a2a fix removed tp world size and group from init #8944
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Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com>
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…IA#8952) Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Boxiang Wang <boxiangw@nvidia.com>
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…rategy (#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Co-authored-by: Daniel Galvez <galv@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <163925524+jgerh@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <tmoon@nvidia.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: vasunvidia <108759426+vasunvidia@users.noreply.github.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Use user desired value for distributed adam. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Preserve memory format in parameter buffer of distributed adam. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Fix the contiguous_param_buffer bug about bprop overlap and redundant copy after all-gather. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Provide API to lock SHArP tree for distributed adam within nodes. Signed-off-by: Wil Kong <alpha0422@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Wil Kong <alpha0422@gmail.com> --------- Signed-off-by: Wil Kong <alpha0422@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Wil Kong <alpha0422@gmail.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Wil Kong <alpha0422@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Force diarizer to use CUDA if cuda is available and if device=None. (#9380) (#9390) * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Apply isort and black reformatting --------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * ci: Properly catch failed tests by introduction of workflow templates (#9324) * ci: Refactor tests into reusable template Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Fix sending alerts on failure Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * disable slack Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix alerting Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Increase timeout for `L0_Unit_Tests_CPU` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * increase timeout Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * increase timeout for `Speech_Checkpoints_tests` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * improve readability Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * test Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * test Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * finalize Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * add missing rm statement for `L2_PTQ_Llama2_Export_Only` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * all your comments are belong to us Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * remove github output Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * revive more comments Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * add L2: ASR dev run - part two Signed-off-by: Oliver Koenig <okoenig@nvidia.com> --------- Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Pablo Garay <palenq@gmail.com> Co-authored-by: Pablo Garay <palenq@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Fix T5 G2P Input and Output Types (#9224) (#9269) * fix t5 g2p model * Apply isort and black reformatting --------- Signed-off-by: Jason <jasoli@nvidia.com> Signed-off-by: blisc <blisc@users.noreply.github.com> Co-authored-by: Jason <jasoli@nvidia.com> Co-authored-by: blisc <blisc@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Use model-cast-to-bfloat16 rather than AMP-to-bfloat16 for inference. (#9198) * Fix the "cast ping pong" problem when we run AMP inference. This has been tested only for Parakeet-CTC-1.1B right now. This problem certainly exists elsewhere. Automatic mixed precision and inference do not play well together. First, automatic mixed precision was created back when neural networks were much simpler. In particular, they did not have softmax and layer norm as frequent operations. In the era of transformers, softmax and layer norm are very common. AMP will uncoditionally output fp32 outputs from these operations, even if their inputs are fp16. See here: https://pytorch.org/docs/stable/amp.html#cuda-ops-that-can-autocast-to-float32 This is no longer necessary, now that layer norm does accumulation in fp32 in pytorch, even if the input is fp16: https://github.com/pytorch/pytorch/issues/66707 Do infernece by casting model to bfloat16, not by using AMP. Do feature preprocessing in float32 for accuracy. Warn if someone tries to input a non-float32 tensor. Always create the output in the type the rest of the model expects. Sort manifests by duration. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> * Always cast softmax inputs to float32 when in training mode. While we don't need this for accurate results in b/float16, this is a safety precaution to make sure that training accuracy does not regress. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> --------- Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Huvu/rag pipeline citest (#9384) * huvu/NeMo_rag_citest first commit * adding llama-index to dependency * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * adjusting data/models path in ci-test to dependency * putting llama-index to optional * update cicd-main.yml --------- Co-authored-by: Huy Vu2 <huvu@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Re-org export code (#9353) * reorg the export code Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * replaced log with raise Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * add converter and loader folders Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * move nemo_ckpt_convert into the converter folder Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * move nemo_file into loader folder Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * reorg