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[NeMo-UX] Integrating mcore's DistributedDataParallel into MegatronSt…
…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. 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(#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. 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<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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