Sortformer Diarizer 4spk v1 model PR Part 3: Speaker Diarization Mixin#11511
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tango4j merged 48 commits intoNVIDIA-NeMo:mainfrom Dec 18, 2024
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Sortformer Diarizer 4spk v1 model PR Part 3: Speaker Diarization Mixin#11511tango4j merged 48 commits intoNVIDIA-NeMo:mainfrom
tango4j merged 48 commits intoNVIDIA-NeMo:mainfrom
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examples/speaker_tasks/diarization/neural_diarizer/e2e_diarize_speech.py
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…into sortformer/pr_mixin
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…into sortformer/pr_mixin
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Don't forget to add Note that we should make this change after @pzelasko 's PR #11533 is merged. Otherwise it will cause an error. |
| item['rttm_file'] = item.pop('rttm_filepath') | ||
| else: | ||
| item['audio_file'] = os.path.expanduser(item['audio_file']) | ||
| raise ValueError( |
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can we use a default 'None' value for item['rttm_file'] so that users don't have to manually set it to None during inference?
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The way we assign None is now
item['rttm_file'] = None which is copied from https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/common/parts/preprocessing/manifest.py#L165
stevehuang52
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Minor comments, the only necessary change is to move file existence checking after get_full_path.
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Now all the existence check is moved after |
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#11511) * Adding diarization mixin for one click inference Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving CodeQL and Pylint Signed-off-by: taejinp <tango4j@gmail.com> * Resolving CodeQL and Pylint - unsaved files resolved Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused package manifest_utils Signed-off-by: taejinp <tango4j@gmail.com> * Resolved diarization mixin test issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removed commented lines Signed-off-by: taejinp <tango4j@gmail.com> * updating mixins code Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing test_diarizartion.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * moving diarization postprocessing-related stuff to vad_utils.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * Resolving PyLint Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing batch_idx issue in sortformer_diar_models.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * adding sync_dist=True for sortformer validation Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting the comments from PR Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comments from PR 2nd Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved a codeQL unused variable Signed-off-by: taejinp <tango4j@gmail.com> * Now moved existance check after Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Co-authored-by: ipmedenn <ipmedenn@users.noreply.github.com>
BoxiangW
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#11511) * Adding diarization mixin for one click inference Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving CodeQL and Pylint Signed-off-by: taejinp <tango4j@gmail.com> * Resolving CodeQL and Pylint - unsaved files resolved Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused package manifest_utils Signed-off-by: taejinp <tango4j@gmail.com> * Resolved diarization mixin test issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removed commented lines Signed-off-by: taejinp <tango4j@gmail.com> * updating mixins code Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing test_diarizartion.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * moving diarization postprocessing-related stuff to vad_utils.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * Resolving PyLint Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing batch_idx issue in sortformer_diar_models.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * adding sync_dist=True for sortformer validation Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting the comments from PR Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comments from PR 2nd Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved a codeQL unused variable Signed-off-by: taejinp <tango4j@gmail.com> * Now moved existance check after Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Co-authored-by: ipmedenn <ipmedenn@users.noreply.github.com>
BoxiangW
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#11511) * Adding diarization mixin for one click inference Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving CodeQL and Pylint Signed-off-by: taejinp <tango4j@gmail.com> * Resolving CodeQL and Pylint - unsaved files resolved Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused package manifest_utils Signed-off-by: taejinp <tango4j@gmail.com> * Resolved diarization mixin test issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removed commented lines Signed-off-by: taejinp <tango4j@gmail.com> * updating mixins code Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing test_diarizartion.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * moving diarization postprocessing-related stuff to vad_utils.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * Resolving PyLint Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing batch_idx issue in sortformer_diar_models.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * adding sync_dist=True for sortformer validation Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting the comments from PR Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comments from PR 2nd Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved a codeQL unused variable Signed-off-by: taejinp <tango4j@gmail.com> * Now moved existance check after Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Co-authored-by: ipmedenn <ipmedenn@users.noreply.github.com>
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* Add fsdp2 strategy Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> * Add imports Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> * Add init import Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> * Fix mixtral export for NeMo 2.0 (#11532) * Initial commit 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> Co-authored-by: Piotr Kaminski <pikaminski@nvidia.com> Co-authored-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> * Make HFDatasetDataModule a datasets.load_dataset wrapper (#11500) * Make HfDatasetDataModule a datasets.load_dataset wrapper Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add logging Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Update HFDatasetDataModule Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor fixup Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor fixup #2 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * do not expand 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> * fix 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> * doc Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * doc Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add synonym 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> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Add train/val/test attributes Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add test for hf-datamodule Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Import lazily to avoid breaking with older megatron versions Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * bot happy Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * bot happy2 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add doc-strings and collate-fn arg 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> * ci: Bump release workflow (#11544) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Use SHA for cut-off (#11545) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * link to mcore documentation (#11538) Signed-off-by: ashors1 <ashors@nvidia.com> * ci: Adjust inputs for code-freeze workflow (#11550) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Bump release freeze (#11551) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Ko3n1g/ci/commit sha for cutoff (#11553) * ci: Remove token from checkout Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * bump version Signed-off-by: Oliver Koenig <okoenig@nvidia.com> --------- Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Bump code-freeze workflow (#11554) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Bump code freeze workflow (#11557) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Fix deploy conflicts in llm.api (#11367) * Fix llm.deploy api Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix 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> * 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> * perf summary docs link (#11262) Signed-off-by: Malay Nagda <malayn@nvidia.com> Co-authored-by: oliver könig <okoenig@nvidia.com> * Add vlm nemo run scripts (#11394) * update recipe Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix mllama mock ds Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update to use attention bias Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * remove example 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 docstring mock.py Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix docstring language.py 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 docstring language.py 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 docstring mllama/base.py 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> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> * fix docstring mllama/language.py Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * bump mcore Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Add scripts for mllama Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix 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 script Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix pylint Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * revert Dockerfile.ci Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> * add scripts Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * add vlm training test in ci 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 docstring issues Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update script match recipe Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update recipes Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Update mllama_train.py Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> * update mllama 90b recipe Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update to use tmp in ci tests Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update default llava config Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * add nemo run scripts Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix vpp issue 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 cicd Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix cicd 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> * remove duplicated script Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * ci: Add HF cache Signed-off-by: oliver könig <okoenig@nvidia.com> * update to use SP in recipe 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 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * upgrade Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Revert "upgrade" This reverts commit f6ad2cd76abcdd9258cb53a25c788fd658189150. * update neva api Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update neva api Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix neva processing Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix lint 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 data fields Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * few fixes 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> Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> Signed-off-by: oliver könig <okoenig@nvidia.com> Co-authored-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> Co-authored-by: Oliver Koenig <okoenig@nvidia.com> * Add from_dict to HFDatasetDataModule (#11559) * Add from_dict method Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add test_load_from_dict 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> * add test_load_from_dict 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> * Prevent llama3.1 from using Linear interpolation (#11548) * prevent llama3.1 from using linear interpolation * Apply isort and black reformatting Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> --------- Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> Co-authored-by: suiyoubi <suiyoubi@users.noreply.github.com> * [TTS] Add audio and mel codec HF models to docs (#11526) Signed-off-by: Ryan <rlangman@nvidia.com> * Update for NEST release (#11537) * update for nest release Signed-off-by: stevehuang52 <heh@nvidia.com> * make pylint happier Signed-off-by: stevehuang52 <heh@nvidia.com> * fix for lhotse dataloader Signed-off-by: stevehuang52 <heh@nvidia.com> * update yaml Signed-off-by: stevehuang52 <heh@nvidia.com> * minor refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> --------- Signed-off-by: stevehuang52 <heh@nvidia.com> * Merging SpeechLLM development branch (#11462) * Port changes related to SFT text+speech dataloading Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert changes from Canary(nonLLM) code Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add joint text/audio dataloading capability to speechllm Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * include text-only into fprop of training and eval; TODO: text-only predict Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Actually working forward step Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Support for source-target text file pair training for MT+speech Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Include supervision text tokens in audio example's num tokens Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Disable conformer seq len NCCL sync Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Preliminary sampler fusion stragies support: mux/zip/round_robin/randomized_round_robin Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Working V2 version of multimodal dataloading. Each modality gets its own batch settings that can be merged with zip sampler to enjoy max batch sizes for both modalities in a single training step. Each modality runs fwd+bwd in turn to save GPU memory (instead of running fwd separately and bwd together). Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add missing config Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert multimodal grad accum and fix mask padding issue Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add modality weights support via cfg.model.modality_weights Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix for V2 dataloader shuffling CRITICAL Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Restore multimodal grad accum Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix unit tests for multi-sampler configurations Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * nemo gemma to hf conversion (#9629) * adding script for gemma nemo to hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * adding verification for convert_gemma_nemo_to_hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * Apply isort and black reformatting Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> * support FSDP (thank Yifan for early trying) (#10062) Note: as of now, this is still not fully working on the cluster. See above doc for details. Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Fix unit tests after rebasing on recent main Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support megatron_amp_O2 and tp (#10599) * Port changes related to SFT text+speech dataloading Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert changes from Canary(nonLLM) code Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add joint text/audio dataloading capability to speechllm Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * include text-only into fprop of training and eval; TODO: text-only predict Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Actually working forward step Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Support for source-target text file pair training for MT+speech Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Include supervision text tokens in audio example's num tokens Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Disable conformer seq len NCCL sync Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Preliminary sampler fusion stragies support: mux/zip/round_robin/randomized_round_robin Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Working V2 version of multimodal dataloading. Each modality gets its own batch settings that can be merged with zip sampler to enjoy max batch sizes for both modalities in a single training step. Each modality runs fwd+bwd in turn to save GPU memory (instead of running fwd separately and bwd together). Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add missing config Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert multimodal grad accum and fix mask padding issue Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add modality weights support via cfg.model.modality_weights Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix for V2 dataloader shuffling CRITICAL Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Restore multimodal grad accum Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix unit tests for multi-sampler configurations Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * nemo gemma to hf conversion (#9629) * adding script for gemma nemo to hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * adding verification for convert_gemma_nemo_to_hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * Apply isort and black reformatting Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> * support FSDP (thank Yifan for early trying) Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * debug TP deadlock Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * some fixes for fsdp and tp /lustre/fsw/portfolios/llmservice/users/zhehuaic/results/canary-v0_speechllm/prompt_lhmerge5_p2b_oci_FC-GPT_llama_canaryset_b6s4kf-sunolong_noCC_langtemp0.5_dsettemp0.5_lr1e-4wd1e-3_CosineAnnealing_warmup2500_minlr1e-6_gbs2048_mbs16_ep200/error-1417621-0.out /lustre/fsw/portfolios/llmservice/users/zhehuaic/results/canary-v0_speechllm/prompt_lhmerge5_p2b_tp_oci_FC-GPT_llama_canaryset_b6s4kf-sunolong_noCC_langtemp0.5_dsettemp0.5_lr1e-4wd1e-3_CosineAnnealing_warmup2500_minlr1e-6_gbs128_mbs16_ep200/error-1421103-3.out Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * nit fix Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix for llama3.1 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * for llama3.1 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix for inference Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix inference Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix grad accu Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix inference Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * initial impl to support megatron_amp_O2 in salm, bestow, salm-t5 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: Piotr Żelasko <pzelasko@nvidia.com> Co-authored-by: Piotr Żelasko <petezor@gmail.com> Co-authored-by: pzelasko <pzelasko@users.noreply.github.com> Co-authored-by: Krishna Puvvada <93558329+krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> * minor change in dataloader (#10601) * Speechllm dataset basic unit test (#10631) * Basic unit test for speechllm lhotse dataset Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * cleanup Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Unit test for existing speechllm dataset with llama2 prompt format (#10634) Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * [speechllm] Replace TextProcessing with PromptFormatter (#10639) * [speechllm] Replace TextProcessing with PromptFormatter Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Test for tokens_to_generate Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Padding optimization for speechlm dataset Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Multimodal conversation format dataloading (#10683) * Draft implementation of NeMo Multimodal Conversation format Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working data parsing and iteration Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working dataloading with tokenization + prompting Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Collapse consecutive user turns into single turn Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * a few fixes for the new prompt template based dataloader and lora+distributed fused adam (#10701) * Draft implementation of NeMo Multimodal Conversation format Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working data parsing and iteration Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working dataloading with tokenization + prompting Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Collapse consecutive user turns into single turn Signed-off-by: Piotr Żelasko <petezor@gmail.com> * compatible with previous expts Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support gemma Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * handle the case max_seq_length is smaller than input_id length Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix max seq case Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix lora ckpt storing and loading Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * temp fix for distributed fused adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * revert changes in nemo_adapters.py Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Fix tokenize_with_prompt Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Co-authored-by: Piotr Żelasko <petezor@gmail.com> * Mechanism to insert BOS/EOS at the beginning/end of dialog (#10923) * Mechanism to insert BOS/EOS at the beginning/end of dialog Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix Gemma prompt formatter test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add a test specifically for multiturn insertion of bos/eos Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add options to override default map/iterable dataset style selection in lhotse dataloader Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Feature/conversations tarred (#11086) * Multimodal conversation tarring script Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix sharding logic Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix dir creation Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * EMMeTT support in SpeechLLM + tutorial for Lhotse Multimodal Dataloading (#10927) * Preliminary support for oomptimizer Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * OOMptimizer for SpeechLLM Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Initial version of estimate token bins script Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Initial support for multimodal 2d bucketing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Extend to text-to-text oomptimizer Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Preliminary support for Llama2 prompt format in ast+mt Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support for 1D estimate token bins Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support for 1D estimate token bins Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Minor tweaks Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add min/max tokens filter Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Change to bisect_left for bucket idx selection Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add reconfigure_num_microbatches_calculator at the start of train epoch for modular models Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Update lhotse multi-sampler config and make validation datasets finite Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Initial implementation of text+audio training for T5 modular models Signed-off-by: Piotr Żelasko <petezor@gmail.com> * megatron t5 nmt prompt formatter Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes for MT+AST T5 oomptimizer and training Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * configs, fixes, token-per-token filtering * Support text modality in predict_step Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support text data in val/test dl Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix infinite Signed-off-by: Piotr Żelasko <petezor@gmail.com> * prompt format fixes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes in audio supervision Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * remove superficial padding Signed-off-by: Piotr Żelasko <petezor@gmail.com> * test config and prompt context fetching fixes Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * support text-only decoding for salm/bestow Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add unit tests for EMMETT / refactor prompt_format_fn Signed-off-by: Piotr Żelasko <petezor@gmail.com> * make t5nmt prompt formatter auto discoverable Signed-off-by: Piotr Żelasko <petezor@gmail.com> * include token count / tpt filtering in estimate_token_bins Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix max token filter Signed-off-by: Piotr Żelasko <petezor@gmail.com> * some fixes Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * custom mixin for text adapters Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Warmup in oomptimizer-speechlm Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Move oomptimizer-speechllm to separate directory Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Initial cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Refactoring of prompt format fn and length measurement and filtering for data types; improved unit test coverage Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Refactor sampler constraints / filters into sampling.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Tests and support for sampler length measurement of multimodal conversations Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Update estimate_token_bins.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Move estimate_token_bins.py to speech_llm scripts Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Minor tweaks Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes for SpeechLLM dataset Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * Add missing emmett tests Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add tutorial about multimodal lhotse dataloading Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Updated documentation for multimodal dataloading Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Prompt Formatter tutorial Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Review comments Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes for sampling filters None values Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Changes requested by Steve: moving some args to main config namespace in multi config sampler Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Update default configs to the modified config schema Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix omegaconf use issue Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Update the docs to the modified multi config format Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> Co-authored-by: pzelasko <pzelasko@users.noreply.github.com> * Remove old TODO comments Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Remove prompts/fn.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Copyright notices Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Make linter happy Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Make linter happy Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix megatron test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix megatron test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Disable plugin for high entropy strings in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix CodeQL errors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix unit tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix another unit test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix multimodal tests Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * fixes after merging canary2 pr to main Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix headers Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix canary integration test + formatting Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address reviews - add sync_max_audio_length flag for conformer encoder Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Revert change in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Revert change in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Revert change in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address code review Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address Steve's review Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: zhehuaichen <dian.chenzhehuai@gmail.com> Co-authored-by: pzelasko <pzelasko@users.noreply.github.com> Co-authored-by: Krishna Puvvada <93558329+krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: zhehuaichen <139396994+zhehuaichen@users.noreply.github.com> * Sync validation metrics for ASRModel (#11533) * Sync validation metrics for ASRModel Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support sync for single-dataloader case Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * NeMo 2.0 In-framework deployment support (#11523) * nemo 2 support Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Remove unwanted params in DDP init in Megatron Parallel Signed-off-by: Hemil Desai <hemild@nvidia.com> * nemo2 working with query Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * multigpu deployment with nemo2 works Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * add max output lenght Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Remove prints Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Fix merge conflicts Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * readded this file 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: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Co-authored-by: Hemil Desai <hemild@nvidia.com> Co-authored-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * Add SFT/PEFT HF tests (#11519) * Add SFT/PEFT HF tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move hf examples to examples dir Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * bot Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use mini_squad Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use mini_squad Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * add 2gpu DDP Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use labels as passed by the user Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * update samples/ tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rm unused imports Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add tests with subset split names, e.g. train[:100] 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> * add --disable-ckpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use self-hosted-azure-gpus-1 for single-gpu test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add TRANSFORMERS_OFFLINE=1 to hf tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.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> * Fix typo: LocalNonpersitentObject -> LocalNonpersistentObject (#11546) Signed-off-by: Ananth Subramaniam <ansubramania@nvidia.com> * Adding documentation for packed dataset preparation with context para… (#11564) * adding documentation for packed dataset preparation with context parallel Signed-off-by: Lifu Zhang <tomzhanglf@gmail.com> * addressing Anna Shor's comment Signed-off-by: Lifu Zhang <tomzhanglf@gmail.com> --------- Signed-off-by: Lifu Zhang <tomzhanglf@gmail.com> * have micro_batch_size and global_batch_size as class attributes in mock datamodule (#11563) * Revert "Fix the names of two sets of weight and bias in mcore_to_nemo_mapping" (#11560) * Revert "Fix the names of two sets of weight and bias in mcore_to_nemo_mapping (#9628)" This reverts commit 6784db56a03f19f37bc4f37bdf87dabb3fc1acee. * keep underscores Signed-off-by: ashors1 <ashors@nvidia.com> --------- Signed-off-by: ashors1 <ashors@nvidia.com> * add huggingface-based tokenizer support for mixtral HF -> .nemo (#11572) * add huggingface-based tokenizer support Signed-off-by: dimapihtar <dpihtar@gmail.com> * Apply isort and black reformatting Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: dimapihtar <dimapihtar@users.noreply.github.com> * Github Actions tests for Llava Next and modify pretrain recipe to have language model path (#11424) * modified pretrain recipe to have language_model_from_pretrained * ci test for llava next * fixed indent/lint issue in cicd yml file * fix lint issues * Apply isort and black reformatting Signed-off-by: yashaswikarnati <yashaswikarnati@users.noreply.github.com> * Update .github/workflows/cicd-main.yml Co-authored-by: oliver könig <okoenig@nvidia.com> Signed-off-by: Yashaswi Karnati <144376261+yashaswikarnati@users.noreply.github.com> * Update .github/workflows/cicd-main.yml Co-authored-by: oliver könig <okoenig@nvidia.com> Signed-off-by: Yashaswi Karnati <144376261+yashaswikarnati@users.noreply.github.com> --------- Signed-off-by: yashaswikarnati <yashaswikarnati@users.noreply.github.com> Signed-off-by: Yashaswi Karnati <144376261+yashaswikarnati@users.noreply.github.com> Co-authored-by: yashaswikarnati <yashaswikarnati@users.noreply.github.com> Co-authored-by: oliver könig <okoenig@nvidia.com> * Fix SingleDeviceStrategy support in Nsys callback (#11574) * fix for SingleDeviceStrategy Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * mini refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo 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> * remove dialogue scripts and docs (#11577) * remove deprecated scripts Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated docs Signed-off-by: dimapihtar <dpihtar@gmail.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> * add JitTransform (#11131) * add JitTransform Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fixes Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add JiT CB test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove stale imports Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * cleanup Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add jit callback test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix param passing Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use sgd in test_nemo_jit_cb 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> * add thunder call Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Use .compile method to avoid changing module structure 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: akoumpa <akoumpa@users.noreply.github.com> * Use JitConfig Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * thunder setting Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * avoid reentry Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove optional Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rewrite Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor & module_selector 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> Signed-off-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * NeMo 2.0 documentation upgrade (#11235) * update attention Signed-off-by: dimapihtar <dpihtar@gmail.com> * update docs to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * update usage Signed-off-by: dimapihtar <dpihtar@gmail.com> * update parallelism Signed-off-by: dimapihtar <dpihtar@gmail.com> * update parallelism docs Signed-off-by: dimapihtar <dpihtar@gmail.com> * update parallelism docs Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix style Signed-off-by: dimapihtar <dpihtar@gmail.com> * update to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * NeMo 2.0 update Signed-off-by: dimapihtar <dpihtar@gmail.com> * NeMo 2.0 update Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated file Signed-off-by: dimapihtar <dpihtar@gmail.com> * update in respect to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix hyperlinks Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated Signed-off-by: dimapihtar <dpihtar@gmail.com> * update documentation to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix typo Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix punctuation Signed-off-by: dimapihtar <dpihtar@gmail.