training code for hybrid-autoregressive inference model #10841

hainan-xv · 2024-10-10T20:32:35Z

What does this PR do ?

Modify TDT model code for HAINAN-model training, described in https://arxiv.org/pdf/2410.02597.

Collection:
ASR

Changelog

masking out the decoder output probabilistically for RNNT Joint network computation.

Usage

Add the following config in the joint network params to train HAINAN model.

python $NEMO_DIR/examples/asr/asr_transducer/speech_to_text_rnnt_bpe.py \
$YOUR_EXISTING_CONFIGS \
++model.joint.masking_prob=0.5

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Additional Information

Related to # (issue)

Signed-off-by: Hainan Xu <hainanx@nvidia.com>

Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com>

artbataev

Cool, thanks!

tbartley94

LGTM +1

* training code for hybrid-autoregressive inference model Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Apply isort and black reformatting Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> --------- Signed-off-by: Hainan Xu <hainanx@nvidia.com> Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> Co-authored-by: Hainan Xu <hainanx@nvidia.com> Co-authored-by: hainan-xv <hainan-xv@users.noreply.github.com>

* training code for hybrid-autoregressive inference model Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Apply isort and black reformatting Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> --------- Signed-off-by: Hainan Xu <hainanx@nvidia.com> Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> Co-authored-by: Hainan Xu <hainanx@nvidia.com> Co-authored-by: hainan-xv <hainan-xv@users.noreply.github.com> Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

* training code for hybrid-autoregressive inference model Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Apply isort and black reformatting Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> --------- Signed-off-by: Hainan Xu <hainanx@nvidia.com> Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> Co-authored-by: Hainan Xu <hainanx@nvidia.com> Co-authored-by: hainan-xv <hainan-xv@users.noreply.github.com> Signed-off-by: Hainan Xu <hainanx@nvidia.com>

* training code for hybrid-autoregressive inference model Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Apply isort and black reformatting Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> --------- Signed-off-by: Hainan Xu <hainanx@nvidia.com> Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> Co-authored-by: Hainan Xu <hainanx@nvidia.com> Co-authored-by: hainan-xv <hainan-xv@users.noreply.github.com>

