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} | # What does this PR do ?
Attempts to fix all issues after many deprecations/lightning lite becoming the backbone for a lot of the underlying pytorch lightning code.
cc @titu1994
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://gith... | {
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Unable to deploy a fine-tuned Punctuation and Capitalization model to Riva pipeline
**Steps/Code to reproduce bug**
1. Fine tune a nemo punctuation and capitalization model.
2. Convert it to rive using this guide: https://docs.nvidia.com/deeplearning/riva/user-guide/docs/model-overview.h... | {
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Environment details
OS version : Ubuntu 20.04 LTS
P... | {
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Fix #5349
**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 code snippet demonstrating how to use this
```
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```python
cfg = copy.deepcopy(char_model.cfg)
"""
read cleaned manifest
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train_charset = get_charset(train_manifest_data)
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} | # What does this PR do ?
fixes bug in computation of volume loss
Add a one line overview of what this PR aims to accomplish.
fixes bug in computation of volume loss
**Collection**: [Note which collection this PR will affect]
ASR
# Changelog
- Add specific line by line info of high level changes in this PR.
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# What does this PR do ?
provides both python and c++ alignment
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} | Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
# What does this PR do ?
This is to fix the doc build error below,
```
Could not import extension IPython.sphinxext.ipython_console_highlighting (exception: No module named 'IPython')
```
[root-cause] Previously, TTS doc added a bloc... | {
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# What does this PR do ?
Some YAML config may not use `use_beta_binomial_interpolator` explicitly so that the script would raise errors like below,
``` bash
pyxis: importing docker image ...
OMP: Info #276: omp_set_nested routine deprec... | {
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# What does this PR do ?
Updates export process for Megatron-based models
**Collection**: [Note which collection this PR will affect]
# Changelog
- Changed ORT optimization due to a bug in onnxruntime (https://github.com/microsoft/onnxruntime/is... | {
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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.
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# What does this PR do ?
[STT] Add Ru ASR Conformer-CTC and Conformer-Transducer
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
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# What does this PR do ?
[STT] Add Ru ASR Conformer-CTC and Conformer-Transducer
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
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} | # What does this PR do ?
Adds support for the following:
1. To be able to do fine-tuning and fine-tuning eval with `.ckpt` files as well as `.nemo files.
2. Refactoring fine-tuning to allow for `check_val_every_n_epochs` > 1 and no more additional checks needed for `trainer.val_check_interval`. This also fixes t... | {
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Add Ru ASR Conformer-CTC Large and Conformer-Transducer Large to NeMo models collections
# 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
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Add Ru ASR Conformer-CTC Large and Conformer-Transducer Large to NeMo models collections
**Collection**: [Note which collection this PR will affect]
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- Add specific line by line info of high level changes in this PR.
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} | Fixing training/script issues for radtts, also removing grad from constant/cache buffers
1. A view to the bias was cached as a buffer - that led to cpu/gpu mismatch on backward pass when training - also the caching was wrong - removed. That led to script() breaking for export - had to change script routine to do tra... | {
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# What does this PR do ?
the files changes after running below,
``` bash
$ pre-commit run --all-files
```
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level cha... | {
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* removed nemo_cv and nemo_simple_gan in reinstall.sh.
* relaxed numba version limits.
* added tensorboard requirement to avoid any incpmpatible issue.
not quite sure why we should enforce `numba==0.55`. When I run `./reinstall.sh`, I got incompatible env issue below for `tensorboard` and `numba`.
``` b... | {
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} | null | null | null | **Describe the bug**
I am trying to do Post training static quantization on ASR model, following example here: (https://pytorch.org/blog/introduction-to-quantization-on-pytorch/#post-training-static-quantization) but keeps on getting following error.
Two questions:
1) Is there a way to bypass this error and get ... | {
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} | # What does this PR do ?
Add a one line overview of what this PR aims to accomplish.
**Collection**: [ASR]
# Changelog
- Add `num_proc` argument to HF to speed up processing
**PR Type**:
- [x] New Feature
- [ ] Bugfix
- [ ] Documentation
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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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} | Signed-off-by: arendu <adithya.r@gmail.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.
# Usage
* You can potentially add ... | {
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} | * added a column pointing correct checkpoint url.
