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# What does this PR do ? Fix bug intent slot classification tokenizer to dialogue **Collection**: nlp # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use this `...
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# What does this PR do ? Fix bug intent slot classification tokenizer to dialogue **Collection**: nlp # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use this `...
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Megatron encode function with RPE fix
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# What does this PR do ? Fixes a bug with RPE and encode() in token_level_encoder_decoder. **Collection**: NLP # Changelog - Adds `enc_self_attention_relative_position_bias` to the `self.encoder()` call in `megatron_encoder_decoder.py` # Usage * You can potentially add a usage example below ```python ...
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Fix typo (cartographic -> catastrophic)
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Fix #4554. There is a typo. Instead of "cartographic", it should be "catastrophic". # What does this PR do ? Fix #4554. There is a typo. Instead of "cartographic", it should be "catastrophic". **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high ...
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# What does this PR do ? Move TTS tokenizers to collections.common.tokenizers so they can be used in cross-collections pipelines. For implementing ASR/ST model training which generates samples on-the-fly with TTS, we need to use TTS tokenizers. Moving them to collections.common.tokenizers allows to write a wrappe...
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Prompt Learning Notebook Bug Fix
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Prompt Learning Notebook Bug Fix Signed-off-by: Virginia Adams <vadams@nvidia.com> Adds back ability to handle dataset example dicts directly passed into the .generate method for prompt learning **Collection**: NLP # Changelog - Updated GPTPromptLearningDataset class - Updated GPTPromptLearningModel clas...
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# What does this PR do ? Adding support for models trained with full context for cache-aware streaming. **Collection**: ASR # Changelog Adding support for models trained with full context for cache-aware streaming. **PR Type**: - [x ] New Feature - [ ] Bugfix - [ ] Documentation
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Data Simulator
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# What does this PR do ? Adds a multispeaker audio session simulator and corresponding documentation and tutorials. Collections: ASR, Tools # Changelog - Adds data simulator - Adds a manifest_utils file and restructures speaker_utils - Adds config files for simulating data as well as a tutorial and documen...
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# What does this PR do ? Move trainer calls for ssl models to training and validation steps only **Collection**: ASR
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[TTS] incremented the version number to 22.08 in tutorials.
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2022-08-05T16:43:17
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Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> # What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Us...
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[Chinese text normalization]PR for chinese TN part in text_normalization
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2022-08-05T14:31:25
2022-08-27T03:18:05
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# What does this PR do ? new PR for previous chinese TN **Collection**: [NeMo/norm_text_processing/text_normalization] I think have covered the problems mentioned previously.And I make a new pr to make it clear.
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[ASR] Add pretrained ASR models for Croatian
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2022-08-05T09:49:31
2022-08-24T04:02:52
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Signed-off-by: Ante Jukić <ajukic@nvidia.com> # What does this PR do ? This PR adds pre-trained models for Croatian. **Collection**: [ASR] # Changelog - updated `PretrainedModelInfo` and docs - minor (cosmetic) modifications to `checkpoint_averaging.py` # Usage Tested with the following ```python...
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4,681
What & where is the .nemo file?
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2022-08-05T08:32:20
2022-08-05T16:35:33
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NONE
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Hello! I would like to run the train_kenlm.py file but I do not understand all the arguments it requires: I read the documentation (https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/asr/asr_language_modeling.html and I ran install_beamsearch_decoders.sh as well, so I have the kenlm bin root but I...
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Data Simulator
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2022-08-05T05:51:04
2022-08-05T18:33:37
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CONTRIBUTOR
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# What does this PR do ? Adds a multispeaker audio session simulator and corresponding documentation and tutorials. Collections: ASR, Tools # Changelog - Adds data simulator - Adds a manifest_utils file and restructures speaker_utils - Adds config files for simulating data as well as a tutorial and documen...
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[TTS] use consistent spline interpolation for fastpitch and hifigan.