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> * Remove auto-import of lhotse when importing nemo.collections.common.data (#11578) * Remove auto-import of lhotse when importing nemo.collections.common.data Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix test import Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix example configs (#11571) * Fix example configs Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Fix line length Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> --------- Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * fix (#11575) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * NIM supporting changes for nemo.export for NeMo 2.0 (#11488) * Move torch_dtype_from_precision for independent export module Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Apply isort and black reformatting Signed-off-by: janekl <janekl@users.noreply.github.com> Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Remove unused imports Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix too long lines Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Apply isort and black reformatting Signed-off-by: janekl <janekl@users.noreply.github.com> Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix signature and default for megatron_amp_O2 Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> Signed-off-by: janekl <janekl@users.noreply.github.com> Co-authored-by: Bobby Chen <bobchen@nvidia.com> Co-authored-by: janekl <janekl@users.noreply.github.com> * AED greedy confidence estimation (#11573) * upload Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * Apply isort and black reformatting Signed-off-by: GNroy <GNroy@users.noreply.github.com> * set prompt confidence dtype at initialization Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> --------- Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: GNroy <GNroy@users.noreply.github.com> Co-authored-by: GNroy <GNroy@users.noreply.github.com> * gemma fix (#11587) * Update T5 DataModule regarding Pretrain/Finetune validate (#11584) * update datamodule to have mbs/gbs * update datamodule to have mbs/gbs * 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> * fix llama3 (#11580) * Add Hf nemorun tests (#11566) * minor fixes for recipe Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add peft nemorun script Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add sft script and data module Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * Apply isort and black reformatting Signed-off-by: HuiyingLi <HuiyingLi@users.noreply.github.com> * clean up Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add disable ckpt and data config for tests Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * Apply isort and black reformatting Signed-off-by: HuiyingLi <HuiyingLi@users.noreply.github.com> * add tests to cicd yaml Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * cleanup 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> * [🤖]: Howdy folks, let's bump NeMo-Toolkit to `2.2.0rc0` ! (#11555) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> * Pass the number of experts to modelopt layer spec (#11607) * Pass number of experts to modelopt layer spec Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix too long lines Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Adding changes to asr documentation (#11397) Signed-off-by: Ssofja <sofiakostandian@gmail.com> * Support Cosmos tokenizer TensorRT inference (#11472) * Add cosmos TRT * Add trt run script * Apply isort and black reformatting Signed-off-by: meatybobby <meatybobby@users.noreply.github.com> * Clean code * Fix CodeQL --------- Signed-off-by: meatybobby <meatybobby@users.noreply.github.com> Co-authored-by: meatybobby <meatybobby@users.noreply.github.com> * Neva updates to latest mcore and some fixes (#11565) * api updates and fixes 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 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix arg 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> * add nemo2-sft-peft to readme (#11613) Signed-off-by: Huiying Li <willwin.lee@gmail.com> * Set Minitron width pruning batch size 1 (#11603) Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Disable CP for running Inference using megatron_gpt_eval (#11547) * Disable CP for megatron_gpt_eval * Apply isort and black reformatting Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> * Update examples/nlp/language_modeling/megatron_gpt_eval.py Co-authored-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Ao Tang <mike.tang96@gmail.com> --------- Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> Signed-off-by: Ao Tang <mike.tang96@gmail.com> Co-authored-by: suiyoubi <suiyoubi@users.noreply.github.com> Co-authored-by: Chen Cui <chcui@nvidia.com> * ci: Add `no-fail-fast` mode (#11608) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Chat dataset support (#11423) * chat dataset support Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * add ci test Signed-off-by: Chen Cui <chcui@nvidia.com> * address comment 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> --------- 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> * Sortformer Diarizer 4spk v1 model PR Part 2: Unit-tests for Sortformer Diarizer. (#11336) * Adding the first pr files models and dataset Signed-off-by: taejinp <tango4j@gmail.com> * Tested all unit-test files Signed-off-by: taejinp <tango4j@gmail.com> * Name changes on yaml files and train example Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting comments and removing unnecessary parts for this PR Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Adding docstrings to reflect the PR comments Signed-off-by: taejinp <tango4j@gmail.com> * removed the unused find_first_nonzero Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Fixed all pylint issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving pylint issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removing unused varialbe in audio_to_diar_label.py Signed-off-by: taejinp <tango4j@gmail.com> * Fixed docstrings in training script Signed-off-by: taejinp <tango4j@gmail.com> * Line-too-long issue from Pylint fixed Signed-off-by: taejinp <tango4j@gmail.com> * Adding get_subsegments_scriptable to prevent jit.script error Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Addressed Code-QL issues Signed-off-by: taejinp <tango4j@gmail.com> * Resolved conflicts on bce_loss.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Adding all the diarization reltated unit-tests Signed-off-by: taejinp <tango4j@gmail.com> * Moving speaker task related unit test files to speaker_tasks folder Signed-off-by: taejinp <tango4j@gmail.com> * Fixed uninit variable issue in bce_loss.py spotted by codeQL Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Fixing code-QL issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting PR comments from weiqingw Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Line too long pylint issue resolved in e2e_diarize_speech.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resovled unused variable issue in model test Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comment on Nov 21st 2024. Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused variable import time Signed-off-by: taejinp <tango4j@gmail.com> * Adding docstrings to score_labels() function in der.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting comments on YAML files and model file variable changes. Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Added get_subsegments_scriptable for legacy get_subsegment functions Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved line too long pylint issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Added training and inference CI-tests Signed-off-by: taejinp <tango4j@gmail.com> * Added the missing parse_func in preprocessing/collections.py Signed-off-by: taejinp <tango4j@gmail.com> * Adding the missing parse_func in preprocessing/collections.py Signed-off-by: taejinp <tango4j@gmail.com> * Fixed an indentation error Signed-off-by: taejinp <tango4j@gmail.com> * Resolved multi_bin_acc and bce_loss issues Signed-off-by: taejinp <tango4j@gmail.com> * Resolved line-too-long for msdd_models.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Code QL issues and fixed test errors Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * line too long in audio_to_diar_label.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * resolving CICD test issues Signed-off-by: taejinp <tango4j@gmail.com> * Fixing codeQL issues Signed-off-by: taejinp <tango4j@gmail.com> * Fixed pin memory False for inference Signed-off-by: taejinp <tango4j@gmail.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> * 2x more memory efficient Graph-based RNN-T (#11169) * Optimized Graph-Transducer implementation 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> * Use explicit subpaths in io for exporting a checkpoint (#11352) * Fix llm.export_ckpt 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> * Remove triton requirement (#11627) * Specify pytorch-triton instead of triton Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove triton Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> --------- Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * ci: Remove comment if no changes required anymore (#11624) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Jit with peft (#11586) * move jitransform at the end Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add docstring & post-init Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add remove_extra_batch_keys and remove align_labels Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Run JitTransform on_train_epoch_start Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add --use-torch-jit option Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add docstrings Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pep8 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> * NeMo-UX: add Hf's AutoModelForImageTextToText (#11321) * init commit Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * wip 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> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * peft examp;le 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> * move peft example to multimodal_llm Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * surface HFAutoModelForImageTextToText Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add hf vlm dataset Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move processor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * train_log -> train_loss Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * vlm.HFDatasetDataModule pass collate_fn as argument Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Update peft example Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove unused var Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Move example Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * remove unused Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Small change Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Fix loss calculation Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add extract_skipped_token_ids Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Use vlm.HFAutoModelForImageTextToText.extract_skipped_token_ids Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Update logits/labels handling Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add trust_remote_code to configure_processor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * mini refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add LLAMA_TOKENS Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * update hf_dataset Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add lora_dtype for models with non-FP weights Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add load_in_4bit option Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add default_dtype Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add load_in_4bit to llm collection Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rm import Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix asset path Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move vlm test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move data offline Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use signel gpu Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pylint fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pylint Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pylint Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * drop align_labels Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove align_labels from llm too Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use loss * mask instead of loss[mask == 1] Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix path 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> Signed-off-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * ci: Bump release workflow (#11635) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Add fix docstring for speech commands (#11638) Signed-off-by: smajumdar <titu1994@gmail.com> * Fixing Multi_Task_Adapters.ipynb by replacing canary2 with canary_custom (#11641) Signed-off-by: Weiqing Wang <weiqingw@nvidia.com> * fixed config name in online augmentation tutorial (#11628) Signed-off-by: Rauf <rnasretdinov@nvidia.com> * fix default nodes (#11632) * add renormalize_blend_weights param (#11647) Signed-off-by: dimapihtar <dpihtar@gmail.com> * Sortformer Diarizer 4spk v1 model PR Part 3: Speaker Diarization Mixin (#11511) * Adding diarization mixin for one click inference Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tan…
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#11511) * Adding diarization mixin for one click inference Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving CodeQL and Pylint Signed-off-by: taejinp <tango4j@gmail.com> * Resolving CodeQL and Pylint - unsaved files resolved Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused package manifest_utils Signed-off-by: taejinp <tango4j@gmail.com> * Resolved diarization mixin test issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removed commented lines Signed-off-by: taejinp <tango4j@gmail.com> * updating mixins code Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing test_diarizartion.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * moving diarization postprocessing-related stuff to vad_utils.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * Resolving PyLint Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing batch_idx issue in sortformer_diar_models.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * adding sync_dist=True for sortformer validation Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting the comments from PR Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comments from PR 2nd Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved a codeQL unused variable Signed-off-by: taejinp <tango4j@gmail.com> * Now moved existance check after Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Co-authored-by: ipmedenn <ipmedenn@users.noreply.github.com> Signed-off-by: Abhinav Garg <abhgarg@nvidia.com>
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Jan 30, 2025
* Add fsdp2 strategy Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> * Add imports Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> * Add init import Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> * Fix mixtral export for NeMo 2.0 (#11532) * Initial commit 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> Co-authored-by: Piotr Kaminski <pikaminski@nvidia.com> Co-authored-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> * Make HFDatasetDataModule a datasets.load_dataset wrapper (#11500) * Make HfDatasetDataModule a datasets.load_dataset wrapper Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add logging Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Update HFDatasetDataModule Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor fixup Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor fixup #2 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * do not expand 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> * fix 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> * doc Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * doc Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add synonym 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> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Add train/val/test attributes Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add test for hf-datamodule Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Import lazily to avoid breaking with older megatron versions Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * bot happy Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * bot happy2 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add doc-strings and collate-fn arg 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> * ci: Bump release workflow (#11544) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Use SHA for cut-off (#11545) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * link to mcore documentation (#11538) Signed-off-by: ashors1 <ashors@nvidia.com> * ci: Adjust inputs for code-freeze workflow (#11550) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Bump release freeze (#11551) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Ko3n1g/ci/commit sha for cutoff (#11553) * ci: Remove token from checkout Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * bump version Signed-off-by: Oliver Koenig <okoenig@nvidia.com> --------- Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Bump code-freeze workflow (#11554) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Bump code freeze workflow (#11557) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Fix deploy conflicts in llm.api (#11367) * Fix llm.deploy api Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix 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> * 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> * perf summary docs link (#11262) Signed-off-by: Malay Nagda <malayn@nvidia.com> Co-authored-by: oliver könig <okoenig@nvidia.com> * Add vlm nemo run scripts (#11394) * update recipe Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix mllama mock ds Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update to use attention bias Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * remove example 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 