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[Nemo-UX] Expose transformer_layer_spec inside GPTConfig #9592

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Jul 8, 2024

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@marcromeyn marcromeyn requested a review from maanug-nv July 2, 2024 14:50
@marcromeyn marcromeyn merged commit 17f295b into main Jul 8, 2024
116 checks passed
@marcromeyn marcromeyn deleted the nemo-ux/expose-layer-spec branch July 8, 2024 15:50
@ko3n1g ko3n1g mentioned this pull request Jul 18, 2024
2 tasks
ertkonuk pushed a commit that referenced this pull request Jul 19, 2024
* Expose transformer_layer_spec inside GPTConfig

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Expose layer-specs

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>
akoumpa added a commit that referenced this pull request Jul 22, 2024
* Adding context- & expert-parallism to MegatronStrategy (#9525)

Signed-off-by: Tugrul Konuk <[email protected]>

* Add CICD test for Stable Diffusion (#9464)

* Add CICD test for Stable Diffusion

Signed-off-by: Michal Futrega <[email protected]>

* Update cicd-main.yml

Signed-off-by: Michal Futrega <[email protected]>

* Use single gpu runner

Signed-off-by: Michal Futrega <[email protected]>

---------

Signed-off-by: Michal Futrega <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Akoumparouli/nemo ux mixtral (#9446)

* use default collate if dataset does not have one

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mixtral config

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add convert_state

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix StateDictTransform for 2D layers, e.g. MoE

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* pass num_moe_experts to specs

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* udpate MixtralModel

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mini docstring

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* update mcoreddp call (#9345)

* update mcoreddp call

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* update mcore commits

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Llama and Gemma (#9528)

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama3

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* fix typo

Signed-off-by: Chen Cui <[email protected]>

* enable importers with multiple models

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add gemma

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* checks

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] minor logging bug fixes (#9529)

* minor exp_manager bug fixes

* remove print statement

* fix docstring

* fix AppState defaults

---------

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* mcore distOpt restore fix (#9421)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Custom Tiktoken tokenizer.

Signed-off-by: Tugrul Konuk <[email protected]>

* Fixed the tokenizer decoding on special tokens.

Signed-off-by: Tugrul Konuk <[email protected]>

* Apply isort and black reformatting

Signed-off-by: ertkonuk <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Added token_to_id() method.

Signed-off-by: Tugrul Konuk <[email protected]>

* Update neva conversion script from and to HF (#9296)

* Update NeMo script

Signed-off-by: yaoyu-33 <[email protected]>

* Fix example scripts

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* Update convert_llava_nemo_to_hf.py

Signed-off-by: yaoyu-33 <[email protected]>

* address comments

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Support (#9381)

* Export implementation for vLLM 0.4.3.

Supports LLAMA2, Mistral, Mixtral (unverified), Gemma and StarCoder2 models.

The nemo.export.tensorrt_llm alias was removed to avoid initializing TRT-LLM when importing anything from nemo.export.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed some CodeQL warnings.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Removed empty files.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Updated the integration for vLLM 0.5.0.

Signed-off-by: Alexey Panteleev <[email protected]>

* Updated the vLLM deployment interface to use max_output_len instead of max_output_token.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Moved the Exporter class to nemo/export and renamed its file to vllm_exporter.py, to be more similar to TRT-LLM.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Implemented vLLM support in the export tests, added functional testing, implemented forward evaluation on vLLM without Triton.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Moved the vLLM deployment functionality to the common deploy_triton.py script.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Fixed the CodeQL discovered issues.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Fixed one more return of a wrong dimensionality...

Signed-off-by: Alexey Panteleev <[email protected]>

* More wrong dimensionality returns.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
Co-authored-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* PL: Delete precision if using plugin. TODO switch to MegatronTrainerBuilder (#9535)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add page context fmha (#9526)

Signed-off-by: Tugrul Konuk <[email protected]>

* extend get_gpt_layer_modelopt_spec to support MoE (#9532)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix mock data generation for legacy dataset (#9530)

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] IO fixes (#9512)

* Improve IOMixin.io_transform_args to handle dataclasses better

* Dump task json + img inside NeMoLogger

* Adding store_io to train task

* Update opt.connect to also propagate to __io__

* Rename opt to optim for consistency

* Moving to using safe serialization using fiddle, only use cloudpickle when needed

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Using Config from fiddle instead of sdk for now

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move enable_nemo_ckpt_io from MegatronStrategy to ModelCheckpoint

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move nemo-ckpt to _get_finalize_save_checkpoint_callback

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Update TrainerContext & io.load_ckpt

* Use renamed TrainerContext inside ModelCheckpoint

* Remove double io saving

* Rename lightning.pytorch.opt -> optim

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove store_io from train-task

* Adding fiddle-extension for torch

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move fdl_torch import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding dtype to serialization

* Some fixes

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add support for BuiltinFunctionType

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add missing import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix dataclass fields

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Test C++ runtime on demand in nemo_export.py to avoid possible OOMs (#9544)

* Add test_cpp_runtime flag

Signed-off-by: Jan Lasek <[email protected]>

* Apply isort and black reformatting

Signed-off-by: janekl <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: janekl <[email protected]>
Co-authored-by: janekl <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix lhotse tests for v1.24.2 (#9546)

* Fix lhotse tests for v1.24.0

Signed-off-by: Piotr Żelasko <[email protected]>

* Fix RIR test

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* gpu_unitTests_notOptional (#9551)

Signed-off-by: Tugrul Konuk <[email protected]>

* add reset learning rate functionality (#9372)

* add reset_lr functionality

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* move reset_lr from optim section

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr value to config

Signed-off-by: dimapihtar <[email protected]>

* set reset_lr False by default

Signed-off-by: dimapihtar <[email protected]>

* remove extra line

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* remove extra quote

Signed-off-by: dimapihtar <[email protected]>

* add ability to reset schedule's max_steps and decay_steps

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* change scheduler's first step logic when using reset_lr

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* update reset_lr comments

Signed-off-by: dimapihtar <[email protected]>

* add use cases for reset_lr feature

Signed-off-by: dimapihtar <[email protected]>

---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
Co-authored-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Python AIStore SDK to container and bump min Lhotse version (#9537)

* Add Python AIStore SDK to requirements and bump min Lhotse version

Signed-off-by: Piotr Żelasko <[email protected]>

* Move AIStore Python SDK to Dockerfile, remove matplotlib/ipywidgets deps

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Adding 'use_dynamo' option for export to use onnx.dynamo_export() instead of onnx.export() (#9147)

* Ininial WARs to implement dynamo option for export

Signed-off-by: Boris Fomitchev <[email protected]>

* including weights in .onnx

Signed-off-by: Boris Fomitchev <[email protected]>

* dynamo_export works for many small models

Signed-off-by: Boris Fomitchev <[email protected]>

* External weights behaviour fixed

Signed-off-by: Boris Fomitchev <[email protected]>

* Cleanup

Signed-off-by: Boris Fomitchev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: borisfom <[email protected]>

* print cleaned up

Signed-off-by: Boris Fomitchev <[email protected]>

* Added overloadable dynamic_shapes_for_export

Signed-off-by: Boris Fomitchev <[email protected]>

* Addressing code review

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI issues

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI test failure

Signed-off-by: Boris Fomitchev <[email protected]>

* Eliminated test cross-contamination

Signed-off-by: Boris Fomitchev <[email protected]>

---------

Signed-off-by: Boris Fomitchev <[email protected]>
Signed-off-by: borisfom <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Co-authored-by: Somshubra Majumdar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix tokenizer IO (#9555)

* Adding tokenizer to io-test + making it pass

* Handling tokenizer correctly inside dump_io

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Removing not used import

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo UX] Move mistral_7b.py to mistral.py (#9545)

* Move mistral_7b.py to mistral.py

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename MixtralConfig to MixtralConfig8x7B

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mistral rename: mistralconfig7b & mistralmodel

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Use closed-formula to round by multiple (#9307)

* Use closed-formula to round by multiple

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* ci: Do not attempt to send slack on fork (#9556)

* ci: Do not attempt to send slack on fork

Signed-off-by: Oliver Koenig <[email protected]>

* test

Signed-off-by: Oliver Koenig <[email protected]>

---------

Signed-off-by: Oliver Koenig <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix nemo export test (#9547)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix SDXL incorrect name in docs (#9534)

Signed-off-by: Tugrul Konuk <[email protected]>

* GPU unit tests: Mark flaky tests to be fixed (#9559)

Signed-off-by: Tugrul Konuk <[email protected]>

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* switch to torch_dist as default dist checkpointing backend (#9541)

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Checkpointing bug fixes (#9562)

* fix checkpoint loading

* fix

* fixes

* another fix

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add tps and pps params to the export script (#9558)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* remove n_gpus param

Signed-off-by: Onur Yilmaz <[email protected]>

* add and fix parameters

Signed-off-by: Onur Yilmaz <[email protected]>

* fix deploy script

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* rename tps and pps params

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Consolidate gpt continue training script into pretraining script (#9413)

* Consolidate gpt continue training with pretraining

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix default config

Signed-off-by: yaoyu-33 <[email protected]>

* Add github action cicd

Signed-off-by: yaoyu-33 <[email protected]>

* extract _integrate_original_checkpoint_data as a method

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix getattr

Signed-off-by: yaoyu-33 <[email protected]>

* Revert "Add github action cicd"

This reverts commit a453f16ba2be6413db932623009da893208acdd5.

* Update comments in nlp_overrides.py

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add support to change Multi task model prompt (#9542)

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Update nemo/collections/common/prompts/formatter.py

Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>
Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Multimodal Exporter (#9256)

* Add video-neva TRT export

* Add TRT inference

* Change config

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change export params

* Remove unused import

* Add neva export

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change unpack nemo

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add trt infer config

* Fix neva trt inference

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add exporter

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix infer

* Add PyTriton

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix deploy wrong dim

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change to pass PIL Image

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix video neva deploy

* Change query

* Change deploy

* Remove unused import

* Change ptuning

* Change to mm exporter

* Add script

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix script

---------

Signed-off-by: meatybobby <[email protected]>
Co-authored-by: meatybobby <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Enable encoder adapters for Canary and MultiTaskAED models (#9409)

* Fix assertions for adapter types

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Cleanup

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Finalize support for decoder adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* fix the freeze/unfreeze problem by replacing as_frozen with torch.inference_mode

* Apply isort and black reformatting

Signed-off-by: weiqingw4ng <[email protected]>

* Update tests to new generic way of module update

Signed-off-by: smajumdar <[email protected]>

* Finalize code for update module

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Fix variable name

Signed-off-by: smajumdar <[email protected]>

* Finalize projection support for transformer mha adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Correct implementation of freeze restore

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Corrects the implementation of replace_adapter_modules to limit to just the top level modules

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Address reviewer comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: weiqingw4ng <[email protected]>
Co-authored-by: Weiqing Wang <[email protected]>
Co-authored-by: weiqingw4ng <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* pass option through (#9570)

Signed-off-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* PTQ refinements (#9574)

* Rename megatron_gpt_quantization -> megatron_gpt_ptq

Signed-off-by: Jan Lasek <[email protected]>

* Configure export.save_path as dir or tarball

Signed-off-by: Jan Lasek <[email protected]>

* PTQ docs update

Signed-off-by: Jan Lasek <[email protected]>

* Make model_type optional in case of quantized checkpoints

Signed-off-by: Jan Lasek <[email protected]>

* Drop unused save_nemo_model_config argument

Signed-off-by: Jan Lasek <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Audio model collection (#9263)

* Audio model collection

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

* Fix imports

Signed-off-by: Ante Jukić <[email protected]>

* Addressed PR comments

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

---------

Signed-off-by: Ante Jukić <[email protected]>
Signed-off-by: anteju <[email protected]>
Co-authored-by: anteju <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix Trainer serialization (#9571)

* Fix Trainer serialization

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Update click version requirement (#9580)

Signed-off-by: Dong Hyuk Chang <[email protected]>
Co-authored-by: Dong Hyuk Chang <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Fault tolerance] Heartbeat detection (#9352)

* Fault tolerance related changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Cosmetic changes in documentation

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Doc update round2

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Co-authored-by: Jacek Bieniusiewicz <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add ModelOpt QAT example for Llama2 SFT model (#9326)

* add INT4 QAT example for Llama2 SFT model

Signed-off-by: Keval Morabia <[email protected]>

* Add config parameter to control kv cache quantization

Signed-off-by: Keval Morabia <[email protected]>

* Fix typo in cicd-main.yml for QAT test

Signed-off-by: Keval Morabia <[email protected]>

* fix nlp_overrides.py

Signed-off-by: Keval Morabia <[email protected]>

* address reviewer feedback

Signed-off-by: Keval Morabia <[email protected]>

* quantize unwrapped model

Signed-off-by: Keval Morabia <[email protected]>

* add compress export argument for qat config

Signed-off-by: Keval Morabia <[email protected]>

---------

Signed-off-by: Keval Morabia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set TE flag in legacy -> mcore conversion script (#9585)

* set TE flag

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add fabric-API for manual forward-pass (#9577)

* First pass over fabric-API

* Adding Trainer -> Fabric conversion

* Some small fixes to get a forward-pass in Fabric working

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding doc-string to Fabric.import_model

* Adding track_io to io_init of Fabric

* Fix Fabric.load_model + add doc-string

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove unused import

* Some small fixes

* Fix failing test

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add SDK-factories to llm-collection (#9589)

* Adding sdk-factories to llm-collection

* Removing _model from mistral + mixtral

* Expose lr_scheduler inside lightning

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Multimodal projection layer adapter fix for PP>1 (#9445)

* enabling multimodal adapters to load in PP>1

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* parameterizing validate_access_integrity, set to false when PP>1

Signed-off-by: paul-gibbons <[email protected]>

formatting fix

Signed-off-by: paul-gibbons <[email protected]>

Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update nlp_model.py

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update modelPT with validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* updating save_restore_connector w/ validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* addressing comment

Signed-off-by: paul-gibbons <[email protected]>

* adding validate_access_integrity to super().load_config_and_state_dict()

Signed-off-by: paul-gibbons <[email protected]>

* testing reorder of validate_access_integrity for CI failures

Signed-off-by: paul-gibbons <[email protected]>

---------

Signed-off-by: paul-gibbons <[email protected]>
Signed-off-by: paul-gibbons <[email protected]>
Co-authored-by: paul-gibbons <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add offline quantization script for QLoRA deployment (#9455)

* add qlora offline quantization script

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* clean

Signed-off-by: Chen Cui <[email protected]>

* docstring

Signed-off-by: Chen Cui <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* qlora support more models (#9488)

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Some improvements to NeMoLogger (#9591)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set n_gpu to None in nemo export (#9593)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* set ngpus to None

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Inflight nemo model export support (#9527)

* online model conversion and refit

Signed-off-by: Jimmy Zhang <[email protected]>

* clean code

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup

Signed-off-by: Jimmy Zhang <[email protected]>

* add refit, cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* combine weight conversion functions

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

* remove debug print

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* fix single gpu and cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

---------

Signed-off-by: JimmyZhang12 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Improvements (#9596)

* Separated the vLLM export functionality from the common deployment script into deploy_vllm_triton.py.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed vocab_size for LLAMA3.

