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https://api.github.com/repos/NVIDIA/NeMo/issues/3697 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3697/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3697/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3697/events | https://github.com/NVIDIA/NeMo/issues/3697 | 1,141,015,319 | I_kwDOC_bI7s5EAoMX | 3,697 | Enquiry about the ASR "QuartzNet15x5Base-En" Model | {
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} | null | null | null | Hi, just wondering if the QuartzNet15x5Base-En Model has been trained using the Singapore National Speech Corpus (NSC) and If so, which portions of the corpus was used to train the model.
Thanks. :-) | {
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} | null | null | null | Hello!
I am running 00_NeMo_Primer.
I was running this cell
```
import nemo.collections.asr as nemo_asr
import nemo.collections.tts as nemo_tts
import nemo.collections.nlp as nemo_nlp
```
And got the following error
```
[NeMo W 2022-02-17 15:16:17 experimental:27] Module <class 'nemo.collections.asr.los... | {
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"merged_at": "2022-03-14T17:18:35"
} | # What does this PR do ?
See Design Doc and Milestones for Overarching project at [Nvidia-only access Google Docs](https://docs.google.com/document/d/1IUerv_PLPLgzm5rLEgvHITz_RmK4cKdJKJCV7BXTJ9c/edit?usp=sharing)
Add slot filling prediction capabilities and metrics
**Collection**: NLP
# Changelog
- Integr... | {
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} | Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
# What does this PR do ?
Adds the GEGLU activation function for T5
**Collection**: NLP
# Changelog
- Updates ParallelMLP to instantiate a new linear layer if the activation is GEGLU.
- Applies the appropriate activation function based on ... | {
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} | # What does this PR do ?
Added an experiment to run fine-tuning on the MNLI dataset, use XNLI dev as validation dataset. The score on the XNLI test is reported.
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} | # What does this PR do ?
Convert Megatron LM checkpoint to NeMo checkpoint. Copy over the weights, optimizer states, LR scheduler states.
Fix the issue of weight decay parameter group assignment.
Tested that the script converts the old Megatron GPT and BERT checkpoint to `.nemo` file fine.
Tested with 40B chec... | {
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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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https://api.github.com/repos/NVIDIA/NeMo/issues/3690 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3690/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3690/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3690/events | https://github.com/NVIDIA/NeMo/pull/3690 | 1,140,425,553 | PR_kwDOC_bI7s4y8gTz | 3,690 | lower bound PTL to 1.5.10 and remove last ckpt patch fix | {
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} | Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
# What does this PR do ?
lower bound PTL to 1.5.10 and remove last ckpt patch fix in exp manager
**Collection**: core, exp_manager
# Changelog
- lower bound PTL to 1.5.10
- Remove `_save_last_checkpoint` function from exp_manager. PTL fixed issue i... | {
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https://api.github.com/repos/NVIDIA/NeMo/issues/3688 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/3688/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/3688/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/3688/events | https://github.com/NVIDIA/NeMo/issues/3688 | 1,140,376,150 | I_kwDOC_bI7s5D-MJW | 3,688 | TTS - Mixing datasets for FastPitch + HiFiGAN | {
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<div type='discussions-op-text'>
<sup>Originally posted by **gedefet** February 15, 2022</sup>
Hi All.
<br>
At the end of the FastPitch_Finetuning.ipynb tutorial:
https://github.com/NVIDIA/NeMo/blob/main/tutorials/tts/FastPitch_Finetuning.ipyn... | null | {
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The tutorial https://github.com/NVIDIA/NeMo/blob/main/tutorials/tts/FastPitch_Finetuning.ipynb does not work from scratch.
First, I have to replace NeMo for NVIDIA in the first setup cell for enable it to run:
```
!python -m pip install git+https://github.com/NeMo/NeMo.git@$BRANCH#egg=nemo_toolkit[al... | {
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# What does this PR do ?
Comment out numba install in 22.01 release. It contains numba 0.53.1 which works with RNNT.
**Collection**: [ASR]
# Changelog
- Comment out numba due to numpy conflict.