converter Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * continue to reorg converter Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * continue to reorg Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * move nemo file back into nemo folder Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * renamed nemo folder to nemo_ckpt_loader Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * remove unused function Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * removed nemo file Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * moved a function to tensorrt_llm_run file Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * Remove unused imports Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * import csv added Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> --------- Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Co-authored-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * ci: Fix `L2_Segmentation_Tool_Parallel_ctc_segmentation_test_L2_Eng_CitriNet_with_wav` (#9399) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * disable overlap for qkv (#9079) * disable overlap for qkv (#9072) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Fix circular import for MM dataprep notebook (#9287) (#9292) * update launcher name and fix mm circular import * Apply isort and black reformatting --------- Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> Co-authored-by: Chen Cui <chcui@nvidia.com> Co-authored-by: cuichenx <cuichenx@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * add check if num layers is divisible by pp size (#9208) (#9298) * add check if num_layers % pp == 0 * Apply isort and black reformatting * move num_layers / pp check to build_transformer_config --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Co-authored-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add HF siglip vision encoder (#9185) * temp save Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * temp save 2 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update code Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * enable seq packing Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix neva and clip Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Enable parallel seq packing algo and few other fixes Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Pipeline parallel support Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Update data preprocess Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix few pp issues Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * enable sequence packing w/ PP 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Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Jan Lasek <janek.lasek@gmail.com>
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…rategy (#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Co-authored-by: Daniel Galvez <galv@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <163925524+jgerh@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <tmoon@nvidia.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: vasunvidia <108759426+vasunvidia@users.noreply.github.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Use user desired value for distributed adam. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Preserve memory format in parameter buffer of distributed adam. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Fix the contiguous_param_buffer bug about bprop overlap and redundant copy after all-gather. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Provide API to lock SHArP tree for distributed adam within nodes. Signed-off-by: Wil Kong <alpha0422@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Wil Kong <alpha0422@gmail.com> --------- Signed-off-by: Wil Kong <alpha0422@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Wil Kong <alpha0422@gmail.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Wil Kong <alpha0422@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Force diarizer to use CUDA if cuda is available and if device=None. (#9380) (#9390) * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Apply isort and black reformatting --------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * ci: Properly catch failed tests by introduction of workflow templates (#9324) * ci: Refactor tests into reusable template Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Fix sending alerts on failure Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * disable slack Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix alerting Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Increase timeout for `L0_Unit_Tests_CPU` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * increase timeout Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * increase timeout for `Speech_Checkpoints_tests` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * improve readability Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * test Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * test Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * finalize Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * add missing rm statement for `L2_PTQ_Llama2_Export_Only` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * all your comments are belong to us Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * remove github output Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * revive more comments Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * add L2: ASR dev run - part two Signed-off-by: Oliver Koenig <okoenig@nvidia.com> --------- Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Pablo Garay <palenq@gmail.com> Co-authored-by: Pablo Garay <palenq@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Fix T5 G2P Input and Output Types (#9224) (#9269) * fix t5 g2p model * Apply isort and black reformatting --------- Signed-off-by: Jason <jasoli@nvidia.com> Signed-off-by: blisc <blisc@users.noreply.github.com> Co-authored-by: Jason <jasoli@nvidia.com> Co-authored-by: blisc <blisc@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Use model-cast-to-bfloat16 rather than AMP-to-bfloat16 for inference. (#9198) * Fix the "cast ping pong" problem when we run AMP inference. This has been tested only for Parakeet-CTC-1.1B right now. This problem certainly exists elsewhere. Automatic mixed precision and inference do not play well together. First, automatic mixed precision was created back when neural networks were much simpler. In particular, they did not have softmax and layer norm as frequent operations. In the era of transformers, softmax and layer norm are very common. AMP will uncoditionally output fp32 outputs from these operations, even if their inputs are fp16. See here: https://pytorch.org/docs/stable/amp.html#cuda-ops-that-can-autocast-to-float32 This is no longer necessary, now that layer norm does accumulation in fp32 in pytorch, even if the input is fp16: https://github.com/pytorch/pytorch/issues/66707 Do infernece by casting model to bfloat16, not by using AMP. Do feature preprocessing in float32 for accuracy. Warn if someone tries to input a non-float32 tensor. Always create the output in the type the rest of the model expects. Sort manifests by duration. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> * Always cast softmax inputs to float32 when in training mode. While we don't need this for accurate results in b/float16, this is a safety precaution to make sure that training accuracy does not regress. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> --------- Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Huvu/rag pipeline citest (#9384) * huvu/NeMo_rag_citest first commit * adding llama-index to dependency * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * adjusting data/models path in ci-test to dependency * putting llama-index to optional * update cicd-main.yml --------- Co-authored-by: Huy Vu2 <huvu@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Re-org export code (#9353) * reorg the export code Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * replaced log with raise Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * add converter and 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Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * moved a function to tensorrt_llm_run file Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * Remove unused imports Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * import csv added Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> --------- Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Co-authored-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * ci: Fix `L2_Segmentation_Tool_Parallel_ctc_segmentation_test_L2_Eng_CitriNet_with_wav` (#9399) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * disable overlap for qkv (#9079) * disable overlap for qkv (#9072) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Fix circular import for MM dataprep notebook (#9287) (#9292) * update launcher name and fix mm circular import * Apply isort and black reformatting --------- Signed-off-by: Chen Cui <chcui@nvidia.com> Signed-off-by: cuichenx <cuichenx@users.noreply.github.com> Co-authored-by: Chen Cui <chcui@nvidia.com> Co-authored-by: cuichenx <cuichenx@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * add check if num layers is divisible by pp size (#9208) (#9298) * add check if num_layers % pp == 0 * Apply isort and black reformatting * move num_layers / pp check to build_transformer_config --------- Signed-off-by: dimapihtar <dpihtar@gmail.com> 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Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Abhishree <abhishreetm@gmail.com> --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Signed-off-by: shuoer86 <129674997+shuoer86@users.noreply.github.com> Signed-off-by: Xin Yao <xiny@nvidia.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: shuoer86 <129674997+shuoer86@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xin Yao <yaox12@outlook.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico 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Jun 18, 2024
…rategy (NVIDIA#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Co-authored-by: Daniel Galvez <galv@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <163925524+jgerh@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <tmoon@nvidia.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: vasunvidia <108759426+vasunvidia@users.noreply.github.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Use user desired value for distributed adam. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Preserve memory format in parameter buffer of distributed adam. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Fix the contiguous_param_buffer bug about bprop overlap and redundant copy after all-gather. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Provide API to lock SHArP tree for distributed adam within nodes. Signed-off-by: Wil Kong <alpha0422@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Wil Kong <alpha0422@gmail.com> --------- Signed-off-by: Wil Kong <alpha0422@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Wil Kong <alpha0422@gmail.