Signed-off-by: Alexey Panteleev <[email protected]>

* Export test: fixed deployment testing w/o Megatron, made functional tests optional, added --gpu_memory_utilization.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Addressing review and CodeQL comments.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
Co-authored-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set finalize_model_grads_func in on_fit_start instead to make sure it's being called (#9599)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set no_sync_func & grad_sync_fucn (#9601)

* Set no_sync_func & grad_sync_fucn

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* set overlap_param_sync

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* small nemo logger bug fix (#9607)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix the dict format returned by scheduler method (#9609)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Dataloading enhancements and bug fixes (#9595)

* fix dataloading + checkpoint restore

* clean up data sampler

* fix typo

* support passing multiple paths to data module

* fix validation dataloader

* fix dataloader len when using gradient accumulation

* fix progress bar

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* fix step count in loggers

* fix blended dataset

* address comments

* address comment

* move step logging into strategy

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix serialization of AutoResume (#9616)

* fix serialization of autoresume

* update undefined variables

Signed-off-by: Tugrul Konuk <[email protected]>

* Chat template support for megatron_gpt_eval.py (#9354)

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move model loading to separate function; call toContainer once; pad using closed formula

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* read prompts from file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* If input prompt contains dict, apply model.tokenizer.chat_template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* apply @Gal Leibovich's patch

Taken from: https://github.com/NVIDIA/NeMo/commit/17572905344db4692583e72799d55801a8860f35
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename prompts_file to prompts_jsonl

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat_template param

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Add ChatTemplateMixin to SentencePieceTokenizer

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat-template to text-gen-strat

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move load prompts to separate file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* remove chat-template from text-gen-utils

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* make chat-template more generic

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add assert message

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* small refactor for chat_template_mixin

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* undo ckpt conv changes

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move rounding to function

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Abhishree Thittenamane <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Jsonl support (#9611)

* Adding support to preprocess .jsonl and .jsonl.gz files in input directory

Signed-off-by: adityavavre <[email protected]>

* Adding support to preprocess .jsonl and .jsonl.gz files in input directory

Signed-off-by: adityavavre <[email protected]>

* Apply isort and black reformatting

Signed-off-by: adityavavre <[email protected]>

---------

Signed-off-by: adityavavre <[email protected]>
Signed-off-by: adityavavre <[email protected]>
Co-authored-by: adityavavre <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Add PEFT (#9490)

* initial commit for PEFT in nemo2

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* address comments

Signed-off-by: Chen Cui <[email protected]>

* make import easier

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* address comments

Signed-off-by: Chen Cui <[email protected]>

* Update nemo/collections/llm/peft/lora.py

Signed-off-by: Marc Romeyn <[email protected]>

* Some small fixes + adding more doc-strings

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding ModelTransform callback

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fixing type-hint for model_transform

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* fix import

Signed-off-by: Chen Cui <[email protected]>

* model transform for gemma llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* fix model transform

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* change lora target default to all linear modules

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* Small fix in mixtral

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Integrating PEFT to the public-API + some fixes

* Big refactor to allow to load adapter-states

* Some fixes to support adapter_path

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Disabling ckpt reloading when adapter_path is passed

* Fix CLI

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove commented-out code

* Remove commented-out code

* Remove un-used import

* Fix callback imports

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fixing llm.pretrain

* Some small fixes

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix missing import + type-hint in finetune

* Adding PreemptionCallback + some more tests

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Clean up imports & clean up llm.api

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Trying to fix failing tests

* Remove __init__.py 2

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix failing test

* Trying to fix last failing test

---------

Signed-off-by: cuichenx <[email protected]>
Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Marc Romeyn <[email protected]>
Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Akoumparouli/mistral import instruct chat template fix (#9567)

* use bf16 by defualt mistral conv

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* use capitalized role names

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Remove .cuda calls, use device isntead (#9602)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix converter defautl args (#9565)

* fix converter defautl args

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* mixtral export (#9603)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix: remove non_blocking from PTL's .cuda call (#9618)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Alit/mamba tmp (#9612)

* adding mamba support

* fix import mixins

* rm convert jamba

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* more cleanups

* use GPT text gen

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* fixing gbs in TP convetor

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add reqs

* add tutorial

* minor fix to tutorial

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add mamba_tmp

* remove mamba import

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

---------

Signed-off-by: JRD971000 <[email protected]>
Signed-off-by: arendu <[email protected]>
Co-authored-by: Ali Taghibakhshi <[email protected]>
Co-authored-by: JRD971000 <[email protected]>
Co-authored-by: arendu <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* TitaNet Batch Verify Speaker (#9337)

* add batch_inference for verify_speakers method

Signed-off-by: [email protected] <[email protected]>

* remove not used package

Signed-off-by: [email protected] <[email protected]>

* change batch inference logic

Signed-off-by: [email protected] <[email protected]>

* fixup

Signed-off-by: [email protected] <[email protected]>

* requested changes

Signed-off-by: [email protected] <[email protected]>

* add verify_speakers_batch to docs

Signed-off-by: [email protected] <[email protected]>

* handle None durations in manifest

Signed-off-by: [email protected] <[email protected]>

* change logging text

Signed-off-by: [email protected] <[email protected]>

* Apply isort and black reformatting

Signed-off-by: monica-sekoyan <[email protected]>

* check duration presence

Signed-off-by: [email protected] <[email protected]>

* add channel_selector to dataset configs

Signed-off-by: [email protected] <[email protected]>

---------

Signed-off-by: [email protected] <[email protected]>
Signed-off-by: monica-sekoyan <[email protected]>
Co-authored-by: monica-sekoyan <[email protected]>
Co-authored-by: Nithin Rao <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Enable MCore checkpointing optimizations (#9505)

* Expose num processes in PyT Dist

Signed-off-by: Mikołaj Błaż <[email protected]>

* Add parallel save/load optimizations from MCore

Signed-off-by: Mikołaj Błaż <[email protected]>

* Remove async utils from MCore

Signed-off-by: Mikołaj Błaż <[email protected]>

* Enable DistOpt paralell R/W

Signed-off-by: Mikołaj Błaż <[email protected]>

* Enable PyT Dist caching

Signed-off-by: Mikołaj Błaż <[email protected]>

* Small fixes

Signed-off-by: Mikołaj Błaż <[email protected]>

* Make sure DistCkptIO is instantiated from config

Signed-off-by: Mikołaj Błaż <[email protected]>

* Bump MCore version to v0.7

Signed-off-by: Mikołaj Błaż <[email protected]>

* Print load strategy

Signed-off-by: Mikołaj Błaż <[email protected]>

* Forward MCore to model space DistOpt

Signed-off-by: Mikołaj Błaż <[email protected]>

* Add separate flag to control DistOpt paralell R/W

Signed-off-by: Mikołaj Błaż <[email protected]>

* Turn off parallel save by default

Signed-off-by: Mikołaj Błaż <[email protected]>

---------

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Change mixtral moe key name for trt-llm (#9620)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* change moe key values

Signed-off-by: Onur Yilmaz <[email protected]>

* add weight to the key

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix ckpt load bug (#9621)

* fix ckpt load bug

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
Co-authored-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* NeVA Minor Fixes (#9608)

* fix neva resume with empty param loaded for some pp stage

Signed-off-by: yaoyu-33 <[email protected]>

* fix crop size check

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix pretrianing data sizes and weights (#9627)

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Alit/mamba (#9575)

* adding mamba support

* fix import mixins

* rm convert jamba

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* more cleanups

* use GPT text gen

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* fixing gbs in TP convetor

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add reqs

* add tutorial

* minor fix to tutorial

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* address comments

* add mamba dependancies

* add mcore tag

* modify dockerfile ci

* modify dockerfile ci

---------

Signed-off-by: JRD971000 <[email protected]>
Signed-off-by: arendu <[email protected]>
Co-authored-by: Ali Taghibakhshi <[email protected]>
Co-authored-by: JRD971000 <[email protected]>
Co-authored-by: arendu <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] async checkpointing support (#9466)

* add async checkpointing support

* fixes

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* add parallel read/write support and other optimizations

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* address comments, make dist checkpointing args configurable

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* fix small typo

Signed-off-by: ashors1 <[email protected]>

* Update default sharding type

Co-authored-by: mikolajblaz <[email protected]>
Signed-off-by: Anna Shors <[email protected]>

* Update default sharding type

Co-authored-by: mikolajblaz <[email protected]>
Signed-off-by: Anna Shors <[email protected]>

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Signed-off-by: ashors1 <[email protected]>
Signed-off-by: Anna Shors <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Co-authored-by: mikolajblaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix the arguments  of forward_for_export function in msdd_models (#9624)

* Fix the arguments  of forward_for_export function

Signed-off-by: Taejin Park <[email protected]>

* Apply isort and black reformatting

Signed-off-by: tango4j <[email protected]>

---------

Signed-off-by: Taejin Park <[email protected]>
Signed-off-by: tango4j <[email protected]>
Co-authored-by: tango4j <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Change default parallel_save to False (#9632)

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Unwrap ckpt_io for model opt (async save) (#9622)

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* MCore T5 support for NeMo - Training (#9432)

* huvu/mcore_t5 first commit from local

* removing DEBUGGING prints

* cleaning megatron_lm_encoder_decoder_model.py code

* cleaning code

* adding Github action test

* only run mcore T5 test

* only run mcore T5 test

* only run mcore T5 test

* only run mcore T5 test

* reset .github/workflows/cicd-main.yml

* reset .github/workflows/cicd-main.yml

* adding condition self.mcore_t5 when running self.build_transformer_config()

* refractor megatron_lm_encoder_decoder_model.py to not use self.model

* only run T5-related tests

* remove all self.model

* reset cicd file

* reset cicd file

* updating codes remove duplicate if/else; adding mcore/transformer_engine to config file

* adjust +model.mcore_t5=True

* Apply isort and black reformatting

Signed-off-by: huvunvidia <[email protected]>

---------

Signed-off-by: huvunvidia <[email protected]>
Co-authored-by: Huy Vu2 <[email protected]>
Co-authored-by: huvunvidia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Expose transformer_layer_spec inside GPTConfig (#9592)

* Expose transformer_layer_spec inside GPTConfig

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Expose layer-specs

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Update NeMo Clip to Use MCore Modules (#9594)

* update clip model and config file

Signed-off-by: yaoyu-33 <[email protected]>

* update clip for mcore

Signed-off-by: yaoyu-33 <[email protected]>

* MCore CLIP Fix

Signed-off-by: yaoyu-33 <[email protected]>

* fix no mask

Signed-off-by: yaoyu-33 <[email protected]>

* few neva fixes

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip module

Signed-off-by: yaoyu-33 <[email protected]>

* add siglip loss

Signed-off-by: yaoyu-33 <[email protected]>

* fix

Signed-off-by: yaoyu-33 <[email protected]>

* fix collate fn

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip conversion script

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip convert

Signed-off-by: yaoyu-33 <[email protected]>

* clip fixes

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* clean up script

Signed-off-by: yaoyu-33 <[email protected]>

* clip fixe…
tonyjie pushed a commit to tonyjie/NeMo that referenced this pull request Jul 24, 2024
* Adding context- & expert-parallism to MegatronStrategy (#9525)

Signed-off-by: Tugrul Konuk <[email protected]>

* Add CICD test for Stable Diffusion (#9464)

* Add CICD test for Stable Diffusion

Signed-off-by: Michal Futrega <[email protected]>

* Update cicd-main.yml

Signed-off-by: Michal Futrega <[email protected]>

* Use single gpu runner

Signed-off-by: Michal Futrega <[email protected]>

---------

Signed-off-by: Michal Futrega <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Akoumparouli/nemo ux mixtral (#9446)

* use default collate if dataset does not have one

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mixtral config

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add convert_state

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix StateDictTransform for 2D layers, e.g. MoE

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* pass num_moe_experts to specs

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* udpate MixtralModel

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mini docstring

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* update mcoreddp call (#9345)

* update mcoreddp call

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* update mcore commits

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Llama and Gemma (#9528)

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama3

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* fix typo

Signed-off-by: Chen Cui <[email protected]>

* enable importers with multiple models

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add gemma

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* checks

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] minor logging bug fixes (#9529)

* minor exp_manager bug fixes

* remove print statement

* fix docstring

* fix AppState defaults

---------

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* mcore distOpt restore fix (#9421)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Custom Tiktoken tokenizer.

Signed-off-by: Tugrul Konuk <[email protected]>

* Fixed the tokenizer decoding on special tokens.

Signed-off-by: Tugrul Konuk <[email protected]>

* Apply isort and black reformatting

Signed-off-by: ertkonuk <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Added token_to_id() method.

Signed-off-by: Tugrul Konuk <[email protected]>

* Update neva conversion script from and to HF (#9296)

* Update NeMo script

Signed-off-by: yaoyu-33 <[email protected]>

* Fix example scripts

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* Update convert_llava_nemo_to_hf.py

Signed-off-by: yaoyu-33 <[email protected]>

* address comments

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Support (#9381)

* Export implementation for vLLM 0.4.3.

Supports LLAMA2, Mistral, Mixtral (unverified), Gemma and StarCoder2 models.

The nemo.export.tensorrt_llm alias was removed to avoid initializing TRT-LLM when importing anything from nemo.export.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed some CodeQL warnings.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Removed empty files.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Updated the integration for vLLM 0.5.0.

Signed-off-by: Alexey Panteleev <[email protected]>

* Updated the vLLM deployment interface to use max_output_len instead of max_output_token.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Moved the Exporter class to nemo/export and renamed its file to vllm_exporter.py, to be more similar to TRT-LLM.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Implemented vLLM support in the export tests, added functional testing, implemented forward evaluation on vLLM without Triton.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Moved the vLLM deployment functionality to the common deploy_triton.py script.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Fixed the CodeQL discovered issues.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Fixed one more return of a wrong dimensionality...

Signed-off-by: Alexey Panteleev <[email protected]>

* More wrong dimensionality returns.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
Co-authored-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* PL: Delete precision if using plugin. TODO switch to MegatronTrainerBuilder (#9535)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add page context fmha (#9526)

Signed-off-by: Tugrul Konuk <[email protected]>

* extend get_gpt_layer_modelopt_spec to support MoE (#9532)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix mock data generation for legacy dataset (#9530)

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] IO fixes (#9512)

* Improve IOMixin.io_transform_args to handle dataclasses better

* Dump task json + img inside NeMoLogger

* Adding store_io to train task

* Update opt.connect to also propagate to __io__

* Rename opt to optim for consistency

* Moving to using safe serialization using fiddle, only use cloudpickle when needed

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Using Config from fiddle instead of sdk for now

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move enable_nemo_ckpt_io from MegatronStrategy to ModelCheckpoint

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move nemo-ckpt to _get_finalize_save_checkpoint_callback

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Update TrainerContext & io.load_ckpt

* Use renamed TrainerContext inside ModelCheckpoint

* Remove double io saving

* Rename lightning.pytorch.opt -> optim

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove store_io from train-task

* Adding fiddle-extension for torch

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move fdl_torch import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding dtype to serialization

* Some fixes

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add support for BuiltinFunctionType

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add missing import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix dataclass fields

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Test C++ runtime on demand in nemo_export.py to avoid possible OOMs (#9544)

* Add test_cpp_runtime flag

Signed-off-by: Jan Lasek <[email protected]>

* Apply isort and black reformatting

Signed-off-by: janekl <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: janekl <[email protected]>
Co-authored-by: janekl <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix lhotse tests for v1.24.2 (#9546)

* Fix lhotse tests for v1.24.0

Signed-off-by: Piotr Żelasko <[email protected]>

* Fix RIR test

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* gpu_unitTests_notOptional (#9551)

Signed-off-by: Tugrul Konuk <[email protected]>

* add reset learning rate functionality (#9372)

* add reset_lr functionality

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* move reset_lr from optim section

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr value to config

Signed-off-by: dimapihtar <[email protected]>

* set reset_lr False by default

Signed-off-by: dimapihtar <[email protected]>

* remove extra line

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* remove extra quote

Signed-off-by: dimapihtar <[email protected]>

* add ability to reset schedule's max_steps and decay_steps

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* change scheduler's first step logic when using reset_lr

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* update reset_lr comments

Signed-off-by: dimapihtar <[email protected]>

* add use cases for reset_lr feature

Signed-off-by: dimapihtar <[email protected]>

---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
Co-authored-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Python AIStore SDK to container and bump min Lhotse version (#9537)

* Add Python AIStore SDK to requirements and bump min Lhotse version

Signed-off-by: Piotr Żelasko <[email protected]>

* Move AIStore Python SDK to Dockerfile, remove matplotlib/ipywidgets deps

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Adding 'use_dynamo' option for export to use onnx.dynamo_export() instead of onnx.export() (#9147)