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2022-08-04T21:52:58
2022-08-05T23:33:15
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Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com> # What does this PR do ? Apply consistent spline interpolation when generating mel-spectrograms for finetuing hifigan. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of hi...
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[Speech Data Explorer] An option to explicitly specify the base dir
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2022-08-04T21:37:40
2022-08-30T03:32:30
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[Speech Data Explorer] An option to explicitly specify the base dir for manifests with relative paths **Collection**: Tools # Changelog - Use `args.audio_base_path` instead of `args.manifest` - If `args.audio_base_path` is not provided (`None`), then default to the location (parent dir) of the manifest # ...
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[TTS] fixed wrong pronunciations for r1.11.
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2022-08-04T19:47:03
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# What does this PR do ? Mirror the bugfix from https://github.com/NVIDIA/NeMo/pull/4669 **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a...
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4,676
Fix Fastpitch Export
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2022-08-04T18:23:25
2022-08-04T19:25:37
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# What does this PR do ? Fix fastpitch export **Collection**: TTS # Changelog - Fix fastpitch export **PR Type**: - [ ] New Feature - [x] Bugfix - [ ] Documentation If you haven't finished some of the above items you can still open "Draft" PR. ## Who can review? Anyone in the community is ...
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Fix for incorrect batch size issue while decoding
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Fix to incorrect batch size during decoding.
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# What does this PR do ? Switching to 2.1.5 pynini version, reverting to pynini install via conda, pip will still be used to Linux systems. Added guard to pytests to skip TN/ITN tests when pynini is not installed. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by ...
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Signed-off-by: Virginia Adams <vadams@nvidia.com> The T5 prompt learning CI test had some formatting errors keeping the CI tests from running. This should fix them Add a one line overview of what this PR aims to accomplish. **Collection**: NLP # Changelog - Updated Jenkins file # Usage N/A # Before...
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# What does this PR do ? Remove type annotations in the `calc_length` function since it causes errors when scripting Conformer models. **Collection**: ASR This is the error: ``` [NeMo E 2022-08-03 11:47:46 exportable:116] jit.script() failed!\ Variable 'add_pad' is annotated with type float but is bei...
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[TTS] fixed wrong pronunciations.
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The PR adds the new SOTA model we have for intent classification and slot filling for spoken language understanding. - [x] Copy transformer modules from `nemo.collections.nlp.modules.common` to `nemo.collections.asr.modules` - [x] Add models, loss and utils to nemo.collection.asr - [x] Add example scripts for data...
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update readme
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Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com> # What does this PR do ? Update README docs **Collection**: [Speaker Tasks] # Changelog - update docs on launching fine-tune script # Usage - # Before your PR is "Ready for review" **Pre checks**: - [x] Make sure you read and followed [Cont...
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Added installation of correct apex version. # What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add ...
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Add support for RNNT Char/Word Timestamp Calculation
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# What does this PR do ? Adds support for RNNT models to compute character level and word level timestamps using similar steps to CTC models. **Collection**: [ASR] # Changelog - Adds char and word level timestamp calculation for character and subword models # Usage ```python # Copyright (c) 2022, NV...
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**Unable to import ASR model from Nemo.Collections ** **import nemo.collections.asr as nemo_asr** **Expected behavior** A clear and concise description of what you expected to happen. **Environment overview (please complete the following information)** ** Error Message Error ModuleNotFoundErr...
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Megatron Encoder Decoder models with RPE and PP > 2
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2022-08-02T23:26:21
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Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> # What does this PR do ? Adds support for Enc-Dec models with RPE and PP > 2 **Collection**: NLP # Changelog - Add specific line by line info of high level changes in this PR. # Usage * model.encoder.position_embedding_type="relative" ...
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Improve mAES algorithm with patches
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2022-08-02T21:44:22
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# What does this PR do ? Adds the fixes from https://github.com/espnet/espnet/pull/4312 for mAES RNNT beam search. **Collection**: [ASR] # Changelog - Add deduplication checks - Improve speed of mAES beam search # Usage ```python # Copyright (c) 2020, NVIDIA CORPORATION. All rights reserved. # #...