docstring mock.py Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix docstring language.py 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 docstring language.py 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 docstring mllama/base.py 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> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> * fix docstring mllama/language.py Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * bump mcore Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Add scripts for mllama Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix 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 script Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix pylint Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * revert Dockerfile.ci Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> * add scripts Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * add vlm training test in ci 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 docstring issues Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update script match recipe Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update recipes Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Update mllama_train.py Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> * update mllama 90b recipe Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update to use tmp in ci tests Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update default llava config Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * add nemo run scripts Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix vpp issue 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 cicd Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix cicd 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> * remove duplicated script Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * ci: Add HF cache Signed-off-by: oliver könig <okoenig@nvidia.com> * update to use SP in recipe 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 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * upgrade Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Revert "upgrade" This reverts commit f6ad2cd76abcdd9258cb53a25c788fd658189150. * update neva api Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update neva api Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix neva processing Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix lint 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 data fields Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * few fixes 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> Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> Signed-off-by: oliver könig <okoenig@nvidia.com> Co-authored-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> Co-authored-by: Oliver Koenig <okoenig@nvidia.com> * Add from_dict to HFDatasetDataModule (#11559) * Add from_dict method Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add test_load_from_dict 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> * add test_load_from_dict 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> * Prevent llama3.1 from using Linear interpolation (#11548) * prevent llama3.1 from using linear interpolation * Apply isort and black reformatting Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> --------- Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> Co-authored-by: suiyoubi <suiyoubi@users.noreply.github.com> * [TTS] Add audio and mel codec HF models to docs (#11526) Signed-off-by: Ryan <rlangman@nvidia.com> * Update for NEST release (#11537) * update for nest release Signed-off-by: stevehuang52 <heh@nvidia.com> * make pylint happier Signed-off-by: stevehuang52 <heh@nvidia.com> * fix for lhotse dataloader Signed-off-by: stevehuang52 <heh@nvidia.com> * update yaml Signed-off-by: stevehuang52 <heh@nvidia.com> * minor refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> --------- Signed-off-by: stevehuang52 <heh@nvidia.com> * Merging SpeechLLM development branch (#11462) * Port changes related to SFT text+speech dataloading Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert changes from Canary(nonLLM) code Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add joint text/audio dataloading capability to speechllm Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * include text-only into fprop of training and eval; TODO: text-only predict Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Actually working forward step Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Support for source-target text file pair training for MT+speech Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Include supervision text tokens in audio example's num tokens Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Disable conformer seq len NCCL sync Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Preliminary sampler fusion stragies support: mux/zip/round_robin/randomized_round_robin Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Working V2 version of multimodal dataloading. Each modality gets its own batch settings that can be merged with zip sampler to enjoy max batch sizes for both modalities in a single training step. Each modality runs fwd+bwd in turn to save GPU memory (instead of running fwd separately and bwd together). Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add missing config Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert multimodal grad accum and fix mask padding issue Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add modality weights support via cfg.model.modality_weights Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix for V2 dataloader shuffling CRITICAL Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Restore multimodal grad accum Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix unit tests for multi-sampler configurations Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * nemo gemma to hf conversion (#9629) * adding script for gemma nemo to hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * adding verification for convert_gemma_nemo_to_hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * Apply isort and black reformatting Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> * support FSDP (thank Yifan for early trying) (#10062) Note: as of now, this is still not fully working on the cluster. See above doc for details. Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Fix unit tests after rebasing on recent main Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support megatron_amp_O2 and tp (#10599) * Port changes related to SFT text+speech dataloading Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert changes from Canary(nonLLM) code Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add joint text/audio dataloading capability to speechllm Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * include text-only into fprop of training and eval; TODO: text-only predict Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Actually working forward step Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Support for source-target text file pair training for MT+speech Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Include supervision text tokens in audio example's num tokens Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Disable conformer seq len NCCL sync Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Preliminary sampler fusion stragies support: mux/zip/round_robin/randomized_round_robin Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Working V2 version of multimodal dataloading. Each modality gets its own batch settings that can be merged with zip sampler to enjoy max batch sizes for both modalities in a single training step. Each modality runs fwd+bwd in turn to save GPU memory (instead of running fwd separately and bwd together). Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add missing config Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert multimodal grad accum and fix mask padding issue Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add modality weights support via cfg.model.modality_weights Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix for V2 dataloader shuffling CRITICAL Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Restore multimodal grad accum Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix unit tests for multi-sampler configurations Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * nemo gemma to hf conversion (#9629) * adding script for gemma nemo to hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * adding verification for convert_gemma_nemo_to_hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * Apply isort and black reformatting Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> * support FSDP (thank Yifan for early trying) Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * debug TP deadlock Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * some fixes for fsdp and tp /lustre/fsw/portfolios/llmservice/users/zhehuaic/results/canary-v0_speechllm/prompt_lhmerge5_p2b_oci_FC-GPT_llama_canaryset_b6s4kf-sunolong_noCC_langtemp0.5_dsettemp0.5_lr1e-4wd1e-3_CosineAnnealing_warmup2500_minlr1e-6_gbs2048_mbs16_ep200/error-1417621-0.out /lustre/fsw/portfolios/llmservice/users/zhehuaic/results/canary-v0_speechllm/prompt_lhmerge5_p2b_tp_oci_FC-GPT_llama_canaryset_b6s4kf-sunolong_noCC_langtemp0.5_dsettemp0.5_lr1e-4wd1e-3_CosineAnnealing_warmup2500_minlr1e-6_gbs128_mbs16_ep200/error-1421103-3.out Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * nit fix Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix for llama3.1 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * for llama3.1 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix for inference Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix inference Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix grad accu Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix inference Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * initial impl to support megatron_amp_O2 in salm, bestow, salm-t5 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: Piotr Żelasko <pzelasko@nvidia.com> Co-authored-by: Piotr Żelasko <petezor@gmail.com> Co-authored-by: pzelasko <pzelasko@users.noreply.github.com> Co-authored-by: Krishna Puvvada <93558329+krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> * minor change in dataloader (#10601) * Speechllm dataset basic unit test (#10631) * Basic unit test for speechllm lhotse dataset Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * cleanup Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Unit test for existing speechllm dataset with llama2 prompt format (#10634) Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * [speechllm] Replace TextProcessing with PromptFormatter (#10639) * [speechllm] Replace TextProcessing with PromptFormatter Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Test for tokens_to_generate Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Padding optimization for speechlm dataset Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Multimodal conversation format dataloading (#10683) * Draft implementation of NeMo Multimodal Conversation format Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working data parsing and iteration Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working dataloading with tokenization + prompting Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Collapse consecutive user turns into single turn Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * a few fixes for the new prompt template based dataloader and lora+distributed fused adam (#10701) * Draft implementation of NeMo Multimodal Conversation format Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working data parsing and iteration Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working dataloading with tokenization + prompting Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Collapse consecutive user turns into single turn Signed-off-by: Piotr Żelasko <petezor@gmail.com> * compatible with previous expts Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support gemma Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * handle the case max_seq_length is smaller than input_id length Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix max seq case Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix lora ckpt storing and loading Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * temp fix for distributed fused adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * revert changes in nemo_adapters.py Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Fix tokenize_with_prompt Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Co-authored-by: Piotr Żelasko <petezor@gmail.com> * Mechanism to insert BOS/EOS at the beginning/end of dialog (#10923) * Mechanism to insert BOS/EOS at the beginning/end of dialog Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix Gemma prompt formatter test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add a test specifically for multiturn insertion of bos/eos Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add options to override default map/iterable dataset style selection in lhotse dataloader Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Feature/conversations tarred (#11086) * Multimodal conversation tarring script Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix sharding logic Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix dir creation Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * EMMeTT support in SpeechLLM + tutorial for Lhotse Multimodal Dataloading (#10927) * Preliminary support for oomptimizer Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * OOMptimizer for SpeechLLM Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Initial version of estimate token bins script Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Initial support for multimodal 2d bucketing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Extend to text-to-text oomptimizer Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Preliminary support for Llama2 prompt format in ast+mt Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support for 1D estimate token bins Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support for 1D estimate token bins Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Minor tweaks Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add min/max tokens filter Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Change to bisect_left for bucket idx selection Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add reconfigure_num_microbatches_calculator at the start of train epoch for modular models Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Update lhotse multi-sampler config and make validation datasets finite Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Initial implementation of text+audio training for T5 modular models Signed-off-by: Piotr Żelasko <petezor@gmail.com> * megatron t5 nmt prompt formatter Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes for MT+AST T5 oomptimizer and training Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * configs, fixes, token-per-token filtering * Support text modality in predict_step Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support text data in val/test dl Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix infinite Signed-off-by: Piotr Żelasko <petezor@gmail.com> * prompt format fixes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes in audio supervision Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * remove superficial padding Signed-off-by: Piotr Żelasko <petezor@gmail.com> * test config and prompt context fetching fixes Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * support text-only decoding for salm/bestow Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add unit tests for EMMETT / refactor prompt_format_fn Signed-off-by: Piotr Żelasko <petezor@gmail.com> * make t5nmt prompt formatter auto discoverable Signed-off-by: Piotr Żelasko <petezor@gmail.com> * include token count / tpt filtering in estimate_token_bins Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix max token filter Signed-off-by: Piotr Żelasko <petezor@gmail.com> * some fixes Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * custom mixin for text adapters Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Warmup in oomptimizer-speechlm Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Move oomptimizer-speechllm to separate directory Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Initial cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Refactoring of prompt format fn and length measurement and filtering for data types; improved unit test coverage Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Refactor sampler constraints / filters into sampling.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Tests and support for sampler length measurement of multimodal conversations Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Update estimate_token_bins.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Move estimate_token_bins.py to speech_llm scripts Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Minor tweaks Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes for SpeechLLM dataset Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * Add missing emmett tests Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add tutorial about multimodal lhotse dataloading Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Updated documentation for multimodal dataloading Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Prompt Formatter tutorial Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Review comments Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes for sampling filters None values Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Changes requested by Steve: moving some args to main config namespace in multi config sampler Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Update default configs to the modified config schema Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix omegaconf use issue Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Update the docs to the modified multi config format Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> Co-authored-by: pzelasko <pzelasko@users.noreply.github.com> * Remove old TODO comments Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Remove prompts/fn.