Random read for tarr files in lhotse dataloaders by nune-tadevosyan · Pull Request #10536 · NVIDIA-NeMo/NeMo

nune-tadevosyan · 2024-09-19T11:13:10Z

What does this PR do ?

Allow random read from tar files when using lhotse dataloaders

Collection: lhotse

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Signed-off-by: Nune <ntadevosyan@nvidia.com>

Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com>

pzelasko

Can you add a unit test to tests/collections/common/test_lhotse_dataloading.py?

You'll need to:

create a new fixture similar to nemo_tarred_manifest_path_multi that has JSON files referencing a subset of the tar file contents.
build a similar test to test_dataloader_from_tarred_nemo_manifest_multi, you can set force_finite=True in the config and iterate a full epoch (until dataloader exhaustion), and check that a) there are no duplicated IDs b) the set of IDs in the batches is equal to the set of IDs in the input JSON manifests.

Signed-off-by: Nune <ntadevosyan@nvidia.com>

…se_random_read

Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com>

Signed-off-by: Nune <ntadevosyan@nvidia.com>

Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com>

pzelasko · 2024-10-01T18:51:51Z

tests/collections/common/test_lhotse_dataloading.py

+    all_items = list(load_jsonl(json_p))
+    tarr_0_data = all_items[:5]
+    tarr_1_data = all_items[5:]
+    subset_items = random.sample(tarr_0_data, 3) + random.sample(tarr_1_data, 3)


make the subsets deterministic for deterministic test outcomes

pzelasko · 2024-10-01T18:54:39Z

tests/collections/common/test_lhotse_dataloading.py

+    dl = get_lhotse_dataloader_from_config(
+        config=config, global_rank=0, world_size=1, dataset=UnsupervisedAudioDataset()
+    )
+    seen_ids = set()


turn this into a list and then convert to set after the dataloader loop to be able to assert that len(list) == len(set) (no duplicates across batches)

Signed-off-by: Nune <ntadevosyan@nvidia.com>

Signed-off-by: nune-tadevosyan <nune-tadevosyan@users.noreply.github.com>

tests/collections/common/test_lhotse_dataloading.py

github-actions · 2024-10-02T13:20:27Z

[🤖]: Hi @nune-tadevosyan 👋,

I just wanted to let you know that, you know, a CICD pipeline for this PR just finished successfully ✨

So it might be time to merge this PR or like to get some approvals 🚀

But I'm just a 🤖 so I'll leave it you what to do next.

Have a great day!

//cc @ko3n1g

Signed-off-by: Nune <ntadevosyan@nvidia.com>

…se_random_read

titu1994 · 2024-10-03T15:49:53Z

nemo/collections/common/data/lhotse/nemo_adapters.py

+                    raw_audio = tar.extractfile(tar_info).read()
+                    yield data, raw_audio, tar_info
+                except KeyError as e:
+                    raise RuntimeError(


@pzelasko I think you mentioned this is handled by bucketing and not to worry about it ?

That wasn't about the mismatches between json and tar files. I meant that you don't need to make everything divisible by 2 or some other number to avoid deadlocks.

pzelasko

LGTM!

github-actions · 2024-10-08T14:18:00Z

[🤖]: Hi @nune-tadevosyan 👋,

We wanted to let you know that a CICD pipeline for this PR just finished successfully

So it might be time to merge this PR or get some approvals

I'm just a bot so I'll leave it you what to do next.

//cc @pablo-garay @ko3n1g

* 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>

* 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> Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com>

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

* 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>

* 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 Koumparouli…

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 …

* 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>

* 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 Koumparouli…

* 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 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 Mo…

Random read for tarr files in lhotse dataloaders

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Random read for tarr files in lhotse dataloaders#10536

Random read for tarr files in lhotse dataloaders#10536
nune-tadevosyan merged 12 commits intomainfrom
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nune-tadevosyan commented Sep 19, 2024 •

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