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Confidence score for each word in asr model
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Hi! I am trying `nvidia/stt_en_conformer_transducer_xlarge` for my ASR system and the performance is impressive. I noticed that there is an option in transcribe function that can support lm_score in output. I wonder if it is possible to generate confidence score for each word or where should I modify the code so that i...
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Pin lightning version to be < 1.7.0
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Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> # What does this PR do ? Pins PTL version to be less than 1.7.0 **Collection**: All # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # ...
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Add sentencepiece legacy arg to megatron tokenizer configs
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2022-08-02T18:29:02
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Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> # What does this PR do ? Makes the sentencepiece legacy arg configurable. This fixes GPT training with sentencepiece. **Collection**: NLP # Changelog - Makes the sentencepiece legacy arg configurable. # Usage * You can potentially add ...
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Testing a pre-trained model
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Hello, I am trying to test a pre-trained conformer transducer, but the reported WER is around 100 %, whereas it is much lower when I use the `transcribe()` method of the model and compute the WER myself. What am I doing wrong? Script: ```python import yaml from nemo.collections.asr.models.rnnt_bpe_models imp...
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Sentence Piece tokenizer from script "process_asr_text_tokenizer"
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I was finetuning pretrained citrinet 512 model (Encoder Freeze) for filipino language where i trained a custom tokenizer with vocab size - 1024 and replaced the pretrained citrinet tokenizer section with my custom tokenizer. `data_dir = "." !python3 ./scripts/process_asr_text_tokenizer.py --manifest="{data_di...
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Fix installation issues in virtual environment
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Fixes installation issues in a normal python virtual environment when conda is also present on the same system. Also remove double negation. Signed-off-by: Anand Joseph <anajoseph@nvidia.com> # What does this PR do ? Fixes installation issues in a normal python virtual environment when conda is also present on t...
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# What does this PR do ? Fixes installation issues in a normal python virtual environment when conda is also present on the same system. # Changelog - Check if "$CONDA_PREFIX" is set rather than check if "conda" is present. - Replace double negation "! -z" with "-n" when checking for NVIDIA_PYTORCH_VERSION
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Fixes installation issues in a normal python virtual environment when conda is also present on the same system. Also remove double negation. # What does this PR do ? This primarily resolves an issue when we are working in a standard python virtual environment and conda environment is also present but not used. Ba...
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Signed-off-by: Taejin Park <tango4j@gmail.com> # What does this PR do ? Add multiscale diarization decoder model module, and yaml files. Additionally, yaml files are also uploaded. - msdd_models.py Three classes are included: (1) ClusterEmbedding This class is for taking care of cluster-average embeddin...
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# What does this PR do ? Adds / propagates language id when creating a tarred [multilingual] dataset from non-tarred **Collection**: [Note which collection this PR will affect] ASR # Changelog - Add specific line by line info of high level changes in this PR. One line change in the convert_to_tarred_audio...
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Signed-off-by: smajumdar <smajumdar@nvidia.com> # What does this PR do ? Updates URL of github page source to `gh-pages-src`. # NOTE Push all changes to docs to this branch only. **Collection**: [Docs]
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Signed-off-by: smajumdar <smajumdar@nvidia.com> # What does this PR do ? Try to force the github action to have adequate permissions
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Signed-off-by: smajumdar <smajumdar@nvidia.com> # What does this PR do ? Check if github page deployment works
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# What does this PR do ? Adds a github action to build the website for nvidia.github.io/NeMo/ on every push. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. **PR Type**: - [ ] New Feature - [ ] Bugfix - [x] Docum...
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# What does this PR do ? Modernize and update NeMo Github.io website. **Collection**: [Docs] # Changelog - Replace previous redirect with mkdocs for material based website # Usage - To build the website locally to see the contents, run `bash build_docs.sh` from the `gh-pages` branch. - In order to add p...