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Copyright notices Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Make linter happy Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Make linter happy Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix megatron test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix megatron test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Disable plugin for high entropy strings in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix CodeQL errors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix unit tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix another unit test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix multimodal tests Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * fixes after merging canary2 pr to main Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix headers Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix canary integration test + formatting Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address reviews - add sync_max_audio_length flag for conformer encoder Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Revert change in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Revert change in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Revert change in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address code review Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address Steve's review Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: zhehuaichen <dian.chenzhehuai@gmail.com> Co-authored-by: pzelasko <pzelasko@users.noreply.github.com> Co-authored-by: Krishna Puvvada <93558329+krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: zhehuaichen <139396994+zhehuaichen@users.noreply.github.com> * Sync validation metrics for ASRModel (#11533) * Sync validation metrics for ASRModel Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support sync for single-dataloader case Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * NeMo 2.0 In-framework deployment support (#11523) * nemo 2 support Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Remove unwanted params in DDP init in Megatron Parallel Signed-off-by: Hemil Desai <hemild@nvidia.com> * nemo2 working with query Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * multigpu deployment with nemo2 works Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * add max output lenght Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Remove prints Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Fix merge conflicts Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * readded this file 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: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Co-authored-by: Hemil Desai <hemild@nvidia.com> Co-authored-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * Add SFT/PEFT HF tests (#11519) * Add SFT/PEFT HF tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move hf examples to examples dir Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * bot Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use mini_squad Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use mini_squad Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * add 2gpu DDP Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use labels as passed by the user Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * update samples/ tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rm unused imports Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add tests with subset split names, e.g. train[:100] 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> * add --disable-ckpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use self-hosted-azure-gpus-1 for single-gpu test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add TRANSFORMERS_OFFLINE=1 to hf tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.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> * Fix typo: LocalNonpersitentObject -> LocalNonpersistentObject (#11546) Signed-off-by: Ananth Subramaniam <ansubramania@nvidia.com> * Adding documentation for packed dataset preparation with context para… (#11564) * adding documentation for packed dataset preparation with context parallel Signed-off-by: Lifu Zhang <tomzhanglf@gmail.com> * addressing Anna Shor's comment Signed-off-by: Lifu Zhang <tomzhanglf@gmail.com> --------- Signed-off-by: Lifu Zhang <tomzhanglf@gmail.com> * have micro_batch_size and global_batch_size as class attributes in mock datamodule (#11563) * Revert "Fix the names of two sets of weight and bias in mcore_to_nemo_mapping" (#11560) * Revert "Fix the names of two sets of weight and bias in mcore_to_nemo_mapping (#9628)" This reverts commit 6784db56a03f19f37bc4f37bdf87dabb3fc1acee. * keep underscores Signed-off-by: ashors1 <ashors@nvidia.com> --------- Signed-off-by: ashors1 <ashors@nvidia.com> * add huggingface-based tokenizer support for mixtral HF -> .nemo (#11572) * add huggingface-based tokenizer support Signed-off-by: dimapihtar <dpihtar@gmail.com> * Apply isort and black reformatting Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: dimapihtar <dimapihtar@users.noreply.github.com> * Github Actions tests for Llava Next and modify pretrain recipe to have language model path (#11424) * modified pretrain recipe to have language_model_from_pretrained * ci test for llava next * fixed indent/lint issue in cicd yml file * fix lint issues * Apply isort and black reformatting Signed-off-by: yashaswikarnati <yashaswikarnati@users.noreply.github.com> * Update .github/workflows/cicd-main.yml Co-authored-by: oliver könig <okoenig@nvidia.com> Signed-off-by: Yashaswi Karnati <144376261+yashaswikarnati@users.noreply.github.com> * Update .github/workflows/cicd-main.yml Co-authored-by: oliver könig <okoenig@nvidia.com> Signed-off-by: Yashaswi Karnati <144376261+yashaswikarnati@users.noreply.github.com> --------- Signed-off-by: yashaswikarnati <yashaswikarnati@users.noreply.github.com> Signed-off-by: Yashaswi Karnati <144376261+yashaswikarnati@users.noreply.github.com> Co-authored-by: yashaswikarnati <yashaswikarnati@users.noreply.github.com> Co-authored-by: oliver könig <okoenig@nvidia.com> * Fix SingleDeviceStrategy support in Nsys callback (#11574) * fix for SingleDeviceStrategy Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * mini refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo 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> * remove dialogue scripts and docs (#11577) * remove deprecated scripts Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated docs Signed-off-by: dimapihtar <dpihtar@gmail.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> * add JitTransform (#11131) * add JitTransform Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fixes Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add JiT CB test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove stale imports Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * cleanup Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add jit callback test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix param passing Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use sgd in test_nemo_jit_cb 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> * add thunder call Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Use .compile method to avoid changing module structure 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: akoumpa <akoumpa@users.noreply.github.com> * Use JitConfig Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * thunder setting Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * avoid reentry Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove optional Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rewrite Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor & module_selector 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> Signed-off-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * NeMo 2.0 documentation upgrade (#11235) * update attention Signed-off-by: dimapihtar <dpihtar@gmail.com> * update docs to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * update usage Signed-off-by: dimapihtar <dpihtar@gmail.com> * update parallelism Signed-off-by: dimapihtar <dpihtar@gmail.com> * update parallelism docs Signed-off-by: dimapihtar <dpihtar@gmail.com> * update parallelism docs Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix style Signed-off-by: dimapihtar <dpihtar@gmail.com> * update to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * NeMo 2.0 update Signed-off-by: dimapihtar <dpihtar@gmail.com> * NeMo 2.0 update Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated file Signed-off-by: dimapihtar <dpihtar@gmail.com> * update in respect to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix hyperlinks Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated Signed-off-by: dimapihtar <dpihtar@gmail.com> * update documentation to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix typo Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix punctuation Signed-off-by: dimapihtar <dpihtar@gmail.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> * Remove auto-import of lhotse when importing nemo.collections.common.data (#11578) * Remove auto-import of lhotse when importing nemo.collections.common.data Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix test import Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix example configs (#11571) * Fix example configs Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Fix line length Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> --------- Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * fix (#11575) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * NIM supporting changes for nemo.export for NeMo 2.0 (#11488) * Move torch_dtype_from_precision for independent export module Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Apply isort and black reformatting Signed-off-by: janekl <janekl@users.noreply.github.com> Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Remove unused imports Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix too long lines Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Apply isort and black reformatting Signed-off-by: janekl <janekl@users.noreply.github.com> Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix signature and default for megatron_amp_O2 Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> Signed-off-by: janekl <janekl@users.noreply.github.com> Co-authored-by: Bobby Chen <bobchen@nvidia.com> Co-authored-by: janekl <janekl@users.noreply.github.com> * AED greedy confidence estimation (#11573) * upload Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * Apply isort and black reformatting Signed-off-by: GNroy <GNroy@users.noreply.github.com> * set prompt confidence dtype at initialization Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> --------- Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: GNroy <GNroy@users.noreply.github.com> Co-authored-by: GNroy <GNroy@users.noreply.github.com> * gemma fix (#11587) * Update T5 DataModule regarding Pretrain/Finetune validate (#11584) * update datamodule to have mbs/gbs * update datamodule to have mbs/gbs * 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> * fix llama3 (#11580) * Add Hf nemorun tests (#11566) * minor fixes for recipe Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add peft nemorun script Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add sft script and data module Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * Apply isort and black reformatting Signed-off-by: HuiyingLi <HuiyingLi@users.noreply.github.com> * clean up Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add disable ckpt and data config for tests Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * Apply isort and black reformatting Signed-off-by: HuiyingLi <HuiyingLi@users.noreply.github.com> * add tests to cicd yaml Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * cleanup 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> * [🤖]: Howdy folks, let's bump NeMo-Toolkit to `2.2.0rc0` ! (#11555) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> * Pass the number of experts to modelopt layer spec (#11607) * Pass number of experts to modelopt layer spec Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix too long lines Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Adding changes to asr documentation (#11397) Signed-off-by: Ssofja <sofiakostandian@gmail.com> * Support Cosmos tokenizer TensorRT inference (#11472) * Add cosmos TRT * Add trt run script * Apply isort and black reformatting Signed-off-by: meatybobby <meatybobby@users.noreply.github.com> * Clean code * Fix CodeQL --------- Signed-off-by: meatybobby <meatybobby@users.noreply.github.com> Co-authored-by: meatybobby <meatybobby@users.noreply.github.com> * Neva updates to latest mcore and some fixes (#11565) * api updates and fixes 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 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix arg 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> * add nemo2-sft-peft to readme (#11613) Signed-off-by: Huiying Li <willwin.lee@gmail.com> * Set Minitron width pruning batch size 1 (#11603) Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Disable CP for running Inference using megatron_gpt_eval (#11547) * Disable CP for megatron_gpt_eval * Apply isort and black reformatting Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> * Update examples/nlp/language_modeling/megatron_gpt_eval.py Co-authored-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Ao Tang <mike.tang96@gmail.com> --------- Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> Signed-off-by: Ao Tang <mike.tang96@gmail.com> Co-authored-by: suiyoubi <suiyoubi@users.noreply.github.com> Co-authored-by: Chen Cui <chcui@nvidia.com> * ci: Add `no-fail-fast` mode (#11608) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Chat dataset support (#11423) * chat dataset support Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * add ci test Signed-off-by: Chen Cui <chcui@nvidia.com> * address comment 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> --------- 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> * Sortformer Diarizer 4spk v1 model PR Part 2: Unit-tests for Sortformer Diarizer. (#11336) * Adding the first pr files models and dataset Signed-off-by: taejinp <tango4j@gmail.com> * Tested all unit-test files Signed-off-by: taejinp <tango4j@gmail.com> * Name changes on yaml files and train example Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting comments and removing unnecessary parts for this PR Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Adding docstrings to reflect the PR comments Signed-off-by: taejinp <tango4j@gmail.com> * removed the unused find_first_nonzero Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Fixed all pylint issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving pylint issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removing unused varialbe in audio_to_diar_label.py Signed-off-by: taejinp <tango4j@gmail.com> * Fixed docstrings in training script Signed-off-by: taejinp <tango4j@gmail.com> * Line-too-long issue from Pylint fixed Signed-off-by: taejinp <tango4j@gmail.com> * Adding get_subsegments_scriptable to prevent jit.script error Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Addressed Code-QL issues Signed-off-by: taejinp <tango4j@gmail.com> * Resolved conflicts on bce_loss.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Adding all the diarization reltated unit-tests Signed-off-by: taejinp <tango4j@gmail.com> * Moving speaker task related unit test files to speaker_tasks folder Signed-off-by: taejinp <tango4j@gmail.com> * Fixed uninit variable issue in bce_loss.py spotted by codeQL Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Fixing code-QL issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting PR comments from weiqingw Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Line too long pylint issue resolved in e2e_diarize_speech.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resovled unused variable issue in model test Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comment on Nov 21st 2024. Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused variable import time Signed-off-by: taejinp <tango4j@gmail.com> * Adding docstrings to score_labels() function in der.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting comments on YAML files and model file variable changes. Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Added get_subsegments_scriptable for legacy get_subsegment functions Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved line too long pylint issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Added training and inference CI-tests Signed-off-by: taejinp <tango4j@gmail.com> * Added the missing parse_func in preprocessing/collections.py Signed-off-by: taejinp <tango4j@gmail.com> * Adding the missing parse_func in preprocessing/collections.py Signed-off-by: taejinp <tango4j@gmail.com> * Fixed an indentation error Signed-off-by: taejinp <tango4j@gmail.com> * Resolved multi_bin_acc and bce_loss issues Signed-off-by: taejinp <tango4j@gmail.com> * Resolved line-too-long for msdd_models.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Code QL issues and fixed test errors Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * line too long in audio_to_diar_label.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * resolving CICD test issues Signed-off-by: taejinp <tango4j@gmail.com> * Fixing codeQL issues Signed-off-by: taejinp <tango4j@gmail.com> * Fixed pin memory False for inference Signed-off-by: taejinp <tango4j@gmail.