* revised `#Spk` to real numbers.
Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
# What does this PR do ?
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# What does this PR do ?

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# What does this PR do ?
Fix librosa issue in script
**Collection**: [ASR]
**PR Type**:
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# What does this PR do ?
Removes onnx graph surgery from Dockerfile
**Collection**: [Core]
**PR Type**:
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python ./normalize_with_audio.py --text=" Hold on one second. 429-020" --language=en --n_tagged=10 --cache_dir="cache_dir" --audio_data="./0001_00002.wav" --model="QuartzNet15x5Base-En" --verbose
I always get the error:
Traceback (most recent call last):
File "./normalize_wi... | {
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# What does this PR do ?
The same as #5315 but based on the release branch.
**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 us... | {
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# What does this PR do ?
Add italian model checkpoints to be available for download from NGC.
**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 pot... | {
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# What does this PR do ?
Add Ru ASR Conformer-CTC Large and Conformer-Transducer Large to NeMo models collections
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of h... | {
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**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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} | # What does this PR do ?
Add support for RNN-T loss implemented with PyTorch only that relies on PyTorch auto-grad for gradient computation.
**Collection**: [ASR]
# Before your PR is "Ready for review"
**Pre checks**:
- [x] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDI... | {
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} | Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>
# What does this PR do ?
Fix path to get_data.py since the directory was renamed
**Collection**: TTS
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation | {
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Add a one line overview of what this PR aims to accomplish.
**Collection**: ASR
# Changelog
- typo fix
- transcribe_partial_audio. https://github.com/NVIDIA/NeMo/pull/5253
# Usage
* You can potentially add a usage example below
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} | # What does this PR do ?
Fixes for Conformer-xl model export:
1) Fixes ONNXRT error: Type parameter (Tind) of Optype (Slice) bound to different types (tensor(int32) and tensor(int64) in node (Slice_63).
2) Fixes 'runtime-check' crash on ONNX > 2GB
**Collection**: [Note which collection this PR will affect]
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01. Running this notebook in colab:
https://github.com/NVIDIA/NeMo/blob/main/tutorials/nlp/Token_Classification-BioMegatron.ipynb
02. encountered apex error. Follow the steps in readme file to install apex, successful.
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Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
# What does this PR do ?
* we should remove the legacy unit test marker `torch_tts` and use the common `run_only_on('CPU')` marker. `torch_tts` marker was only used for testing `TTSDataset` on CPU.
**Collection**: [Note which collection... | {
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# What does this PR do ?
Move speaker clustering arguments to forward function
Also added scripting option.
Fixed type issues for torch scripting.
**Collection**: [Note which collection this PR will affect]
ASR
# Changelog
- Moved tunable parameters to for... | {
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} | # What does this PR do ?
Add support for the distributed Adam optimizer to BERT.
**Collection**: NLP
# Changelog
- Add support for the Apex distributed Adam optimizer to BERT
# Usage
Set the optimizer to `distributed_fused_adam` in the config file:
https://github.com/NVIDIA/NeMo/blob/79a22eaee0813d5... | {
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# What does this PR do ?
1. fixed a bug for IPAG2P: the returned self.phoneme_dict mismatches between the one obtained from [self.parse_as_cmu_dict](https://github.com/NVIDIA/NeMo/blob/44de3950f0bf2f3e85d7df1a962eb24674f4fa4e/nemo_text_pro... | {
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} | # What does this PR do ?
Set default value of num_prompt_tokens to 0 for huggingface GPT model (where virtual prompts do not exist).
**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 ad... | {
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# What does this PR do ?
UB PTL until we upgrade to it.
**Collection**: [Core]
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# What does this PR do ?
Starts port of ASR tests to Blossom
**Collection**: [ASR]
# Changelog
- Add asr test
- Add some checks to blossom ci main tests
# Usage
- `/blossom-ci`
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure ... | {
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} | # What does this PR do ?
Currently you cannot configure the IPATokenizer in .yaml config because there is no way to modify the lambda arguments. This PR replaces the lambda arguments with a locale string that maps to the correct behavior, which now just maps to English vs Non-English.
An alternative approach woul... | {
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} | # What does this PR do ?