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4,643
Add MuTransfer Capablity to RETRO model pretraining
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2022-08-01T20:32:24
2022-08-03T20:50:36
2022-08-03T20:50:28
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# What does this PR do ? It adds the muTransfer capablity to do RETRO model pretraining. 1. Included the mutransfer codes from MS github. 2. Add shape calculation script. 3. Add the mutransfer pretraining script. 4. Make sure it uses fused_softmax padding mode because of the customized masks 5. Include a CI tes...
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Mixer-TTS-X Colab Training example
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Hello. Is any script for training Mixer-TTS-X? I've used it in the model select inference example, and I really like how it sounds. Better than FastPitch and MixerTTS, in my opinion. Also in the paper shows a higher MOS. I think it would be extremely useful. Thanks,
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Update pynini library to fix MacOS build
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2022-08-01T14:42:52
2022-08-04T13:30:49
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# What does this PR do ? Update pynini from `2.1.4` to `2.1.5` to fix MacOS build **Collection**: [Text Processing] # Changelog - Update pynini from `2.1.4` to `2.1.5` # Reason Pynini 2.1.4 can't be installed on MacOS (Intel processor, Conda, python 3.8). Using version `2.1.5` fixes the issue. ``` Bu...
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Fix/need different cache dirs for different datasets
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2022-08-01T12:19:47
2022-08-02T16:49:38
2022-08-02T16:49:11
CONTRIBUTOR
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# What does this PR do ? If several `ds_item`s are used for validation or testing and `cache_dir` is set, then pickled features for different features overwrite each other. **Collection**: nlp # Changelog - if `cache_dir` is set, then an absolute path to dataset is appended to `cache_dir` to avoid collisions...
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4,639
Help with conformer single gpu configuration
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2022-08-01T12:17:25
2022-09-01T19:16:22
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Hello, so I have tried training conformer for a couple of times with different audio augmentations but the results seem the same. On training and test audio model performs well, but on my recording or any other audio which was not in the test/training set model performs horribly. I am using ffprobe for validating the e...
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[chinese text normalization] PR for chinese TN part in text_normalization
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2022-08-01T05:41:22
2022-08-05T13:57:08
2022-08-05T13:57:07
CONTRIBUTOR
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# What does this PR do ? PR for chinese TN part in text_normalization **Collection**: NeMo/norm_text_processing/text_normalization Chinese Text Normalization 1. How To Use python normalize.py --lang "zh" --text "text to be normalized" 2. TN Pipeline There are 3 components in TN pipeline: pre-processing...
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[WIP] Multilingual punctuation restoration, true casing, and sentence boundary detection
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2022-07-31T23:02:40
2022-12-09T23:19:23
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CONTRIBUTOR
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# What does this PR do ? This is a work-in-progress for a model and data set that performs multilingual punctuation restoration, true casing, and sentence boundary detection. See `Usage` below for a demo of what this PR does. Some key features: * Resolves most of the issues mentioned in #3819 * Emphasis on mult...
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Fix multiple dev/test datasets after restoring from checkpoint
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2022-07-31T16:59:23
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Signed-off-by: PeganovAnton <peganoff2@mail.ru> # What does this PR do ? When model was restored from checkpoint, several datasets were not working for testing and validation. **Collection**: nlp
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Can't redefine method: __filter_banks_getter on class: __torch__.nemo.collections.asr.parts.preprocessing.features.FilterbankFeatures
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2022-07-30T07:22:38
2022-10-09T02:13:18
2022-10-09T02:13:18
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**Steps/Code to reproduce bug** I'm trying to repeat the model deployment [instruction ](https://github.com/pytorch/android-demo-app/blob/master/SpeechRecognition/create_wav2vec2.py) on Android. ```python from torch.utils.mobile_optimizer import optimize_for_mobile pretrained_model = nemo_asr.models.EncDecCTC...