* Ininial WARs to implement dynamo option for export

Signed-off-by: Boris Fomitchev <[email protected]>

* including weights in .onnx

Signed-off-by: Boris Fomitchev <[email protected]>

* dynamo_export works for many small models

Signed-off-by: Boris Fomitchev <[email protected]>

* External weights behaviour fixed

Signed-off-by: Boris Fomitchev <[email protected]>

* Cleanup

Signed-off-by: Boris Fomitchev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: borisfom <[email protected]>

* print cleaned up

Signed-off-by: Boris Fomitchev <[email protected]>

* Added overloadable dynamic_shapes_for_export

Signed-off-by: Boris Fomitchev <[email protected]>

* Addressing code review

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI issues

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI test failure

Signed-off-by: Boris Fomitchev <[email protected]>

* Eliminated test cross-contamination

Signed-off-by: Boris Fomitchev <[email protected]>

---------

Signed-off-by: Boris Fomitchev <[email protected]>
Signed-off-by: borisfom <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Co-authored-by: Somshubra Majumdar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix tokenizer IO (#9555)

* Adding tokenizer to io-test + making it pass

* Handling tokenizer correctly inside dump_io

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Removing not used import

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo UX] Move mistral_7b.py to mistral.py (#9545)

* Move mistral_7b.py to mistral.py

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename MixtralConfig to MixtralConfig8x7B

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mistral rename: mistralconfig7b & mistralmodel

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Use closed-formula to round by multiple (#9307)

* Use closed-formula to round by multiple

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* ci: Do not attempt to send slack on fork (#9556)

* ci: Do not attempt to send slack on fork

Signed-off-by: Oliver Koenig <[email protected]>

* test

Signed-off-by: Oliver Koenig <[email protected]>

---------

Signed-off-by: Oliver Koenig <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix nemo export test (#9547)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix SDXL incorrect name in docs (#9534)

Signed-off-by: Tugrul Konuk <[email protected]>

* GPU unit tests: Mark flaky tests to be fixed (#9559)

Signed-off-by: Tugrul Konuk <[email protected]>

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* switch to torch_dist as default dist checkpointing backend (#9541)

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Checkpointing bug fixes (#9562)

* fix checkpoint loading

* fix

* fixes

* another fix

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add tps and pps params to the export script (#9558)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* remove n_gpus param

Signed-off-by: Onur Yilmaz <[email protected]>

* add and fix parameters

Signed-off-by: Onur Yilmaz <[email protected]>

* fix deploy script

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* rename tps and pps params

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Consolidate gpt continue training script into pretraining script (#9413)

* Consolidate gpt continue training with pretraining

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix default config

Signed-off-by: yaoyu-33 <[email protected]>

* Add github action cicd

Signed-off-by: yaoyu-33 <[email protected]>

* extract _integrate_original_checkpoint_data as a method

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix getattr

Signed-off-by: yaoyu-33 <[email protected]>

* Revert "Add github action cicd"

This reverts commit a453f16ba2be6413db932623009da893208acdd5.

* Update comments in nlp_overrides.py

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add support to change Multi task model prompt (#9542)

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Update nemo/collections/common/prompts/formatter.py

Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>
Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Multimodal Exporter (#9256)

* Add video-neva TRT export

* Add TRT inference

* Change config

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change export params

* Remove unused import

* Add neva export

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change unpack nemo

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add trt infer config

* Fix neva trt inference

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add exporter

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix infer

* Add PyTriton

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix deploy wrong dim

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change to pass PIL Image

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix video neva deploy

* Change query

* Change deploy

* Remove unused import

* Change ptuning

* Change to mm exporter

* Add script

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix script

---------

Signed-off-by: meatybobby <[email protected]>
Co-authored-by: meatybobby <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Enable encoder adapters for Canary and MultiTaskAED models (#9409)

* Fix assertions for adapter types

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Cleanup

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Finalize support for decoder adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* fix the freeze/unfreeze problem by replacing as_frozen with torch.inference_mode

* Apply isort and black reformatting

Signed-off-by: weiqingw4ng <[email protected]>

* Update tests to new generic way of module update

Signed-off-by: smajumdar <[email protected]>

* Finalize code for update module

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Fix variable name

Signed-off-by: smajumdar <[email protected]>

* Finalize projection support for transformer mha adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Correct implementation of freeze restore

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Corrects the implementation of replace_adapter_modules to limit to just the top level modules

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Address reviewer comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: weiqingw4ng <[email protected]>
Co-authored-by: Weiqing Wang <[email protected]>
Co-authored-by: weiqingw4ng <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* pass option through (#9570)

Signed-off-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* PTQ refinements (#9574)

* Rename megatron_gpt_quantization -> megatron_gpt_ptq

Signed-off-by: Jan Lasek <[email protected]>

* Configure export.save_path as dir or tarball

Signed-off-by: Jan Lasek <[email protected]>

* PTQ docs update

Signed-off-by: Jan Lasek <[email protected]>

* Make model_type optional in case of quantized checkpoints

Signed-off-by: Jan Lasek <[email protected]>

* Drop unused save_nemo_model_config argument

Signed-off-by: Jan Lasek <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Audio model collection (#9263)

* Audio model collection

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

* Fix imports

Signed-off-by: Ante Jukić <[email protected]>

* Addressed PR comments

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

---------

Signed-off-by: Ante Jukić <[email protected]>
Signed-off-by: anteju <[email protected]>
Co-authored-by: anteju <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix Trainer serialization (#9571)

* Fix Trainer serialization

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Update click version requirement (#9580)

Signed-off-by: Dong Hyuk Chang <[email protected]>
Co-authored-by: Dong Hyuk Chang <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Fault tolerance] Heartbeat detection (#9352)

* Fault tolerance related changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Cosmetic changes in documentation

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Doc update round2

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Co-authored-by: Jacek Bieniusiewicz <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add ModelOpt QAT example for Llama2 SFT model (#9326)

* add INT4 QAT example for Llama2 SFT model

Signed-off-by: Keval Morabia <[email protected]>

* Add config parameter to control kv cache quantization

Signed-off-by: Keval Morabia <[email protected]>

* Fix typo in cicd-main.yml for QAT test

Signed-off-by: Keval Morabia <[email protected]>

* fix nlp_overrides.py

Signed-off-by: Keval Morabia <[email protected]>

* address reviewer feedback

Signed-off-by: Keval Morabia <[email protected]>

* quantize unwrapped model

Signed-off-by: Keval Morabia <[email protected]>

* add compress export argument for qat config

Signed-off-by: Keval Morabia <[email protected]>

---------

Signed-off-by: Keval Morabia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set TE flag in legacy -> mcore conversion script (#9585)

* set TE flag

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add fabric-API for manual forward-pass (#9577)

* First pass over fabric-API

* Adding Trainer -> Fabric conversion

* Some small fixes to get a forward-pass in Fabric working

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding doc-string to Fabric.import_model

* Adding track_io to io_init of Fabric

* Fix Fabric.load_model + add doc-string

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove unused import

* Some small fixes

* Fix failing test

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add SDK-factories to llm-collection (#9589)

* Adding sdk-factories to llm-collection

* Removing _model from mistral + mixtral

* Expose lr_scheduler inside lightning

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Multimodal projection layer adapter fix for PP>1 (#9445)

* enabling multimodal adapters to load in PP>1

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* parameterizing validate_access_integrity, set to false when PP>1

Signed-off-by: paul-gibbons <[email protected]>

formatting fix

Signed-off-by: paul-gibbons <[email protected]>

Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update nlp_model.py

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update modelPT with validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* updating save_restore_connector w/ validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* addressing comment

Signed-off-by: paul-gibbons <[email protected]>

* adding validate_access_integrity to super().load_config_and_state_dict()

Signed-off-by: paul-gibbons <[email protected]>

* testing reorder of validate_access_integrity for CI failures

Signed-off-by: paul-gibbons <[email protected]>

---------

Signed-off-by: paul-gibbons <[email protected]>
Signed-off-by: paul-gibbons <[email protected]>
Co-authored-by: paul-gibbons <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add offline quantization script for QLoRA deployment (#9455)

* add qlora offline quantization script

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* clean

Signed-off-by: Chen Cui <[email protected]>

* docstring

Signed-off-by: Chen Cui <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* qlora support more models (#9488)

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Some improvements to NeMoLogger (#9591)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set n_gpu to None in nemo export (#9593)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* set ngpus to None

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Inflight nemo model export support (#9527)

* online model conversion and refit

Signed-off-by: Jimmy Zhang <[email protected]>

* clean code

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup

Signed-off-by: Jimmy Zhang <[email protected]>

* add refit, cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* combine weight conversion functions

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

* remove debug print

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* fix single gpu and cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

---------

Signed-off-by: JimmyZhang12 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Improvements (#9596)

* Separated the vLLM export functionality from the common deployment script into deploy_vllm_triton.py.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed vocab_size for LLAMA3.

Signed-off-by: Alexey Panteleev <[email protected]>

* Export test: fixed deployment testing w/o Megatron, made functional tests optional, added --gpu_memory_utilization.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Addressing review and CodeQL comments.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
Co-authored-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set finalize_model_grads_func in on_fit_start instead to make sure it's being called (#9599)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set no_sync_func & grad_sync_fucn (#9601)

* Set no_sync_func & grad_sync_fucn

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* set overlap_param_sync

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* small nemo logger bug fix (#9607)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix the dict format returned by scheduler method (#9609)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Dataloading enhancements and bug fixes (#9595)

* fix dataloading + checkpoint restore

* clean up data sampler

* fix typo

* support passing multiple paths to data module

* fix validation dataloader

* fix dataloader len when using gradient accumulation

* fix progress bar

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* fix step count in loggers

* fix blended dataset

* address comments

* address comment

* move step logging into strategy

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix serialization of AutoResume (#9616)

* fix serialization of autoresume

* update undefined variables

Signed-off-by: Tugrul Konuk <[email protected]>

* Chat template support for megatron_gpt_eval.py (#9354)

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move model loading to separate function; call toContainer once; pad using closed formula

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* read prompts from file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* If input prompt contains dict, apply model.tokenizer.chat_template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* apply @Gal Leibovich's patch

Taken from: https://github.com/NVIDIA/NeMo/commit/17572905344db4692583e72799d55801a8860f35
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename prompts_file to prompts_jsonl

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat_template param

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Add ChatTemplateMixin to SentencePieceTokenizer

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat-template to text-gen-strat

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move load prompts to separate file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* remove chat-template from text-gen-utils

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* make chat-template more generic

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add assert message

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* small refactor for chat_template_mixin

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* undo ckpt conv changes

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move rounding to function

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Abhishree Thittenamane <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Jsonl support (#9611)

* Adding support to preprocess .jsonl and .jsonl.gz files in input directory

Signed-off-by: adityavavre <[email protected]>

* Adding support to preprocess .jsonl and .jsonl.gz files in input directory

Signed-off-by: adityavavre <[email protected]>

* Apply isort and black reformatting

Signed-off-by: adityavavre <[email protected]>

---------

Signed-off-by: adityavavre <[email protected]>
Signed-off-by: adityavavre <[email protected]>
Co-authored-by: adityavavre <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Add PEFT (#9490)

* initial commit for PEFT in nemo2

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* address comments

Signed-off-by: Chen Cui <[email protected]>

* make import easier

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* address comments

Signed-off-by: Chen Cui <[email protected]>

* Update nemo/collections/llm/peft/lora.py

Signed-off-by: Marc Romeyn <[email protected]>

* Some small fixes + adding more doc-strings

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding ModelTransform callback

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fixing type-hint for model_transform

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* fix import

Signed-off-by: Chen Cui <[email protected]>

* model transform for gemma llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* fix model transform

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* change lora target default to all linear modules

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* Small fix in mixtral

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Integrating PEFT to the public-API + some fixes

* Big refactor to allow to load adapter-states

* Some fixes to support adapter_path

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Disabling ckpt reloading when adapter_path is passed

* Fix CLI

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove commented-out code

* Remove commented-out code

* Remove un-used import

* Fix callback imports

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fixing llm.pretrain

* Some small fixes

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix missing import + type-hint in finetune

* Adding PreemptionCallback + some more tests

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Clean up imports & clean up llm.api

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Trying to fix failing tests

* Remove __init__.py 2

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix failing test

* Trying to fix last failing test

---------

Signed-off-by: cuichenx <[email protected]>
Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Marc Romeyn <[email protected]>
Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Akoumparouli/mistral import instruct chat template fix (#9567)

* use bf16 by defualt mistral conv

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* use capitalized role names

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Remove .cuda calls, use device isntead (#9602)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix converter defautl args (#9565)

* fix converter defautl args

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* mixtral export (#9603)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix: remove non_blocking from PTL's .cuda call (#9618)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Alit/mamba tmp (#9612)

* adding mamba support

* fix import mixins

* rm convert jamba

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* more cleanups

* use GPT text gen

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* fixing gbs in TP convetor

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add reqs

* add tutorial

* minor fix to tutorial

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add mamba_tmp

* remove mamba import

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

---------

Signed-off-by: JRD971000 <[email protected]>
Signed-off-by: arendu <[email protected]>
Co-authored-by: Ali Taghibakhshi <[email protected]>
Co-authored-by: JRD971000 <[email protected]>
Co-authored-by: arendu <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* TitaNet Batch Verify Speaker (#9337)

* add batch_inference for verify_speakers method

Signed-off-by: [email protected] <[email protected]>

* remove not used package

Signed-off-by: [email protected] <[email protected]>

* change batch inference logic

Signed-off-by: [email protected] <[email protected]>

* fixup

Signed-off-by: [email protected] <[email protected]>

* requested changes

Signed-off-by: [email protected] <[email protected]>

* add verify_speakers_batch to docs

Signed-off-by: [email protected] <[email protected]>

* handle None durations in manifest

Signed-off-by: [email protected] <[email protected]>

* change logging text

Signed-off-by: [email protected] <[email protected]>

* Apply isort and black reformatting

Signed-off-by: monica-sekoyan <[email protected]>

* check duration presence

Signed-off-by: [email protected] <[email protected]>

* add channel_selector to dataset configs

Signed-off-by: [email protected] <[email protected]>

---------

Signed-off-by: [email protected] <[email protected]>
Signed-off-by: monica-sekoyan <[email protected]>
Co-authored-by: monica-sekoyan <[email protected]>
Co-authored-by: Nithin Rao <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Enable MCore checkpointing optimizations (#9505)

* Expose num processes in PyT Dist

Signed-off-by: Mikołaj Błaż <[email protected]>

* Add parallel save/load optimizations from MCore

Signed-off-by: Mikołaj Błaż <[email protected]>

* Remove async utils from MCore

Signed-off-by: Mikołaj Błaż <[email protected]>

* Enable DistOpt paralell R/W

Signed-off-by: Mikołaj Błaż <[email protected]>

* Enable PyT Dist caching

Signed-off-by: Mikołaj Błaż <[email protected]>

* Small fixes

Signed-off-by: Mikołaj Błaż <[email protected]>

* Make sure DistCkptIO is instantiated from config

Signed-off-by: Mikołaj Błaż <[email protected]>

* Bump MCore version to v0.7

Signed-off-by: Mikołaj Błaż <[email protected]>

* Print load strategy

Signed-off-by: Mikołaj Błaż <[email protected]>

* Forward MCore to model space DistOpt

Signed-off-by: Mikołaj Błaż <[email protected]>

* Add separate flag to control DistOpt paralell R/W

Signed-off-by: Mikołaj Błaż <[email protected]>

* Turn off parallel save by default

Signed-off-by: Mikołaj Błaż <[email protected]>

---------

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Change mixtral moe key name for trt-llm (#9620)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* change moe key values

Signed-off-by: Onur Yilmaz <[email protected]>

* add weight to the key

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix ckpt load bug (#9621)

