Zero++ tutorial PR #3783
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Zero++ tutorial PR #3783
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jeffra
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Jun 21, 2023
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Interesting work! Excited for the blog and paper. |
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Co-authored-by: Sam Abe Jacobs <[email protected]> Co-authored-by: GuanhuaWang <[email protected]> Co-authored-by: cmikeh2 <[email protected]> Co-authored-by: Samyam Rajbhandari <[email protected]> Co-authored-by: Olatunji Ruwase <[email protected]> Co-authored-by: Ammar Ahmad Awan <[email protected]> Co-authored-by: Jeff Rasley <[email protected]> Co-authored-by: Michael Wyatt <[email protected]>
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Co-authored-by: Sam Abe Jacobs <[email protected]> Co-authored-by: GuanhuaWang <[email protected]> Co-authored-by: cmikeh2 <[email protected]> Co-authored-by: Samyam Rajbhandari <[email protected]> Co-authored-by: Olatunji Ruwase <[email protected]> Co-authored-by: Ammar Ahmad Awan <[email protected]> Co-authored-by: Jeff Rasley <[email protected]> Co-authored-by: Michael Wyatt <[email protected]>
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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]>
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Jul 19, 2023
* Adding attributes for grad accum dtype. * accumulating reduction grads in stage 2 mode 2 * missing colon * tracking reduc grad move * Correct hooks. * Name change updates. * Using grad_accum in cpu offload functions. * Addressing comments: putting bf opt back, removing hooks * Fixing missing pointer to grad accum. * Renaming functions. * More function renames. * Adding reduction dtype. * updating for offload * Adding functionality for stage 3. * Adding s3 test support. * Add to MiCS optimizer. * zero++ tutorial PR (#3783) * Removing need to grad_reduc attribute. * Offload correctness. --------- Co-authored-by: Olatunji Ruwase <[email protected]> Co-authored-by: Heyang Qin <[email protected]>
zhangir-azerbayev
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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]>
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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]>
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* 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]>
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* 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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Zero++ tutorial needs to merge first as asked by MSR folks