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* upper bound for webdataset Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Correct Dockerfile Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * update readmes Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * update README (NVIDIA#2332) Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * ddp translate GPU allocation fix (NVIDIA#2312) * fixed branch in IR tutorial Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * ddp translate GPU allocation fix Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * map_location instead of set_device Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Shallow fusion (NVIDIA#2315) * fixed branch in IR tutorial Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * shallow fusion init commit Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> * debug info removed Signed-off-by: AlexGrinch <grinchuk.alexey@gmail.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Signed-off-by: Micha Livne <mlivne@nvidia.com> * [BUGFIX] Add upper bound to hydra for 1.0.x (NVIDIA#2337) * upper bound hydra Signed-off-by: ericharper <complex451@gmail.com> * upper bound hydra Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * update version number Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * update package version Signed-off-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * sparrowhawk tests + punctuation post processing for pynini TN (NVIDIA#2320) * add jenkins test, refactoring Signed-off-by: ekmb <ebakhturina@nvidia.com> * update test Signed-off-by: ekmb <ebakhturina@nvidia.com> * fix new test Signed-off-by: ekmb <ebakhturina@nvidia.com> * add serial to the default normalizer, add tests Signed-off-by: ekmb <ebakhturina@nvidia.com> * manifest test added Signed-off-by: ekmb <ebakhturina@nvidia.com> * expose more params, new test cases Signed-off-by: ekmb <ebakhturina@nvidia.com> * fix jenkins, serial clean, exclude range from cardinal Signed-off-by: ekmb <ebakhturina@nvidia.com> * jenkins Signed-off-by: ekmb <ebakhturina@nvidia.com> * jenkins dollar sign format Signed-off-by: ekmb <ebakhturina@nvidia.com> * jenkins Signed-off-by: ekmb <ebakhturina@nvidia.com> * jenkins dollar sign format Signed-off-by: ekmb <ebakhturina@nvidia.com> * addressed review comments Signed-off-by: ekmb <ebakhturina@nvidia.com> * fix decimal in measure Signed-off-by: ekmb <ebakhturina@nvidia.com> * move serial in cardinal Signed-off-by: ekmb <ebakhturina@nvidia.com> * sh tests init Signed-off-by: ekmb <ebakhturina@nvidia.com> * sparrowhawk container tests support added Signed-off-by: ekmb <ebakhturina@nvidia.com> * add post process to normalize.py, update tests Signed-off-by: ekmb <ebakhturina@nvidia.com> * remove duplication Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Update notebooks to 1.0.2 release (NVIDIA#2338) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Update ranges for omegaconf and hydra (NVIDIA#2336) * Update ranges Signed-off-by: smajumdar <titu1994@gmail.com> * Updates for Hydra and OmegaConf updates Signed-off-by: smajumdar <titu1994@gmail.com> * Style fixes Signed-off-by: smajumdar <titu1994@gmail.com> * Correct tests and revert patch for model utils Signed-off-by: smajumdar <titu1994@gmail.com> * Correct docstring Signed-off-by: smajumdar <titu1994@gmail.com> * Revert unnecessary change Signed-off-by: smajumdar <titu1994@gmail.com> * Revert unnecessary change Signed-off-by: smajumdar <titu1994@gmail.com> * Guard scheduler for None Signed-off-by: smajumdar <titu1994@gmail.com> * default to 0.0 if bpe_dropout is None Signed-off-by: ericharper <complex451@gmail.com> * Correctly log class that was restored Signed-off-by: smajumdar <titu1994@gmail.com> * Root patch *bpe_dropout Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: ericharper <complex451@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Update FastPitch Export (NVIDIA#2355) Signed-off-by: Jason <jasoli@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * update out_dir to not collide (NVIDIA#2358) Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Update container version to 21.05 (NVIDIA#2309) * Update container version Signed-off-by: smajumdar <titu1994@gmail.com> * Temporarily change export format of waveglow Signed-off-by: smajumdar <titu1994@gmail.com> * Add conda update for numba Signed-off-by: smajumdar <titu1994@gmail.com> * Update numba compat via global flag for strictness level `--relax_numba_compat`, remove pytorchlightning.metrics, refactor out numba utils to core, update tests Signed-off-by: smajumdar <titu1994@gmail.com> * Correct order of numba minimum verion, remove wrong flag from test Signed-off-by: smajumdar <titu1994@gmail.com> * Double test of cuda numba Signed-off-by: smajumdar <titu1994@gmail.com> * Double test of cuda numba Signed-off-by: smajumdar <titu1994@gmail.com> * Enable RNNT tests Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Text Normalization Update (NVIDIA#2356) * upper cased date support Signed-off-by: ekmb <ebakhturina@nvidia.com> * update whitelist, change roman weights Signed-off-by: ekmb <ebakhturina@nvidia.com> * docstrings, space fix, init file Signed-off-by: ekmb <ebakhturina@nvidia.com> * lgtm Signed-off-by: ekmb <ebakhturina@nvidia.com> * fraction with measure class Signed-off-by: ekmb <ebakhturina@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Add ASR CTC tutorial on fine-tuning on another language (NVIDIA#2346) * Add ASR CTC Language finetuning notebook Signed-off-by: smajumdar <titu1994@gmail.com> * Add to documentation Signed-off-by: smajumdar <titu1994@gmail.com> * Improve documentation Signed-off-by: smajumdar <titu1994@gmail.com> * Correct name of the dataset Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Correct colab link to notebook (NVIDIA#2366) Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * sgdqa update data directories for testing (NVIDIA#2323) * sgdqa update data directories for testing Signed-off-by: Yang Zhang <yangzhang@nvidia.com> * fix syntax Signed-off-by: Yang Zhang <yangzhang@nvidia.com> * check if data dir exists Signed-off-by: Yang Zhang <yangzhang@nvidia.com> * fix Signed-off-by: Yang Zhang <yangzhang@nvidia.com> * adding