* fix ckpt load bug

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
Co-authored-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* NeVA Minor Fixes (#9608)

* fix neva resume with empty param loaded for some pp stage

Signed-off-by: yaoyu-33 <[email protected]>

* fix crop size check

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix pretrianing data sizes and weights (#9627)

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Alit/mamba (#9575)

* adding mamba support

* fix import mixins

* rm convert jamba

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* more cleanups

* use GPT text gen

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* fixing gbs in TP convetor

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add reqs

* add tutorial

* minor fix to tutorial

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* address comments

* add mamba dependancies

* add mcore tag

* modify dockerfile ci

* modify dockerfile ci

---------

Signed-off-by: JRD971000 <[email protected]>
Signed-off-by: arendu <[email protected]>
Co-authored-by: Ali Taghibakhshi <[email protected]>
Co-authored-by: JRD971000 <[email protected]>
Co-authored-by: arendu <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] async checkpointing support (#9466)

* add async checkpointing support

* fixes

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* add parallel read/write support and other optimizations

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* address comments, make dist checkpointing args configurable

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* fix small typo

Signed-off-by: ashors1 <[email protected]>

* Update default sharding type

Co-authored-by: mikolajblaz <[email protected]>
Signed-off-by: Anna Shors <[email protected]>

* Update default sharding type

Co-authored-by: mikolajblaz <[email protected]>
Signed-off-by: Anna Shors <[email protected]>

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Signed-off-by: ashors1 <[email protected]>
Signed-off-by: Anna Shors <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Co-authored-by: mikolajblaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix the arguments  of forward_for_export function in msdd_models (#9624)

* Fix the arguments  of forward_for_export function

Signed-off-by: Taejin Park <[email protected]>

* Apply isort and black reformatting

Signed-off-by: tango4j <[email protected]>

---------

Signed-off-by: Taejin Park <[email protected]>
Signed-off-by: tango4j <[email protected]>
Co-authored-by: tango4j <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Change default parallel_save to False (#9632)

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Unwrap ckpt_io for model opt (async save) (#9622)

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* MCore T5 support for NeMo - Training (#9432)

* huvu/mcore_t5 first commit from local

* removing DEBUGGING prints

* cleaning megatron_lm_encoder_decoder_model.py code

* cleaning code

* adding Github action test

* only run mcore T5 test

* only run mcore T5 test

* only run mcore T5 test

* only run mcore T5 test

* reset .github/workflows/cicd-main.yml

* reset .github/workflows/cicd-main.yml

* adding condition self.mcore_t5 when running self.build_transformer_config()

* refractor megatron_lm_encoder_decoder_model.py to not use self.model

* only run T5-related tests

* remove all self.model

* reset cicd file

* reset cicd file

* updating codes remove duplicate if/else; adding mcore/transformer_engine to config file

* adjust +model.mcore_t5=True

* Apply isort and black reformatting

Signed-off-by: huvunvidia <[email protected]>

---------

Signed-off-by: huvunvidia <[email protected]>
Co-authored-by: Huy Vu2 <[email protected]>
Co-authored-by: huvunvidia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Expose transformer_layer_spec inside GPTConfig (#9592)

* Expose transformer_layer_spec inside GPTConfig

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Expose layer-specs

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Update NeMo Clip to Use MCore Modules (#9594)

* update clip model and config file

Signed-off-by: yaoyu-33 <[email protected]>

* update clip for mcore

Signed-off-by: yaoyu-33 <[email protected]>

* MCore CLIP Fix

Signed-off-by: yaoyu-33 <[email protected]>

* fix no mask

Signed-off-by: yaoyu-33 <[email protected]>

* few neva fixes

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip module

Signed-off-by: yaoyu-33 <[email protected]>

* add siglip loss

Signed-off-by: yaoyu-33 <[email protected]>

* fix

Signed-off-by: yaoyu-33 <[email protected]>

* fix collate fn

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip conversion script

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip convert

Signed-off-by: yaoyu-33 <[email protected]>

* clip fixes

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* clean up script

Signed-off-by: yaoyu-33 <[email protected]>

* clip fixe…
akoumpa added a commit that referenced this pull request Jul 25, 2024
* Adding context- & expert-parallism to MegatronStrategy (#9525)

Signed-off-by: Tugrul Konuk <[email protected]>

* Add CICD test for Stable Diffusion (#9464)

* Add CICD test for Stable Diffusion

Signed-off-by: Michal Futrega <[email protected]>

* Update cicd-main.yml

Signed-off-by: Michal Futrega <[email protected]>

* Use single gpu runner

Signed-off-by: Michal Futrega <[email protected]>

---------

Signed-off-by: Michal Futrega <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Akoumparouli/nemo ux mixtral (#9446)

* use default collate if dataset does not have one

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mixtral config

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add convert_state

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix StateDictTransform for 2D layers, e.g. MoE

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* pass num_moe_experts to specs

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* udpate MixtralModel

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mini docstring

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* update mcoreddp call (#9345)

* update mcoreddp call

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* update mcore commits

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Llama and Gemma (#9528)

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama3

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* fix typo

Signed-off-by: Chen Cui <[email protected]>

* enable importers with multiple models

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add gemma

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* checks

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] minor logging bug fixes (#9529)

* minor exp_manager bug fixes

* remove print statement

* fix docstring

* fix AppState defaults

---------

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* mcore distOpt restore fix (#9421)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Custom Tiktoken tokenizer.

Signed-off-by: Tugrul Konuk <[email protected]>

* Fixed the tokenizer decoding on special tokens.

Signed-off-by: Tugrul Konuk <[email protected]>

* Apply isort and black reformatting

Signed-off-by: ertkonuk <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Added token_to_id() method.

Signed-off-by: Tugrul Konuk <[email protected]>

* Update neva conversion script from and to HF (#9296)

* Update NeMo script

Signed-off-by: yaoyu-33 <[email protected]>

* Fix example scripts

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* Update convert_llava_nemo_to_hf.py

Signed-off-by: yaoyu-33 <[email protected]>

* address comments

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Support (#9381)

* Export implementation for vLLM 0.4.3.

Supports LLAMA2, Mistral, Mixtral (unverified), Gemma and StarCoder2 models.

The nemo.export.tensorrt_llm alias was removed to avoid initializing TRT-LLM when importing anything from nemo.export.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed some CodeQL warnings.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Removed empty files.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Updated the integration for vLLM 0.5.0.

Signed-off-by: Alexey Panteleev <[email protected]>

* Updated the vLLM deployment interface to use max_output_len instead of max_output_token.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Moved the Exporter class to nemo/export and renamed its file to vllm_exporter.py, to be more similar to TRT-LLM.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Implemented vLLM support in the export tests, added functional testing, implemented forward evaluation on vLLM without Triton.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Moved the vLLM deployment functionality to the common deploy_triton.py script.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Fixed the CodeQL discovered issues.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Fixed one more return of a wrong dimensionality...

Signed-off-by: Alexey Panteleev <[email protected]>

* More wrong dimensionality returns.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
Co-authored-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* PL: Delete precision if using plugin. TODO switch to MegatronTrainerBuilder (#9535)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add page context fmha (#9526)

Signed-off-by: Tugrul Konuk <[email protected]>

* extend get_gpt_layer_modelopt_spec to support MoE (#9532)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix mock data generation for legacy dataset (#9530)

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] IO fixes (#9512)

* Improve IOMixin.io_transform_args to handle dataclasses better

* Dump task json + img inside NeMoLogger

* Adding store_io to train task

* Update opt.connect to also propagate to __io__

* Rename opt to optim for consistency

* Moving to using safe serialization using fiddle, only use cloudpickle when needed

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Using Config from fiddle instead of sdk for now

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move enable_nemo_ckpt_io from MegatronStrategy to ModelCheckpoint

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move nemo-ckpt to _get_finalize_save_checkpoint_callback

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Update TrainerContext & io.load_ckpt

* Use renamed TrainerContext inside ModelCheckpoint

* Remove double io saving

* Rename lightning.pytorch.opt -> optim

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove store_io from train-task

* Adding fiddle-extension for torch

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move fdl_torch import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding dtype to serialization

* Some fixes

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add support for BuiltinFunctionType

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add missing import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix dataclass fields

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Test C++ runtime on demand in nemo_export.py to avoid possible OOMs (#9544)

* Add test_cpp_runtime flag

Signed-off-by: Jan Lasek <[email protected]>

* Apply isort and black reformatting

Signed-off-by: janekl <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: janekl <[email protected]>
Co-authored-by: janekl <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix lhotse tests for v1.24.2 (#9546)

* Fix lhotse tests for v1.24.0

Signed-off-by: Piotr Żelasko <[email protected]>

* Fix RIR test

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* gpu_unitTests_notOptional (#9551)

Signed-off-by: Tugrul Konuk <[email protected]>

* add reset learning rate functionality (#9372)

* add reset_lr functionality

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* move reset_lr from optim section

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr value to config

Signed-off-by: dimapihtar <[email protected]>

* set reset_lr False by default

Signed-off-by: dimapihtar <[email protected]>

* remove extra line

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* remove extra quote

Signed-off-by: dimapihtar <[email protected]>

* add ability to reset schedule's max_steps and decay_steps

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* change scheduler's first step logic when using reset_lr

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* update reset_lr comments

Signed-off-by: dimapihtar <[email protected]>

* add use cases for reset_lr feature

Signed-off-by: dimapihtar <[email protected]>

---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
Co-authored-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Python AIStore SDK to container and bump min Lhotse version (#9537)

* Add Python AIStore SDK to requirements and bump min Lhotse version

Signed-off-by: Piotr Żelasko <[email protected]>

* Move AIStore Python SDK to Dockerfile, remove matplotlib/ipywidgets deps

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Adding 'use_dynamo' option for export to use onnx.dynamo_export() instead of onnx.export() (#9147)

* Ininial WARs to implement dynamo option for export

Signed-off-by: Boris Fomitchev <[email protected]>

* including weights in .onnx

Signed-off-by: Boris Fomitchev <[email protected]>

* dynamo_export works for many small models

Signed-off-by: Boris Fomitchev <[email protected]>

* External weights behaviour fixed

Signed-off-by: Boris Fomitchev <[email protected]>

* Cleanup

Signed-off-by: Boris Fomitchev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: borisfom <[email protected]>

* print cleaned up

Signed-off-by: Boris Fomitchev <[email protected]>

* Added overloadable dynamic_shapes_for_export

Signed-off-by: Boris Fomitchev <[email protected]>

* Addressing code review

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI issues

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI test failure

Signed-off-by: Boris Fomitchev <[email protected]>

* Eliminated test cross-contamination

Signed-off-by: Boris Fomitchev <[email protected]>

---------

Signed-off-by: Boris Fomitchev <[email protected]>
Signed-off-by: borisfom <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Co-authored-by: Somshubra Majumdar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix tokenizer IO (#9555)

* Adding tokenizer to io-test + making it pass

* Handling tokenizer correctly inside dump_io

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Removing not used import

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo UX] Move mistral_7b.py to mistral.py (#9545)

* Move mistral_7b.py to mistral.py

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename MixtralConfig to MixtralConfig8x7B

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mistral rename: mistralconfig7b & mistralmodel

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Use closed-formula to round by multiple (#9307)

* Use closed-formula to round by multiple

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* ci: Do not attempt to send slack on fork (#9556)

* ci: Do not attempt to send slack on fork

Signed-off-by: Oliver Koenig <[email protected]>

* test

Signed-off-by: Oliver Koenig <[email protected]>

---------

Signed-off-by: Oliver Koenig <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix nemo export test (#9547)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix SDXL incorrect name in docs (#9534)

Signed-off-by: Tugrul Konuk <[email protected]>

* GPU unit tests: Mark flaky tests to be fixed (#9559)

Signed-off-by: Tugrul Konuk <[email protected]>

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* switch to torch_dist as default dist checkpointing backend (#9541)

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Checkpointing bug fixes (#9562)

* fix checkpoint loading

* fix

* fixes

* another fix

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add tps and pps params to the export script (#9558)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* remove n_gpus param

Signed-off-by: Onur Yilmaz <[email protected]>

* add and fix parameters

Signed-off-by: Onur Yilmaz <[email protected]>

* fix deploy script

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* rename tps and pps params

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Consolidate gpt continue training script into pretraining script (#9413)

* Consolidate gpt continue training with pretraining

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix default config

Signed-off-by: yaoyu-33 <[email protected]>

* Add github action cicd

Signed-off-by: yaoyu-33 <[email protected]>

* extract _integrate_original_checkpoint_data as a method

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix getattr

Signed-off-by: yaoyu-33 <[email protected]>

* Revert "Add github action cicd"

This reverts commit a453f16ba2be6413db932623009da893208acdd5.

* Update comments in nlp_overrides.py

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add support to change Multi task model prompt (#9542)

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Update nemo/collections/common/prompts/formatter.py

Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>
Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Multimodal Exporter (#9256)

* Add video-neva TRT export

* Add TRT inference

* Change config

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change export params

* Remove unused import

* Add neva export

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change unpack nemo

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add trt infer config

* Fix neva trt inference

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add exporter

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix infer

* Add PyTriton

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix deploy wrong dim

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change to pass PIL Image

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix video neva deploy

* Change query

* Change deploy

* Remove unused import

* Change ptuning

* Change to mm exporter

* Add script

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix script

---------

Signed-off-by: meatybobby <[email protected]>
Co-authored-by: meatybobby <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Enable encoder adapters for Canary and MultiTaskAED models (#9409)

* Fix assertions for adapter types

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Cleanup

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Finalize support for decoder adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* fix the freeze/unfreeze problem by replacing as_frozen with torch.inference_mode

* Apply isort and black reformatting

Signed-off-by: weiqingw4ng <[email protected]>

* Update tests to new generic way of module update

Signed-off-by: smajumdar <[email protected]>

* Finalize code for update module

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Fix variable name

Signed-off-by: smajumdar <[email protected]>

* Finalize projection support for transformer mha adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Correct implementation of freeze restore

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Corrects the implementation of replace_adapter_modules to limit to just the top level modules

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Address reviewer comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: weiqingw4ng <[email protected]>
Co-authored-by: Weiqing Wang <[email protected]>
Co-authored-by: weiqingw4ng <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* pass option through (#9570)

Signed-off-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* PTQ refinements (#9574)

* Rename megatron_gpt_quantization -> megatron_gpt_ptq

Signed-off-by: Jan Lasek <[email protected]>

* Configure export.save_path as dir or tarball

Signed-off-by: Jan Lasek <[email protected]>

* PTQ docs update

Signed-off-by: Jan Lasek <[email protected]>

* Make model_type optional in case of quantized checkpoints

Signed-off-by: Jan Lasek <[email protected]>

* Drop unused save_nemo_model_config argument

Signed-off-by: Jan Lasek <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Audio model collection (#9263)

* Audio model collection

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

* Fix imports

Signed-off-by: Ante Jukić <[email protected]>

* Addressed PR comments

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

---------

Signed-off-by: Ante Jukić <[email protected]>
Signed-off-by: anteju <[email protected]>
Co-authored-by: anteju <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix Trainer serialization (#9571)

* Fix Trainer serialization

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Update click version requirement (#9580)

Signed-off-by: Dong Hyuk Chang <[email protected]>
Co-authored-by: Dong Hyuk Chang <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Fault tolerance] Heartbeat detection (#9352)

* Fault tolerance related changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Cosmetic changes in documentation

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Doc update round2

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Co-authored-by: Jacek Bieniusiewicz <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add ModelOpt QAT example for Llama2 SFT model (#9326)