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looking for the VITS model for TTS task
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2022-08-03T17:46:26
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NONE
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Hi, I am trying to train a TTS model. I was looking for the VITS model, but I couldn't find it in your repository. Do you intend to add the VITS model to the collection of TTS models? And if you intend to add this model, when will this process happen?
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NeMo Megatron Doc updates1
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2022-07-30T05:28:23
2022-07-30T05:28:57
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MEMBER
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# What does this PR do ? Add a one line overview of what this PR aims to accomplish. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a cod...
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WordTokenizer `build_vocab` constructs character-based vocab instead of words
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2022-07-29T20:56:14
2022-10-13T02:14:10
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CONTRIBUTOR
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**Describe the bug** `WordTokenizer` should construct a vocab out of the words in a string, e.g., ['A word here'] -> ['A','word','here']. Instead, in constructs a character-based vocabulary due to its re-use of the `CharTokenizer` code. Additionally, if a properly constructed vocab is attempted to be loaded, it fail...
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FIX special tokens in vocab to arguments of constructor
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2022-07-29T17:47:29
2022-08-02T13:33:47
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CONTRIBUTOR
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# What does this PR do ? This PR fixes #4627 by setting the initial vocab of `RegExTokenizer` to the supplied special tokens. **Collection**: Common # Changelog - Sets the initial vocab of `RegExTokenier` to the supplied special tokens. # Before your PR is "Ready for review" **Pre checks**: - [ ] Make...
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Fix itn pt time
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2022-08-02T13:21:11
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CONTRIBUTOR
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# What does this PR do ? Fix ITN rules for Portuguese (time). Fix the case when the text is "às três horas" (at three o'clock) to force to have "horas" (like o'clock) instead of "às três" (at three). Collection: [Text Processing] # Before your PR is "Ready for review" **Pre checks**: - [x] Make sure you r...
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4,629
Computing word timestamps from start and end offsets of hypotheses object
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NONE
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Hi, I am trying to compute word level timestamps with CTCBPEDecoder and able to get the Hypotheses with timestep dictionary. But the dictionary has start_offset and end_offset for each word. I would like to know the offset value and stride multplication factor for computing final timestamp. Formulation for it would...
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Fix HF check for model card info
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2022-07-29T02:03:29
2022-07-29T05:50:15
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COLLABORATOR
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Signed-off-by: smajumdar <smajumdar@nvidia.com> Fix HF test where model card might not contain info Add a one line overview of what this PR aims to accomplish. **Collection**: [Core] # Before your PR is "Ready for review" **Pre checks**: - [ ] Make sure you read and followed [Contributor guidelines](htt...
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RegexTokenizer: Default token arguments are not mapped to vocabulary index
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2022-07-28T23:10:35
2022-08-02T13:33:48
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CONTRIBUTOR
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The ID's of the default special tokens in RegexTokenizer are set here: https://github.com/NVIDIA/NeMo/blob/72d78d832c6332ccc7f44811fb777eb7044df1d8/nemo/collections/common/tokenizers/regex_tokenizer.py#L75-L82 However, the constructor, allows custom special tokens: https://github.com/NVIDIA/NeMo/blob/72d78d83...
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Update megatron t5 interface to dialogue
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2022-07-28T20:54:03
2023-02-22T18:42:40
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# What does this PR do ? Add inference support for Megatron T5 in Dialogue module **Collection**: NLP # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to use this `...
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4,625
Tiny VAD refactoring for postprocessing
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2022-07-28T19:25:04
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# What does this PR do ? Small fix for ignoring overlap median filtering and use shift > 0.01 in generating speech segments efficiently. **Collection**: ASR # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python ...
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4,624
[Text Processing] G2P for OOV and heteronyms
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2022-07-28T17:25:02
2022-07-29T21:08:34
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Signed-off-by: ekmb <ebakhturina@nvidia.com> # What does this PR do ? Adds G2P models for OOV and heteronyms. **Collection**: [Text Processing] # Changelog G2P models for OOV and heteronyms. # Usage * You can potentially add a usage example below ```python # Add a code snippet demonstrating how to...