* nemo2-sft notebook initial draft Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * remove mixtral info Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * minor fixes Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * minor fixes Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * minor fixes Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add import_ckpt script and minor changes Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * Random read for tarr files in lhotse dataloaders (#10536) * Random read for tarr files in lhotse dataloaders Signed-off-by: Nune <ntadevosyan@nvidia.com> * Apply isort and black reformatting Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * Solve failled tests Signed-off-by: Nune <ntadevosyan@nvidia.com> * Apply isort and black reformatting Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * Adding a testcase Signed-off-by: Nune <ntadevosyan@nvidia.com> * Apply isort and black reformatting Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * Some changs in tests Signed-off-by: Nune <ntadevosyan@nvidia.com> * Apply isort and black reformatting Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * removing import Signed-off-by: Nune <ntadevosyan@nvidia.com> --------- Signed-off-by: Nune <ntadevosyan@nvidia.com> Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> Co-authored-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * training code for hybrid-autoregressive inference model (#10841) * training code for hybrid-autoregressive inference model Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Apply isort and black reformatting Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> --------- Signed-off-by: Hainan Xu <hainanx@nvidia.com> Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> Co-authored-by: Hainan Xu <hainanx@nvidia.com> Co-authored-by: hainan-xv <hainan-xv@users.noreply.github.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 772faca ! (#10871) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> * Use trainer.local_rank/global_rank (#10860) * fix global_rank calculation Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use trainer's global/local rank Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove stacking operation from batched functions (#10524) * remove stacking operations Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fixes im base class Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * clean up Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * Apply isort and black reformatting Signed-off-by: lilithgrigoryan <lilithgrigoryan@users.noreply.github.com> * remove potentially uninitialized local variable Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * restore batch_intilize states funcname Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix typo Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix potentially uninitialized local variable Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix potentially uninitialized local variable in stateless transduser Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix test Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * Apply isort and black reformatting Signed-off-by: lilithgrigoryan <lilithgrigoryan@users.noreply.github.com> * fix docstring, rm comment Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix dosctrings Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> --------- Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> Signed-off-by: lilithgrigoryan <lilithgrigoryan@users.noreply.github.com> Co-authored-by: lilithgrigoryan <lgrigoryan@nvidia.com> Co-authored-by: lilithgrigoryan <lilithgrigoryan@users.noreply.github.com> * [NeMo-UX] Add llm.generate to nemo.collections.llm (#10471) * Add llm.generate Signed-off-by: Hemil Desai <hemild@nvidia.com> * Remove comment Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fix launching with python Signed-off-by: Hemil Desai <hemild@nvidia.com> * PR feedback Signed-off-by: Hemil Desai <hemild@nvidia.com> * PR feedback Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Add assert cp Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add example script Signed-off-by: Hemil Desai <hemild@nvidia.com> * Fix Signed-off-by: Hemil Desai <hemild@nvidia.com> --------- Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> * Adding support for LightningDataModule inside Fabric-API (#10879) * Make FabricMegatronMixedPrecision match MegatronMixedPrecision Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> * Supporting DataModule in fabric-API Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> * Adding support for LightningDataModule inside Fabric-API Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> * Remove import in mock.py Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> --------- Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com> * initial draft Signed-off-by: smajumdar <titu1994@gmail.com> * Initial local run Signed-off-by: smajumdar <titu1994@gmail.com> * Initial local run Signed-off-by: smajumdar <titu1994@gmail.com> * Initial local run Signed-off-by: smajumdar <titu1994@gmail.com> * Initial local run Signed-off-by: smajumdar <titu1994@gmail.com> * Save yaml config for model in nemo.lightning.io (#10765) * Save yaml config for model in nemo.lightning.io Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fix bug Signed-off-by: Hemil Desai <hemild@nvidia.com> * Fix bug Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix bug Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add explicit yaml comparison Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * relax test Signed-off-by: Hemil Desai <hemild@nvidia.com> --------- Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> * Move collectiob.nlp imports inline for t5 (#10877) * Move collectiob.nlp imports inline for t5 Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> --------- Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com> * add world_size/pp_size runtime check (#10842) * add world_size/pp_size runtime check Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix msg precision Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix test_init_parallel_ranks ws=3 pp=3 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix peft resume (#10887) Signed-off-by: Chen Cui <chcui@nvidia.com> * Update engine build step for TRT-LLM 0.13.0 (#10880) * Setting use_fused_mlp for TRT-LLM >= 0.13.0 Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Unused import removal Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Akoumparouli/nemo ux moe loss logging (#10128) * Move across pipeline loss reduction to a separate function Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add support for MoE loss logging Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove unused function Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * enable vboost and set LM SM margin (#10853) * enable vboost Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * env vars Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * add perf plugin Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Apply isort and black reformatting Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> * revert default executor Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Apply isort and black reformatting Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> * fix typo Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * fix more typo Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * ln margin knob Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Apply isort and black reformatting Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> * specify lm margin Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Apply isort and black reformatting Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> --------- Signed-off-by: Malay Nagda <malayn@nvidia.com> Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> Signed-off-by: malay-nagda <164242706+malay-nagda@users.noreply.github.com> Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> Co-authored-by: malay-nagda <malay-nagda@users.noreply.github.com> Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com> Co-authored-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> * use _get_extra_te_kwargs_meta in fabric (call mcore's _get_extra_te_k… (#10608) * use _get_extra_te_kwargs_meta in fabric (call mcore's _get_extra_te_kwargs & overwrite device) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * Use torch sdpa implementation in ASR mha (#9590) * use pytorch sdpa Signed-off-by: WoodieDudy <goshagks@gmail.com> * sdpa work Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: titu1994 <titu1994@users.noreply.github.com> * sdpa flag to false & sdpa_backend arg Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * change arg name Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * fix config args Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * add condition on version Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * update condition on version Signed-off-by: WoodieDudy <goshagks@gmail.com> * remove condition on torch version Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * move code to init Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * refactor Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * refactor Signed-off-by: WoodieDudy <goshagks@gmail.com> --------- Signed-off-by: WoodieDudy <goshagks@gmail.com> Signed-off-by: titu1994 <titu1994@users.noreply.github.com> Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: titu1994 <titu1994@users.noreply.github.com> Co-authored-by: WoodieDudy <WoodieDudy@users.noreply.github.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> * Add registry to register all needed classes with artifacts in nemo.lightning.io (#10861) * Add registry to register all needed classes with artifacts in nemo.lightning.io Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fixes Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * comments Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Remove cyclic import Signed-off-by: Hemil Desai <hemild@nvidia.com> --------- Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * call __post_init__ after altering config values (#10885) * call __post_init__ after altering config values Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * test fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * turn off SP Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Nemo 2.0 ckpt support in TRT-LLM export (#10891) * fix minor import bug Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Add registry to register all needed classes with artifacts in nemo.lightning.io Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fixes Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * nemo 2.0 support in export to trt-llm Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * get mixing from main Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * fix style Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> --------- Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Co-authored-by: Hemil Desai <hemild@nvidia.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * [Docs] Fix doc warnings, focus on feature and multimodal sections (#10171) * various simple docs source fixes Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * fix docstrings and typing with forward reference Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * Apply isort and black reformatting Signed-off-by: erastorgueva-nv <erastorgueva-nv@users.noreply.github.com> * fix typing forward reference for PromptedAudioToTextLhotseDataset Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * fix feature warnings Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Try fix some model part errors Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * try add requirements Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * try add requirements Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix indent in docstring Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> * update Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * handle duplicate issue Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * handle duplicate issue Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix imagen cite * fix ratio issues Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix Dreambooth Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Fix activation recomputation Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix sequence packing Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix asr_language_modeling_and_customization Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fixes wip Signed-off-by: Huiying Li <willwin.lee@gmail.com> --------- Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: erastorgueva-nv <erastorgueva-nv@users.noreply.github.com> Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> Signed-off-by: Huiying Li <willwin.lee@gmail.com> Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> Co-authored-by: Elena Rastorgueva <erastorgueva@nvidia.com> Co-authored-by: Elena Rastorgueva <80532067+erastorgueva-nv@users.noreply.github.com> Co-authored-by: erastorgueva-nv <erastorgueva-nv@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> Co-authored-by: Ao Tang <aot@nvidia.com> Co-authored-by: Huiying Li <willwin.lee@gmail.com> * calculate step time batch end-batch end (#10202) * log step time at end Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * use nemo logging Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * cleanup Signed-off-by: Malay Nagda <malayn@nvidia.com> * check remove Signed-off-by: Malay Nagda <malayn@nvidia.com> * delta timing callback Signed-off-by: Malay Nagda <malayn@nvidia.com> * comment and name change Signed-off-by: Malay Nagda <malayn@nvidia.com> --------- Signed-off-by: Malay Nagda <malayn@nvidia.com> Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> Co-authored-by: malay-nagda <malay-nagda@users.noreply.github.com> * late import prettytable (#10912) Signed-off-by: Maanu Grover <maanug@nvidia.