* add INT4 QAT example for Llama2 SFT model

Signed-off-by: Keval Morabia <[email protected]>

* Add config parameter to control kv cache quantization

Signed-off-by: Keval Morabia <[email protected]>

* Fix typo in cicd-main.yml for QAT test

Signed-off-by: Keval Morabia <[email protected]>

* fix nlp_overrides.py

Signed-off-by: Keval Morabia <[email protected]>

* address reviewer feedback

Signed-off-by: Keval Morabia <[email protected]>

* quantize unwrapped model

Signed-off-by: Keval Morabia <[email protected]>

* add compress export argument for qat config

Signed-off-by: Keval Morabia <[email protected]>

---------

Signed-off-by: Keval Morabia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set TE flag in legacy -> mcore conversion script (#9585)

* set TE flag

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add fabric-API for manual forward-pass (#9577)

* First pass over fabric-API

* Adding Trainer -> Fabric conversion

* Some small fixes to get a forward-pass in Fabric working

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding doc-string to Fabric.import_model

* Adding track_io to io_init of Fabric

* Fix Fabric.load_model + add doc-string

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove unused import

* Some small fixes

* Fix failing test

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add SDK-factories to llm-collection (#9589)

* Adding sdk-factories to llm-collection

* Removing _model from mistral + mixtral

* Expose lr_scheduler inside lightning

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Multimodal projection layer adapter fix for PP>1 (#9445)

* enabling multimodal adapters to load in PP>1

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* parameterizing validate_access_integrity, set to false when PP>1

Signed-off-by: paul-gibbons <[email protected]>

formatting fix

Signed-off-by: paul-gibbons <[email protected]>

Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update nlp_model.py

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update modelPT with validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* updating save_restore_connector w/ validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* addressing comment

Signed-off-by: paul-gibbons <[email protected]>

* adding validate_access_integrity to super().load_config_and_state_dict()

Signed-off-by: paul-gibbons <[email protected]>

* testing reorder of validate_access_integrity for CI failures

Signed-off-by: paul-gibbons <[email protected]>

---------

Signed-off-by: paul-gibbons <[email protected]>
Signed-off-by: paul-gibbons <[email protected]>
Co-authored-by: paul-gibbons <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add offline quantization script for QLoRA deployment (#9455)

* add qlora offline quantization script

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* clean

Signed-off-by: Chen Cui <[email protected]>

* docstring

Signed-off-by: Chen Cui <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* qlora support more models (#9488)

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Some improvements to NeMoLogger (#9591)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set n_gpu to None in nemo export (#9593)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* set ngpus to None

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Inflight nemo model export support (#9527)

* online model conversion and refit

Signed-off-by: Jimmy Zhang <[email protected]>

* clean code

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup

Signed-off-by: Jimmy Zhang <[email protected]>

* add refit, cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* combine weight conversion functions

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

* remove debug print

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* fix single gpu and cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

---------

Signed-off-by: JimmyZhang12 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Improvements (#9596)

* Separated the vLLM export functionality from the common deployment script into deploy_vllm_triton.py.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed vocab_size for LLAMA3.

Signed-off-by: Alexey Panteleev <[email protected]>

* Export test: fixed deployment testing w/o Megatron, made functional tests optional, added --gpu_memory_utilization.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Addressing review and CodeQL comments.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
Co-authored-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set finalize_model_grads_func in on_fit_start instead to make sure it's being called (#9599)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set no_sync_func & grad_sync_fucn (#9601)

* Set no_sync_func & grad_sync_fucn

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* set overlap_param_sync

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* small nemo logger bug fix (#9607)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix the dict format returned by scheduler method (#9609)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Dataloading enhancements and bug fixes (#9595)

* fix dataloading + checkpoint restore

* clean up data sampler

* fix typo

* support passing multiple paths to data module

* fix validation dataloader

* fix dataloader len when using gradient accumulation

* fix progress bar

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* fix step count in loggers

* fix blended dataset

* address comments

* address comment

* move step logging into strategy

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix serialization of AutoResume (#9616)

* fix serialization of autoresume

* update undefined variables

Signed-off-by: Tugrul Konuk <[email protected]>

* Chat template support for megatron_gpt_eval.py (#9354)

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move model loading to separate function; call toContainer once; pad using closed formula

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* read prompts from file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* If input prompt contains dict, apply model.tokenizer.chat_template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* apply @Gal Leibovich's patch

Taken from: https://github.com/NVIDIA/NeMo/commit/17572905344db4692583e72799d55801a8860f35
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename prompts_file to prompts_jsonl

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat_template param

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Add ChatTemplateMixin to SentencePieceTokenizer

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat-template to text-gen-strat

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move load prompts to separate file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* remove chat-template from text-gen-utils

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* make chat-template more generic

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add assert message

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* small refactor for chat_template_mixin

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* undo ckpt conv changes

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* Apply isort and black reformatting

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* move rounding to function

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Jacek Bieniusiewicz <[email protected]>
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* Jsonl support (#9611)

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---------

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* Update nemo/collections/llm/peft/lora.py

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* Adding ModelTransform callback

* Apply isort and black reformatting

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* Fixing type-hint for model_transform

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* change lora target default to all linear modules

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* Small fix in mixtral

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* Remove commented-out code

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---------

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* Akoumparouli/mistral import instruct chat template fix (#9567)

* use bf16 by defualt mistral conv

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* use capitalized role names

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

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* Remove .cuda calls, use device isntead (#9602)

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---------

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* fix: remove non_blocking from PTL's .cuda call (#9618)

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---------

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---------

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* Enable MCore checkpointing optimizations (#9505)

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Signed-off-by: Mikołaj Błaż <[email protected]>

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Signed-off-by: Mikołaj Błaż <[email protected]>

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---------

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* Change mixtral moe key name for trt-llm (#9620)

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Signed-off-by: Onur Yilmaz <[email protected]>

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Signed-off-by: Onur Yilmaz <[email protected]>

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Signed-off-by: Onur Yilmaz <[email protected]>

---------

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Signed-off-by: Tugrul Konuk <[email protected]>

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---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
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* NeVA Minor Fixes (#9608)

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---------

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Signed-off-by: yaoyu-33 <[email protected]>
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* fix pretrianing data sizes and weights (#9627)

Signed-off-by: Chen Cui <[email protected]>
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---------

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* [NeMo-UX] async checkpointing support (#9466)

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* Fix the arguments  of forward_for_export function in msdd_models (#9624)

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---------

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* MCore T5 support for NeMo - Training (#9432)

* huvu/mcore_t5 first commit from local

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---------

Signed-off-by: huvunvidia <[email protected]>
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---------

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* MCore CLIP Fix

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---------

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Move service dir under deploy
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* Mistral + Mixtral Support for NeVa (#9459)

* mistral template support

Signed-off-by: paul-gibbons <[email protected]>

* get_specs neva fix

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* mistral update

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* fixed mistral tokenization

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* t…
BoxiangW pushed a commit to BoxiangW/NeMo that referenced this pull request Jul 30, 2024
* Adding context- & expert-parallism to MegatronStrategy (#9525)

Signed-off-by: Tugrul Konuk <[email protected]>

* Add CICD test for Stable Diffusion (#9464)

* Add CICD test for Stable Diffusion

Signed-off-by: Michal Futrega <[email protected]>

* Update cicd-main.yml

Signed-off-by: Michal Futrega <[email protected]>

* Use single gpu runner

Signed-off-by: Michal Futrega <[email protected]>

---------

Signed-off-by: Michal Futrega <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Akoumparouli/nemo ux mixtral (#9446)

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Signed-off-by: Alexandros Koumparoulis <[email protected]>

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Signed-off-by: Alexandros Koumparoulis <[email protected]>

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Signed-off-by: Alexandros Koumparoulis <[email protected]>

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* Apply isort and black reformatting

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---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
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* update mcoreddp call (#9345)

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Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
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* [NeMo-UX] Llama and Gemma (#9528)

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama3

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* fix typo

Signed-off-by: Chen Cui <[email protected]>

* enable importers with multiple models

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add gemma

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* checks

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] minor logging bug fixes (#9529)

* minor exp_manager bug fixes

* remove print statement

* fix docstring

* fix AppState defaults

---------

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* mcore distOpt restore fix (#9421)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Custom Tiktoken tokenizer.

Signed-off-by: Tugrul Konuk <[email protected]>

* Fixed the tokenizer decoding on special tokens.

Signed-off-by: Tugrul Konuk <[email protected]>

* Apply isort and black reformatting

Signed-off-by: ertkonuk <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Added token_to_id() method.

Signed-off-by: Tugrul Konuk <[email protected]>

* Update neva conversion script from and to HF (#9296)

* Update NeMo script

Signed-off-by: yaoyu-33 <[email protected]>

* Fix example scripts

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* Update convert_llava_nemo_to_hf.py

Signed-off-by: yaoyu-33 <[email protected]>

* address comments

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Support (#9381)

* Export implementation for vLLM 0.4.3.

Supports LLAMA2, Mistral, Mixtral (unverified), Gemma and StarCoder2 models.

The nemo.export.tensorrt_llm alias was removed to avoid initializing TRT-LLM when importing anything from nemo.export.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed some CodeQL warnings.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Removed empty files.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Updated the integration for vLLM 0.5.0.

Signed-off-by: Alexey Panteleev <[email protected]>

* Updated the vLLM deployment interface to use max_output_len instead of max_output_token.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Moved the Exporter class to nemo/export and renamed its file to vllm_exporter.py, to be more similar to TRT-LLM.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Implemented vLLM support in the export tests, added functional testing, implemented forward evaluation on vLLM without Triton.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Moved the vLLM deployment functionality to the common deploy_triton.py script.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Fixed the CodeQL discovered issues.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Fixed one more return of a wrong dimensionality...

Signed-off-by: Alexey Panteleev <[email protected]>

* More wrong dimensionality returns.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
Co-authored-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* PL: Delete precision if using plugin. TODO switch to MegatronTrainerBuilder (#9535)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add page context fmha (#9526)

Signed-off-by: Tugrul Konuk <[email protected]>

* extend get_gpt_layer_modelopt_spec to support MoE (#9532)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix mock data generation for legacy dataset (#9530)

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] IO fixes (#9512)

* Improve IOMixin.io_transform_args to handle dataclasses better

* Dump task json + img inside NeMoLogger

* Adding store_io to train task

* Update opt.connect to also propagate to __io__

* Rename opt to optim for consistency

* Moving to using safe serialization using fiddle, only use cloudpickle when needed

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Using Config from fiddle instead of sdk for now

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move enable_nemo_ckpt_io from MegatronStrategy to ModelCheckpoint

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move nemo-ckpt to _get_finalize_save_checkpoint_callback

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Update TrainerContext & io.load_ckpt

* Use renamed TrainerContext inside ModelCheckpoint

* Remove double io saving

* Rename lightning.pytorch.opt -> optim

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove store_io from train-task

* Adding fiddle-extension for torch

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move fdl_torch import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding dtype to serialization

* Some fixes

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add support for BuiltinFunctionType

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add missing import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix dataclass fields

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Test C++ runtime on demand in nemo_export.py to avoid possible OOMs (#9544)

* Add test_cpp_runtime flag

Signed-off-by: Jan Lasek <[email protected]>

* Apply isort and black reformatting

Signed-off-by: janekl <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: janekl <[email protected]>
Co-authored-by: janekl <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix lhotse tests for v1.24.2 (#9546)

* Fix lhotse tests for v1.24.0

Signed-off-by: Piotr Żelasko <[email protected]>

* Fix RIR test

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* gpu_unitTests_notOptional (#9551)

Signed-off-by: Tugrul Konuk <[email protected]>

* add reset learning rate functionality (#9372)

* add reset_lr functionality

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* move reset_lr from optim section

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr value to config

Signed-off-by: dimapihtar <[email protected]>

* set reset_lr False by default

Signed-off-by: dimapihtar <[email protected]>

* remove extra line

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* remove extra quote

Signed-off-by: dimapihtar <[email protected]>

* add ability to reset schedule's max_steps and decay_steps

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* change scheduler's first step logic when using reset_lr

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* update reset_lr comments

Signed-off-by: dimapihtar <[email protected]>

* add use cases for reset_lr feature

Signed-off-by: dimapihtar <[email protected]>

---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
Co-authored-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Python AIStore SDK to container and bump min Lhotse version (#9537)

* Add Python AIStore SDK to requirements and bump min Lhotse version

Signed-off-by: Piotr Żelasko <[email protected]>

* Move AIStore Python SDK to Dockerfile, remove matplotlib/ipywidgets deps

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Adding 'use_dynamo' option for export to use onnx.dynamo_export() instead of onnx.export() (#9147)

* Ininial WARs to implement dynamo option for export

Signed-off-by: Boris Fomitchev <[email protected]>

* including weights in .onnx

Signed-off-by: Boris Fomitchev <[email protected]>

* dynamo_export works for many small models

Signed-off-by: Boris Fomitchev <[email protected]>

* External weights behaviour fixed

Signed-off-by: Boris Fomitchev <[email protected]>

* Cleanup

Signed-off-by: Boris Fomitchev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: borisfom <[email protected]>

* print cleaned up

Signed-off-by: Boris Fomitchev <[email protected]>

* Added overloadable dynamic_shapes_for_export

Signed-off-by: Boris Fomitchev <[email protected]>

* Addressing code review

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI issues

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI test failure

Signed-off-by: Boris Fomitchev <[email protected]>

* Eliminated test cross-contamination

Signed-off-by: Boris Fomitchev <[email protected]>

---------

Signed-off-by: Boris Fomitchev <[email protected]>
Signed-off-by: borisfom <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Co-authored-by: Somshubra Majumdar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix tokenizer IO (#9555)

* Adding tokenizer to io-test + making it pass

* Handling tokenizer correctly inside dump_io

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Removing not used import

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo UX] Move mistral_7b.py to mistral.py (#9545)

* Move mistral_7b.py to mistral.py

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename MixtralConfig to MixtralConfig8x7B

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mistral rename: mistralconfig7b & mistralmodel

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Use closed-formula to round by multiple (#9307)

* Use closed-formula to round by multiple

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* ci: Do not attempt to send slack on fork (#9556)

* ci: Do not attempt to send slack on fork

Signed-off-by: Oliver Koenig <[email protected]>

* test

Signed-off-by: Oliver Koenig <[email protected]>

---------

Signed-off-by: Oliver Koenig <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix nemo export test (#9547)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix SDXL incorrect name in docs (#9534)

Signed-off-by: Tugrul Konuk <[email protected]>

* GPU unit tests: Mark flaky tests to be fixed (#9559)

Signed-off-by: Tugrul Konuk <[email protected]>

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* switch to torch_dist as default dist checkpointing backend (#9541)

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Checkpointing bug fixes (#9562)

* fix checkpoint loading

* fix

* fixes

* another fix

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add tps and pps params to the export script (#9558)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* remove n_gpus param

Signed-off-by: Onur Yilmaz <[email protected]>

* add and fix parameters

Signed-off-by: Onur Yilmaz <[email protected]>

* fix deploy script

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* rename tps and pps params

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Consolidate gpt continue training script into pretraining script (#9413)

* Consolidate gpt continue training with pretraining

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix default config

Signed-off-by: yaoyu-33 <[email protected]>

* Add github action cicd

Signed-off-by: yaoyu-33 <[email protected]>

* extract _integrate_original_checkpoint_data as a method

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix getattr

Signed-off-by: yaoyu-33 <[email protected]>

* Revert "Add github action cicd"

This reverts commit a453f16ba2be6413db932623009da893208acdd5.