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4,623
Fix ITN pt
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2022-07-28T16:14:59
2022-07-29T16:40:08
2022-07-29T16:39:06
CONTRIBUTOR
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# What does this PR do ? Fix ITN rules for Portuguese (date and time). In addiction, tests for these rules were added. Collection: [Text Processing] # Before your PR is "Ready for review" **Pre checks**: - [x] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/...
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[NLP/PC] add support for capitalization classes lower (L), upper (U), capitalize (C)
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2022-07-28T13:32:22
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CONTRIBUTOR
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Signed-off-by: Iztok Lebar Bajec <ilb@fri.uni-lj.si> # What does this PR do ? While waiting for #3819 to be finished, upgrade of current punctuation capitalization model with support for lowercasing, uppercasing, and capitalisation. **Collection**: NLP/PC # Changelog Modified the capitalisation decision ...
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1,319,232,793
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Extract tokeniser from .nemo file
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2022-07-27T08:52:52
2024-03-29T08:30:46
2022-08-08T11:01:30
NONE
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Is it possible to extract the sentence_piece tokeniser (.model, .vocab) file from the .nemo format?
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Support listing Hugging Face model info
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2022-07-26T23:02:03
2022-07-27T22:12:56
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Signed-off-by: smajumdar <smajumdar@nvidia.com> # What does this PR do ? Add new apis to filter and obtain NeMo hugging face models via code. **Collection**: [Core] # Changelog - Adds two methods `get_hf_model_filter()` and `search_huggingface_models(model_filter=None)` to ModelPT. - First method returns...
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Cuda Out of memory
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2022-07-26T20:51:59
2022-10-06T02:13:14
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Hi, I am trying to train a conformer-transducer model on LibriSpeech but I am getting out of memory error. I am using the `conformer_transducer_bpe.yaml` config to initialize a `EncDecRNNTBPEModel` class (also tried the `char` version) with `batch_size=8` on a `NVIDIA K80 GPU` with 12GB of memory and this is the err...
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Using PyTorch Lightning Quantization Aware Training callback
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2022-07-26T19:48:27
2022-10-06T02:13:16
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Can we use PL's QuantizationAwareTraining and ModelPruning callbacks during NeMo model training? To quickly test this, I tried to add the QAT callback to the trainer in speech_to_text_ctc.py script to train a quick Quartznet5x5 model: ``` callbacks = [QuantizationAwareTraining(qconfig='qnnpack')] trainer = pl.Tra...
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[TTS] Fix off-by-1 bug in Beta Binomial Prior
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2022-07-26T19:38:30
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# What does this PR do ? Fix a bug in the prior calculation used in the TTS aligner **Collection**: [TTS] # Changelog - Fix off-by-1 bug in prior calculation # Before your PR is "Ready for review" **Pre checks**: - [x] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/Ne...
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# What does this PR do ? Add a LossMisconfigurationException that provides more context on how to fix certain issues that can occur during training. **Collection**: ASR # Changelog - Add a `LossMisconfigurationException` for `ContrastiveLoss` # Before your PR is "Ready for review" **Pre checks**: - [ ...
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# What does this PR do ? Improve `normalize_batch` error message with suggestions on how to fix. Sometimes audio files with zero/small duration sneak by as files with a non-zero duration field, causing this error. **Collection**: ASR # Changelog * Improve `normalize_batch` `ValueError` message with suggesti...
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# What does this PR do ? * Adds utility option to save input and output tensors for VAD model inference useful for testing and comparison in isolation from pre/post processing * Adds support to disable median filtering for VAD post processing, (`None`, `False`, `''`) **Collection**: ASR # Changelog - Add VA...
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# What does this PR do ? Bug fix for Audio-based TN when "hundred" is optional, new method to split text into sentences before TN **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a ...