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Wil Kong <alpha0422@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Force diarizer to use CUDA if cuda is available and if device=None. (#9380) (#9390) * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Apply isort and black reformatting --------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * ci: Properly catch failed tests by introduction of workflow templates (#9324) * ci: Refactor tests into reusable template Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Fix sending alerts on failure Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * disable slack Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix alerting Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Increase timeout for `L0_Unit_Tests_CPU` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * increase timeout Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * increase timeout for `Speech_Checkpoints_tests` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * improve readability Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * test Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * test Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * finalize Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * add missing rm statement for `L2_PTQ_Llama2_Export_Only` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * all your comments are belong to us Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * remove github output Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * revive more comments Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * add L2: ASR dev run - part two Signed-off-by: Oliver Koenig <okoenig@nvidia.com> --------- Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Pablo Garay <palenq@gmail.com> Co-authored-by: Pablo Garay <palenq@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Fix T5 G2P Input and Output Types (#9224) (#9269) * fix t5 g2p model * Apply isort and black reformatting --------- Signed-off-by: Jason <jasoli@nvidia.com> Signed-off-by: blisc <blisc@users.noreply.github.com> Co-authored-by: Jason <jasoli@nvidia.com> Co-authored-by: blisc <blisc@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Use model-cast-to-bfloat16 rather than AMP-to-bfloat16 for inference. (#9198) * Fix the "cast ping pong" problem when we run AMP inference. This has been tested only for Parakeet-CTC-1.1B right now. This problem certainly exists elsewhere. Automatic mixed precision and inference do not play well together. First, automatic mixed precision was created back when neural networks were much simpler. In particular, they did not have softmax and layer norm as frequent operations. In the era of transformers, softmax and layer norm are very common. AMP will uncoditionally output fp32 outputs from these operations, even if their inputs are fp16. See here: https://pytorch.org/docs/stable/amp.html#cuda-ops-that-can-autocast-to-float32 This is no longer necessary, now that layer norm does accumulation in fp32 in pytorch, even if the input is fp16: https://github.com/pytorch/pytorch/issues/66707 Do infernece by casting model to bfloat16, not by using AMP. Do feature preprocessing in float32 for accuracy. Warn if someone tries to input a non-float32 tensor. Always create the output in the type the rest of the model expects. Sort manifests by duration. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> * Always cast softmax inputs to float32 when in training mode. While we don't need this for accurate results in b/float16, this is a safety precaution to make sure that training accuracy does not regress. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> --------- Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Huvu/rag pipeline citest (#9384) * huvu/NeMo_rag_citest first commit * adding llama-index to dependency * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * adjusting data/models path in ci-test to dependency * putting llama-index to optional * update cicd-main.yml --------- Co-authored-by: Huy Vu2 <huvu@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Re-org export code (#9353) * reorg the export code Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * replaced log with raise Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * add converter and 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Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * moved a function to tensorrt_llm_run file Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * Remove unused imports Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * import csv added Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> --------- Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Co-authored-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * ci: Fix `L2_Segmentation_Tool_Parallel_ctc_segmentation_test_L2_Eng_CitriNet_with_wav` (#9399) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * disable overlap for qkv (#9079) * disable overlap for qkv (#9072) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] 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Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Co-authored-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add HF siglip vision encoder (#9185) * temp save Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * temp save 2 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update code Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * enable seq packing Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix neva and clip Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Enable parallel seq packing algo and few other fixes Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Pipeline parallel support Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Update data preprocess Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix few pp issues Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * enable sequence packing w/ PP 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Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Abhishree <abhishreetm@gmail.com> --------- Signed-off-by: Abhishree <abhishreetm@gmail.com> Signed-off-by: shuoer86 <129674997+shuoer86@users.noreply.github.com> Signed-off-by: Xin Yao <xiny@nvidia.com> Co-authored-by: Abhishree Thittenamane <47577437+athitten@users.noreply.github.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: shuoer86 <129674997+shuoer86@users.noreply.github.com> Co-authored-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> Co-authored-by: Nithin Rao <nithinrao.koluguri@gmail.com> Co-authored-by: Xin Yao <yaox12@outlook.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> * Add selection criteria for reference audios in the `GlobalStyleToken` submodule (#7788) * add selection criteria for reference audios Signed-off-by: anferico 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GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> * support amp O2 Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert & more O2 fix Signed-off-by: jasonwan <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <jasonwan@nvidia.com> * support …