* Update comments in nlp_overrides.py

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add support to change Multi task model prompt (#9542)

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Update nemo/collections/common/prompts/formatter.py

Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>
Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Multimodal Exporter (#9256)

* Add video-neva TRT export

* Add TRT inference

* Change config

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change export params

* Remove unused import

* Add neva export

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change unpack nemo

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add trt infer config

* Fix neva trt inference

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add exporter

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix infer

* Add PyTriton

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix deploy wrong dim

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change to pass PIL Image

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix video neva deploy

* Change query

* Change deploy

* Remove unused import

* Change ptuning

* Change to mm exporter

* Add script

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix script

---------

Signed-off-by: meatybobby <[email protected]>
Co-authored-by: meatybobby <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Enable encoder adapters for Canary and MultiTaskAED models (#9409)

* Fix assertions for adapter types

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Cleanup

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Finalize support for decoder adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* fix the freeze/unfreeze problem by replacing as_frozen with torch.inference_mode

* Apply isort and black reformatting

Signed-off-by: weiqingw4ng <[email protected]>

* Update tests to new generic way of module update

Signed-off-by: smajumdar <[email protected]>

* Finalize code for update module

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Fix variable name

Signed-off-by: smajumdar <[email protected]>

* Finalize projection support for transformer mha adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Correct implementation of freeze restore

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Corrects the implementation of replace_adapter_modules to limit to just the top level modules

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Address reviewer comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: weiqingw4ng <[email protected]>
Co-authored-by: Weiqing Wang <[email protected]>
Co-authored-by: weiqingw4ng <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* pass option through (#9570)

Signed-off-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* PTQ refinements (#9574)

* Rename megatron_gpt_quantization -> megatron_gpt_ptq

Signed-off-by: Jan Lasek <[email protected]>

* Configure export.save_path as dir or tarball

Signed-off-by: Jan Lasek <[email protected]>

* PTQ docs update

Signed-off-by: Jan Lasek <[email protected]>

* Make model_type optional in case of quantized checkpoints

Signed-off-by: Jan Lasek <[email protected]>

* Drop unused save_nemo_model_config argument

Signed-off-by: Jan Lasek <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Audio model collection (#9263)

* Audio model collection

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

* Fix imports

Signed-off-by: Ante Jukić <[email protected]>

* Addressed PR comments

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

---------

Signed-off-by: Ante Jukić <[email protected]>
Signed-off-by: anteju <[email protected]>
Co-authored-by: anteju <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix Trainer serialization (#9571)

* Fix Trainer serialization

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Update click version requirement (#9580)

Signed-off-by: Dong Hyuk Chang <[email protected]>
Co-authored-by: Dong Hyuk Chang <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Fault tolerance] Heartbeat detection (#9352)

* Fault tolerance related changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Cosmetic changes in documentation

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Doc update round2

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Co-authored-by: Jacek Bieniusiewicz <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add ModelOpt QAT example for Llama2 SFT model (#9326)

* add INT4 QAT example for Llama2 SFT model

Signed-off-by: Keval Morabia <[email protected]>

* Add config parameter to control kv cache quantization

Signed-off-by: Keval Morabia <[email protected]>

* Fix typo in cicd-main.yml for QAT test

Signed-off-by: Keval Morabia <[email protected]>

* fix nlp_overrides.py

Signed-off-by: Keval Morabia <[email protected]>

* address reviewer feedback

Signed-off-by: Keval Morabia <[email protected]>

* quantize unwrapped model

Signed-off-by: Keval Morabia <[email protected]>

* add compress export argument for qat config

Signed-off-by: Keval Morabia <[email protected]>

---------

Signed-off-by: Keval Morabia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set TE flag in legacy -> mcore conversion script (#9585)

* set TE flag

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add fabric-API for manual forward-pass (#9577)

* First pass over fabric-API

* Adding Trainer -> Fabric conversion

* Some small fixes to get a forward-pass in Fabric working

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding doc-string to Fabric.import_model

* Adding track_io to io_init of Fabric

* Fix Fabric.load_model + add doc-string

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove unused import

* Some small fixes

* Fix failing test

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add SDK-factories to llm-collection (#9589)

* Adding sdk-factories to llm-collection

* Removing _model from mistral + mixtral

* Expose lr_scheduler inside lightning

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Multimodal projection layer adapter fix for PP>1 (#9445)

* enabling multimodal adapters to load in PP>1

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* parameterizing validate_access_integrity, set to false when PP>1

Signed-off-by: paul-gibbons <[email protected]>

formatting fix

Signed-off-by: paul-gibbons <[email protected]>

Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update nlp_model.py

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update modelPT with validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* updating save_restore_connector w/ validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* addressing comment

Signed-off-by: paul-gibbons <[email protected]>

* adding validate_access_integrity to super().load_config_and_state_dict()

Signed-off-by: paul-gibbons <[email protected]>

* testing reorder of validate_access_integrity for CI failures

Signed-off-by: paul-gibbons <[email protected]>

---------

Signed-off-by: paul-gibbons <[email protected]>
Signed-off-by: paul-gibbons <[email protected]>
Co-authored-by: paul-gibbons <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add offline quantization script for QLoRA deployment (#9455)

* add qlora offline quantization script

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* clean

Signed-off-by: Chen Cui <[email protected]>

* docstring

Signed-off-by: Chen Cui <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* qlora support more models (#9488)

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Some improvements to NeMoLogger (#9591)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set n_gpu to None in nemo export (#9593)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* set ngpus to None

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Inflight nemo model export support (#9527)

* online model conversion and refit

Signed-off-by: Jimmy Zhang <[email protected]>

* clean code

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup

Signed-off-by: Jimmy Zhang <[email protected]>

* add refit, cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* combine weight conversion functions

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

* remove debug print

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* fix single gpu and cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

---------

Signed-off-by: JimmyZhang12 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Improvements (#9596)

* Separated the vLLM export functionality from the common deployment script into deploy_vllm_triton.py.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed vocab_size for LLAMA3.

Signed-off-by: Alexey Panteleev <[email protected]>

* Export test: fixed deployment testing w/o Megatron, made functional tests optional, added --gpu_memory_utilization.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Addressing review and CodeQL comments.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
Co-authored-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set finalize_model_grads_func in on_fit_start instead to make sure it's being called (#9599)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set no_sync_func & grad_sync_fucn (#9601)

* Set no_sync_func & grad_sync_fucn

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* set overlap_param_sync

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* small nemo logger bug fix (#9607)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix the dict format returned by scheduler method (#9609)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Dataloading enhancements and bug fixes (#9595)

* fix dataloading + checkpoint restore

* clean up data sampler

* fix typo

* support passing multiple paths to data module

* fix validation dataloader

* fix dataloader len when using gradient accumulation

* fix progress bar

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* fix step count in loggers

* fix blended dataset

* address comments

* address comment

* move step logging into strategy

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix serialization of AutoResume (#9616)

* fix serialization of autoresume

* update undefined variables

Signed-off-by: Tugrul Konuk <[email protected]>

* Chat template support for megatron_gpt_eval.py (#9354)

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move model loading to separate function; call toContainer once; pad using closed formula

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* read prompts from file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* If input prompt contains dict, apply model.tokenizer.chat_template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* apply @Gal Leibovich's patch

Taken from: https://github.com/NVIDIA/NeMo/commit/17572905344db4692583e72799d55801a8860f35
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename prompts_file to prompts_jsonl

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat_template param

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Add ChatTemplateMixin to SentencePieceTokenizer

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat-template to text-gen-strat

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move load prompts to separate file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* remove chat-template from text-gen-utils

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* make chat-template more generic

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add assert message

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* small refactor for chat_template_mixin

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* undo ckpt conv changes

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move rounding to function

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Abhishree Thittenamane <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Jsonl support (#9611)

* Adding support to preprocess .jsonl and .jsonl.gz files in input directory

Signed-off-by: adityavavre <[email protected]>

* Adding support to preprocess .jsonl and .jsonl.gz files in input directory

Signed-off-by: adityavavre <[email protected]>

* Apply isort and black reformatting

Signed-off-by: adityavavre <[email protected]>

---------

Signed-off-by: adityavavre <[email protected]>
Signed-off-by: adityavavre <[email protected]>
Co-authored-by: adityavavre <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Add PEFT (#9490)

* initial commit for PEFT in nemo2

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* address comments

Signed-off-by: Chen Cui <[email protected]>

* make import easier

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* address comments

Signed-off-by: Chen Cui <[email protected]>

* Update nemo/collections/llm/peft/lora.py

Signed-off-by: Marc Romeyn <[email protected]>

* Some small fixes + adding more doc-strings

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding ModelTransform callback

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fixing type-hint for model_transform

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* fix import

Signed-off-by: Chen Cui <[email protected]>

* model transform for gemma llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* fix model transform

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* change lora target default to all linear modules

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* Small fix in mixtral

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Integrating PEFT to the public-API + some fixes

* Big refactor to allow to load adapter-states

* Some fixes to support adapter_path

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Disabling ckpt reloading when adapter_path is passed

* Fix CLI

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove commented-out code

* Remove commented-out code

* Remove un-used import

* Fix callback imports

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fixing llm.pretrain

* Some small fixes

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix missing import + type-hint in finetune

* Adding PreemptionCallback + some more tests

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Clean up imports & clean up llm.api

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Trying to fix failing tests

* Remove __init__.py 2

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix failing test

* Trying to fix last failing test

---------

Signed-off-by: cuichenx <[email protected]>
Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Marc Romeyn <[email protected]>
Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Akoumparouli/mistral import instruct chat template fix (#9567)

* use bf16 by defualt mistral conv

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* use capitalized role names

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Remove .cuda calls, use device isntead (#9602)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix converter defautl args (#9565)

* fix converter defautl args

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* mixtral export (#9603)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix: remove non_blocking from PTL's .cuda call (#9618)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Alit/mamba tmp (#9612)

* adding mamba support

* fix import mixins

* rm convert jamba

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* more cleanups

* use GPT text gen

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* fixing gbs in TP convetor

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

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* address comments

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---------

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* TitaNet Batch Verify Speaker (#9337)

* add batch_inference for verify_speakers method

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* remove not used package

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* change batch inference logic

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* fixup

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* requested changes

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* handle None durations in manifest

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* change logging text

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* Apply isort and black reformatting

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* check duration presence

Signed-off-by: [email protected] <[email protected]>

* add channel_selector to dataset configs

Signed-off-by: [email protected] <[email protected]>

---------

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* Enable MCore checkpointing optimizations (#9505)

* Expose num processes in PyT Dist

Signed-off-by: Mikołaj Błaż <[email protected]>

* Add parallel save/load optimizations from MCore

Signed-off-by: Mikołaj Błaż <[email protected]>

* Remove async utils from MCore

Signed-off-by: Mikołaj Błaż <[email protected]>

* Enable DistOpt paralell R/W

Signed-off-by: Mikołaj Błaż <[email protected]>

* Enable PyT Dist caching

Signed-off-by: Mikołaj Błaż <[email protected]>

* Small fixes

Signed-off-by: Mikołaj Błaż <[email protected]>

* Make sure DistCkptIO is instantiated from config

Signed-off-by: Mikołaj Błaż <[email protected]>

* Bump MCore version to v0.7

Signed-off-by: Mikołaj Błaż <[email protected]>

* Print load strategy

Signed-off-by: Mikołaj Błaż <[email protected]>

* Forward MCore to model space DistOpt

Signed-off-by: Mikołaj Błaż <[email protected]>

* Add separate flag to control DistOpt paralell R/W

Signed-off-by: Mikołaj Błaż <[email protected]>

* Turn off parallel save by default

Signed-off-by: Mikołaj Błaż <[email protected]>

---------

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Change mixtral moe key name for trt-llm (#9620)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* change moe key values

Signed-off-by: Onur Yilmaz <[email protected]>

* add weight to the key

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix ckpt load bug (#9621)

* fix ckpt load bug

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
Co-authored-by: dimapihtar <[email protected]>
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* NeVA Minor Fixes (#9608)

* fix neva resume with empty param loaded for some pp stage

Signed-off-by: yaoyu-33 <[email protected]>

* fix crop size check

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

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---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
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* fix pretrianing data sizes and weights (#9627)

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Alit/mamba (#9575)

* adding mamba support

* fix import mixins

* rm convert jamba

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* more cleanups

* use GPT text gen

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* fixing gbs in TP convetor

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add reqs

* add tutorial

* minor fix to tutorial

* moving finetuning files

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* moving finetuning files

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* Apply isort and black reformatting

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* address comments

* Apply isort and black reformatting

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* address comments

* add mamba dependancies

* add mcore tag

* modify dockerfile ci

* modify dockerfile ci

---------

Signed-off-by: JRD971000 <[email protected]>
Signed-off-by: arendu <[email protected]>
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Co-authored-by: arendu <[email protected]>
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* [NeMo-UX] async checkpointing support (#9466)

* add async checkpointing support

* fixes

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* add parallel read/write support and other optimizations

* Apply isort and black reformatting

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* address comments, make dist checkpointing args configurable

* Apply isort and black reformatting

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* fix small typo

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* Update default sharding type

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* Update default sharding type

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* Apply isort and black reformatting

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---------

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* Fix the arguments  of forward_for_export function in msdd_models (#9624)

* Fix the arguments  of forward_for_export function

Signed-off-by: Taejin Park <[email protected]>

* Apply isort and black reformatting

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---------

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Signed-off-by: tango4j <[email protected]>
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* Change default parallel_save to False (#9632)

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* Unwrap ckpt_io for model opt (async save) (#9622)

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* MCore T5 support for NeMo - Training (#9432)

* huvu/mcore_t5 first commit from local

* removing DEBUGGING prints

* cleaning megatron_lm_encoder_decoder_model.py code

* cleaning code

* adding Github action test

* only run mcore T5 test

* only run mcore T5 test

* only run mcore T5 test

* only run mcore T5 test

* reset .github/workflows/cicd-main.yml

* reset .github/workflows/cicd-main.yml

* adding condition self.mcore_t5 when running self.build_transformer_config()

* refractor megatron_lm_encoder_decoder_model.py to not use self.model

* only run T5-related tests

* remove all self.model

* reset cicd file

* reset cicd file

* updating codes remove duplicate if/else; adding mcore/transformer_engine to config file

* adjust +model.mcore_t5=True

* Apply isort and black reformatting

Signed-off-by: huvunvidia <[email protected]>

---------

Signed-off-by: huvunvidia <[email protected]>
Co-authored-by: Huy Vu2 <[email protected]>
Co-authored-by: huvunvidia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Expose transformer_layer_spec inside GPTConfig (#9592)

* Expose transformer_layer_spec inside GPTConfig

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Expose layer-specs

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Update NeMo Clip to Use MCore Modules (#9594)

* update clip model and config file

Signed-off-by: yaoyu-33 <[email protected]>

* update clip for mcore

Signed-off-by: yaoyu-33 <[email protected]>

* MCore CLIP Fix

Signed-off-by: yaoyu-33 <[email protected]>

* fix no mask

Signed-off-by: yaoyu-33 <[email protected]>

* few neva fixes

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip module

Signed-off-by: yaoyu-33 <[email protected]>

* add siglip loss

Signed-off-by: yaoyu-33 <[email protected]>

* fix

Signed-off-by: yaoyu-33 <[email protected]>

* fix collate fn

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip conversion script

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip convert

Signed-off-by: yaoyu-33 <[email protected]>

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Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

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* Apply isort and black reformatting

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* Update siglip_loss.py

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---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
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* Add REST API to deploy module (#9539)

* Add REST API and FastAPI to deploy module

Signed-off-by: Abhishree <[email protected]>

* Add NemoQuery and requirements

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* Edit path for config.json

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* Add modifications for REST API for the correct functionality

Move service dir under deploy
Use NeMoQueryLLM instead of NemoQuery

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* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

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* Change default port for REST Service

Change default port for REST service as Triton server also used the same port as default.