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 0d89fc4 ! (#10919) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> * Warning for missing FP8 checkpoint support for vLLM deployment (#10906) Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Add lhotse fixes for rnnt model training and WER hanging issue with f… (#10821) * Add lhotse fixes for rnnt model training and WER hanging issue with f… (#10787) * Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching Signed-off-by: Nithin Rao Koluguri <nithinraok> * Apply isort and black reformatting Signed-off-by: nithinraok <nithinraok@users.noreply.github.com> --------- Signed-off-by: Nithin Rao Koluguri <nithinraok> Signed-off-by: nithinraok <nithinraok@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: nithinraok <nithinraok@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: nithinraok <nithinraok@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> --------- Signed-off-by: Nithin Rao Koluguri <nithinraok> Signed-off-by: nithinraok <nithinraok@users.noreply.github.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: nithinraok <nithinraok@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * Fix ASR tests (#10794) * Make tests required Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Debug torch.load issue Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Run only necessary tests Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Try fix loading Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Avoid caching fixture Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Try restore model several times Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Try customize temporary directory Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Reorder tests Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Disable one test Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Avoid xxlarge model Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Disable test Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Revert changes Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Magic fix Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Revert unnecessary changes Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Clean up Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Disable all jobs except L0 Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * RNNT alignments - merge with unit tests Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Fix CUDA graph frame-looping decoder to handle non-CUDA inputs Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Fix config Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Log test results Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Use less audio files for tests Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> --------- Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * Integrating mcore export (#10238) * Integrating mcore export * Integrating mcore export * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Move trt imports in nemo.collections.llm inside respective functions (#10234) Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add tests for LazyNeMoIterator and fix case with metadata_only=True and offsets in manifest (#10198) * Add tests for LazyNeMoIterator and fix case with manifest_only=True and offsets in manifest Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address code review Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * [NeMo-UX] Fix a serialization bug that prevents users from moving checkpoints (#9939) * perfor serialization using relative paths to allow users to move checkpoints after they're saved Signed-off-by: ashors1 <ashors@nvidia.com> * Apply isort and black reformatting Signed-off-by: ashors1 <ashors1@users.noreply.github.com> * remove unused import Signed-off-by: ashors1 <ashors@nvidia.com> * fix artifact load Signed-off-by: ashors1 <ashors@nvidia.com> * fix path artifact Signed-off-by: ashors1 <ashors@nvidia.com> * remove unused import Signed-off-by: ashors1 <ashors@nvidia.com> --------- Signed-off-by: ashors1 <ashors@nvidia.com> Signed-off-by: ashors1 <ashors1@users.noreply.github.com> Co-authored-by: ashors1 <ashors1@users.noreply.github.com> * Add MemoryProfileCallback (#10166) * Add MemoryProfileCallback Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> * Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> * Remove reference cycles, save snapshot on specific ranks Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> * Remove unnecessary imports Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> * Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> * Update docstring Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> --------- Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Signed-off-by: Shriya Rishab <69161273+ShriyaPalsamudram@users.noreply.github.com> Co-authored-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> * Lower bound transformers to support nemotron (#10240) Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> Co-authored-by: Dong Hyuk Chang <donghyukc@nvidia.com> * [Audio] SSL Pretraining framework for flow-matching model for audio processing (#10052) Flow matching generative model with SSL pretraining framework Signed-off-by: Pin-Jui Ku <pku@nvidia.com> Co-authored-by: Kuray107 <Kuray107@users.noreply.github.com> * Revert torchrun fix for model import (#10251) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * [NeMo-UX[ Move nemotron imports inline (#10255) * Move nemotron transformers + tokenizer imports inline to reduce number of required deps Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> --------- Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com> * Wrap CPU model init with megatron_lazy_init_context (#10219) * Wrap CPU model init with megatron_lazy_init_context Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Cleanup checkpoint-dir if saving fails Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * Bump `Dockerfile.ci` (2024-08-22) (#10227) * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 124bcff ! Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> * fix bert flags Signed-off-by: Oliver Koenig <okoenig@nvidia.com> --------- Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> * salm export trtllm (#10245) Signed-off-by: slyne deng <slyned@nvidia.com> Co-authored-by: slyne deng <slyned@nvidia.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to ef85bc9 ! (#10250) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 01ca03f ! (#10266) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Signed-off-by: oliver könig <okoenig@nvidia.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> * Load model in the target export precision by default in PTQ (#10267) * Load model in the target export precision by default Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Enable megatron_amp_O2=true to actually use half-precision Signed-off-by: Jan Lasek <jlasek@nvidia.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> Signed-off-by: Jan Lasek <jlasek@nvidia.com> * Add WandbPlugin, NsysPlugin and PreemptionPlugin to nemo.lightning.run.plugins (#10223) * Add WandbPlugin, NsysPlugin and PreemptionPlugin to nemo.lightning.run.plugins Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Remove duplicate Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add entity to wandb logger Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add documentation Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Add warning Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * PR feedback Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Add comments Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> --------- Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> * [NeMo-UX] Handle absolute logger directories in nemo_logger (#10259) * handle absolute and relative logger directories Signed-off-by: Anna Shors <ashors@nvidia.com> * merge lines Signed-off-by: ashors1 <ashors@nvidia.com> --------- Signed-off-by: Anna Shors <ashors@nvidia.com> Signed-off-by: ashors1 <ashors@nvidia.com> * Add sdxl notebook (#10139) * Add sdxl notebook Signed-off-by: mingyuanm <mingyuanm@nvidia.com> * Rename Signed-off-by: mingyuanm <mingyuanm@nvidia.com> * final Update SDXL notebook Signed-off-by: mingyuanm <mingyuanm@nvidia.com> --------- Signed-off-by: mingyuanm <mingyuanm@nvidia.com> * Updating some coments * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Updating some coments * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Updating some coments * Small change * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * ADD support for layernorm1p * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Update Dockerfile.ci Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com> * Update Dockerfile.ci Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com> * Update Dockerfile.ci Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com> --------- Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: ashors1 <ashors@nvidia.com> Signed-off-by: ashors1 <ashors1@users.noreply.github.com> Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Signed-off-by: Shriya Rishab <69161273+ShriyaPalsamudram@users.noreply.github.com> Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> Signed-off-by: Pin-Jui Ku <pku@nvidia.com> Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: slyne deng <slyned@nvidia.com> Signed-off-by: oliver könig <okoenig@nvidia.com> Signed-off-by: Jan Lasek <janek.lasek@gmail.com> Signed-off-by: Jan Lasek <jlasek@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Signed-off-by: Anna Shors <ashors@nvidia.com> Signed-off-by: mingyuanm <mingyuanm@nvidia.com> Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com> Co-authored-by: Shanmugam Ramasamy <shanmugamr@login-eos01.eos.clusters.nvidia.com> Co-authored-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> Co-authored-by: Hemil Desai <hemild@nvidia.com> Co-authored-by: Piotr Żelasko <petezor@gmail.com> Co-authored-by: Anna Shors <71393111+ashors1@users.noreply.github.com> Co-authored-by: ashors1 <ashors1@users.noreply.github.com> Co-authored-by: Shriya Rishab <69161273+ShriyaPalsamudram@users.noreply.github.com> Co-authored-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Co-authored-by: Dong Hyuk Chang <thomaschang26@tutanota.com> Co-authored-by: Dong Hyuk Chang <donghyukc@nvidia.com> Co-authored-by: Kuray107 <pku9@gatech.edu> Co-authored-by: Kuray107 <Kuray107@users.noreply.github.com> Co-authored-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: oliver könig <okoenig@nvidia.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> Co-authored-by: Slyne Deng <slynedeng@gmail.com> Co-authored-by: slyne deng <slyned@nvidia.com> Co-authored-by: Jan Lasek <janek.lasek@gmail.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: Ming <111467530+Victor49152@users.noreply.github.com> Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com> * Fix artifact saving (#10914) Signed-off-by: Hemil Desai <hemild@nvidia.com> * Lora improvement (#10918) * pull out freeze model Signed-off-by: Chen Cui <chcui@nvidia.com> * add wildcard match to lora target modules Signed-off-by: Chen Cui <chcui@nvidia.com> --------- Signed-off-by: Chen Cui <chcui@nvidia.com> * Huvu/t5 nemo2.0 peft (#10916) * adding peft test and cicd * add setting mcore model to train in peft.py * adding test for T5 lora * fix follow Chen's fix * restore cicd-main.yml --------- Co-authored-by: Huy Vu2 <huvu@login-eos02.eos.clusters.nvidia.com> * Add tie_word_embeddings=True (#10710) Signed-off-by: Yoshi Suhara <ysuhara@nvidia.com> * Use a context-manager when opening files (#10895) * Use a context-manager when opening files Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * long context performance numbers in doc (#10784) * long context perf Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * update the long context perf Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Akoumparouli/mcore microbatch calculator fix (#10780) * move tests/lightning/{,_}io Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add microbatch calculator context manager Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use microbatch calculator context manager Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add on_load_checkpoint test to ValidateModelRestoration; use ctx manager to reconfigure microbatch calculator; update save/restore path; add cleanup step at the end Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove unused var Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * remove 8x3b recipes (#10764) * remove 8x3b recipes Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove 8x3b from test_nemo_run Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rm from __init__ Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * change the figure file name Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Accommodating the reviewer's comment Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * update the y-axis title Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 3f90b98 ! (#10789) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Add ModelOpt transformer model pruning example for Llama models, default to llama3.1-8b-base (#10294) * Add ModelOpt transformer model pruning example for Llama3 model Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * Apply isort and black reformatting Signed-off-by: shengliangxu <shengliangxu@users.noreply.github.com> Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * examples code is at wrong dir, move them Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * changes as suggested in comment remove some logging and unused config code, update example model to llama3.1 Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * Add pruning of hidden_size into example Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * Apply isort and black reformatting Signed-off-by: shengliangxu <shengliangxu@users.noreply.github.com> Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * Update examples/nlp/language_modeling/conf/megatron_gpt_prune.yaml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Add pruning test to cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Update cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Update cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Update cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Update cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Update cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> --------- Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> Signed-off-by: shengliangxu <shengliangxu@users.noreply.github.com> Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Co-authored-by: shengliangxu <shengliangxu@users.noreply.github.com> Co-authored-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Update mamba.rst after dist ckpt addition (#10800) Signed-off-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * fix chunked infer (#10581) Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * fix