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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 <pistasable@gmail.com> Co-authored-by: Olatunji Ruwase <olruwase@microsoft.com> * 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 <jerasley@microsoft.com> Co-authored-by: Cheng Li <pistasable@gmail.com> * 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 <styoun@microsoft.com> Co-authored-by: Arash Bakhtiari <arash@bakhtiari.org> Co-authored-by: Cheng Li <pistasable@gmail.com> Co-authored-by: Ethan Doe <yidoe@microsoft.com> Co-authored-by: yidoe <68296935+yidoe@users.noreply.github.com> Co-authored-by: Jeff Rasley <jerasley@microsoft.com> * ZeRO++ (#3784) Co-authored-by: HeyangQin <heyangqin@microsoft.com> Co-authored-by: GuanhuaWang <alexwgh333@gmail.com> Co-authored-by: cmikeh2 <connorholmes@microsoft.com> Co-authored-by: Ammar Ahmad Awan <ammar.awan@microsoft.com> Co-authored-by: Jeff Rasley <jerasley@microsoft.com> Co-authored-by: Michael Wyatt <michaelwyatt@microsoft.com> Co-authored-by: Olatunji Ruwase <olruwase@microsoft.com> Co-authored-by: Reza Yazdani <reyazda@microsoft.com> * 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 <heyangqin@microsoft.com> Co-authored-by: Conglong Li <conglong.li@gmail.com> * Bug Fixes for autotuner and flops profiler (#1880) * fix autotuner when backward is not called * fix format --------- Co-authored-by: Olatunji Ruwase <olruwase@microsoft.com> * Missing strided copy for gated MLP (#3788) Co-authored-by: Ammar Ahmad Awan <ammar.awan@microsoft.com> Co-authored-by: Jeff Rasley <jerasley@microsoft.com> Co-authored-by: Logan Adams <114770087+loadams@users.noreply.github.com> * Requires grad checking. (#3789) Co-authored-by: Jeff Rasley <jerasley@microsoft.com> * bump to 0.10.0 * Fix Bug in transform.cu (#3534) * Bug fix * Fixed formatting error --------- Co-authored-by: Logan Adams <114770087+loadams@users.noreply.github.com> * bug fix: triton importing error (#3799) Co-authored-by: Stephen Youn <styoun@microsoft.com> Co-authored-by: Jeff Rasley <jerasley@microsoft.com> * Fix dequant bug * Address PR feedback * Use super() __exit__ * Fix unit tests --------- Co-authored-by: Donglin Zhuang <donglinzhuang@outlook.com> Co-authored-by: Heyang Qin <heyangqin@microsoft.com> Co-authored-by: Bill Luo <50068224+zhiruiluo@users.noreply.github.com> Co-authored-by: Cheng Li <pistasable@gmail.com> Co-authored-by: Guorun <84232793+CaffreyR@users.noreply.github.com> Co-authored-by: Jeff Rasley <jerasley@microsoft.com> Co-authored-by: stephen youn <13525892+stephen-youn@users.noreply.github.com> Co-authored-by: Stephen Youn <styoun@microsoft.com> Co-authored-by: Arash Bakhtiari <arash@bakhtiari.org> Co-authored-by: Ethan Doe <yidoe@microsoft.com> Co-authored-by: yidoe <68296935+yidoe@users.noreply.github.com> Co-authored-by: GuanhuaWang <alexwgh333@gmail.com> Co-authored-by: cmikeh2 <connorholmes@microsoft.com> Co-authored-by: Ammar Ahmad Awan <ammar.awan@microsoft.com> Co-authored-by: Michael Wyatt <michaelwyatt@microsoft.com> Co-authored-by: Reza Yazdani <reyazda@microsoft.com> Co-authored-by: Masahiro Tanaka <81312776+tohtana@users.noreply.github.com> Co-authored-by: Conglong Li <conglong.li@gmail.com> Co-authored-by: Logan Adams <114770087+loadams@users.noreply.github.com> Co-authored-by: Joe Mayer <114769929+jomayeri@users.noreply.github.com> Co-authored-by: Ramya Ramineni <62723901+rraminen@users.noreply.github.com>
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