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* Apply isort and black reformatting

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Signed-off-by: pre-commit-ci[bot] <pre-commit-ci[bot]@users.noreply.github.com>
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* Mistral + Mixtral Support for NeVa (#9459)

* mistral template support

Signed-off-by: paul-gibbons <[email protected]>

* get_specs neva fix

Signed-off-by: paul-gibbons <[email protected]>

* mistral update

Signed-off-by: paul-gibbons <[email protected]>

* fixed mistral tokenization

Signed-off-by: paul-gibbons <[email protected]>

* t…
tonyjie pushed a commit to tonyjie/NeMo that referenced this pull request Aug 6, 2024
* Expose transformer_layer_spec inside GPTConfig

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Expose layer-specs

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: tonyjie <[email protected]>
gshennvm pushed a commit that referenced this pull request Oct 2, 2024
* Adding context- & expert-parallism to MegatronStrategy (#9525)

Signed-off-by: Tugrul Konuk <[email protected]>

* Add CICD test for Stable Diffusion (#9464)

* Add CICD test for Stable Diffusion

Signed-off-by: Michal Futrega <[email protected]>

* Update cicd-main.yml

Signed-off-by: Michal Futrega <[email protected]>

* Use single gpu runner

Signed-off-by: Michal Futrega <[email protected]>

---------

Signed-off-by: Michal Futrega <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Akoumparouli/nemo ux mixtral (#9446)

* use default collate if dataset does not have one

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mixtral config

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add convert_state

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix StateDictTransform for 2D layers, e.g. MoE

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* pass num_moe_experts to specs

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* udpate MixtralModel

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mini docstring

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* update mcoreddp call (#9345)

* update mcoreddp call

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* update mcore commits

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Llama and Gemma (#9528)

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* add llama3

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* Apply isort and black reformatting

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* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

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Signed-off-by: Chen Cui <[email protected]>

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Signed-off-by: cuichenx <[email protected]>

* checks

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] minor logging bug fixes (#9529)

* minor exp_manager bug fixes

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* fix docstring

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---------

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* mcore distOpt restore fix (#9421)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

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* Added token_to_id() method.

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* Update neva conversion script from and to HF (#9296)

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Signed-off-by: yaoyu-33 <[email protected]>

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Signed-off-by: yaoyu-33 <[email protected]>

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Signed-off-by: yaoyu-33 <[email protected]>

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Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Support (#9381)

* Export implementation for vLLM 0.4.3.

Supports LLAMA2, Mistral, Mixtral (unverified), Gemma and StarCoder2 models.

The nemo.export.tensorrt_llm alias was removed to avoid initializing TRT-LLM when importing anything from nemo.export.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed some CodeQL warnings.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

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Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

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* Apply isort and black reformatting

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* Moved the Exporter class to nemo/export and renamed its file to vllm_exporter.py, to be more similar to TRT-LLM.

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* Apply isort and black reformatting

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* Apply isort and black reformatting

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* Moved the vLLM deployment functionality to the common deploy_triton.py script.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

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* Fixed the CodeQL discovered issues.

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* Apply isort and black reformatting

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* Fixed one more return of a wrong dimensionality...

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* More wrong dimensionality returns.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
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* PL: Delete precision if using plugin. TODO switch to MegatronTrainerBuilder (#9535)

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* Add page context fmha (#9526)

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* extend get_gpt_layer_modelopt_spec to support MoE (#9532)

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Signed-off-by: Tugrul Konuk <[email protected]>

* fix mock data generation for legacy dataset (#9530)

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] IO fixes (#9512)

* Improve IOMixin.io_transform_args to handle dataclasses better

* Dump task json + img inside NeMoLogger

* Adding store_io to train task

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* Apply isort and black reformatting

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* Using Config from fiddle instead of sdk for now

* Apply isort and black reformatting

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* Apply isort and black reformatting

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* Move nemo-ckpt to _get_finalize_save_checkpoint_callback

* Apply isort and black reformatting

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* Update TrainerContext & io.load_ckpt

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* Rename lightning.pytorch.opt -> optim

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* Remove store_io from train-task

* Adding fiddle-extension for torch

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Move fdl_torch import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding dtype to serialization

* Some fixes

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Make TransformerConfig inherit from IOMixin to fix serialization error

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add support for BuiltinFunctionType

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Add missing import

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix dataclass fields

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Test C++ runtime on demand in nemo_export.py to avoid possible OOMs (#9544)

* Add test_cpp_runtime flag

Signed-off-by: Jan Lasek <[email protected]>

* Apply isort and black reformatting

Signed-off-by: janekl <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: janekl <[email protected]>
Co-authored-by: janekl <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix lhotse tests for v1.24.2 (#9546)

* Fix lhotse tests for v1.24.0

Signed-off-by: Piotr Żelasko <[email protected]>

* Fix RIR test

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* gpu_unitTests_notOptional (#9551)

Signed-off-by: Tugrul Konuk <[email protected]>

* add reset learning rate functionality (#9372)

* add reset_lr functionality

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* move reset_lr from optim section

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr value to config

Signed-off-by: dimapihtar <[email protected]>

* set reset_lr False by default

Signed-off-by: dimapihtar <[email protected]>

* remove extra line

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* add reset_lr test

Signed-off-by: dimapihtar <[email protected]>

* remove extra quote

Signed-off-by: dimapihtar <[email protected]>

* add ability to reset schedule's max_steps and decay_steps

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* change scheduler's first step logic when using reset_lr

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* fix reset_lr logic

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* revert config

Signed-off-by: dimapihtar <[email protected]>

* update reset_lr comments

Signed-off-by: dimapihtar <[email protected]>

* add use cases for reset_lr feature

Signed-off-by: dimapihtar <[email protected]>

---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
Co-authored-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Python AIStore SDK to container and bump min Lhotse version (#9537)

* Add Python AIStore SDK to requirements and bump min Lhotse version

Signed-off-by: Piotr Żelasko <[email protected]>

* Move AIStore Python SDK to Dockerfile, remove matplotlib/ipywidgets deps

Signed-off-by: Piotr Żelasko <[email protected]>

---------

Signed-off-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Adding 'use_dynamo' option for export to use onnx.dynamo_export() instead of onnx.export() (#9147)

* Ininial WARs to implement dynamo option for export

Signed-off-by: Boris Fomitchev <[email protected]>

* including weights in .onnx

Signed-off-by: Boris Fomitchev <[email protected]>

* dynamo_export works for many small models

Signed-off-by: Boris Fomitchev <[email protected]>

* External weights behaviour fixed

Signed-off-by: Boris Fomitchev <[email protected]>

* Cleanup

Signed-off-by: Boris Fomitchev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: borisfom <[email protected]>

* print cleaned up

Signed-off-by: Boris Fomitchev <[email protected]>

* Added overloadable dynamic_shapes_for_export

Signed-off-by: Boris Fomitchev <[email protected]>

* Addressing code review

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI issues

Signed-off-by: Boris Fomitchev <[email protected]>

* Fixing CI test failure

Signed-off-by: Boris Fomitchev <[email protected]>

* Eliminated test cross-contamination

Signed-off-by: Boris Fomitchev <[email protected]>

---------

Signed-off-by: Boris Fomitchev <[email protected]>
Signed-off-by: borisfom <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Co-authored-by: Somshubra Majumdar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix tokenizer IO (#9555)

* Adding tokenizer to io-test + making it pass

* Handling tokenizer correctly inside dump_io

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Removing not used import

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo UX] Move mistral_7b.py to mistral.py (#9545)

* Move mistral_7b.py to mistral.py

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename MixtralConfig to MixtralConfig8x7B

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* mistral rename: mistralconfig7b & mistralmodel

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Use closed-formula to round by multiple (#9307)

* Use closed-formula to round by multiple

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* ci: Do not attempt to send slack on fork (#9556)

* ci: Do not attempt to send slack on fork

Signed-off-by: Oliver Koenig <[email protected]>

* test

Signed-off-by: Oliver Koenig <[email protected]>

---------

Signed-off-by: Oliver Koenig <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix nemo export test (#9547)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: Pablo Garay <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix SDXL incorrect name in docs (#9534)

Signed-off-by: Tugrul Konuk <[email protected]>

* GPU unit tests: Mark flaky tests to be fixed (#9559)

Signed-off-by: Tugrul Konuk <[email protected]>

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* switch to torch_dist as default dist checkpointing backend (#9541)

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Checkpointing bug fixes (#9562)

* fix checkpoint loading

* fix

* fixes

* another fix

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add tps and pps params to the export script (#9558)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* fix export test

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* remove n_gpus param

Signed-off-by: Onur Yilmaz <[email protected]>

* add and fix parameters

Signed-off-by: Onur Yilmaz <[email protected]>

* fix deploy script

Signed-off-by: Onur Yilmaz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: oyilmaz-nvidia <[email protected]>

* rename tps and pps params

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: oyilmaz-nvidia <[email protected]>
Co-authored-by: oyilmaz-nvidia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Consolidate gpt continue training script into pretraining script (#9413)

* Consolidate gpt continue training with pretraining

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix default config

Signed-off-by: yaoyu-33 <[email protected]>

* Add github action cicd

Signed-off-by: yaoyu-33 <[email protected]>

* extract _integrate_original_checkpoint_data as a method

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix getattr

Signed-off-by: yaoyu-33 <[email protected]>

* Revert "Add github action cicd"

This reverts commit a453f16ba2be6413db932623009da893208acdd5.

* Update comments in nlp_overrides.py

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add support to change Multi task model prompt (#9542)

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Add support to change Multi task model prompt

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Update nemo/collections/common/prompts/formatter.py

Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Address comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: Somshubra Majumdar <[email protected]>
Co-authored-by: Piotr Żelasko <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add Multimodal Exporter (#9256)

* Add video-neva TRT export

* Add TRT inference

* Change config

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change export params

* Remove unused import

* Add neva export

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change unpack nemo

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add trt infer config

* Fix neva trt inference

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Add exporter

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix infer

* Add PyTriton

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix deploy wrong dim

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Change to pass PIL Image

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix video neva deploy

* Change query

* Change deploy

* Remove unused import

* Change ptuning

* Change to mm exporter

* Add script

* Apply isort and black reformatting

Signed-off-by: meatybobby <[email protected]>

* Fix script

---------

Signed-off-by: meatybobby <[email protected]>
Co-authored-by: meatybobby <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Enable encoder adapters for Canary and MultiTaskAED models (#9409)

* Fix assertions for adapter types

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Cleanup

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Finalize support for decoder adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* fix the freeze/unfreeze problem by replacing as_frozen with torch.inference_mode

* Apply isort and black reformatting

Signed-off-by: weiqingw4ng <[email protected]>

* Update tests to new generic way of module update

Signed-off-by: smajumdar <[email protected]>

* Finalize code for update module

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Fix variable name

Signed-off-by: smajumdar <[email protected]>

* Finalize projection support for transformer mha adapters

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Correct implementation of freeze restore

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Corrects the implementation of replace_adapter_modules to limit to just the top level modules

Signed-off-by: smajumdar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: titu1994 <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Remove registration of Transformer MHA

Signed-off-by: smajumdar <[email protected]>

* Address reviewer comments

Signed-off-by: smajumdar <[email protected]>

---------

Signed-off-by: smajumdar <[email protected]>
Signed-off-by: titu1994 <[email protected]>
Signed-off-by: weiqingw4ng <[email protected]>
Co-authored-by: Weiqing Wang <[email protected]>
Co-authored-by: weiqingw4ng <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* pass option through (#9570)

Signed-off-by: Maanu Grover <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* PTQ refinements (#9574)

* Rename megatron_gpt_quantization -> megatron_gpt_ptq

Signed-off-by: Jan Lasek <[email protected]>

* Configure export.save_path as dir or tarball

Signed-off-by: Jan Lasek <[email protected]>

* PTQ docs update

Signed-off-by: Jan Lasek <[email protected]>

* Make model_type optional in case of quantized checkpoints

Signed-off-by: Jan Lasek <[email protected]>

* Drop unused save_nemo_model_config argument

Signed-off-by: Jan Lasek <[email protected]>

---------

Signed-off-by: Jan Lasek <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Audio model collection (#9263)

* Audio model collection

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

* Fix imports

Signed-off-by: Ante Jukić <[email protected]>

* Addressed PR comments

Signed-off-by: Ante Jukić <[email protected]>

* Apply isort and black reformatting

Signed-off-by: anteju <[email protected]>

---------

Signed-off-by: Ante Jukić <[email protected]>
Signed-off-by: anteju <[email protected]>
Co-authored-by: anteju <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Fix Trainer serialization (#9571)

* Fix Trainer serialization

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Update click version requirement (#9580)

Signed-off-by: Dong Hyuk Chang <[email protected]>
Co-authored-by: Dong Hyuk Chang <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Fault tolerance] Heartbeat detection (#9352)

* Fault tolerance related changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Cosmetic changes in documentation

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Doc update round2

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Co-authored-by: Jacek Bieniusiewicz <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add ModelOpt QAT example for Llama2 SFT model (#9326)

* add INT4 QAT example for Llama2 SFT model

Signed-off-by: Keval Morabia <[email protected]>

* Add config parameter to control kv cache quantization

Signed-off-by: Keval Morabia <[email protected]>

* Fix typo in cicd-main.yml for QAT test

Signed-off-by: Keval Morabia <[email protected]>

* fix nlp_overrides.py

Signed-off-by: Keval Morabia <[email protected]>

* address reviewer feedback

Signed-off-by: Keval Morabia <[email protected]>

* quantize unwrapped model

Signed-off-by: Keval Morabia <[email protected]>

* add compress export argument for qat config

Signed-off-by: Keval Morabia <[email protected]>

---------

Signed-off-by: Keval Morabia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set TE flag in legacy -> mcore conversion script (#9585)

* set TE flag

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add fabric-API for manual forward-pass (#9577)

* First pass over fabric-API

* Adding Trainer -> Fabric conversion

* Some small fixes to get a forward-pass in Fabric working

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding doc-string to Fabric.import_model

* Adding track_io to io_init of Fabric

* Fix Fabric.load_model + add doc-string

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove unused import

* Some small fixes

* Fix failing test

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Add SDK-factories to llm-collection (#9589)

* Adding sdk-factories to llm-collection

* Removing _model from mistral + mixtral

* Expose lr_scheduler inside lightning

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Multimodal projection layer adapter fix for PP>1 (#9445)

* enabling multimodal adapters to load in PP>1

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* parameterizing validate_access_integrity, set to false when PP>1

Signed-off-by: paul-gibbons <[email protected]>

formatting fix

Signed-off-by: paul-gibbons <[email protected]>

Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update nlp_model.py

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* update modelPT with validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* updating save_restore_connector w/ validate_access_integrity

Signed-off-by: paul-gibbons <[email protected]>

* Apply isort and black reformatting

Signed-off-by: paul-gibbons <[email protected]>

* addressing comment

Signed-off-by: paul-gibbons <[email protected]>

* adding validate_access_integrity to super().load_config_and_state_dict()

Signed-off-by: paul-gibbons <[email protected]>

* testing reorder of validate_access_integrity for CI failures

Signed-off-by: paul-gibbons <[email protected]>

---------

Signed-off-by: paul-gibbons <[email protected]>
Signed-off-by: paul-gibbons <[email protected]>
Co-authored-by: paul-gibbons <[email protected]>
Co-authored-by: Eric Harper <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add offline quantization script for QLoRA deployment (#9455)

* add qlora offline quantization script

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* clean

Signed-off-by: Chen Cui <[email protected]>

* docstring

Signed-off-by: Chen Cui <[email protected]>

---------

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: cuichenx <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* qlora support more models (#9488)

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Some improvements to NeMoLogger (#9591)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set n_gpu to None in nemo export (#9593)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* set ngpus to None

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Inflight nemo model export support (#9527)

* online model conversion and refit

Signed-off-by: Jimmy Zhang <[email protected]>

* clean code

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup

Signed-off-by: Jimmy Zhang <[email protected]>

* add refit, cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* combine weight conversion functions

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

* remove debug print

Signed-off-by: Jimmy Zhang <[email protected]>

* cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* fix single gpu and cleanup code

Signed-off-by: Jimmy Zhang <[email protected]>

* Apply isort and black reformatting

Signed-off-by: JimmyZhang12 <[email protected]>

---------

Signed-off-by: JimmyZhang12 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* vLLM Export Improvements (#9596)

* Separated the vLLM export functionality from the common deployment script into deploy_vllm_triton.py.

Signed-off-by: Alexey Panteleev <[email protected]>

* Fixed vocab_size for LLAMA3.

Signed-off-by: Alexey Panteleev <[email protected]>

* Export test: fixed deployment testing w/o Megatron, made functional tests optional, added --gpu_memory_utilization.