state transform (#10728) Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * use ckpt_to_weights_subdir in restore (#10786) * use ckpt_to_weights_subdir in restore Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * make ckpt_to_{weight,context}_subdir idempotent Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Mixtral set seq_length=4k (#10704) * enable SP & set seq_lenght=4k Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * update test expected values Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * 8x22b 4k Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Fix for crashes with tensorboard_logger=false and VP + LoRA (#10792) * Fix for crashes with tensorboard_logger=false and virtual pipeline parallel + LoRA Signed-off-by: Valerie Sarge <vsarge@nvidia.com> * Apply isort and black reformatting Signed-off-by: vysarge <vysarge@users.noreply.github.com> --------- Signed-off-by: Valerie Sarge <vsarge@nvidia.com> Signed-off-by: vysarge <vysarge@users.noreply.github.com> Co-authored-by: vysarge <vysarge@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Disable checkpoint conversion inside AutoResume (#10645) * Disable checkpoint conversion inside AutoResume Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Update resume docstrings Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * add default finetuning recipe and refactor llama3 8b recipe Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * address comment Signed-off-by: Chen Cui <chcui@nvidia.com> * refactor other recipes Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * remove 8x3b finetuning recipe for now because HF version not available Signed-off-by: Chen Cui <chcui@nvidia.com> * add copyright header Signed-off-by: Chen Cui <chcui@nvidia.com> * adjust unit tests based on recipe fixes Signed-off-by: Chen Cui <chcui@nvidia.com> * fix failed unit test Signed-off-by: Chen Cui <chcui@nvidia.com> --------- Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: Chen Cui <chcui@nvidia.com> Co-authored-by: cuichenx <cuichenx@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * replace png file to github assets Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * change image url to github release Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> --------- Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> Signed-off-by: shengliangxu <shengliangxu@users.noreply.github.com> Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Signed-off-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com> Signed-off-by: stevehuang52 <heh@nvidia.com> Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Valerie Sarge <vsarge@nvidia.com> Signed-off-by: vysarge <vysarge@users.noreply.github.com> Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> Co-authored-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: oliver könig <okoenig@nvidia.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> Co-authored-by: Shengliang Xu <106840466+shengliangxu@users.noreply.github.com> Co-authored-by: shengliangxu <shengliangxu@users.noreply.github.com> Co-authored-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> Co-authored-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com> Co-authored-by: He Huang (Steve) <105218074+stevehuang52@users.noreply.github.com> Co-authored-by: Chen Cui <chcui@nvidia.com> Co-authored-by: Valerie Sarge <vsarge@nvidia.com> Co-authored-by: vysarge <vysarge@users.noreply.github.com> Co-authored-by: Hemil Desai <hemild@nvidia.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: cuichenx <cuichenx@users.noreply.github.com> * perf recipes and Mcore DistOpt params (#10883) * 175b gpt3 recipe Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * dist opt params Signed-off-by: Malay Nagda <malayn@nvidia.com> * 405b dist opt params Signed-off-by: Malay Nagda <malayn@nvidia.com> * perf recipes and dist opt params Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * MoE dist opt params Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * gpt bias fusion params Signed-off-by: Malay Nagda <malayn@nvidia.com> * 175b recipe Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * perf params comments Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * MoE perf params comments Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * perf recipes suffix Signed-off-by: Malay Nagda <malayn@nvidia.com> * specific models fusion params Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> --------- Signed-off-by: Malay Nagda <malayn@nvidia.com> Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> Co-authored-by: malay-nagda <malay-nagda@users.noreply.github.com> * ci: Fix cherry pick team (#10945) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Packed sequence bug fixes (#10898) * save prepared dataset to different folders according to tokenizer name Signed-off-by: Chen Cui <chcui@nvidia.com> * fix hang Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * fix hang Signed-off-by: Chen Cui <chcui@nvidia.com> * raise mbs>1 error and provide suggestion to user instead of automatically changing config Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * add ci for packed seq Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * fix bug Signed-off-by: Chen Cui <chcui@nvidia.com> --------- Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: cuichenx <cuichenx@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * Fix requirements for MacOS (#10930) Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Fix nemo 2.0 recipes (#10915) * Fix recipe num_nodes and long context docstring * Fix typo * Fix PP issue * Fix unit test * Change recipes * fix test * Fix unit tests * Fix recipes * Add general legal test on parallelization settings * Rename test * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> --------- Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> Co-authored-by: BoxiangW <BoxiangW@users.noreply.github.com> * Akoumparouli/nemo ux fix dir or string artifact (#10936) * Add __repr__ to Artifact Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * nemo.lightning.io.artifact: represent strings as fdl.Config to avoid path adjustment during restoration Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * t5 test minification Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * ckpt convert bug fixes (#10878) * Mistral-NeMo-12B recipe Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rename mistral to mistral_7b Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * include mistral_nemo_12b in __init__ Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * add to __init__ Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Remove stale imports Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * TP=2 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove finetune_reci[e Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Rename MistralNeMo2407Config12B to MistralNeMoConfig12B per review's suggestion Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * update config names in tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * mistral-nemo-12b from llama_8b Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * TP=2; SP=True Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix overlap value Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * update mistral-nemo-base-12b finetune recipe Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * bug fix Signed-off-by: dimapihtar <dpihtar@gmail.com> * Apply isort and black reformatting Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> * remove extra file Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove extra changes Signed-off-by: dimapihtar <dpihtar@gmail.com> * revert changes Signed-off-by: dimapihtar <dpihtar@gmail.com> * add ckpt_format configurable Signed-off-by: dimapihtar <dpihtar@gmail.com> * Apply isort and black reformatting Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * revert changes Signed-off-by: dimapihtar <dpihtar@gmail.com> * Apply isort and black reformatting Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: dimapihtar <dpihtar@gmail.com> Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * fix typo in docstring (#10955) Signed-off-by: ashors1 <ashors@nvidia.com> * remove deprecated ci tests (#10922) * remove deprecated tutorial Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated ci tests Signed-off-by: dimapihtar <dpihtar@gmail.com> * add deprecation note Signed-off-by: dimapihtar <dpihtar@gmail.com> * add deprecation note Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove bart tests Signed-off-by: dimapihtar <dpihtar@gmail.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> * [Nemo CICD] Remove deprecated tests (#10960) * remove deprecated tutorial Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated ci tests Signed-off-by: dimapihtar <dpihtar@gmail.com> * add deprecation note Signed-off-by: dimapihtar <dpihtar@gmail.com> * add deprecation note Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove bart tests Signed-off-by: dimapihtar <dpihtar@gmail.com> * Remove deleted CI tests --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> Signed-off-by: Pablo Garay <palenq@gmail.com> Co-authored-by: dimapihtar <dpihtar@gmail.com> * Adithyare/oai chat completion (#10785) * updates Signed-off-by: adithyare <adithyare@nvidia.com> * open ai chat completion wip Signed-off-by: adithyare <adithyare@nvidia.com> * responding with model responses Signed-off-by: adithyare <adithyare@nvidia.com> * Apply isort and black reformatting Signed-off-by: arendu <arendu@users.noreply.github.com> * also support general completion Signed-off-by: adithyare <adithyare@nvidia.com> * Apply isort and black reformatting Signed-off-by: arendu <arendu@users.noreply.github.com> --------- Signed-off-by: adithyare <adithyare@nvidia.com> Signed-off-by: arendu <arendu@users.noreply.github.com> Co-authored-by: arendu <arendu@users.noreply.github.com> * Update megatron_t5_pretraining.py (#10952) Signed-off-by: Huy Vu <86480512+huvunvidia@users.noreply.github.com> * Convert perf plugin env vars to strings (#10947) Signed-off-by: Hemil Desai <hemild@nvidia.com> * disable dynamo for ddp checker (#10961) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to db7d37b ! (#10965) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> * Mistral-NeMo-12B recipe (#10607) * Mistral-NeMo-12B recipe Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rename mistral to mistral_7b Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * include mistral_nemo_12b in __init__ Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * add to __init__ Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Remove stale imports Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * TP=2 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove finetune_reci[e Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Rename MistralNeMo2407Config12B to MistralNeMoConfig12B per review's suggestion Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * update config names in tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * mistral-nemo-12b from llama_8b Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * TP=2; SP=True Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix overlap value Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * update mistral-nemo-base-12b finetune recipe Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * Make nemo text processing optional in TTS (#10584) * move TN guard to better location; make guard print error message rather than throwing error Signed-off-by: Jason <jasoli@nvidia.com> * Apply isort and black reformatting Signed-off-by: blisc <blisc@users.noreply.github.com> * Forgot to add the actual normalizer Signed-off-by: Jason <jasoli@nvidia.com> * Apply isort and black reformatting Signed-off-by: blisc <blisc@users.noreply.github.com> --------- Signed-off-by: Jason <jasoli@nvidia.com> Signed-off-by: blisc <blisc@users.noreply.github.com> Co-authored-by: blisc <blisc@users.noreply.github.com> * respect warnings' filters (#10953) * respect warnings' filters Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * Update T5 tokenizer (adding additional tokens to tokenizer config) (#10972) * initial commit * restore t5_pretraining * Apply isort and black reformatting Signed-off-by: huvunvidia <huvunvidia@users.noreply.github.com> --------- Signed-off-by: huvunvidia <huvunvidia@users.noreply.github.com> Co-authored-by: Huy Vu2 <huvu@login-eos02.eos.clusters.nvidia.com> Co-authored-by: huvunvidia <huvunvidia@users.noreply.github.com> * Alit/mamba recipe (#10935) * add some mamba recipe * add 130m * add the rest of the recipes * add tokenizer * add tokenizer * minor fix * minor fix * minor fix * minor fix * minor fix * minor fix * minor fix * minor fix * minor fix * minor fix * minor fix * add fixes to ssm for nemorun recipes * add hybrid tokenizer * updating some recipes * Apply isort and black reformatting Signed-off-by: JRD971000 <JRD971000@users.noreply.github.com> * remove comments * update gbs * fix ckpt resume * fix ckpt resume * fix ckpt resume * update recipes final * Apply isort and black reformatting Signed-off-by: JRD971000 <JRD971000@users.noreply.github.com> * remove redundant imports * ckpt convertor dtype fix * Apply isort and black reformatting Signed-off-by: JRD971000 <JRD971000@users.noreply.github.com> --------- Signed-off-by: JRD971000 <JRD971000@users.noreply.github.com> Signed-off-by: Ali Taghibakhshi <71892896+JRD971000@users.noreply.github.com> Co-authored-by: JRD971000 <JRD971000@users.noreply.github.com> * Long context performance doc hot fix (#10946) * long context perf Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * update the long context perf Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Akoumparouli/mcore microbatch calculator fix (#10780) * move tests/lightning/{,_}io Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add microbatch calculator context manager Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use microbatch calculator context manager Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add on_load_checkpoint test to ValidateModelRestoration; use ctx manager to reconfigure microbatch calculator; update save/restore path; add cleanup step at the end Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove unused var Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * remove 8x3b recipes (#10764) * remove 8x3b recipes Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove 8x3b from test_nemo_run Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rm fr…

Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Fix FaultTolerencePlugin Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Add StragglerDetection callback to all NeMo2.0 recipes Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Add missing and remove unsued imports Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Add ft launcher test Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> fix typo Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> fix more typos Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> add ft launcher using nemo-run for llama3 test Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> fix serialization errors Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> create seperate ft test Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> change github actions test Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> draft crash simulation Signed-off-by: Shriya Balaji Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Simulate a crash using step, disable checkpointing Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Add a straggler detection test as well Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Revert enabling straggler_detection by default in all recipes Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Remove unused imports Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Remove extra check in ConfigValidationPlugin Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Address pylinter issues Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Improve straggler detection testing and add doc string Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> fix paths Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Add assert for crash Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Append run logs to a file after a crash Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Set FAULT_TOL_FINISHED_FLAG_FILE and FAULT_TOL_CFG_PATH Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Add openai-gelu in gated activation (#11293) Fixes per comments (#11280) * Fixes per comments Signed-off-by: Gomathy Venkata Krishnan <gvenkatakris@nvidia.com> * Update README Signed-off-by: Gomathy Venkata Krishnan <gvenkatakris@nvidia.com> --------- Signed-off-by: Gomathy Venkata Krishnan <gvenkatakris@nvidia.com> Add T5TTS (#11193) * added training and inference recipes for T5-TTS. * fix some attention errors * add copyright headers. * added TODO and detail error log info. * fixed missing a corner case. * added classes to __all__ * fixed to return either self-attention scores or cross-attention scores in ParallelTransformerLayer_ class. Signed-off-by: XuesongYang <XuesongYang@users.noreply.github.com> --------- Signed-off-by: Jason <jasoli@nvidia.com> Signed-off-by: blisc <blisc@users.noreply.github.com> Signed-off-by: Xuesong Yang <16880-xueyang@users.noreply.gitlab-master.nvidia.com> Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Signed-off-by: XuesongYang <XuesongYang@users.noreply.github.com> Co-authored-by: blisc <blisc@users.noreply.github.com> Co-authored-by: Xuesong Yang <16880-xueyang@users.noreply.gitlab-master.nvidia.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: XuesongYang <XuesongYang@users.noreply.github.com> ci: Exclude CPU machines from scan (#11300) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Revert "fix(export): GPT models w/ bias=False convert properly (#11255)" (#11301) This reverts commit 2d4f4953881b9e2d118d3ffeba7e64625d827d11. remove redundant docs (#11302) Create phi3mini.py (#11281) * Create phi3mini.py Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com> Apply isort and black reformatting Signed-off-by: mayani-nv <mayani-nv@users.noreply.github.com> Update __init__.py Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com> Update __init__.py Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com> Apply isort and black reformatting Signed-off-by: mayani-nv <mayani-nv@users.noreply.github.com> * Create phi3_mini_4k_instruct.py for adding to recipe Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com> Apply isort and black reformatting Signed-off-by: mayani-nv <mayani-nv@users.noreply.github.com> Update phi3_mini_4k_instruct.py and removed Performant recipe Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com> Update phi3_mini_4k_instruct.py and removing performant condition Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com> Update phi3_mini_4k_instruct.py with docstring changes Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com> * Update __init__.py Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com> * fixing pylint warnings * Apply isort and black reformatting Signed-off-by: mayani-nv <mayani-nv@users.noreply.github.com> * correcting typos and adding working recipe files --------- Signed-off-by: mayani-nv <mayani-nv@users.noreply.github.com> Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com> Co-authored-by: Chen Cui <chcui@nvidia.com> Co-authored-by: mayani-nv <mayani-nv@users.noreply.github.com> Integrate lm-eval-harness for evaluations in NeMo (#10621) * Add evaluate method and other minor fixes Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add inference params to evaluate method Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add wait_for_rest_service fn to evaluate method Signed-off-by: Abhishree <abhishreetm@gmail.com> * Apply isort and black reformatting Signed-off-by: athitten <athitten@users.noreply.github.com> * Add logprobs to be returned by Pytriton for trtllm models Signed-off-by: Abhishree <abhishreetm@gmail.com> * Increase max_retries in wait_for_rest_service method Signed-off-by: Abhishree <abhishreetm@gmail.com> * Apply isort and black reformatting Signed-off-by: athitten <athitten@users.noreply.github.com> * Add unset slurm vars and use env vars for Triton args Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add logic to get logProbs from logits Signed-off-by: Abhishree <abhishreetm@gmail.com> * Refactor, clean and organize the code 1) Refactors the code and creates an evaluation folder where all util methods live 2) Add doctsrings, comments 3) Expose gather_context_logits, gather_generation_logits in trtllm and add output_generation_logits flag to return generation logits and remove output_logporbs as its not getting used anymore Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add copyright and initialize special_tokens_kwargs in eval_utils.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Add the following chanes 1) Move get_trtllm_deployable and unset_environment_variables to deploy base.py 2) Rename eval_utils.py to base.py 3) REstore scripts/export/convert_nemo2_for_export.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix a minor typo Signed-off-by: Abhishree <abhishreetm@gmail.com> * Revert output_log_probs and all_probs arg in tensorrt_llm_run.py Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix docstrings formatting Signed-off-by: Abhishree <abhishreetm@gmail.com> * Pylint and other minor fixes Signed-off-by: Abhishree <abhishreetm@gmail.com> * Fix pylint and typos Signed-off-by: Abhishree <abhishreetm@gmail.com> * Apply isort and black reformatting Signed-off-by: athitten <athitten@users.noreply.github.com> * Avoid multiple calls for tokenizer_type Co-authored-by: Ananth Subramaniam <ananth.subramaniam@gmail.com> Signed-off-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> * Replace print statements with logging statements Signed-off-by: Abhishree <abhishreetm@gmail.com> * Apply isort and black reformatting Signed-off-by: athitten <athitten@users.noreply.github.com> --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Signed-off-by: athitten <athitten@users.noreply.github.com> Signed-off-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Co-authored-by: athitten <athitten@users.noreply.github.com> Co-authored-by: Ananth Subramaniam <ananth.subramaniam@gmail.com> ci: Fix release workflow (#11286) * ci: Fix release workflow Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Update .github/workflows/release.yml Signed-off-by: oliver könig <okoenig@nvidia.com> --------- Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: oliver könig <okoenig@nvidia.com> Update import 'pytorch_lightning' -> 'lightning.pytorch' (#11252) * update import in collections/llm Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in lightning Signed-off-by: Maanu Grover <maanug@nvidia.com> * update fabric import in lightning Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update import in collections/asr Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in collections/tts Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update requirements Signed-off-by: Maanu Grover <maanug@nvidia.com> * unused imports Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in tests Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update import in collections/common Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in core Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update import in utils Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update import in collections/nlp Signed-off-by: Maanu Grover <maanug@nvidia.com> * update fabric import in collections/nlp Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update fabric import in utils Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update import in nlp examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in asr examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in llm examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in tts examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * update fabric import in nlp examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in deploy Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update import in slu examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in speaker_tasks examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in collections/audio Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in audio examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in collections/llm Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update import in collections/vlm Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in collections/diffusion Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in collections/vision Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in collections/multimodal Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in multimodal examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in vision examples Signed-off-by: Maanu Grover <maanug@nvidia.com> * Apply isort and black reformatting Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * update import in scripts Signed-off-by: Maanu Grover <maanug@nvidia.com> * Update baseline Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * revert bad change Signed-off-by: Maanu Grover <maanug@nvidia.com> --------- Signed-off-by: Maanu Grover <maanug@nvidia.com> Signed-off-by: maanug-nv <maanug-nv@users.noreply.github.