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…rategy (NVIDIA#9387) * Integrating mcore's DistributedDataParallel into MegatronStrategy Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply isort and black reformatting Signed-off-by: marcromeyn <marcromeyn@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Apply ddp-hooks from pytorch only when needed Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * bugfix if using mcore distOpt with sft (#9356) * bugfix if using mcore distOpt Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> * Apply isort and black reformatting Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> --------- Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Signed-off-by: akoumpa <akoumpa@users.noreply.github.com> Co-authored-by: akoumpa <akoumpa@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * fix typo infer_seq_lenght -> infer_seq_length (#9370) Signed-off-by: Alexandros Koumparoulis <akoumparouli@nvidia.com> Co-authored-by: Marc Romeyn <mromeijn@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Rachitg/ag (#9083) * Rachitg/ag (#9081) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * bug fix * bugfix --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: Rachit Garg <rachitgarg91@gmail.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Adding the original change made for label_models (#9377) (#9378) Signed-off-by: Taejin Park <tango4j@gmail.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Dgalvez/fix greedy batch strategy name r2.0.0rc0 (#9243) (#9253) * Lazily warn about using greedy strategy instead of greedy_batch strategy. Previously, the warning would often run spuriously, since several existing code paths simply call "change_decoding_strategy()" after having first initialized a Module, rather than changing the config before initializing the Module. This can be confusing. The only problem I can see with this is that using logging inside a forward() method might interfere with some compiler toolkits like Torchscript or thunder.compile. Presumably it would be easy to add a conditional statement to avoid this statement in a compiler context if necessary. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Co-authored-by: Daniel Galvez <galv@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Update README.rst (#9393) Revised content per https://gitlab-master.nvidia.com/nemo-framework-tme/documentation/-/issues/25. Also removed reference to NIMs in LLMs and MMs Deployment and Optimization. It should be NVIDIA NeMo Microservices and not NIM. Removed nemo:24.03.framework and nemo:24.01.speech in Docker Containers section and replaced with 24.05 . Please verify all changes. Signed-off-by: jgerh <163925524+jgerh@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * a2a fix removed tp world size and group from init (#8944) (#8952) Signed-off-by: Anmol Gupta <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: anmolgupt <14880251+anmolgupt@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add config option for FP32 embedding grads (#8953) * Add config option for FP32 embedding grads (#8946) Signed-off-by: Tim Moon <tmoon@nvidia.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Tim Moon <tmoon@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Changes to enable CUDA graph for LLM (#8955) * Changes to enable CUDA graph for LLM (#8751) * Use next instead of get_batch Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * CUDA graph changes Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change to enable CG with weight caching Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Use next instead of get_batch" This reverts commit 0021bb444cdd1b27674fc0cfea909c1a42475336. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py" This reverts commit b4f736ed2b39f6c48d2868ac3febb82c763ab3fb. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Remove skip_weight_update argument Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Bug fix + cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Use new TE API for FP8 Param transpose Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change config param cuda_graph to enable_cuda_graph Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Enable TE RNGStatesTracker through config Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Change te_rng_tracker to use_te_rng_tracker Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * FP8 weight transpose handled inside TE Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Cleanup Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Revert "Revert "Copy jbaczek/mcore_parallel_state_api_change branch leaving out changes to nemo/export/quantize/quantizer.py"" This reverts commit e31862481216f9adf7fa584a0c0262916c935639. Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> * Fix merge conflicts Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Vasudevan Rengasamy <vrengasamy@nvidia.com> Signed-off-by: Jan Baczek <jbaczek@nvidia.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: vasunvidia <108759426+vasunvidia@users.noreply.github.com> Co-authored-by: Jaemin Choi <jaeminc@nvidia.com> Co-authored-by: Jan Baczek <jbaczek@nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Enhance Distributed Adam (#9051) * Enhance Distributed Adam (#9037) * Fix deprecated env. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Use user desired value for distributed adam. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Preserve memory format in parameter buffer of distributed adam. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Fix the contiguous_param_buffer bug about bprop overlap and redundant copy after all-gather. Signed-off-by: Wil Kong <alpha0422@gmail.com> * Provide API to lock SHArP tree for distributed adam within nodes. Signed-off-by: Wil Kong <alpha0422@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by: Wil Kong <alpha0422@gmail.com> --------- Signed-off-by: Wil Kong <alpha0422@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: ericharper <ericharper@users.noreply.github.com> --------- Signed-off-by: Wil Kong <alpha0422@gmail.com> Signed-off-by: ericharper <ericharper@users.noreply.github.com> Co-authored-by: Wil Kong <alpha0422@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: ericharper <ericharper@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Force diarizer to use CUDA if cuda is available and if device=None. (#9380) (#9390) * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Fixed clustering diarizer to load MSDD to GPU by default if cuda on * Apply isort and black reformatting --------- Signed-off-by: Taejin Park <tango4j@gmail.com> Signed-off-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: Taejin Park <tango4j@gmail.com> Co-authored-by: tango4j <tango4j@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * ci: Properly catch failed tests by introduction of workflow templates (#9324) * ci: Refactor tests into reusable template Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Fix sending alerts on failure Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * disable slack Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix alerting Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * ci: Increase timeout for `L0_Unit_Tests_CPU` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * increase timeout Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * increase timeout for `Speech_Checkpoints_tests` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * improve readability Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * test Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * test Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * finalize Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * fix Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * add missing rm statement for `L2_PTQ_Llama2_Export_Only` Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * all your comments are belong to us Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * remove github output Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * revive more comments Signed-off-by: Oliver Koenig <okoenig@nvidia.com> * add L2: ASR dev run - part two Signed-off-by: Oliver Koenig <okoenig@nvidia.com> --------- Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Pablo Garay <palenq@gmail.com> Co-authored-by: Pablo Garay <palenq@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Fix T5 G2P Input and Output Types (#9224) (#9269) * fix t5 g2p model * Apply isort and black reformatting --------- Signed-off-by: Jason <jasoli@nvidia.com> Signed-off-by: blisc <blisc@users.noreply.github.com> Co-authored-by: Jason <jasoli@nvidia.com> Co-authored-by: blisc <blisc@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Use model-cast-to-bfloat16 rather than AMP-to-bfloat16 for inference. (#9198) * Fix the "cast ping pong" problem when we run AMP inference. This has been tested only for Parakeet-CTC-1.1B right now. This problem certainly exists elsewhere. Automatic mixed precision and inference do not play well together. First, automatic mixed precision was created back when neural networks were much simpler. In particular, they did not have softmax and layer norm as frequent operations. In the era of transformers, softmax and layer norm are very common. AMP will uncoditionally output fp32 outputs from these operations, even if their inputs are fp16. See here: https://pytorch.org/docs/stable/amp.html#cuda-ops-that-can-autocast-to-float32 This is no longer necessary, now that layer norm does accumulation in fp32 in pytorch, even if the input is fp16: https://github.com/pytorch/pytorch/issues/66707 Do infernece by casting model to bfloat16, not by using AMP. Do feature preprocessing in float32 for accuracy. Warn if someone tries to input a non-float32 tensor. Always create the output in the type the rest of the model expects. Sort manifests by duration. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> * Always cast softmax inputs to float32 when in training mode. While we don't need this for accurate results in b/float16, this is a safety precaution to make sure that training accuracy does not regress. Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> --------- Signed-off-by: Daniel Galvez <dgalvez@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Huvu/rag pipeline citest (#9384) * huvu/NeMo_rag_citest first commit * adding llama-index to dependency * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * adjusting data/models path in ci-test to dependency * putting llama-index to optional * update cicd-main.yml --------- Co-authored-by: Huy Vu2 <huvu@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Re-org export code (#9353) * reorg the export code Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * replaced log with raise Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * add converter and 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Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * moved a function to tensorrt_llm_run file Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * Remove unused imports Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> * Apply isort and black reformatting Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> * import csv added Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> --------- Signed-off-by: Onur Yilmaz <oyilmaz@nvidia.com> Signed-off-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Co-authored-by: oyilmaz-nvidia <oyilmaz-nvidia@users.noreply.github.