Set default value of num_prompt_tokens to 0 for huggingface GPT model (where virtual prompts do not exist).
**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 ad... | {
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Changes some of the clustering parameters from init time to run time.
**asr**
# Changelog
- Moves parameters like max_num_speaker, multiscale_weights, sparse_search_volume from init-time to run-time
# Usage
* Used when clustering is exported as tor... | {
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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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# What does this PR do ?
Fix minor bugs in multispeaker simulation tutorial notebook
https://github.com/NVIDIA/NeMo/blob/main/tutorials/tools/Multispeaker_Simulator.ipynb
Bugfix for
https://nvbugswb.nvidia.com/NvBugs5/SWBug.aspx?bugid=3848353
- rm throws out... | {
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} | Signed-off-by: Matvei Novikov <mattyson.so@gmail.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.
# Usage
* You can potent... | {
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prev_state = config._get_node_flag("struct")
AttributeError: 'dict' object has no attribute '_get_node_flag'
Thanks. | {
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I have fine-tuned the German Conformer Transducer on a subset of Mozilla Common Voice. The WER on the validation set decreases throughout the 20 training epochs. However, when I load the checkpoint and use the `transcribe` method, the model outputs weird predictions containing `??`. For example:
```
' ⁇ ... | {
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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
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I want to test an audio file that has a specific offset and duraion, how can I do this?
For example, I want to test from 20s to 40s. The below scripts can only give me the result of the whole audio.
```
import nemo
import nemo.collections.asr as nemo_asr
quartznet = nemo_asr.models.EncDecCTCModel.from_pret... | {
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but it always show me
command: /anaconda/envs/azureml_py38/bin/python -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"/NeMo/setup.py'"'"'; __file__='"'"'/NeMo/setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'... | {
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Forgive me for the stupid question but:
Is expected the RAM consumption to increase or have high usage values?
I've been using a `stt_en_conformer_ctc_large.nemo` in GPU without any problem, to be more specific I'm running two models in two child processes. After every transcription, `torch.cud... | {
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} | # What does this PR do ?
set find_unused_parameters=True to overcome RuntimeError of unused pooler layer for BERT model.
**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
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} | # What does this PR do ?
This PR adds `cpWER` calculation feature to diarization-ASR pipeline.
`WDER` features are removed from `diarization_utils.py` to keep the code simple.
Additionally, docstrings are added to the functions in `diarization_utils.py`
From this PR on, NeMo multispeaker ASR or ASR-with-diariz... | {
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# What does this PR do ?
Add label inference support for EncDecSpeakerLabel models
**Collection**: ASR
# Changelog
- Add new `infer_file` function which returns both logits and embeddings
- update existing `get_embedding` function to use `infer_fil... | {
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set find_unused_parameters=True to overcome RuntimeError of unused pooler layer for BERT model.
**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 sn... | {
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# What does this PR do ?
* rename openslr directory to openslr_95 for disambiguation.
* fixed wrong type of filepath.
**Collection**: [Note which collection this PR will affect]
# Changelog
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} | Signed-off-by: Elena Rastorgueva <erastorgueva@nvidia.com>
# What does this PR do ?
Adds documentation to Speech Dataset Processor
**Collection**: [Note which collection this PR will affect]
tools/speech_dataset_processor
# Changelog
- Add specific line by line info of high level changes in this PR.
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Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
# Changelog
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# What does this PR do ?
Fixes some minor typos in the TTS intro tutorial. No code changes.
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Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
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Adds a Gradio demo app embedded in the ASR Docs page
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Visit https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/main/asr/intro.html after PR merge on main branch
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, and its Confusion Error Rate (CER) is 0.0283
So I think if fine-tune titanet-large with Chinese data (CN-celeb2) it will have a better result.
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Adds the volume loss to CTC models
**Collection**: [Note which collection this PR will affect]
ASR
# Changelog
- Add specific line by line info of high level changes in this PR.
Added the new reduction to the ctc loss cla... | {
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# What does this PR do ?
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} | # What does this PR do ?
Adds the option to specify the audio signal dropout separately for a conformed encoder.