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: maanug-nv <maanug-nv@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> fix perf plugin CUDA_DEVICE_MAX_CONNECTIONS setting (#11299) * fix Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Docstrings Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Apply isort and black reformatting Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> --------- Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com> Co-authored-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> PTQ via NeMo-Run CLI (#10984) * PTQ support in nemo CLI Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Naming engine vs checkpoint Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> PTQ memory optimization (#11257) * Initial commit Signed-off-by: Piotr Kaminski <pikaminski@nvidia.com> * Apply isort and black reformatting Signed-off-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> * Add sample generate Signed-off-by: Piotr Kaminski <pikaminski@nvidia.com> * Apply isort and black reformatting Signed-off-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> * Nemotron quantization, reduce diff Signed-off-by: Piotr Kaminski <pikaminski@nvidia.com> * Apply isort and black reformatting Signed-off-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> * Reduce diff Signed-off-by: Piotr Kaminski <pikaminski@nvidia.com> * code review suggestions Signed-off-by: Piotr Kaminski <pikaminski@nvidia.com> * Bug fixes Signed-off-by: Piotr Kaminski <pikaminski@nvidia.com> * remove not needed import Signed-off-by: Piotr Kaminski <pikaminski@nvidia.com> * fix model type and allow ddp/optim setup Signed-off-by: Piotr Kaminski <pikaminski@nvidia.com> * Apply isort and black reformatting Signed-off-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> --------- Signed-off-by: Piotr Kaminski <pikaminski@nvidia.com> Signed-off-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> Signed-off-by: Piotr Kamiński <67481570+Laplasjan107@users.noreply.github.com> Co-authored-by: Piotr Kaminski <pikaminski@nvidia.com> Co-authored-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> Co-authored-by: Jan Lasek <janek.lasek@gmail.com> update README.md (#11223) Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> Add `attention_bias` argument in transformer block and transformer layer modules, addressing change in MCore (#11289) * fix api Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix ci Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * add docstring Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> * fix docstring2 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> * fix line too long Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> --------- Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> Co-authored-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> Remove pytorch-lightning (#11306) * update import in docs Signed-off-by: Maanu Grover <maanug@nvidia.com> * update import in tutorials Signed-off-by: Maanu Grover <maanug@nvidia.com> * remove pl requirement Signed-off-by: Maanu Grover <maanug@nvidia.com> * missed import updates Signed-off-by: Maanu Grover <maanug@nvidia.com> --------- Signed-off-by: Maanu Grover <maanug@nvidia.com> Adding multimodal examples (#11279) * Adding multimodal examples * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> --------- Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com> Co-authored-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> Update T5 attention-mask shapes to be compatible with all attention-backend in new TE versions (#11059) * initial commits * updating cicd test * commit for FlashFused T5 from Mcore * testing CICD * update code for data/mock, update mcore commit for dockerfile * fix error * fix error * fix error in nemo/collections/llm/inference/base.py * update t5/data/mock.py * fix cicd erorr * remove unused libs * address Yu Yao's comments * Apply isort and black reformatting Signed-off-by: huvunvidia <huvunvidia@users.noreply.github.com> --------- Signed-off-by: huvunvidia <huvunvidia@users.noreply.github.com> Co-authored-by: Huy Vu2 <huvu@login-eos02.eos.clusters.nvidia.com> Co-authored-by: huvunvidia <huvunvidia@users.noreply.github.com> Add HF untrusted code toggle (#11313) * add trust_remote_code toggle Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> P2p chunk size setting in nemo 2.0 (#11312) * NCCL P2P communication chunk size Signed-off-by: Sangkug Lym <slym@nvidia.com> * NCCL P2P communication chunk size Signed-off-by: Sangkug Lym <slym@nvidia.com> --------- Signed-off-by: Sangkug Lym <slym@nvidia.com> Nemo2 batcheval (#11158) * initial draft for eval api Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add dp to generate Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * Apply isort and black reformatting Signed-off-by: HuiyingLi <HuiyingLi@users.noreply.github.com> * add top_k=1 to defaul inf param to get deterministic output Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * change name Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add eval ds and write to file to llm.generate Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * support standalone input jsonl Signed-off-by: HuiyingLi <willwin.lee@gmail.com> --------- Signed-off-by: HuiyingLi <willwin.lee@gmail.com> Signed-off-by: HuiyingLi <HuiyingLi@users.noreply.github.com> Co-authored-by: HuiyingLi <HuiyingLi@users.noreply.github.com> DoRA (#11104) * initial commit for DoRA Signed-off-by: Chen Cui <chcui@nvidia.com> * clean up code Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * clean up Signed-off-by: Chen Cui <chcui@nvidia.com> * fix TP Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * add dropout correction term Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * add copyright and doc strings Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * fix Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * docstrings Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * docstrings Signed-off-by: Chen Cui <chcui@nvidia.com> * add ci test Signed-off-by: Chen Cui <chcui@nvidia.com> * add ci test Signed-off-by: Chen Cui <chcui@nvidia.com> * typo Signed-off-by: Chen Cui <chcui@nvidia.com> * remove unused code Signed-off-by: Chen Cui <chcui@nvidia.com> * remove commented out code Signed-off-by: Chen Cui <chcui@nvidia.com> * fix Signed-off-by: Chen Cui <chcui@nvidia.com> * bug Signed-off-by: Chen Cui <chcui@nvidia.com> --------- Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> Co-authored-by: cuichenx <cuichenx@users.noreply.github.com> Profiling - support Chakra & Kineto trace dumping (#11115) * Support chakra trace dumping by cfg Signed-off-by: Lily Wang <lilyw@nvidia.com> remove the manual recording of process::init Signed-off-by: Lily Wang <lilyw@nvidia.com> 1. Remove unnecessary kineto config 2. Fix typo Signed-off-by: Lily Wang <lilyw@nvidia.com> Change warning to exception when nsys is enabled with chakra profiling Signed-off-by: Lily Wang <lilyw@nvidia.com> * Apply isort and black reformatting Signed-off-by: pablo-garay <pablo-garay@users.noreply.github.com> * fix bug in identifying profiling start step Signed-off-by: Lily Wang <lilyw@nvidia.com> * Update baseline Signed-off-by: lilyw97 <lilyw97@users.noreply.github.com> * [1]remove unused import [2]switch to use isinstance instead of type() [3]move torch.profiling to function Signed-off-by: Lily Wang <lilyw@nvidia.com> * Apply isort and black reformatting Signed-off-by: lilyw97 <lilyw97@users.noreply.github.com> --------- Signed-off-by: Lily Wang <lilyw@nvidia.com> Signed-off-by: pablo-garay <pablo-garay@users.noreply.github.com> Signed-off-by: lilyw97 <lilyw97@users.noreply.github.com> Signed-off-by: Maanu Grover <109391026+maanug-nv@users.noreply.github.com> Co-authored-by: Lily Wang <lilyw@cw-dfw-cs-001-vscode-01.cm.cluster> Co-authored-by: Pablo Garay <palenq@gmail.com> Co-authored-by: pablo-garay <pablo-garay@users.noreply.github.com> Co-authored-by: lilyw97 <lilyw97@users.noreply.github.com> Co-authored-by: Maanu Grover <109391026+maanug-nv@users.noreply.github.com> NeMo 2.0 SFT PEFT notebooks (#10874) * nemo2-sft notebook initial draft Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * remove mixtral info Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * minor fixes Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * minor fixes Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * minor fixes Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add import_ckpt script and minor changes Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * Random read for tarr files in lhotse dataloaders (#10536) * Random read for tarr files in lhotse dataloaders Signed-off-by: Nune <ntadevosyan@nvidia.com> * Apply isort and black reformatting Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * Solve failled tests Signed-off-by: Nune <ntadevosyan@nvidia.com> * Apply isort and black reformatting Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * Adding a testcase Signed-off-by: Nune <ntadevosyan@nvidia.com> * Apply isort and black reformatting Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * Some changs in tests Signed-off-by: Nune <ntadevosyan@nvidia.com> * Apply isort and black reformatting Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * removing import Signed-off-by: Nune <ntadevosyan@nvidia.com> --------- Signed-off-by: Nune <ntadevosyan@nvidia.com> Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> Co-authored-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com> * training code for hybrid-autoregressive inference model (#10841) * training code for hybrid-autoregressive inference model Signed-off-by: Hainan Xu <hainanx@nvidia.com> * Apply isort and black reformatting Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> --------- Signed-off-by: Hainan Xu <hainanx@nvidia.com> Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com> Co-authored-by: Hainan Xu <hainanx@nvidia.com> Co-authored-by: hainan-xv <hainan-xv@users.noreply.github.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 772faca ! (#10871) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> * Use trainer.local_rank/global_rank (#10860) * fix global_rank calculation Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use trainer's global/local rank Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove stacking operation from batched functions (#10524) * remove stacking operations Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fixes im base class Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * clean up Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * Apply isort and black reformatting Signed-off-by: lilithgrigoryan <lilithgrigoryan@users.noreply.github.com> * remove potentially uninitialized local variable Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * restore batch_intilize states funcname Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix typo Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix potentially uninitialized local variable Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix potentially uninitialized local variable in stateless transduser Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix test Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * Apply isort and black reformatting Signed-off-by: lilithgrigoryan <lilithgrigoryan@users.noreply.github.com> * fix docstring, rm comment Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> * fix dosctrings Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> --------- Signed-off-by: lilithgrigoryan <lgrigoryan@nvidia.com> Signed-off-by: lilithgrigoryan <lilithgrigoryan@users.noreply.github.com> Co-authored-by: lilithgrigoryan <lgrigoryan@nvidia.com> Co-authored-by: lilithgrigoryan <lilithgrigoryan@users.noreply.github.com> * [NeMo-UX] Add llm.generate to nemo.collections.llm (#10471) * Add llm.generate Signed-off-by: Hemil Desai <hemild@nvidia.com> * Remove comment Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fix launching with python Signed-off-by: Hemil Desai <hemild@nvidia.com> * PR feedback Signed-off-by: Hemil Desai <hemild@nvidia.com> * PR feedback Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Add assert cp Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add example script Signed-off-by: Hemil Desai <hemild@nvidia.com> * Fix Signed-off-by: Hemil Desai <hemild@nvidia.com> --------- Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> * Adding support for LightningDataModule inside Fabric-API (#10879) * Make FabricMegatronMixedPrecision match MegatronMixedPrecision Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> * Supporting DataModule in fabric-API Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> * Adding support for LightningDataModule inside Fabric-API Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> * Remove import in mock.py Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> --------- Signed-off-by: Marc Romeijn <mromeijn@nvidia.com> Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com> * initial draft Signed-off-by: smajumdar <titu1994@gmail.com> * Initial local run Signed-off-by: smajumdar <titu1994@gmail.com> * Initial local run Signed-off-by: smajumdar <titu1994@gmail.com> * Initial local run Signed-off-by: smajumdar <titu1994@gmail.com> * Initial local run Signed-off-by: smajumdar <titu1994@gmail.com> * Save yaml config for model in nemo.lightning.io (#10765) * Save yaml config for model in nemo.lightning.io Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fix bug Signed-off-by: Hemil Desai <hemild@nvidia.com> * Fix bug Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix bug Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add explicit yaml comparison Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * relax test Signed-off-by: Hemil Desai <hemild@nvidia.com> --------- Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> * Move collectiob.nlp imports inline for t5 (#10877) * Move collectiob.nlp imports inline for t5 Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> --------- Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com> * add