Signed-off-by: Alexey Panteleev <[email protected]>

* Apply isort and black reformatting

Signed-off-by: apanteleev <[email protected]>

* Addressing review and CodeQL comments.

Signed-off-by: Alexey Panteleev <[email protected]>

---------

Signed-off-by: Alexey Panteleev <[email protected]>
Signed-off-by: apanteleev <[email protected]>
Co-authored-by: apanteleev <[email protected]>
Co-authored-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Set finalize_model_grads_func in on_fit_start instead to make sure it's being called (#9599)

Signed-off-by: Tugrul Konuk <[email protected]>

* Set no_sync_func & grad_sync_fucn (#9601)

* Set no_sync_func & grad_sync_fucn

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* set overlap_param_sync

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* small nemo logger bug fix (#9607)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix the dict format returned by scheduler method (#9609)

Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Dataloading enhancements and bug fixes (#9595)

* fix dataloading + checkpoint restore

* clean up data sampler

* fix typo

* support passing multiple paths to data module

* fix validation dataloader

* fix dataloader len when using gradient accumulation

* fix progress bar

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* fix step count in loggers

* fix blended dataset

* address comments

* address comment

* move step logging into strategy

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix serialization of AutoResume (#9616)

* fix serialization of autoresume

* update undefined variables

Signed-off-by: Tugrul Konuk <[email protected]>

* Chat template support for megatron_gpt_eval.py (#9354)

* Bump PTL version (#9557)

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* [Resiliency] Straggler detection (#9473)

* Initial straggler det impl

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed CI code checks

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Removed unused import

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* remove submodule

Signed-off-by: Maanu Grover <[email protected]>

* Updated documentation; Updated callback params; Cosmetic changes

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixed straggler det config; Added basic test

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* Fixes in test_straggler_det.py

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Updated straggler callback API

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

* Apply isort and black reformatting

Signed-off-by: jbieniusiewi <[email protected]>

* stop_if_detected=False by default

Signed-off-by: Jacek Bieniusiewicz <[email protected]>

---------

Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move model loading to separate function; call toContainer once; pad using closed formula

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* read prompts from file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* If input prompt contains dict, apply model.tokenizer.chat_template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* apply @Gal Leibovich's patch

Taken from: https://github.com/NVIDIA/NeMo/commit/17572905344db4692583e72799d55801a8860f35
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* rename prompts_file to prompts_jsonl

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat_template param

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Add ChatTemplateMixin to SentencePieceTokenizer

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat-template to text-gen-strat

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move load prompts to separate file

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* remove chat-template from text-gen-utils

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* make chat-template more generic

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add assert message

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* small refactor for chat_template_mixin

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* undo ckpt conv changes

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>

* move rounding to function

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* fix

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Jacek Bieniusiewicz <[email protected]>
Signed-off-by: jbieniusiewi <[email protected]>
Signed-off-by: Maanu Grover <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Abhishree Thittenamane <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: jbieniusiewi <[email protected]>
Co-authored-by: Maanu Grover <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Jsonl support (#9611)

* Adding support to preprocess .jsonl and .jsonl.gz files in input directory

Signed-off-by: adityavavre <[email protected]>

* Adding support to preprocess .jsonl and .jsonl.gz files in input directory

Signed-off-by: adityavavre <[email protected]>

* Apply isort and black reformatting

Signed-off-by: adityavavre <[email protected]>

---------

Signed-off-by: adityavavre <[email protected]>
Signed-off-by: adityavavre <[email protected]>
Co-authored-by: adityavavre <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] Add PEFT (#9490)

* initial commit for PEFT in nemo2

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* address comments

Signed-off-by: Chen Cui <[email protected]>

* make import easier

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* address comments

Signed-off-by: Chen Cui <[email protected]>

* Update nemo/collections/llm/peft/lora.py

Signed-off-by: Marc Romeyn <[email protected]>

* Some small fixes + adding more doc-strings

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Adding ModelTransform callback

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fixing type-hint for model_transform

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* fix import

Signed-off-by: Chen Cui <[email protected]>

* model transform for gemma llama

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* fix model transform

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* change lora target default to all linear modules

Signed-off-by: Chen Cui <[email protected]>

* Apply isort and black reformatting

Signed-off-by: cuichenx <[email protected]>

* Small fix in mixtral

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Integrating PEFT to the public-API + some fixes

* Big refactor to allow to load adapter-states

* Some fixes to support adapter_path

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Disabling ckpt reloading when adapter_path is passed

* Fix CLI

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Remove commented-out code

* Remove commented-out code

* Remove un-used import

* Fix callback imports

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fixing llm.pretrain

* Some small fixes

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix missing import + type-hint in finetune

* Adding PreemptionCallback + some more tests

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Clean up imports & clean up llm.api

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Trying to fix failing tests

* Remove __init__.py 2

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Fix failing test

* Trying to fix last failing test

---------

Signed-off-by: cuichenx <[email protected]>
Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Marc Romeyn <[email protected]>
Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: cuichenx <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Akoumparouli/mistral import instruct chat template fix (#9567)

* use bf16 by defualt mistral conv

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* add chat template

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* use capitalized role names

Signed-off-by: Alexandros Koumparoulis <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Co-authored-by: Marc Romeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Remove .cuda calls, use device isntead (#9602)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix converter defautl args (#9565)

* fix converter defautl args

Signed-off-by: Alexandros Koumparoulis <[email protected]>

* Apply isort and black reformatting

Signed-off-by: akoumpa <[email protected]>

---------

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: akoumpa <[email protected]>
Co-authored-by: akoumpa <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* mixtral export (#9603)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix: remove non_blocking from PTL's .cuda call (#9618)

Signed-off-by: Alexandros Koumparoulis <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Alit/mamba tmp (#9612)

* adding mamba support

* fix import mixins

* rm convert jamba

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* more cleanups

* use GPT text gen

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* fixing gbs in TP convetor

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add reqs

* add tutorial

* minor fix to tutorial

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add mamba_tmp

* remove mamba import

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

---------

Signed-off-by: JRD971000 <[email protected]>
Signed-off-by: arendu <[email protected]>
Co-authored-by: Ali Taghibakhshi <[email protected]>
Co-authored-by: JRD971000 <[email protected]>
Co-authored-by: arendu <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* TitaNet Batch Verify Speaker (#9337)

* add batch_inference for verify_speakers method

Signed-off-by: [email protected] <[email protected]>

* remove not used package

Signed-off-by: [email protected] <[email protected]>

* change batch inference logic

Signed-off-by: [email protected] <[email protected]>

* fixup

Signed-off-by: [email protected] <[email protected]>

* requested changes

Signed-off-by: [email protected] <[email protected]>

* add verify_speakers_batch to docs

Signed-off-by: [email protected] <[email protected]>

* handle None durations in manifest

Signed-off-by: [email protected] <[email protected]>

* change logging text

Signed-off-by: [email protected] <[email protected]>

* Apply isort and black reformatting

Signed-off-by: monica-sekoyan <[email protected]>

* check duration presence

Signed-off-by: [email protected] <[email protected]>

* add channel_selector to dataset configs

Signed-off-by: [email protected] <[email protected]>

---------

Signed-off-by: [email protected] <[email protected]>
Signed-off-by: monica-sekoyan <[email protected]>
Co-authored-by: monica-sekoyan <[email protected]>
Co-authored-by: Nithin Rao <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Enable MCore checkpointing optimizations (#9505)

* Expose num processes in PyT Dist

Signed-off-by: Mikołaj Błaż <[email protected]>

* Add parallel save/load optimizations from MCore

Signed-off-by: Mikołaj Błaż <[email protected]>

* Remove async utils from MCore

Signed-off-by: Mikołaj Błaż <[email protected]>

* Enable DistOpt paralell R/W

Signed-off-by: Mikołaj Błaż <[email protected]>

* Enable PyT Dist caching

Signed-off-by: Mikołaj Błaż <[email protected]>

* Small fixes

Signed-off-by: Mikołaj Błaż <[email protected]>

* Make sure DistCkptIO is instantiated from config

Signed-off-by: Mikołaj Błaż <[email protected]>

* Bump MCore version to v0.7

Signed-off-by: Mikołaj Błaż <[email protected]>

* Print load strategy

Signed-off-by: Mikołaj Błaż <[email protected]>

* Forward MCore to model space DistOpt

Signed-off-by: Mikołaj Błaż <[email protected]>

* Add separate flag to control DistOpt paralell R/W

Signed-off-by: Mikołaj Błaż <[email protected]>

* Turn off parallel save by default

Signed-off-by: Mikołaj Błaż <[email protected]>

---------

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Change mixtral moe key name for trt-llm (#9620)

* fix minor import bug

Signed-off-by: Onur Yilmaz <[email protected]>

* change moe key values

Signed-off-by: Onur Yilmaz <[email protected]>

* add weight to the key

Signed-off-by: Onur Yilmaz <[email protected]>

---------

Signed-off-by: Onur Yilmaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix ckpt load bug (#9621)

* fix ckpt load bug

Signed-off-by: dimapihtar <[email protected]>

* Apply isort and black reformatting

Signed-off-by: dimapihtar <[email protected]>

---------

Signed-off-by: dimapihtar <[email protected]>
Signed-off-by: dimapihtar <[email protected]>
Co-authored-by: dimapihtar <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* NeVA Minor Fixes (#9608)

* fix neva resume with empty param loaded for some pp stage

Signed-off-by: yaoyu-33 <[email protected]>

* fix crop size check

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* fix pretrianing data sizes and weights (#9627)

Signed-off-by: Chen Cui <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Alit/mamba (#9575)

* adding mamba support

* fix import mixins

* rm convert jamba

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* more cleanups

* use GPT text gen

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* fixing gbs in TP convetor

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* add reqs

* add tutorial

* minor fix to tutorial

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* moving finetuning files

Signed-off-by: arendu <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* address comments

* Apply isort and black reformatting

Signed-off-by: JRD971000 <[email protected]>

* address comments

* add mamba dependancies

* add mcore tag

* modify dockerfile ci

* modify dockerfile ci

---------

Signed-off-by: JRD971000 <[email protected]>
Signed-off-by: arendu <[email protected]>
Co-authored-by: Ali Taghibakhshi <[email protected]>
Co-authored-by: JRD971000 <[email protected]>
Co-authored-by: arendu <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [NeMo-UX] async checkpointing support (#9466)

* add async checkpointing support

* fixes

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* add parallel read/write support and other optimizations

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* address comments, make dist checkpointing args configurable

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

* fix small typo

Signed-off-by: ashors1 <[email protected]>

* Update default sharding type

Co-authored-by: mikolajblaz <[email protected]>
Signed-off-by: Anna Shors <[email protected]>

* Update default sharding type

Co-authored-by: mikolajblaz <[email protected]>
Signed-off-by: Anna Shors <[email protected]>

* Apply isort and black reformatting

Signed-off-by: ashors1 <[email protected]>

---------

Signed-off-by: ashors1 <[email protected]>
Signed-off-by: ashors1 <[email protected]>
Signed-off-by: Anna Shors <[email protected]>
Co-authored-by: ashors1 <[email protected]>
Co-authored-by: mikolajblaz <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Fix the arguments  of forward_for_export function in msdd_models (#9624)

* Fix the arguments  of forward_for_export function

Signed-off-by: Taejin Park <[email protected]>

* Apply isort and black reformatting

Signed-off-by: tango4j <[email protected]>

---------

Signed-off-by: Taejin Park <[email protected]>
Signed-off-by: tango4j <[email protected]>
Co-authored-by: tango4j <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Change default parallel_save to False (#9632)

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Unwrap ckpt_io for model opt (async save) (#9622)

Signed-off-by: Mikołaj Błaż <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* MCore T5 support for NeMo - Training (#9432)

* huvu/mcore_t5 first commit from local

* removing DEBUGGING prints

* cleaning megatron_lm_encoder_decoder_model.py code

* cleaning code

* adding Github action test

* only run mcore T5 test

* only run mcore T5 test

* only run mcore T5 test

* only run mcore T5 test

* reset .github/workflows/cicd-main.yml

* reset .github/workflows/cicd-main.yml

* adding condition self.mcore_t5 when running self.build_transformer_config()

* refractor megatron_lm_encoder_decoder_model.py to not use self.model

* only run T5-related tests

* remove all self.model

* reset cicd file

* reset cicd file

* updating codes remove duplicate if/else; adding mcore/transformer_engine to config file

* adjust +model.mcore_t5=True

* Apply isort and black reformatting

Signed-off-by: huvunvidia <[email protected]>

---------

Signed-off-by: huvunvidia <[email protected]>
Co-authored-by: Huy Vu2 <[email protected]>
Co-authored-by: huvunvidia <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* [Nemo-UX] Expose transformer_layer_spec inside GPTConfig (#9592)

* Expose transformer_layer_spec inside GPTConfig

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

* Expose layer-specs

* Apply isort and black reformatting

Signed-off-by: marcromeyn <[email protected]>

---------

Signed-off-by: marcromeyn <[email protected]>
Co-authored-by: marcromeyn <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Update NeMo Clip to Use MCore Modules (#9594)

* update clip model and config file

Signed-off-by: yaoyu-33 <[email protected]>

* update clip for mcore

Signed-off-by: yaoyu-33 <[email protected]>

* MCore CLIP Fix

Signed-off-by: yaoyu-33 <[email protected]>

* fix no mask

Signed-off-by: yaoyu-33 <[email protected]>

* few neva fixes

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip module

Signed-off-by: yaoyu-33 <[email protected]>

* add siglip loss

Signed-off-by: yaoyu-33 <[email protected]>

* fix

Signed-off-by: yaoyu-33 <[email protected]>

* fix collate fn

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip conversion script

Signed-off-by: yaoyu-33 <[email protected]>

* update siglip convert

Signed-off-by: yaoyu-33 <[email protected]>

* clip fixes

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* clean up script

Signed-off-by: yaoyu-33 <[email protected]>

* clip fixes

Signed-off-by: yaoyu-33 <[email protected]>

* Apply isort and black reformatting

Signed-off-by: yaoyu-33 <[email protected]>

* fix code styles

Signed-off-by: yaoyu-33 <[email protected]>

* Update siglip_loss.py

Signed-off-by: yaoyu-33 <[email protected]>

---------

Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Signed-off-by: yaoyu-33 <[email protected]>
Co-authored-by: yaoyu-33 <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Add REST API to deploy module (#9539)

* Add REST API and FastAPI to deploy module

Signed-off-by: Abhishree <[email protected]>

* Add NemoQuery and requirements

Signed-off-by: Abhishree <[email protected]>

* Edit path for config.json

Signed-off-by: Abhishree <[email protected]>

* Add modifications for REST API for the correct functionality

Move service dir under deploy
Use NeMoQueryLLM instead of NemoQuery

Signed-off-by: Abhishree <[email protected]>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Apply isort and black reformatting

Signed-off-by: pre-commit-ci[bot] <pre-commit-ci[bot]@users.noreply.github.com>

* Change default port for REST Service

Change default port for REST service as Triton server also used the same port as default.

Signed-off-by: Abhishree Thittenamane <[email protected]>

* Apply isort and black reformatting

Signed-off-by: athitten <[email protected]>

---------

Signed-off-by: Abhishree <[email protected]>
Signed-off-by: pre-commit-ci[bot] <pre-commit-ci[bot]@users.noreply.github.com>
Signed-off-by: Abhishree Thittenamane <[email protected]>
Signed-off-by: athitten <[email protected]>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: athitten <[email protected]>
Signed-off-by: Tugrul Konuk <[email protected]>

* Mistral + Mixtral Support for NeVa (#9459)

* mistral template support

Signed-off-by: paul-gibbons <[email protected]>

* get_specs neva fix

Signed-off-by: paul-gibbons <[email protected]>

* mistral update

Signed-off-by: paul-gibbons <[email protected]>

* fixed mistral tokenization

Signed-off-by: paul-gibbons <[email protected]>

* t…
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