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> * 2x more memory efficient Graph-based RNN-T (#11169) * Optimized Graph-Transducer implementation 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> * Use explicit subpaths in io for exporting a checkpoint (#11352) * Fix llm.export_ckpt 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> * Remove triton requirement (#11627) * Specify pytorch-triton instead of triton Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove triton Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> --------- Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * ci: Remove comment if no changes required anymore (#11624) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Jit with peft (#11586) * move jitransform at the end Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add docstring & post-init Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add remove_extra_batch_keys and remove align_labels Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Run JitTransform on_train_epoch_start Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add --use-torch-jit option Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add docstrings Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pep8 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> * NeMo-UX: add Hf's AutoModelForImageTextToText (#11321) * init commit Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * wip 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> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * peft examp;le 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> * move peft example to multimodal_llm Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * surface HFAutoModelForImageTextToText Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add hf vlm dataset Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move processor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * train_log -> train_loss Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * vlm.HFDatasetDataModule pass collate_fn as argument Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Update peft example Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove unused var Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Move example Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * remove unused Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Small change Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Fix loss calculation Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add extract_skipped_token_ids Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Use vlm.HFAutoModelForImageTextToText.extract_skipped_token_ids Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Update logits/labels handling Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add trust_remote_code to configure_processor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * mini refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add LLAMA_TOKENS Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * update hf_dataset Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add lora_dtype for models with non-FP weights Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add load_in_4bit option Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add default_dtype Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add load_in_4bit to llm collection Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rm import Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix asset path Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move vlm test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move data offline Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use signel gpu Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pylint fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pylint Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pylint Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * drop align_labels Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove align_labels from llm too Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use loss * mask instead of loss[mask == 1] Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix path 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> Signed-off-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * ci: Bump release workflow (#11635) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Add fix docstring for speech commands (#11638) Signed-off-by: smajumdar <titu1994@gmail.com> * Fixing Multi_Task_Adapters.ipynb by replacing canary2 with canary_custom (#11641) Signed-off-by: Weiqing Wang <weiqingw@nvidia.com> * fixed config name in online augmentation tutorial (#11628) Signed-off-by: Rauf <rnasretdinov@nvidia.com> * fix default nodes (#11632) * add renormalize_blend_weights param (#11647) Signed-off-by: dimapihtar <dpihtar@gmail.com> * Sortformer Diarizer 4spk v1 model PR Part 3: Speaker Diarization Mixin (#11511) * Adding diarization mixin for one click inference Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving CodeQL and Pylint Signed-off-by: taejinp <tango4j@gmail.com> * Resolving CodeQL and Pylint - unsaved files resolved Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused package manifest_utils Signed-off-by: taejinp <tango4j@gmail.com> * Resolved diarization mixin test issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removed commented lines Signed-off-by: taejinp <tango4j@gmail.com> * updating mixins code Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing test_diarizartion.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * moving diarization postprocessing-related stuff to vad_utils.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * Resolving PyLint Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing batch_idx issue in sortformer_diar_models.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * adding sync_dist=True for sortformer validation Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting the comments from PR Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comments from PR 2nd Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved a codeQL unused variable Signed-off-by: taejinp <tango4j@gmail.com> * Now moved existance check after Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Co-authored-by: ipmedenn <ipmedenn@users.noreply.github.c…
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Feb 10, 2025
NVIDIA-NeMo#11511) * Adding diarization mixin for one click inference Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving CodeQL and Pylint Signed-off-by: taejinp <tango4j@gmail.com> * Resolving CodeQL and Pylint - unsaved files resolved Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused package manifest_utils Signed-off-by: taejinp <tango4j@gmail.com> * Resolved diarization mixin test issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removed commented lines Signed-off-by: taejinp <tango4j@gmail.com> * updating mixins code Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing test_diarizartion.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * moving diarization postprocessing-related stuff to vad_utils.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * Resolving PyLint Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing batch_idx issue in sortformer_diar_models.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * adding sync_dist=True for sortformer validation Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting the comments from PR Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comments from PR 2nd Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved a codeQL unused variable Signed-off-by: taejinp <tango4j@gmail.com> * Now moved existance check after Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Co-authored-by: ipmedenn <ipmedenn@users.noreply.github.com> Signed-off-by: Youngeun Kwon <youngeunk@nvidia.com>
youngeunkwon0405
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Feb 10, 2025
* Add fsdp2 strategy Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> * Add imports Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> * Add init import Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Apply isort and black reformatting Signed-off-by: BoxiangW <BoxiangW@users.noreply.github.com> * Fix mixtral export for NeMo 2.0 (#11532) * Initial commit 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> Co-authored-by: Piotr Kaminski <pikaminski@nvidia.com> Co-authored-by: Laplasjan107 <Laplasjan107@users.noreply.github.com> * Make HFDatasetDataModule a datasets.load_dataset wrapper (#11500) * Make HfDatasetDataModule a datasets.load_dataset wrapper Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add logging Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Update HFDatasetDataModule Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor fixup Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor fixup #2 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * do not expand 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> * fix 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> * doc Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * doc Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add synonym 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> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Add train/val/test attributes Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add test for hf-datamodule Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Import lazily to avoid breaking with older megatron versions Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * bot happy Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * bot happy2 Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add doc-strings and collate-fn arg 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> * ci: Bump release workflow (#11544) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Use SHA for cut-off (#11545) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * link to mcore documentation (#11538) Signed-off-by: ashors1 <ashors@nvidia.com> * ci: Adjust inputs for code-freeze workflow (#11550) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Bump release freeze (#11551) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Ko3n1g/ci/commit sha for cutoff (#11553) * ci: Remove token from checkout Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * bump version Signed-off-by: Oliver Koenig <okoenig@nvidia.com> --------- Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Bump code-freeze workflow (#11554) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Bump code freeze workflow (#11557) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Fix deploy conflicts in llm.api (#11367) * Fix llm.deploy api Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix Signed-off-by: Hemil Desai <hemild@nvidia.com> * fix 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> * 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> * perf summary docs link (#11262) Signed-off-by: Malay Nagda <malayn@nvidia.com> Co-authored-by: oliver könig <okoenig@nvidia.com> * Add vlm nemo run scripts (#11394) * update recipe Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix mllama mock ds Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update to use attention bias Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * remove example 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 docstring mock.py Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix docstring language.py 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 docstring language.py 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 docstring mllama/base.py 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> * Apply isort and black reformatting Signed-off-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> * fix docstring mllama/language.py Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * bump mcore Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Add scripts for mllama Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix 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 script Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix pylint Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * revert Dockerfile.ci Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> * add scripts Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * add vlm training test in ci 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 docstring issues Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update script match recipe Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update recipes Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Update mllama_train.py Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> * update mllama 90b recipe Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update to use tmp in ci tests Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update default llava config Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * add nemo run scripts Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix vpp issue 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 cicd Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix cicd 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> * remove duplicated script Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * ci: Add HF cache Signed-off-by: oliver könig <okoenig@nvidia.com> * update to use SP in recipe 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 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * upgrade Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Revert "upgrade" This reverts commit f6ad2cd76abcdd9258cb53a25c788fd658189150. * update neva api Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update neva api Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix neva processing Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix lint 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 data fields Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * few fixes 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> Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Yu Yao <54727607+yaoyu-33@users.noreply.github.com> Signed-off-by: oliver könig <okoenig@nvidia.com> Co-authored-by: yaoyu-33 <yaoyu-33@users.noreply.github.com> Co-authored-by: Oliver Koenig <okoenig@nvidia.com> * Add from_dict to HFDatasetDataModule (#11559) * Add from_dict method Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add test_load_from_dict 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> * add test_load_from_dict 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> * Prevent llama3.1 from using Linear interpolation (#11548) * prevent llama3.1 from using linear interpolation * Apply isort and black reformatting Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> --------- Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> Co-authored-by: suiyoubi <suiyoubi@users.noreply.github.com> * [TTS] Add audio and mel codec HF models to docs (#11526) Signed-off-by: Ryan <rlangman@nvidia.com> * Update for NEST release (#11537) * update for nest release Signed-off-by: stevehuang52 <heh@nvidia.com> * make pylint happier Signed-off-by: stevehuang52 <heh@nvidia.com> * fix for lhotse dataloader Signed-off-by: stevehuang52 <heh@nvidia.com> * update yaml Signed-off-by: stevehuang52 <heh@nvidia.com> * minor refactor Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> * clean up Signed-off-by: stevehuang52 <heh@nvidia.com> --------- Signed-off-by: stevehuang52 <heh@nvidia.com> * Merging SpeechLLM development branch (#11462) * Port changes related to SFT text+speech dataloading Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert changes from Canary(nonLLM) code Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add joint text/audio dataloading capability to speechllm Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * include text-only into fprop of training and eval; TODO: text-only predict Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Actually working forward step Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Support for source-target text file pair training for MT+speech Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Include supervision text tokens in audio example's num tokens Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Disable conformer seq len NCCL sync Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Preliminary sampler fusion stragies support: mux/zip/round_robin/randomized_round_robin Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Working V2 version of multimodal dataloading. Each modality gets its own batch settings that can be merged with zip sampler to enjoy max batch sizes for both modalities in a single training step. Each modality runs fwd+bwd in turn to save GPU memory (instead of running fwd separately and bwd together). Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add missing config Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert multimodal grad accum and fix mask padding issue Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add modality weights support via cfg.model.modality_weights Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix for V2 dataloader shuffling CRITICAL Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Restore multimodal grad accum Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix unit tests for multi-sampler configurations Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * nemo gemma to hf conversion (#9629) * adding script for gemma nemo to hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * adding verification for convert_gemma_nemo_to_hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * Apply isort and black reformatting Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> * support FSDP (thank Yifan for early trying) (#10062) Note: as of now, this is still not fully working on the cluster. See above doc for details. Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Fix unit tests after rebasing on recent main Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support megatron_amp_O2 and tp (#10599) * Port changes related to SFT text+speech dataloading Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert changes from Canary(nonLLM) code Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add joint text/audio dataloading capability to speechllm Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * include text-only into fprop of training and eval; TODO: text-only predict Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Actually working forward step Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Support for source-target text file pair training for MT+speech Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Include supervision text tokens in audio example's num tokens Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Disable conformer seq len NCCL sync Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Preliminary sampler fusion stragies support: mux/zip/round_robin/randomized_round_robin Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Working V2 version of multimodal dataloading. Each modality gets its own batch settings that can be merged with zip sampler to enjoy max batch sizes for both modalities in a single training step. Each modality runs fwd+bwd in turn to save GPU memory (instead of running fwd separately and bwd together). Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add missing config Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Revert multimodal grad accum and fix mask padding issue Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add modality weights support via cfg.model.modality_weights Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix for V2 dataloader shuffling CRITICAL Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Restore multimodal grad accum Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Fix unit tests for multi-sampler configurations Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * nemo gemma to hf conversion (#9629) * adding script for gemma nemo to hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * adding verification for convert_gemma_nemo_to_hf Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> * Apply isort and black reformatting Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> --------- Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> * support FSDP (thank Yifan for early trying) Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * debug TP deadlock Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * some fixes for fsdp and tp /lustre/fsw/portfolios/llmservice/users/zhehuaic/results/canary-v0_speechllm/prompt_lhmerge5_p2b_oci_FC-GPT_llama_canaryset_b6s4kf-sunolong_noCC_langtemp0.5_dsettemp0.5_lr1e-4wd1e-3_CosineAnnealing_warmup2500_minlr1e-6_gbs2048_mbs16_ep200/error-1417621-0.out /lustre/fsw/portfolios/llmservice/users/zhehuaic/results/canary-v0_speechllm/prompt_lhmerge5_p2b_tp_oci_FC-GPT_llama_canaryset_b6s4kf-sunolong_noCC_langtemp0.5_dsettemp0.5_lr1e-4wd1e-3_CosineAnnealing_warmup2500_minlr1e-6_gbs128_mbs16_ep200/error-1421103-3.out Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * nit fix Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix for llama3.1 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * for llama3.1 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix for inference Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix inference Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix grad accu Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix inference Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * initial impl to support megatron_amp_O2 in salm, bestow, salm-t5 Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: Piotr Żelasko <pzelasko@nvidia.com> Co-authored-by: Piotr Żelasko <petezor@gmail.com> Co-authored-by: pzelasko <pzelasko@users.noreply.github.com> Co-authored-by: Krishna Puvvada <93558329+krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> * minor change in dataloader (#10601) * Speechllm dataset basic unit test (#10631) * Basic unit test for speechllm lhotse dataset Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * cleanup Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Unit test for existing speechllm dataset with llama2 prompt format (#10634) Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * [speechllm] Replace TextProcessing with PromptFormatter (#10639) * [speechllm] Replace TextProcessing with PromptFormatter Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Test for tokens_to_generate Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Padding optimization for speechlm dataset Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Multimodal conversation format dataloading (#10683) * Draft implementation of NeMo Multimodal Conversation format Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working data parsing and iteration Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working dataloading with tokenization + prompting Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Collapse consecutive user turns into single turn Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * a few fixes for the new prompt template based dataloader and lora+distributed fused adam (#10701) * Draft implementation of NeMo Multimodal Conversation format Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working data parsing and iteration Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fully working dataloading with tokenization + prompting Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Collapse consecutive user turns into single turn Signed-off-by: Piotr Żelasko <petezor@gmail.com> * compatible with previous expts Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * support gemma Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * handle the case max_seq_length is smaller than input_id length Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix max seq case Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * fix lora ckpt storing and loading Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * temp fix for distributed fused adam Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * revert changes in nemo_adapters.py Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> * Fix tokenize_with_prompt Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Co-authored-by: Piotr Żelasko <petezor@gmail.com> * Mechanism to insert BOS/EOS at the beginning/end of dialog (#10923) * Mechanism to insert BOS/EOS at the beginning/end of dialog Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix Gemma prompt formatter test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add a test specifically for multiturn insertion of bos/eos Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add options to override default map/iterable dataset style selection in lhotse dataloader Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Feature/conversations tarred (#11086) * Multimodal conversation tarring script Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix sharding logic Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix dir creation Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * EMMeTT support in SpeechLLM + tutorial for Lhotse Multimodal Dataloading (#10927) * Preliminary support for oomptimizer Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * OOMptimizer for SpeechLLM Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Initial version of estimate token bins script Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Initial support for multimodal 2d bucketing Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Extend to text-to-text oomptimizer Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Preliminary support for Llama2 prompt format in ast+mt Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support for 1D estimate token bins Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support for 1D estimate token bins Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Minor tweaks Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add min/max tokens filter Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Change to bisect_left for bucket idx selection Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add reconfigure_num_microbatches_calculator at the start of train epoch for modular models Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Update lhotse multi-sampler config and make validation datasets finite Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Initial implementation of text+audio training for T5 modular models Signed-off-by: Piotr Żelasko <petezor@gmail.com> * megatron t5 nmt prompt formatter Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes for MT+AST T5 oomptimizer and training Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * configs, fixes, token-per-token filtering * Support text modality in predict_step Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Support text data in val/test dl Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix infinite Signed-off-by: Piotr Żelasko <petezor@gmail.com> * prompt format fixes Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes in audio supervision Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * remove superficial padding Signed-off-by: Piotr Żelasko <petezor@gmail.com> * test config and prompt context fetching fixes Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * support text-only decoding for salm/bestow Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Add unit tests for EMMETT / refactor prompt_format_fn Signed-off-by: Piotr Żelasko <petezor@gmail.com> * make t5nmt prompt formatter auto discoverable Signed-off-by: Piotr Żelasko <petezor@gmail.com> * include token count / tpt filtering in estimate_token_bins Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix max token filter Signed-off-by: Piotr Żelasko <petezor@gmail.com> * some fixes Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * custom mixin for text adapters Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Warmup in oomptimizer-speechlm Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Move oomptimizer-speechllm to separate directory Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Initial cleanup Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Refactoring of prompt format fn and length measurement and filtering for data types; improved unit test coverage Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Refactor sampler constraints / filters into sampling.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Tests and support for sampler length measurement of multimodal conversations Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Update estimate_token_bins.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Move estimate_token_bins.py to speech_llm scripts Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Minor tweaks Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes for SpeechLLM dataset Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * Add missing emmett tests Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Add tutorial about multimodal lhotse dataloading Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Updated documentation for multimodal dataloading Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Prompt Formatter tutorial Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Review comments Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fixes for sampling filters None values Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Changes requested by Steve: moving some args to main config namespace in multi config sampler Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Update default configs to the modified config schema Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix omegaconf use issue Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Update the docs to the modified multi config format Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> Co-authored-by: pzelasko <pzelasko@users.noreply.github.com> * Remove old TODO comments Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Remove prompts/fn.py Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Copyright notices Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Make linter happy Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Make linter happy Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix megatron test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix megatron test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Disable plugin for high entropy strings in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix CodeQL errors Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix unit tests Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix another unit test Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix multimodal tests Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> * Apply isort and black reformatting Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> * fixes after merging canary2 pr to main Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix headers Signed-off-by: Piotr Żelasko <petezor@gmail.com> * fix canary integration test + formatting Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address reviews - add sync_max_audio_length flag for conformer encoder Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Revert change in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Revert change in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Revert change in secrets detector Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address code review Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Address Steve's review Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <pzelasko@nvidia.com> Signed-off-by: zhehuaichen <dian.chenzhehuai@gmail.com> Signed-off-by: Piotr Żelasko <petezor@gmail.com> Signed-off-by: pzelasko <pzelasko@users.noreply.github.com> Signed-off-by: Krishna Puvvada <kpuvvada@nvidia.com> Signed-off-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: zhehuaichen <dian.chenzhehuai@gmail.com> Co-authored-by: pzelasko <pzelasko@users.noreply.github.com> Co-authored-by: Krishna Puvvada <93558329+krishnacpuvvada@users.noreply.github.com> Co-authored-by: Krishna Puvvada <kpuvvada@nvidia.com> Co-authored-by: krishnacpuvvada <krishnacpuvvada@users.noreply.github.com> Co-authored-by: zhehuaichen <139396994+zhehuaichen@users.noreply.github.com> * Sync validation metrics for ASRModel (#11533) * Sync validation metrics for ASRModel Signed-off-by: Piotr Żelasko <petezor@gmail.com> * support sync for single-dataloader case Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * NeMo 2.0 In-framework deployment support (#11523) * nemo 2 support Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Remove unwanted params in DDP init in Megatron Parallel Signed-off-by: Hemil Desai <hemild@nvidia.com> * nemo2 working with query Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * multigpu deployment with nemo2 works Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * add max output lenght Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Remove prints Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Fix merge conflicts Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * readded this file 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: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Co-authored-by: Hemil Desai <hemild@nvidia.com> Co-authored-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * Add SFT/PEFT HF tests (#11519) * Add SFT/PEFT HF tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move hf examples to examples dir Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * bot Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use mini_squad Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use mini_squad Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * add 2gpu DDP Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use labels as passed by the user Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * update samples/ tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rm unused imports Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add tests with subset split names, e.g. train[:100] 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> * add --disable-ckpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use self-hosted-azure-gpus-1 for single-gpu test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add TRANSFORMERS_OFFLINE=1 to hf tests Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.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> * Fix typo: LocalNonpersitentObject -> LocalNonpersistentObject (#11546) Signed-off-by: Ananth Subramaniam <ansubramania@nvidia.com> * Adding documentation for packed dataset preparation with context para… (#11564) * adding documentation for packed dataset preparation with context parallel Signed-off-by: Lifu Zhang <tomzhanglf@gmail.com> * addressing Anna Shor's comment Signed-off-by: Lifu Zhang <tomzhanglf@gmail.com> --------- Signed-off-by: Lifu Zhang <tomzhanglf@gmail.com> * have micro_batch_size and global_batch_size as class attributes in mock datamodule (#11563) * Revert "Fix the names of two sets of weight and bias in mcore_to_nemo_mapping" (#11560) * Revert "Fix the names of two sets of weight and bias in mcore_to_nemo_mapping (#9628)" This reverts commit 6784db56a03f19f37bc4f37bdf87dabb3fc1acee. * keep underscores Signed-off-by: ashors1 <ashors@nvidia.com> --------- Signed-off-by: ashors1 <ashors@nvidia.com> * add huggingface-based tokenizer support for mixtral HF -> .nemo (#11572) * add huggingface-based tokenizer support Signed-off-by: dimapihtar <dpihtar@gmail.com> * Apply isort and black reformatting Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: dimapihtar <dimapihtar@users.noreply.github.com> * Github Actions tests for Llava Next and modify pretrain recipe to have language model path (#11424) * modified pretrain recipe to have language_model_from_pretrained * ci test for llava next * fixed indent/lint issue in cicd yml file * fix lint issues * Apply isort and black reformatting Signed-off-by: yashaswikarnati <yashaswikarnati@users.noreply.github.com> * Update .github/workflows/cicd-main.yml Co-authored-by: oliver könig <okoenig@nvidia.com> Signed-off-by: Yashaswi Karnati <144376261+yashaswikarnati@users.noreply.github.com> * Update .github/workflows/cicd-main.yml Co-authored-by: oliver könig <okoenig@nvidia.com> Signed-off-by: Yashaswi Karnati <144376261+yashaswikarnati@users.noreply.github.com> --------- Signed-off-by: yashaswikarnati <yashaswikarnati@users.noreply.github.com> Signed-off-by: Yashaswi Karnati <144376261+yashaswikarnati@users.noreply.github.com> Co-authored-by: yashaswikarnati <yashaswikarnati@users.noreply.github.com> Co-authored-by: oliver könig <okoenig@nvidia.com> * Fix SingleDeviceStrategy support in Nsys callback (#11574) * fix for SingleDeviceStrategy Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * mini refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo 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> * remove dialogue scripts and docs (#11577) * remove deprecated scripts Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated docs Signed-off-by: dimapihtar <dpihtar@gmail.