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * ci: Fix `L2_Segmentation_Tool_Parallel_ctc_segmentation_test_L2_Eng_CitriNet_with_wav` (#9399) Signed-off-by: Oliver Koenig <okoenig@nvidia.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * disable overlap for qkv (#9079) * disable overlap for qkv (#9072) * disable overlap for qkv Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * Apply isort and black reformatting Signed-off-by: michal2409 <michal2409@users.noreply.github.com> --------- Signed-off-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Signed-off-by: michal2409 <michal2409@users.noreply.github.com> Signed-off-by: Michal Futrega <mfutrega@nvidia.com> Co-authored-by: Rachit Garg <rachitgarg91@gmail.com> Co-authored-by: Rachit Garg <rachitg@login-eos01.eos.clusters.nvidia.com> Co-authored-by: pre-commit-ci[bot] 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Signed-off-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: Dmytro Pykhtar <37850217+dimapihtar@users.noreply.github.com> Co-authored-by: dimapihtar <dimapihtar@users.noreply.github.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Marc Romeyn <mromeijn@nvidia.com> * Add HF siglip vision encoder (#9185) * temp save Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * temp save 2 Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * update code Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * enable seq packing Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix neva and clip Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Enable parallel seq packing algo and few other fixes Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Pipeline parallel support Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * Update data preprocess Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * fix few pp issues Signed-off-by: yaoyu-33 <yaoyu.094@gmail.com> * enable sequence packing w/ PP 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information, see https://pre-commit.ci * start adding gpt from megatron core path Signed-off-by: ericharper <complex451@gmail.com> * set model parallel config Signed-off-by: ericharper <complex451@gmail.com> * use model parallel config object Signed-off-by: ericharper <complex451@gmail.com> * update args Signed-off-by: ericharper <complex451@gmail.com> * fix for p-tuning sequence parallel Signed-off-by: jasonwan <jasonwan@nvidia.com> * support SFT/distOpt mcore (#7207) * add inference param. update TP/PP script to support mcore gpt * p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * change layer names for SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> * fix bug in SFT Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> Signed-off-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: Hongbin Liu <hongbinl@nvidia.com> Co-authored-by: jasonwan <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * start updating to TransformerConfig Signed-off-by: ericharper <complex451@gmail.com> * revert to model parallel config Signed-off-by: ericharper <complex451@gmail.com> * add hidden_size to model_parallel_config Signed-off-by: ericharper <complex451@gmail.com> * remove imports Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update module args Signed-off-by: ericharper <complex451@gmail.com> * add config to self Signed-off-by: ericharper <complex451@gmail.com> * build transformer config Signed-off-by: ericharper <complex451@gmail.com> * add model to provider func Signed-off-by: ericharper <complex451@gmail.com> * update forward and float16 wrapper Signed-off-by: ericharper <complex451@gmail.com> * instantiate model parallel config after init model parallel Signed-off-by: ericharper <complex451@gmail.com> * set virtual rank Signed-off-by: ericharper <complex451@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add GQA config to megatron gpt model (#7096) * Add GQA config in gpt config file Signed-off-by: jasonwan <jasonwan@nvidia.com> * Verify mcore is enabled when using GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> --------- Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert Signed-off-by: ericharper <complex451@gmail.com> * remove import Signed-off-by: eharper <eharper@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rollback model cast for p-tuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * update for dist adam Signed-off-by: eharper <eharper@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * use get_gpt_module_list Signed-off-by: eharper <eharper@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update ckpt conversion script Signed-off-by: jasonwan <jasonwan@nvidia.com> * ptl2.0 patch for llama config Signed-off-by: jasonwan <jasonwan@nvidia.com> * add plugins to trainer in scripts Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix activation checkpointing mcore Signed-off-by: jasonwan <jasonwan@nvidia.com> * fix variable names Signed-off-by: jasonwan <jasonwan@nvidia.com> * overwrite normalization type for mcore/te Signed-off-by: jasonwan <jasonwan@nvidia.com> * Update megatron_llama_sft.yaml Signed-off-by: Jason Wang <jasonwan@nvidia.com> * add PEFT adapter support for mcore gpt path (#7276) * implementation for mcore adapter/mxins Signed-off-by: jasonwan <jasonwan@nvidia.com> * small fix for lora and ptuning Signed-off-by: jasonwan <jasonwan@nvidia.com> * support layerwise peft Signed-off-by: jasonwan <jasonwan@nvidia.com> * support multiple target layers Signed-off-by: jasonwan <jasonwan@nvidia.com> * support lora GQA Signed-off-by: jasonwan <jasonwan@nvidia.com> * support amp O2 Signed-off-by: jasonwan <jasonwan@nvidia.com> * revert & more O2 fix Signed-off-by: jasonwan <jasonwan@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lora inject to attention Signed-off-by: jasonwan <jasonwan@nvidia.com> * support …
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What does this PR do ?
a2a fix removed tp world size and group from init
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