pretrained model Signed-off-by: Yang Zhang <yangzhang@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Added documentation for export() (NVIDIA#2330) * Added export document Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> * Addressed review comments Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com> Co-authored-by: Eric Harper <complex451@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Update Citrinet model card info (NVIDIA#2369) * Update model card info Signed-off-by: smajumdar <titu1994@gmail.com> * Cleanup Docs Signed-off-by: smajumdar <titu1994@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * [NMT] Model Parallel Megatron Encoders (NVIDIA#2238) * add megatron encoder Signed-off-by: ericharper <complex451@gmail.com> * added megatron to get_nmt_tokenizer Signed-off-by: ericharper <complex451@gmail.com> * add vocab_size and hidden_size to megatron bert Signed-off-by: ericharper <complex451@gmail.com> * add megatron encoder module Signed-off-by: ericharper <complex451@gmail.com> * fixed horrible typo Signed-off-by: ericharper <complex451@gmail.com> * fix typo and add default Signed-off-by: ericharper <complex451@gmail.com> * updating nlp overrides for mp nmt Signed-off-by: ericharper <complex451@gmail.com> * move some logic back to nlpmodel from overrides Signed-off-by: ericharper <complex451@gmail.com> * add checkpoint_file property Signed-off-by: ericharper <complex451@gmail.com> * fix property Signed-off-by: ericharper <complex451@gmail.com> * num_tokentypes=0 Signed-off-by: ericharper <complex451@gmail.com> * typo Signed-off-by: ericharper <complex451@gmail.com> * typo Signed-off-by: ericharper <complex451@gmail.com> * find_unused_parameters=True Signed-off-by: ericharper <complex451@gmail.com> * typo Signed-off-by: ericharper <complex451@gmail.com> * style Signed-off-by: ericharper <complex451@gmail.com> * get instead of pop Signed-off-by: ericharper <complex451@gmail.com> * remove token type ids from megatron input example Signed-off-by: ericharper <complex451@gmail.com> * pop vocab_size Signed-off-by: ericharper <complex451@gmail.com> * fix checkpointing for model parallel Signed-off-by: ericharper <complex451@gmail.com> * fix bug in non model parallel Signed-off-by: ericharper <complex451@gmail.com> * convert cfg.trainer to dict Signed-off-by: ericharper <complex451@gmail.com> * make num_tokentypes configurable for nmt Signed-off-by: ericharper <complex451@gmail.com> * update checkpoint_file when using named megatron model in nemo Signed-off-by: ericharper <complex451@gmail.com> * make vocab_file configurable Signed-off-by: ericharper <complex451@gmail.com> * dataclass can't have mutable default Signed-off-by: ericharper <complex451@gmail.com> * style Signed-off-by: ericharper <complex451@gmail.com> * unused imports Signed-off-by: ericharper <complex451@gmail.com> * revert input example Signed-off-by: ericharper <complex451@gmail.com> * check that checkpoint version is not None Signed-off-by: ericharper <complex451@gmail.com> * add mp jenkins test Signed-off-by: ericharper <complex451@gmail.com> * update docstring Signed-off-by: ericharper <complex451@gmail.com> * add docs for pretrained encoders with nemo nmt Signed-off-by: ericharper <complex451@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Add notebook with recommendations for 8 kHz speech (NVIDIA#2326) * Added a notebook with best practices for telephony speech * Added datasets detaiils * Added training recommendations * Emptied out cells with results * Added tutorial to docs Signed-off-by: jbalam <jbalam@nvidia.com> * Addressed review comments Signed-off-by: jbalam <jbalam@nvidia.com> * Added a line to note original sampling rate of an4 Signed-off-by: jbalam <jbalam@nvidia.com> * Made changes suggested in review Signed-off-by: jbalam <jbalam@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Working on bottleneck transformers. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Working on bottleneck transformers. * 1. Done cleaning code of bottleneck transformers. 2. Ready to test. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Done cleaning code of bottleneck transformers. 2. Ready to test. * 1. Working on training script. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Working on training script. * 1. Updated config class name. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated config class name. * 1. Training script is ready to be tested. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Training script is ready to be tested. * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. * Add FastEmit support for RNNT Losses (NVIDIA#2374) * Temp commit Signed-off-by: smajumdar <titu1994@gmail.com> * Initial code for fastemit forward pass Signed-off-by: smajumdar <titu1994@gmail.com> * Correct return reg value Signed-off-by: smajumdar <titu1994@gmail.com> * Initial cpu impl Signed-off-by: smajumdar <titu1994@gmail.com> * Try gpu impl Signed-off-by: smajumdar <titu1994@gmail.com> * Try gpu impl Signed-off-by: smajumdar <titu1994@gmail.com> * Correct few impl Signed-off-by: smajumdar <titu1994@gmail.com> * Update fastemit scaling Signed-off-by: smajumdar <titu1994@gmail.com> * Cleanup fastemit Signed-off-by: smajumdar <titu1994@gmail.com> * Finalize FastEmit regularization PR Signed-off-by: smajumdar <titu1994@gmail.com> * Refactor code to support fastemit regularization Signed-off-by: smajumdar <titu1994@gmail.com> Co-authored-by: Samuel Kriman <samuelkriman@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. * 1. Fixed bugs. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed bugs. * 1. Fixed missing import. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed missing import. * 1. Fixed support in seq2seq-br. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed support in seq2seq-br. * 1. Added NLPDDPPlugin. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added NLPDDPPlugin. * fix bugs in hifigan code (NVIDIA#2392) Signed-off-by: Oktai Tatanov <oktai.tatanov@gmail.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * Update setup.py (NVIDIA#2394) Signed-off-by: Jason <jasoli@nvidia.com> Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated to support multi-node training. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added comments. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. MTBottleneckModel is in its own file mt_enc_dec_bottleneck_model. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Switched loss annealing to rely on self.trainer.global_step Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added comments regrding the use of return_ortho_loss. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added detailed logging of loss during training (still need to do the same for eval). Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Testing a fix to import bug. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging wrong import issue. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added logging of results to validation step (no tested yet). Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed missing import. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Testing failing immports. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Disabling changes. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Enabled bottleneck architecture. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed identation. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed import statement. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed typo. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed logging of arbitrary values. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed torch lightining logging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added a missing import. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added NLPDDPPlugin. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Cleaned style. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated sign of computed loss. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed double import. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Moved logging of additional loss terms into MTBottleneckModel class. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated permissions. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added initial perceiver package. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Working on encoder. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Testing perceiver. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. FInished implementing Perceiver. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated default arch. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Ignoring independant perceiver implementation. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added latent transformer to perceiver Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added TransformerBottleneckDecoderNM. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added TransformerBottleneckEncoderNM. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated bottleneck perceiver. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated MTBottleneckModel. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added BridgeEncoder. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Cleaned code. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated architecture name. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added support in bridge encoder. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added support in hidden_init_method to BridgeEncoder. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Removed unneeded imports. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated comment in YAML Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated YAML comments. 2. hidden_blocks in bridge relates to post-processing after bridge1. Updated YAML comments. 2. hidden_blocks in bridge relates to post-processing after bridge (instead of hidden_blocks-1). Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Initial cross attention in Perceiver with params init has independant parameters. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated Perciver forward. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated TransformerEncoder to be a component as opposed to a parent class. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated example command. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. forward nethod in MTBottleneckModel does not compute loss. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Added label smoothing for per-sample loss. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated recon_only loss to nll. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Update yaml doc. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated default config to have 32 hidden steps. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated doc. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed type. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed unreachable code bug. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed wrong sign for reconstruction per sample (instead of per token). Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Debugging. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Fixed style. Signed-off-by: Micha Livne <mlivne@nvidia.com> * 1. Updated comments. Signed-off-by: Micha Livne <mlivne@nvidia.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@nvidia.com> Co-authored-by: Somshubra Majumdar <titu1994@gmail.com> Co-authored-by: Oleksii Kuchaiev <okuchaiev@users.noreply.github.com> Co-authored-by: Aleksey Grinchuk (Oleksii Hrinchuk) <grinchuk.alexey@gmail.com> Co-authored-by: Sandeep Subramanian <sandeep.subramanian.1@umontreal.ca> Co-authored-by: Eric Harper <complex451@gmail.com> Co-authored-by: Evelina <10428420+ekmb@users.noreply.github.com> Co-authored-by: Jason <jasoli@nvidia.com> Co-authored-by: Yang Zhang <yzhang123@users.noreply.github.com> Co-authored-by: Boris Fomitchev <borisfom@users.noreply.github.com> Co-authored-by: Jagadeesh Balam <4916480+jbalam-nv@users.noreply.github.com> Co-authored-by: Micha Livne <mlivne@nvidia.com> Co-authored-by: Samuel Kriman <samuelkriman@gmail.com> Co-authored-by: Oktai Tatanov <oktai.tatanov@gmail.com> Signed-off-by: Paarth Neekhara <paarth.n@gmail.com>
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