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# What does this PR do ? Adds speech separation model to NeMo. **Collection**: ASR # Changelog - High level script for speech separation `examples/speech_tasks/separation/speech_separation.py` - Sample config file `examples/speech_tasks/separation/conf/sep_transformer.yaml` - Separation model `nemo/collectio...
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# What does this PR do ? Add support for subword time stamping using CTC decoding strategy. **Collection**: [ASR] # Changelog - Fix mistake in selection of word boundaries for subword models - Update tutorial with subword time stamp computation. # Before your PR is "Ready for review" **Pre checks**: - ...
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# What does this PR do ? Updates the default values of the warmup and the layer norm in the example adapter config file. It also adds the option to specify tags as well as offline logging of wandb. **Collection**: asr # Changelog File modified: `examples/asr/conf/asr_adapters/asr_adaptation.yaml` - Adapters no...
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# What does this PR do ? Updates the default values of the warmup and the layer norm in the example adapter config file. It also adds the option to specify tags as well as offline logging of wandb. **Collection**: asr # Changelog File modified: `examples/asr/conf/asr_adapters/asr_adaptation.yaml` - Adapte...
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G2P Aligner
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# What does this PR do ? Adds a script and a tutorial for using a trained RAD-TTS Aligner as a G2P disambiguation tool. **Collection**: TTS # Changelog - Created the `aligner_g2p.py` script for disambiguating heteronym pronunciations - Added a new TTS Aligner example tutorial, which includes visualizations ...
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r1.10.0 MegaMolBART Compatibility
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# What does this PR do ? 1. Fixes RegExTokenizer missing attributes. 2. Fixes broken Megatron encoder-decoder LM model ability to receive directly encoder hiddens. ``` MegatronLMEncoderDecoderModel.forward( self, encoder_input_ids, decoder_input_ids, encoder_attn_mask, ...
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Label Smoothing in VocabParallelCrossEntropy
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# What does this PR do ? Adds label smoothing for VocabParallelCrossEntropy **Collection**: [Note which collection this PR will affect] # Changelog - Adds the label smoothing arg to VocabParallelCrossEntropy # Usage * `model.label_smoothing=0.1` # Before your PR is "Ready for review" **Pre checks**: ...
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Key Error when using conformer-transducer-bpe
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Hi, I am trying to train a conformer-transducer ASR model with BERT tokenizer. I am using `conformer_transducer_bpe.yaml` as the base of my config with few changes to set the tokenizer. When running it, I get the following error: ``` raise ex.with_traceback(sys.exc_info()[2]) # set end OC_CAUSE=1 for full back...
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Dividing generative question-answering CI tests
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Signed-off-by: Ameya Mahabaleshwarkar <ameyasm1154@gmail.com> # What does this PR do ? Split CI tests for generative question-answering into multiple stages to reduce memory usage **Collection**: nlp # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can poten...
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Testing lengths output from decoder for ragged batching.
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# What does this PR do ? Trying to return model output with lengths is not exporting correctly. **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level changes in this PR. # Usage * You can potentially add a usage example below ```python ...
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# What does this PR do ? Adds the T0 Dataset and Model classes. **Collection**: [Note which collection this PR will affect] # Changelog - Adds the T0 dataset and model class files - Repurposes the generic fine-tuning run script for T0 # Usage * You can potentially add a usage example below ```python ...
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Does non-English TTS training work properly now?
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Hi all! I've come across this [issue](https://github.com/NVIDIA/NeMo/issues/234) from 2020, which clearly shows that non-English TTS had some issues at that time. Has the state of things changed since then? I need to train Tacotron2 for Russian, but I face so many troubles in preprocessing stage. Mainly with tex...
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add kw asr models, add itn ru checkpoint (tagger-based)
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Signed-off-by: Alexandra Antonova <aleksandraa@nvidia.com> # What does this PR do ? Add two ASR models for Kinyarwanda (ctc and transducer large), add tagger-based ITN model for Russian **Collection**: [Note which collection this PR will affect] # Changelog - Add specific line by line info of high level c...