**Collection**: asr
# Changelog
- Updated the configs using conformed encoder
- Add new dropout_audio parameter in conformer_encoder.py
# Before your PR is "Ready for review"
**Pre checks**:
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} | Signed-off-by: Ryan <rlangman@nvidia.com>
# What does this PR do ?
Add a script for doing audio preprocessing for TTS training.
**Collection**: [TTS]
# Changelog
- Created a "data" directory under nemo.collections.tts following the same convention as the ASR & NLP code.
- Added data_util class for generi... | {
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Fixes #5259
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**Collection**: [Note which collection this PR will affect]
# Changelog
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Fixes #5258
**Collection**: [Note which collection this PR will affect]
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# Add a code snippet demonstrating how to use this
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https://github.com/NVIDIA/NeMo/blob/main/tutorials/speaker_tasks/Speaker_Recognition_Verification.ipynb
link appears in NeMo/examples/speaker_tasks/recognition/speaker_reco.py nad in readmes | {
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# What does this PR do ?
Extend ITN rules for English (cardinals) to support hundreds, like:
- eleven hundred -> 1100
- twenty one hundred -> 2100
- ninety nine hundred and ninety nine -> 9999
**Collection**: [Text Processing]
# Changelog
- Add spe... | {
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The english WFST inverse text normalizer fails to correctly tag "per cent".
**Steps/Code to reproduce bug**
```
from nemo_text_processing.inverse_text_normalization.inverse_normalize import InverseNormalizer
inverse_normalizer = InverseNormalizer(lang='en')
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} | # What does this PR do ?
Updates new models, results and configs
**Collection**: [ASR]
# 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/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests... | {
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} | # What does this PR do ?
Updates new models, results and configs
**Collection**: [ASR]
# 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/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests... | {
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# What does this PR do ?
Fix issue with transcriptions type
**Collection**: ASR
# Changelog
- Add return_hypothesis to stay consistent with rest of asr models for partial audio transcribe
# Before your PR is "Ready for review"
**Pre checks**:
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# What does this PR do ?
Check if zarr library has any contraindications with other libraries
**Collection**: [Core]
**PR Type**:
- [x] New Feature
- [ ] Bugfix
- [ ] Documentation
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# What does this PR do ?
Fixes the Inference_ModelSelect notebook link in the NeMo TTS Primer notebook.
**Collection**: TTS
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- [x] Bugfix
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} | null | null | null | Hello,
I installed all necessary dependencies and Nemo, but I got an issue when I tried to transcribe or diarize using Nemo
The exception is: **Floating point exception**, without any stacktrace, just this message
This exception occurred when the Nemo model was initialized
Dependencies:
> Cuda version: 11.2
>... | {
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} | null | null | null | **Describe the bug**
I've fine-tuned TitaNet-Large model 10 Epoch for Korean with 1,000,000 datas and 60 speaker dataset because NGC TitaNet(for English) only predict one token. I've checked loss has decreased not only in training step, but also in validation step(min loss was 0.0079).
However, the fine-tuned mod... | {
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} | # What does this PR do ?
Improve the script for onnx rnnt export and add support for torchscript export of rnnt
**Collection**: [ASR]
# Changelog
- Add support for pretrained checkpoint in onnx export
- Add GPU inference support with `onnxruntime-gpu` installed for RNNT models
- Add support for Torchscript... | {
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# What does this PR do ?
Fixes the Inference_ModelSelect notebook link in the NeMo TTS Primer notebook.
**Collection**: TTS
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation | {
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} | 1. Fixes a precision bug for ptuning which improves perf by ~25%
- If model is in bf16, Pytorch autocasting currently unnecessarily casts operations to be in fp16 from bf16, and casts the output back again to bf16
- This fix keeps the precision in bf16, removing many unnecessary casts
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} | Option to pad the last validation input sequence if its smaller than the encoder sequence length for MegatronGPT
# What does this PR do ?
If validation_drop_last is set to False, the last input sample from the validation dataset will not be dropped if its smaller than the encode sequence length for MegatronGPT
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} | Signed-off-by: Vahid <vnoroozi@nvidia.com>
# What does this PR do ?
Fixes a bug in exporting to ONNX for non-streaming conformer models.
**PR Type**:
- [ ] New Feature
- [x ] Bugfix
- [ ] Documentation
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