world_size/pp_size runtime check (#10842) * add world_size/pp_size runtime check Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix msg precision Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix test_init_parallel_ranks ws=3 pp=3 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix peft resume (#10887) Signed-off-by: Chen Cui <chcui@nvidia.com> * Update engine build step for TRT-LLM 0.13.0 (#10880) * Setting use_fused_mlp for TRT-LLM >= 0.13.0 Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Unused import removal Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Akoumparouli/nemo ux moe loss logging (#10128) * Move across pipeline loss reduction to a separate function Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add support for MoE loss logging Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove unused function Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * enable vboost and set LM SM margin (#10853) * enable vboost Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * env vars Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * add perf plugin Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Apply isort and black reformatting Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> * revert default executor Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Apply isort and black reformatting Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> * fix typo Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * fix more typo Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * ln margin knob Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Apply isort and black reformatting Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> * specify lm margin Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> * Apply isort and black reformatting Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> --------- Signed-off-by: Malay Nagda <malayn@nvidia.com> Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> Signed-off-by: malay-nagda <164242706+malay-nagda@users.noreply.github.com> Signed-off-by: Jimmy Zhang <jiemingz@nvidia.com> Signed-off-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> Co-authored-by: malay-nagda <malay-nagda@users.noreply.github.com> Co-authored-by: Jimmy Zhang <jiemingz@nvidia.com> Co-authored-by: JimmyZhang12 <JimmyZhang12@users.noreply.github.com> * use _get_extra_te_kwargs_meta in fabric (call mcore's _get_extra_te_k… (#10608) * use _get_extra_te_kwargs_meta in fabric (call mcore's _get_extra_te_kwargs & overwrite device) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * Use torch sdpa implementation in ASR mha (#9590) * use pytorch sdpa Signed-off-by: WoodieDudy <goshagks@gmail.com> * sdpa work Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: titu1994 <titu1994@users.noreply.github.com> * sdpa flag to false & sdpa_backend arg Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * change arg name Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * fix config args Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * add condition on version Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * update condition on version Signed-off-by: WoodieDudy <goshagks@gmail.com> * remove condition on torch version Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * move code to init Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * refactor Signed-off-by: WoodieDudy <goshagks@gmail.com> * Apply isort and black reformatting Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> * refactor Signed-off-by: WoodieDudy <goshagks@gmail.com> --------- Signed-off-by: WoodieDudy <goshagks@gmail.com> Signed-off-by: titu1994 <titu1994@users.noreply.github.com> Signed-off-by: WoodieDudy <WoodieDudy@users.noreply.github.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: titu1994 <titu1994@users.noreply.github.com> Co-authored-by: WoodieDudy <WoodieDudy@users.noreply.github.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> * Add registry to register all needed classes with artifacts in nemo.lightning.io (#10861) * Add registry to register all needed classes with artifacts in nemo.lightning.io Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fixes Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * comments Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Remove cyclic import Signed-off-by: Hemil Desai <hemild@nvidia.com> --------- Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * call __post_init__ after altering config values (#10885) * call __post_init__ after altering config values Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * test fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * turn off SP Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Nemo 2.0 ckpt support in TRT-LLM export (#10891) * fix minor import bug Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Add registry to register all needed classes with artifacts in nemo.lightning.io Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fixes Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * nemo 2.0 support in export to trt-llm Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * get mixing from main Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * fix style Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> --------- Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Co-authored-by: Hemil Desai <hemild@nvidia.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * [Docs] Fix doc warnings, focus on feature and multimodal sections (#10171) * various simple docs source fixes Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * fix docstrings and typing with forward reference Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * Apply isort and black reformatting Signed-off-by: erastorgueva-nv <erastorgueva-nv@users.noreply.github.com> * fix typing forward reference for PromptedAudioToTextLhotseDataset Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> * fix feature warnings Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Try fix some model part errors Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * try add requirements Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * try add requirements Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix indent in docstring Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> * update Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * handle duplicate issue Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * handle duplicate issue Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix imagen cite * fix ratio issues Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix Dreambooth Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Fix activation recomputation Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix sequence packing Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix asr_language_modeling_and_customization Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fixes wip Signed-off-by: Huiying Li <willwin.lee@gmail.com> --------- Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com> Signed-off-by: erastorgueva-nv <erastorgueva-nv@users.noreply.github.com> Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> Signed-off-by: Huiying Li <willwin.lee@gmail.com> Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> Co-authored-by: Elena Rastorgueva <erastorgueva@nvidia.com> Co-authored-by: Elena Rastorgueva <80532067+erastorgueva-nv@users.noreply.github.com> Co-authored-by: erastorgueva-nv <erastorgueva-nv@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> Co-authored-by: Ao Tang <aot@nvidia.com> Co-authored-by: Huiying Li <willwin.lee@gmail.com> * calculate step time batch end-batch end (#10202) * log step time at end Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * use nemo logging Signed-off-by: Malay Nagda <malayn@nvidia.com> * Apply isort and black reformatting Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> * cleanup Signed-off-by: Malay Nagda <malayn@nvidia.com> * check remove Signed-off-by: Malay Nagda <malayn@nvidia.com> * delta timing callback Signed-off-by: Malay Nagda <malayn@nvidia.com> * comment and name change Signed-off-by: Malay Nagda <malayn@nvidia.com> --------- Signed-off-by: Malay Nagda <malayn@nvidia.com> Signed-off-by: malay-nagda <malay-nagda@users.noreply.github.com> Co-authored-by: malay-nagda <malay-nagda@users.noreply.github.com> * late import prettytable (#10912) Signed-off-by: Maanu Grover <maanug@nvidia.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 0d89fc4 ! (#10919) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> * Warning for missing FP8 checkpoint support for vLLM deployment (#10906) Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Add lhotse fixes for rnnt model training and WER hanging issue with f… (#10821) * Add lhotse fixes for rnnt model training and WER hanging issue with f… (#10787) * Add lhotse fixes for rnnt model training and WER hanging issue with fuse batching Signed-off-by: Nithin Rao Koluguri <nithinraok> * Apply isort and black reformatting Signed-off-by: nithinraok <nithinraok@users.noreply.github.com> --------- Signed-off-by: Nithin Rao Koluguri <nithinraok> Signed-off-by: nithinraok <nithinraok@users.noreply.github.com> Co-authored-by: Nithin Rao Koluguri <nithinraok> Co-authored-by: nithinraok <nithinraok@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: nithinraok <nithinraok@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> --------- Signed-off-by: Nithin Rao Koluguri <nithinraok> Signed-off-by: nithinraok <nithinraok@users.noreply.github.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: nithinraok <nithinraok@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * Fix ASR tests (#10794) * Make tests required Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Debug torch.load issue Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Run only necessary tests Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Try fix loading Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Avoid caching fixture Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Try restore model several times Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Try customize temporary directory Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Reorder tests Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Disable one test Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Avoid xxlarge model Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Disable test Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Revert changes Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Magic fix Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Revert unnecessary changes Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Clean up Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Disable all jobs except L0 Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * RNNT alignments - merge with unit tests Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Fix CUDA graph frame-looping decoder to handle non-CUDA inputs Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Fix config Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Log test results Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> * Use less audio files for tests Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> --------- Signed-off-by: Vladimir Bataev <vbataev@nvidia.