fix format

---------

Co-authored-by: Olatunji Ruwase <[email protected]>

* Missing strided copy for gated MLP (microsoft#3788)

Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Logan Adams <[email protected]>

* Requires grad checking. (microsoft#3789)

Co-authored-by: Jeff Rasley <[email protected]>

* bump to 0.10.0

* Fix Bug in transform.cu (microsoft#3534)

* Bug fix

* Fixed formatting error

---------

Co-authored-by: Logan Adams <[email protected]>

* bug fix: triton importing error (microsoft#3799)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

---------

Co-authored-by: Heyang Qin <[email protected]>
Co-authored-by: Bill Luo <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>
Co-authored-by: Guorun <[email protected]>
Co-authored-by: stephen youn <[email protected]>
Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>
Co-authored-by: Masahiro Tanaka <[email protected]>
Co-authored-by: Conglong Li <[email protected]>
Co-authored-by: Logan Adams <[email protected]>
Co-authored-by: Joe Mayer <[email protected]>
Co-authored-by: Ramya Ramineni <[email protected]>
github-merge-queue bot pushed a commit that referenced this pull request Aug 21, 2023
* zero++ tutorial PR (#3783)

* [Fix] _conv_flops_compute when padding is a str and stride=1 (#3169)

* fix conv_flops_compute when padding is a str when stride=1

* fix error

* change type of paddings to tuple

* fix padding calculation

* apply formatting check

---------

Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>

* fix interpolate flops compute (#3782)

* use `Flops Profiler` to test `model.generate()` (#2515)

* Update profiler.py

* pre-commit run --all-files

* Delete .DS_Store

* Delete .DS_Store

* Delete .DS_Store

---------

Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Cheng Li <[email protected]>

* revert PR #3611 (#3786)

* bump to 0.9.6

* ZeRO++ chinese blog (#3793)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* remove staging trigger (#3792)

* DeepSpeed-Triton for Inference (#3748)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

* ZeRO++ (#3784)

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>

* adding zero++ to navigation panel of deepspeed.ai (#3796)

* Add ZeRO++ Japanese blog (#3797)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* add ZeRO++ Japanese blog

* add links

---------

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: Conglong Li <[email protected]>

* Bug Fixes for autotuner and flops profiler (#1880)

* fix autotuner when backward is not called

* fix format

---------

Co-authored-by: Olatunji Ruwase <[email protected]>

* Missing strided copy for gated MLP (#3788)

Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Logan Adams <[email protected]>

* Requires grad checking. (#3789)

Co-authored-by: Jeff Rasley <[email protected]>

* bump to 0.10.0

* Fix Bug in transform.cu (#3534)

* Bug fix

* Fixed formatting error

---------

Co-authored-by: Logan Adams <[email protected]>

* bug fix: triton importing error (#3799)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

* init commit for mixed precision lora

* fix format

* patch _allgather_params & minor fixes

* make sure initial quantization are finished

* make sure dequantization is finished

* skip quantization for small parameters

* fix format

* remove unused async_op

* lazy load of quantizer kernels

* add mixed precision lora tutorial

* cleanup mics

* cleanup mics

* replace get_accelerator().current_device()

* add kwargs to mics

* fix format

* seperate code and tutorial

* fix _all_gather in zero3

---------

Co-authored-by: Bill Luo <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>
Co-authored-by: Guorun <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: stephen youn <[email protected]>
Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>
Co-authored-by: Masahiro Tanaka <[email protected]>
Co-authored-by: Conglong Li <[email protected]>
Co-authored-by: Logan Adams <[email protected]>
Co-authored-by: Joe Mayer <[email protected]>
Co-authored-by: Ramya Ramineni <[email protected]>
github-merge-queue bot pushed a commit that referenced this pull request Sep 11, 2023
* INT4 weight only quantization (#479)

* INT4 weight only quantization

* pre commit

* fix UT

* fix UT

* fix UT

* fix UT

* fix UT

* fix UT

* fix UT

* add zero3 test

* quantize small weight first to prevent oom

* fold quantization config into ds_config

* Fix license & refactor ds_config & rebase master

* fix UT

* Moving quantization into post_init_method and add int4 dequantization kernel (#522)

* Add experimental int4 dequantize kernel

* move quantiation into post_init_method

* fix

* Refactor: move int4 code to deepspeed/inference (#528)

* Move int 4 code to deepspeed/inference

* fix

* fix

* fix

* zero++ tutorial PR (#3783)

* [Fix] _conv_flops_compute when padding is a str and stride=1 (#3169)

* fix conv_flops_compute when padding is a str when stride=1

* fix error

* change type of paddings to tuple

* fix padding calculation

* apply formatting check

---------

Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>

* fix interpolate flops compute (#3782)

* use `Flops Profiler` to test `model.generate()` (#2515)

* Update profiler.py

* pre-commit run --all-files

* Delete .DS_Store

* Delete .DS_Store

* Delete .DS_Store

---------

Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Cheng Li <[email protected]>

* revert PR #3611 (#3786)

* bump to 0.9.6

* ZeRO++ chinese blog (#3793)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* remove staging trigger (#3792)

* DeepSpeed-Triton for Inference (#3748)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

* ZeRO++ (#3784)

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>

* adding zero++ to navigation panel of deepspeed.ai (#3796)

* Add ZeRO++ Japanese blog (#3797)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* add ZeRO++ Japanese blog

* add links

---------

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: Conglong Li <[email protected]>

* Bug Fixes for autotuner and flops profiler (#1880)

* fix autotuner when backward is not called

* fix format

---------

Co-authored-by: Olatunji Ruwase <[email protected]>

* Missing strided copy for gated MLP (#3788)

Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Logan Adams <[email protected]>

* Requires grad checking. (#3789)

Co-authored-by: Jeff Rasley <[email protected]>

* bump to 0.10.0

* Fix Bug in transform.cu (#3534)

* Bug fix

* Fixed formatting error

---------

Co-authored-by: Logan Adams <[email protected]>

* bug fix: triton importing error (#3799)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

* Fix dequant bug

* Address PR feedback

* Use super() __exit__

* Fix unit tests

---------

Co-authored-by: Donglin Zhuang <[email protected]>
Co-authored-by: Heyang Qin <[email protected]>
Co-authored-by: Bill Luo <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Guorun <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: stephen youn <[email protected]>
Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>
Co-authored-by: Masahiro Tanaka <[email protected]>
Co-authored-by: Conglong Li <[email protected]>
Co-authored-by: Logan Adams <[email protected]>
Co-authored-by: Joe Mayer <[email protected]>
Co-authored-by: Ramya Ramineni <[email protected]>
github-merge-queue bot pushed a commit that referenced this pull request Sep 18, 2023
* zero++ tutorial PR (#3783)

* [Fix] _conv_flops_compute when padding is a str and stride=1 (#3169)

* fix conv_flops_compute when padding is a str when stride=1

* fix error

* change type of paddings to tuple

* fix padding calculation

* apply formatting check

---------

Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>

* fix interpolate flops compute (#3782)

* use `Flops Profiler` to test `model.generate()` (#2515)

* Update profiler.py

* pre-commit run --all-files

* Delete .DS_Store

* Delete .DS_Store

* Delete .DS_Store

---------

Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Cheng Li <[email protected]>

* revert PR #3611 (#3786)

* bump to 0.9.6

* ZeRO++ chinese blog (#3793)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* remove staging trigger (#3792)

* DeepSpeed-Triton for Inference (#3748)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

* ZeRO++ (#3784)

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>

* adding zero++ to navigation panel of deepspeed.ai (#3796)

* Add ZeRO++ Japanese blog (#3797)

* zeropp chinese blog

* try better quality images

* make title larger

* even larger...

* various fix

* center captions

* more fixes

* fix format

* add ZeRO++ Japanese blog

* add links

---------

Co-authored-by: HeyangQin <[email protected]>
Co-authored-by: Conglong Li <[email protected]>

* Bug Fixes for autotuner and flops profiler (#1880)

* fix autotuner when backward is not called

* fix format

---------

Co-authored-by: Olatunji Ruwase <[email protected]>

* Missing strided copy for gated MLP (#3788)

Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: Logan Adams <[email protected]>

* Requires grad checking. (#3789)

Co-authored-by: Jeff Rasley <[email protected]>

* bump to 0.10.0

* Fix Bug in transform.cu (#3534)

* Bug fix

* Fixed formatting error

---------

Co-authored-by: Logan Adams <[email protected]>

* bug fix: triton importing error (#3799)

Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>

* DeepSpeed4Science (#569)

* Integrating evoformer attention

* add cutlass version check

* Updaate error message

* add benchmark

* Update

* Update evoformer_attn.py

* Update run_evoformer_test.py

* Update evoformer_attn.py

* Update run_evoformer_test.py

* support more GPU archs

* add copyright

* add tests

* Fix bugs

* Update benchmark

* update

* Fix nvcc macro

* clean code

* fix formatting

* fix yaml import

* skip unit test when not compatible

* fix yaml requirement

* revert changes

* update tutorial

* update

* fix formatting

* fix format

* skip evoformer attn in pre-compile-ops

* revert changes

* update tutorial

* fix cutlass check

* update tutorial

* refactor tutorial

* revise

* Updated the Megatron-DS section (#565)

* Updated the Megatron-DS section

* minor fix

* minor fix

* minor fix

* separate evoformer tutorial

* Revised the ds4science landing page (#566)

* Updated the Megatron-DS section

* minor fix

* minor fix

* minor fix

* Revised the landing page

* Revised the landing page

* Removing unused file

* fix links image position

* modify main page

* fix doc

---------

Co-authored-by: Shiyang Chen <[email protected]>
Co-authored-by: Minjia Zhang <[email protected]>

---------

Co-authored-by: Heyang Qin <[email protected]>
Co-authored-by: Bill Luo <[email protected]>
Co-authored-by: Cheng Li <[email protected]>
Co-authored-by: Olatunji Ruwase <[email protected]>
Co-authored-by: Guorun <[email protected]>
Co-authored-by: Jeff Rasley <[email protected]>
Co-authored-by: stephen youn <[email protected]>
Co-authored-by: Stephen Youn <[email protected]>
Co-authored-by: Arash Bakhtiari <[email protected]>
Co-authored-by: Ethan Doe <[email protected]>
Co-authored-by: yidoe <[email protected]>
Co-authored-by: GuanhuaWang <[email protected]>
Co-authored-by: cmikeh2 <[email protected]>
Co-authored-by: Ammar Ahmad Awan <[email protected]>
Co-authored-by: Michael Wyatt <[email protected]>
Co-authored-by: Reza Yazdani <[email protected]>
Co-authored-by: Masahiro Tanaka <[email protected]>
Co-authored-by: Logan Adams <[email protected]>
Co-authored-by: Joe Mayer <[email protected]>
Co-authored-by: Ramya Ramineni <[email protected]>
Co-authored-by: Shiyang Chen <[email protected]>
Co-authored-by: Minjia Zhang <[email protected]>
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[BUG] High GPU memory use when fine-tuning Flan-T5-xxl (11B) using stage 3
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