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> * add JitTransform (#11131) * add JitTransform Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fixes Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add JiT CB test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove stale imports Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * cleanup Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add jit callback test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix param passing Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use sgd in test_nemo_jit_cb 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> * add thunder call Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * Use .compile method to avoid changing module structure 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: akoumpa <akoumpa@users.noreply.github.com> * Use JitConfig Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * thunder setting Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * avoid reentry Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove optional Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rewrite Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * refactor & module_selector 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> Signed-off-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * NeMo 2.0 documentation upgrade (#11235) * update attention Signed-off-by: dimapihtar <dpihtar@gmail.com> * update docs to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * update usage Signed-off-by: dimapihtar <dpihtar@gmail.com> * update parallelism Signed-off-by: dimapihtar <dpihtar@gmail.com> * update parallelism docs Signed-off-by: dimapihtar <dpihtar@gmail.com> * update parallelism docs Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix style Signed-off-by: dimapihtar <dpihtar@gmail.com> * update to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * NeMo 2.0 update Signed-off-by: dimapihtar <dpihtar@gmail.com> * NeMo 2.0 update Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated file Signed-off-by: dimapihtar <dpihtar@gmail.com> * update in respect to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix hyperlinks Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated Signed-off-by: dimapihtar <dpihtar@gmail.com> * remove deprecated Signed-off-by: dimapihtar <dpihtar@gmail.com> * update documentation to NeMo 2.0 Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix typo Signed-off-by: dimapihtar <dpihtar@gmail.com> * fix punctuation Signed-off-by: dimapihtar <dpihtar@gmail.com> --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> * Remove auto-import of lhotse when importing nemo.collections.common.data (#11578) * Remove auto-import of lhotse when importing nemo.collections.common.data Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix test import Signed-off-by: Piotr Żelasko <petezor@gmail.com> --------- Signed-off-by: Piotr Żelasko <petezor@gmail.com> * Fix example configs (#11571) * Fix example configs Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * Fix line length Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> --------- Signed-off-by: Boxiang Wang <boxiangw@nvidia.com> * fix (#11575) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * NIM supporting changes for nemo.export for NeMo 2.0 (#11488) * Move torch_dtype_from_precision for independent export module Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Apply isort and black reformatting Signed-off-by: janekl <janekl@users.noreply.github.com> Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Remove unused imports Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix too long lines Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Apply isort and black reformatting Signed-off-by: janekl <janekl@users.noreply.github.com> Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix signature and default for megatron_amp_O2 Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> Signed-off-by: janekl <janekl@users.noreply.github.com> Co-authored-by: Bobby Chen <bobchen@nvidia.com> Co-authored-by: janekl <janekl@users.noreply.github.com> * AED greedy confidence estimation (#11573) * upload Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> * Apply isort and black reformatting Signed-off-by: GNroy <GNroy@users.noreply.github.com> * set prompt confidence dtype at initialization Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> --------- Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com> Signed-off-by: GNroy <GNroy@users.noreply.github.com> Co-authored-by: GNroy <GNroy@users.noreply.github.com> * gemma fix (#11587) * Update T5 DataModule regarding Pretrain/Finetune validate (#11584) * update datamodule to have mbs/gbs * update datamodule to have mbs/gbs * 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> * fix llama3 (#11580) * Add Hf nemorun tests (#11566) * minor fixes for recipe Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add peft nemorun script Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add sft script and data module Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * Apply isort and black reformatting Signed-off-by: HuiyingLi <HuiyingLi@users.noreply.github.com> * clean up Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * add disable ckpt and data config for tests Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * Apply isort and black reformatting Signed-off-by: HuiyingLi <HuiyingLi@users.noreply.github.com> * add tests to cicd yaml Signed-off-by: HuiyingLi <willwin.lee@gmail.com> * cleanup 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> * [🤖]: Howdy folks, let's bump NeMo-Toolkit to `2.2.0rc0` ! (#11555) Signed-off-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> * Pass the number of experts to modelopt layer spec (#11607) * Pass number of experts to modelopt layer spec Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Fix too long lines Signed-off-by: Jan Lasek <janek.lasek@gmail.com> --------- Signed-off-by: Jan Lasek <janek.lasek@gmail.com> * Adding changes to asr documentation (#11397) Signed-off-by: Ssofja <sofiakostandian@gmail.com> * Support Cosmos tokenizer TensorRT inference (#11472) * Add cosmos TRT * Add trt run script * Apply isort and black reformatting Signed-off-by: meatybobby <meatybobby@users.noreply.github.com> * Clean code * Fix CodeQL --------- Signed-off-by: meatybobby <meatybobby@users.noreply.github.com> Co-authored-by: meatybobby <meatybobby@users.noreply.github.com> * Neva updates to latest mcore and some fixes (#11565) * api updates and fixes 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 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix arg 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> * add nemo2-sft-peft to readme (#11613) Signed-off-by: Huiying Li <willwin.lee@gmail.com> * Set Minitron width pruning batch size 1 (#11603) Signed-off-by: Keval Morabia <28916987+kevalmorabia97@users.noreply.github.com> * Disable CP for running Inference using megatron_gpt_eval (#11547) * Disable CP for megatron_gpt_eval * Apply isort and black reformatting Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> * Update examples/nlp/language_modeling/megatron_gpt_eval.py Co-authored-by: Chen Cui <chcui@nvidia.com> Signed-off-by: Ao Tang <mike.tang96@gmail.com> --------- Signed-off-by: suiyoubi <suiyoubi@users.noreply.github.com> Signed-off-by: Ao Tang <mike.tang96@gmail.com> Co-authored-by: suiyoubi <suiyoubi@users.noreply.github.com> Co-authored-by: Chen Cui <chcui@nvidia.com> * ci: Add `no-fail-fast` mode (#11608) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Chat dataset support (#11423) * chat dataset support Signed-off-by: Chen Cui <chcui@nvidia.com> * Apply isort and black reformatting Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> * add ci test Signed-off-by: Chen Cui <chcui@nvidia.com> * address comment 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> --------- 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> * Sortformer Diarizer 4spk v1 model PR Part 2: Unit-tests for Sortformer Diarizer. (#11336) * Adding the first pr files models and dataset Signed-off-by: taejinp <tango4j@gmail.com> * Tested all unit-test files Signed-off-by: taejinp <tango4j@gmail.com> * Name changes on yaml files and train example Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting comments and removing unnecessary parts for this PR Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Adding docstrings to reflect the PR comments Signed-off-by: taejinp <tango4j@gmail.com> * removed the unused find_first_nonzero Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Fixed all pylint issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving pylint issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removing unused varialbe in audio_to_diar_label.py Signed-off-by: taejinp <tango4j@gmail.com> * Fixed docstrings in training script Signed-off-by: taejinp <tango4j@gmail.com> * Line-too-long issue from Pylint fixed Signed-off-by: taejinp <tango4j@gmail.com> * Adding get_subsegments_scriptable to prevent jit.script error Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Addressed Code-QL issues Signed-off-by: taejinp <tango4j@gmail.com> * Resolved conflicts on bce_loss.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Adding all the diarization reltated unit-tests Signed-off-by: taejinp <tango4j@gmail.com> * Moving speaker task related unit test files to speaker_tasks folder Signed-off-by: taejinp <tango4j@gmail.com> * Fixed uninit variable issue in bce_loss.py spotted by codeQL Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Fixing code-QL issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting PR comments from weiqingw Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Line too long pylint issue resolved in e2e_diarize_speech.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resovled unused variable issue in model test Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comment on Nov 21st 2024. Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused variable import time Signed-off-by: taejinp <tango4j@gmail.com> * Adding docstrings to score_labels() function in der.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting comments on YAML files and model file variable changes. Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Added get_subsegments_scriptable for legacy get_subsegment functions Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved line too long pylint issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Added training and inference CI-tests Signed-off-by: taejinp <tango4j@gmail.com> * Added the missing parse_func in preprocessing/collections.py Signed-off-by: taejinp <tango4j@gmail.com> * Adding the missing parse_func in preprocessing/collections.py Signed-off-by: taejinp <tango4j@gmail.com> * Fixed an indentation error Signed-off-by: taejinp <tango4j@gmail.com> * Resolved multi_bin_acc and bce_loss issues Signed-off-by: taejinp <tango4j@gmail.com> * Resolved line-too-long for msdd_models.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Code QL issues and fixed test errors Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * line too long in audio_to_diar_label.py Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * resolving CICD test issues Signed-off-by: taejinp <tango4j@gmail.com> * Fixing codeQL issues Signed-off-by: taejinp <tango4j@gmail.com> * Fixed pin memory False for inference Signed-off-by: taejinp <tango4j@gmail.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> * 2x more memory efficient Graph-based RNN-T (#11169) * Optimized Graph-Transducer implementation 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> * Use explicit subpaths in io for exporting a checkpoint (#11352) * Fix llm.export_ckpt 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> * Remove triton requirement (#11627) * Specify pytorch-triton instead of triton Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove triton Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> --------- Signed-off-by: Dong Hyuk Chang <donghyukc@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * ci: Remove comment if no changes required anymore (#11624) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Jit with peft (#11586) * move jitransform at the end Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add docstring & post-init Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add remove_extra_batch_keys and remove align_labels Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Run JitTransform on_train_epoch_start Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add --use-torch-jit option Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add docstrings Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pep8 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> * NeMo-UX: add Hf's AutoModelForImageTextToText (#11321) * init commit Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * wip 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> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * peft examp;le 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> * move peft example to multimodal_llm Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * surface HFAutoModelForImageTextToText Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add hf vlm dataset Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move processor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * train_log -> train_loss Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * vlm.HFDatasetDataModule pass collate_fn as argument Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Update peft example Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * typo Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove unused var Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Move example Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * remove unused Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Small change Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Fix loss calculation Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add extract_skipped_token_ids Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Use vlm.HFAutoModelForImageTextToText.extract_skipped_token_ids Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Update logits/labels handling Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add trust_remote_code to configure_processor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> * mini refactor Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add LLAMA_TOKENS Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * update hf_dataset Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add lora_dtype for models with non-FP weights Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Add load_in_4bit option Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add default_dtype Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * add load_in_4bit to llm collection Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * rm import Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix asset path Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move vlm test Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * move data offline Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use signel gpu Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pylint fix Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pylint Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * pylint Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * drop align_labels Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * remove align_labels from llm too Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * use loss * mask instead of loss[mask == 1] Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * fix path 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> Signed-off-by: Alexandros Koumparoulis <153118171+akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> * ci: Bump release workflow (#11635) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * Add fix docstring for speech commands (#11638) Signed-off-by: smajumdar <titu1994@gmail.com> * Fixing Multi_Task_Adapters.ipynb by replacing canary2 with canary_custom (#11641) Signed-off-by: Weiqing Wang <weiqingw@nvidia.com> * fixed config name in online augmentation tutorial (#11628) Signed-off-by: Rauf <rnasretdinov@nvidia.com> * fix default nodes (#11632) * add renormalize_blend_weights param (#11647) Signed-off-by: dimapihtar <dpihtar@gmail.com> * Sortformer Diarizer 4spk v1 model PR Part 3: Speaker Diarization Mixin (#11511) * Adding diarization mixin for one click inference Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolving CodeQL and Pylint Signed-off-by: taejinp <tango4j@gmail.com> * Resolving CodeQL and Pylint - unsaved files resolved Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Unused package manifest_utils Signed-off-by: taejinp <tango4j@gmail.com> * Resolved diarization mixin test issues Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Removed commented lines Signed-off-by: taejinp <tango4j@gmail.com> * updating mixins code Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing test_diarizartion.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * moving diarization postprocessing-related stuff to vad_utils.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * Resolving PyLint Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> * fixing batch_idx issue in sortformer_diar_models.py Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * adding sync_dist=True for sortformer validation Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Reflecting the comments from PR Signed-off-by: taejinp <tango4j@gmail.com> * Reflecting the comments from PR 2nd Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> * Resolved a codeQL unused variable Signed-off-by: taejinp <tango4j@gmail.com> * Now moved existance check after Signed-off-by: taejinp <tango4j@gmail.com> * Apply isort and black reformatting Signed-off-by: tango4j <tango4j@users.noreply.github.com> --------- Signed-off-by: taejinp <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Signed-off-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Signed-off-by: ipmedenn <ipmedenn@users.noreply.github.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: ipmedenn <65592416+ipmedenn@users.noreply.github.com> Co-authored-by: ipmedenn <ipmedenn@users.noreply.github.c…
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What does this PR do ?
Add diarization Mixin class to enable "one click" executable function (
diarize()) as in ASR collections'transcribe()functions.Three types of input data is supported for
Sortformer PRs:
This is PR 3rd out of 4.
PR 1/4: #11282
PR 2/4: #11336
PR 3/4: This PR
PR 4/4: Sortformer Documents
Collection: [Note which collection this PR will affect]
Changelog
nemo/collections/asr/parts/mixins/diarization.pyMixin class for
diarize()one click functions.tests/collections/speaker_tasks/mixins/test_diarization.pyTest file for mixin classes.
Usage
GitHub Actions CI
Run CICD
Before your PR is "Ready for review"
Pre checks:
PR Type:
Who can review?
Anyone in NeMo ASR
Additional Information
PR 1/4: #11282
PR 2/4: #11336