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * Integrating mcore export (#10238) * Integrating mcore export * Integrating mcore export * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Move trt imports in nemo.collections.llm inside respective functions (#10234) Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add tests for LazyNeMoIterator and fix case with metadata_only=True and offsets in manifest (#10198) * Add tests for LazyNeMoIterator and fix case with manifest_only=True and offsets in manifest Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address code review Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * [NeMo-UX] Fix a serialization bug that prevents users from moving checkpoints (#9939) * perfor serialization using relative paths to allow users to move checkpoints after they're saved Signed-off-by: ashors1 <ashors@nvidia.com> * Apply isort and black reformatting Signed-off-by: ashors1 <ashors1@users.noreply.github.com> * remove unused import Signed-off-by: ashors1 <ashors@nvidia.com> * fix artifact load Signed-off-by: ashors1 <ashors@nvidia.com> * fix path artifact Signed-off-by: ashors1 <ashors@nvidia.com> * remove unused import Signed-off-by: ashors1 <ashors@nvidia.com> --------- Signed-off-by: ashors1 <ashors@nvidia.com> Signed-off-by: ashors1 <ashors1@users.noreply.github.com> Co-authored-by: ashors1 <ashors1@users.noreply.github.com> * Add MemoryProfileCallback (#10166) * Add MemoryProfileCallback Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> * Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> * Remove reference cycles, save snapshot on specific ranks Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> * Remove unnecessary imports Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> * Apply isort and black reformatting Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> * Update docstring Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> --------- Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Signed-off-by: Shriya Rishab <69161273+ShriyaPalsamudram@users.noreply.github.com> Co-authored-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> * Lower bound transformers to support nemotron (#10240) Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> Co-authored-by: Dong Hyuk Chang <donghyukc@nvidia.com> * [Audio] SSL Pretraining framework for flow-matching model for audio processing (#10052) Flow matching generative model with SSL pretraining framework Signed-off-by: Pin-Jui Ku <pku@nvidia.com> Co-authored-by: Kuray107 <Kuray107@users.noreply.github.com> * Revert torchrun fix for model import (#10251) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * [NeMo-UX[ Move nemotron imports inline (#10255) * Move nemotron transformers + tokenizer imports inline to reduce number of required deps Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> --------- Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com> * Wrap CPU model init with megatron_lazy_init_context (#10219) * Wrap CPU model init with megatron_lazy_init_context Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Cleanup checkpoint-dir if saving fails Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * Bump `Dockerfile.ci` (2024-08-22) (#10227) * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 124bcff ! Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> * fix bert flags Signed-off-by: Oliver Koenig <okoenig@nvidia.com> --------- Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> * salm export trtllm (#10245) Signed-off-by: slyne deng <slyned@nvidia.com> Co-authored-by: slyne deng <slyned@nvidia.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to ef85bc9 ! (#10250) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 01ca03f ! (#10266) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Signed-off-by: oliver könig <okoenig@nvidia.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> * Load model in the target export precision by default in PTQ (#10267) * Load model in the target export precision by default Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Enable megatron_amp_O2=true to actually use half-precision Signed-off-by: Jan Lasek <jlasek@nvidia.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> Signed-off-by: Jan Lasek <jlasek@nvidia.com> * Add WandbPlugin, NsysPlugin and PreemptionPlugin to nemo.lightning.run.plugins (#10223) * Add WandbPlugin, NsysPlugin and PreemptionPlugin to nemo.lightning.run.plugins Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Remove duplicate Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add entity to wandb logger Signed-off-by: Hemil Desai <hemild@nvidia.com> * Add documentation Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Add warning Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * PR feedback Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> * Add comments Signed-off-by: Hemil Desai <hemild@nvidia.com> * Apply isort and black reformatting Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> --------- Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> * [NeMo-UX] Handle absolute logger directories in nemo_logger (#10259) * handle absolute and relative logger directories Signed-off-by: Anna Shors <ashors@nvidia.com> * merge lines Signed-off-by: ashors1 <ashors@nvidia.com> --------- Signed-off-by: Anna Shors <ashors@nvidia.com> Signed-off-by: ashors1 <ashors@nvidia.com> * Add sdxl notebook (#10139) * Add sdxl notebook Signed-off-by: mingyuanm <mingyuanm@nvidia.com> * Rename Signed-off-by: mingyuanm <mingyuanm@nvidia.com> * final Update SDXL notebook Signed-off-by: mingyuanm <mingyuanm@nvidia.com> --------- Signed-off-by: mingyuanm <mingyuanm@nvidia.com> * Updating some coments * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Updating some coments * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Updating some coments * Small change * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * ADD support for layernorm1p * Apply isort and black reformatting Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> * Update Dockerfile.ci Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com> * Update Dockerfile.ci Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com> * Update Dockerfile.ci Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com> --------- Signed-off-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> Signed-off-by: Hemil Desai <hemild@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: ashors1 <ashors@nvidia.com> Signed-off-by: ashors1 <ashors1@users.noreply.github.com> Signed-off-by: Shriya Palsamudram <spalsamudram@nvidia.com> Signed-off-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Signed-off-by: Shriya Rishab <69161273+ShriyaPalsamudram@users.noreply.github.com> Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> Signed-off-by: Pin-Jui Ku <pku@nvidia.com> Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: slyne deng <slyned@nvidia.com> Signed-off-by: oliver könig <okoenig@nvidia.com> Signed-off-by: Jan Lasek <janek.lasek@gmail.com> Signed-off-by: Jan Lasek <jlasek@nvidia.com> Signed-off-by: hemildesai <hemildesai@users.noreply.github.com> Signed-off-by: Anna Shors <ashors@nvidia.com> Signed-off-by: mingyuanm <mingyuanm@nvidia.com> Signed-off-by: Shanmugam Ramasamy <111910568+shanmugamr1992@users.noreply.github.com> Co-authored-by: Shanmugam Ramasamy <shanmugamr@login-eos01.eos.clusters.nvidia.com> Co-authored-by: shanmugamr1992 <shanmugamr1992@users.noreply.github.com> Co-authored-by: Hemil Desai <hemild@nvidia.com> Co-authored-by: Piotr Żelasko <petezor@gmail.com> Co-authored-by: Anna Shors <71393111+ashors1@users.noreply.github.com> Co-authored-by: ashors1 <ashors1@users.noreply.github.com> Co-authored-by: Shriya Rishab <69161273+ShriyaPalsamudram@users.noreply.github.com> Co-authored-by: ShriyaPalsamudram <ShriyaPalsamudram@users.noreply.github.com> Co-authored-by: Dong Hyuk Chang <thomaschang26@tutanota.com> Co-authored-by: Dong Hyuk Chang <donghyukc@nvidia.com> Co-authored-by: Kuray107 <pku9@gatech.edu> Co-authored-by: Kuray107 <Kuray107@users.noreply.github.com> Co-authored-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Co-authored-by: marcromeyn <marcromeyn@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: oliver könig <okoenig@nvidia.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> Co-authored-by: Slyne Deng <slynedeng@gmail.com> Co-authored-by: slyne deng <slyned@nvidia.com> Co-authored-by: Jan Lasek <janek.lasek@gmail.com> Co-authored-by: hemildesai <hemildesai@users.noreply.github.com> Co-authored-by: Ming <111467530+Victor49152@users.noreply.github.com> Co-authored-by: Shanmugam Ramasamy <shanmugamr@shanmugamr-mlt.client.nvidia.com> * Fix artifact saving (#10914) Signed-off-by: Hemil Desai <hemild@nvidia.com> * Lora improvement (#10918) * pull out freeze model Signed-off-by: Chen Cui <chcui@nvidia.com> * add wildcard match to lora target modules Signed-off-by: Chen Cui <chcui@nvidia.com> --------- Signed-off-by: Chen Cui <chcui@nvidia.com> * Huvu/t5 nemo2.0 peft (#10916) * adding peft test and cicd * add setting mcore model to train in peft.py * adding test for T5 lora * fix follow Chen's fix * restore cicd-main.yml --------- Co-authored-by: Huy Vu2 <huvu@login-eos02.eos.clusters.nvidia.com> * Add tie_word_embeddings=True (#10710) Signed-off-by: Yoshi Suhara <ysuhara@nvidia.com> * Use a context-manager when opening files (#10895) * Use a context-manager when opening files Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: artbataev <artbataev@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: artbataev <artbataev@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: artbataev <artbataev@users.noreply.github.com> * long context performance numbers in doc (#10784) * long context perf Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * update the long context perf Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Akoumparouli/mcore microbatch calculator fix (#10780) * move tests/lightning/{,_}io Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add microbatch calculator context manager Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use microbatch calculator context manager Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add on_load_checkpoint test to ValidateModelRestoration; use ctx manager to reconfigure microbatch calculator; update save/restore path; add cleanup step at the end Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove unused var Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * remove 8x3b recipes (#10764) * remove 8x3b recipes Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove 8x3b from test_nemo_run Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rm from __init__ Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * change the figure file name Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Accommodating the reviewer's comment Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * update the y-axis title Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * [🤠]: Howdy folks, let's bump `Dockerfile.ci` to 3f90b98 ! (#10789) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: pablo-garay <7166088+pablo-garay@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com> * Add ModelOpt transformer model pruning example for Llama models, default to llama3.1-8b-base (#10294) * Add ModelOpt transformer model pruning example for Llama3 model Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * Apply isort and black reformatting Signed-off-by: shengliangxu <shengliangxu@users.noreply.github.com> Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * examples code is at wrong dir, move them Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * changes as suggested in comment remove some logging and unused config code, update example model to llama3.1 Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * Add pruning of hidden_size into example Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * Apply isort and black reformatting Signed-off-by: shengliangxu <shengliangxu@users.noreply.github.com> Signed-off-by: Shengliang Xu <shengliangx@nvidia.com> * Update examples/nlp/language_modeling/conf/megatron_gpt_prune.yaml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Add pruning test to cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Update cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Update cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Update cicd-main.yml Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Update cicd-main.yml Signed-off-by: Keval Morabia <2891698…

training code for hybrid-autoregressive inference model

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Signed-off-by: Hainan Xu <hainanx@nvidia.com>

github-actions bot added the ASR label Oct 10, 2024

Apply isort and black reformatting

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Signed-off-by: hainan-xv <hainan-xv@users.noreply.github.com>

hainan-xv requested review from artbataev and tbartley94 October 10, 2024 20:34

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hainan-xv merged commit b08d46c into NVIDIA:main Oct 14, 2024
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training code for hybrid-autoregressive inference model #10841

training code for hybrid-autoregressive inference model #10841

hainan-xv commented Oct 10, 2024 •

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training code for hybrid-autoregressive inference model #10841

training code for hybrid-autoregressive inference model #10841

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hainan-xv commented Oct 10, 2024 • edited Loading

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hainan-xv commented Oct 10, 2024 •

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