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A new fused softmax kernel function
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# What does this PR do ? Implemented the fused softmax GPU kernel that can be a drop-in replacement of the `apex`'s FusedScaleMaskSoftmax`. It addresses the following issues: 1. Removed the sequence length limitation. It works with tensor of any length. 2. Fix the `grad_input` modification issue https://github.com/N...
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ASR for long audio files (streaming) with Beam Search/LM
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2022-07-24T12:23:22
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Hi Following older answers for closed issues: https://github.com/NVIDIA/NeMo/issues/2307 and the tutorial: https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/Streaming_ASR.ipynb. Any updates on Nemo supporting LM with long audio (streaming)?
null
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Add DALI char dataset support to SSL model
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2022-07-24T00:21:03
2022-07-25T23:17:52
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CONTRIBUTOR
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# What does this PR do ? Use DALI pipelines as part of `ssl_models` **Collection**: ASR # Changelog - Add DALI char dataset support to SSL model **PR Type**: - New Feature Tested manually by running 1 validation step on a local dataset. ## Who can review? Anyone in the community is free to r...
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SpeechEncDecSelfSupervisedModel does not support Dali datasets
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CONTRIBUTOR
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**Is your feature request related to a problem? Please describe.** I noticed `SpeechEncDecSelfSupervisedModel`'s don't check if `use_dali` is set in their `_setup_dataloader_from_config()` method. Is that intended? I noticed some performance improvements using Dali and the error traces it returns are much more he...
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convert conformer to TRT
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Hi, I trained a conformer CTC BPE model. Now I wanna convert it to TensorRT. Is it possible or not? If yes, how can I do it?
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Contrastive Loss: Runtime error for certain audio files when reshaping out_masked_only
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CONTRIBUTOR
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**Describe the bug** After a few steps when pretraining a `SpeechEncDecSelfSupervisedModel`, training fails with the following error ```sh File "/opt/conda/lib/python3.8/site-packages/nemo/collections/asr/models/ssl_models.py", line 468, in training_step loss_value, loss_val_dict = self.decoder_loss_step( Fi...
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Fixed in_features dim if bidirectional is True
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2022-07-22T23:12:59
2022-08-25T21:17:30
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CONTRIBUTOR
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Signed-off-by: Faris Abdullah Alasmary <farisalasmary@gmail.com> # What does this PR do ? Fix a bug in LSTM decoder while using bidirectional LSTM **Collection**: ASR # Changelog - Adding one line of code to check if the argument `bidirectional` is True and multiply `lstm_hidden_size` by 2 since the outp...
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RuntimeError for contrastive loss if audio duration is not long enough for num_negatives
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2022-07-22T18:36:21
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CONTRIBUTOR
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**Describe the bug** If the duration of an audio file is <8s (unsure exactly, need further testing), then `sample_negatives` will throw the following error: ```sh File "/opt/conda/lib/python3.8/site-packages/nemo/collections/asr/models/ssl_models.py", line 491, in validation_step ...
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text normalization documentation should mention the 500 word limit
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**Is your feature request related to a problem? Please describe.** normalize() has a `500` word limit per here: https://github.com/NVIDIA/NeMo/blob/main/nemo_text_processing/text_normalization/normalize.py#L255 This is not documented in the documentation pages as far as I can see. **Describe the solution you'd...
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https://github.com/NVIDIA/NeMo/pull/4585
1,315,219,137
PR_kwDOC_bI7s479hBQ
4,585
Fix metric setup for finetuning without a test set
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2022-07-22T16:43:59
2022-07-28T20:38:21
2022-07-28T20:36:47
CONTRIBUTOR
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Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca> # What does this PR do ? Fixes a bug in setup_metric() when fine-tuning without a specified test set. **Collection**: NLP # Changelog - Use the provided data_cfg to instantiate a metric rather than test_ds. # Usage * N/A # Before yo...
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