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] ... | {
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} | # What does this PR do ?
Updates `.complete` and `.compute_logprobs` to work with pipeline parallelism.
**Collection**: [NLP]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
```
python megatron_gpt_eval.py \
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# What does this PR do ?
Adds support for Librosa 0.9
**Collection**: [ASR, TTS]
# Changelog
- Update all librosa calls to required kwargs calls
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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# What does this PR do ?
Sets `TRANSOFMERS_OFFLINE=0` for SGD-Gen tests only to avoid issues with model caching.
**Collection**: NLP
# Changelog
- Edited Jenkins CI tests to set `TRANSOFMERS_OFFLINE` appropriately.
# Usage
N/A
#... | {
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} | # What does this PR do ?
Add a one line overview of what this PR aims to accomplish.
**Collection**: [TTS]
# Changelog
- Update TTS tutorials
- Simplification of testing Mixer-TTS and FastPitch
- Small fix in FastPitch
**PR Type**:
- [x] New Feature
- [ ] Bugfix
- [ ] Documentation
Closes #3603 #3... | {
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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
- 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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When I was trying to train Fastpitch from scratch using `fastpitch_align_v1.05.yaml` config, after it spending over 1 hour trying to `Loading dataset`, it threw the error:
```
Traceback (most recent call last):
File "examples/tts/fastpitch.py", line 28, in main
model = FastPitchModel(c... | {
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I need a small confirmation from your end, please confirm that with the below command the model which is restored is from best checkpoints, as after that I am using the loaded model for predictions with the second command
model = TextClassificationModel.restore_from(restore_path='./trained-model-t... | {
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} | # What does this PR do ?
Fix bug that causes CI to break due to huggingface cache inconsistency by using local file location
**Collection**: NLP
# Changelog
Previous patch provide a lm_checkpoint location for model to restore_weights, but this method still calls `AutoModel.from_pretrained('gpt2')` before res... | {
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Fixing the bug in the stateful rnnt decoder. The current code does not keep the last token properly from partial hypothesis to the next hypothesis. If The latest decoding does not produce any tokens, it would not propagate the non-blank last token and just passes blank token to the next hypo... | {
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Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
# What does this PR do ?
Added speaker identification script with cosine and neural classifier backends
**Collection**: speaker_tasks
# Changelog
- replaced speaker_reco_infer.py with speaker_identification_infer.py script
- added con... | {
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} | Signed-off-by: ekmb <ebakhturina@nvidia.com>
# What does this PR do ?
Fixes folder name for jenkins test.
**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
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} | # What does this PR do ?
This PR fixes prompt tuning to work with the updated pipeline parallel code. In this PR a user can also prompt tune using tensor parallel > 1. More work will need to be done for prompt tuning to be supported for pipeline parallel > 1.
**Collection**: [Note which collection this PR will ... | {
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} | Signed-off-by: smajumdar <titu1994@gmail.com>
Adds an optional research notebook discussing the Longest Common Subsequence merge algorithm as used for Streaming/Buffered transducer inference.
**Collection**: [ASR]
# Changelog
- Add optional research notebook
**PR Type**:
- [x] New Feature
- [ ] Bugfix
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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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} | # What does this PR do ?
Unblock CI for SGDGEN by locally loading model checkpoint instead of calling from huggingface
**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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This PR adds support in BART Megatron model <https://arxiv.org/abs/1910.13461>.
**Collection**: `nemo.collections.nlp.models.language_modeling.megatron_bart_model`
# Usage
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Update Megatron style `BatchSampler`s and `GPTDataset` to prepare data samples in worker processes.
# Changelog
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Adds support for O2-style mixed-precision training for Megatron LM Encoder-Decoder Models.
**Collection**: NLP
# Changelog
- This PR only changes `megatron_lm_encoder_decoder.py` to add O2 support based on the same changes for GPT.
# Usage
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} | # What does this PR do ?
Fix a bug in the bucketing which is caused by this PR: https://github.com/NVIDIA/NeMo/pull/3485
Training ASR models with bucketing feature were affected by this.
# Changelog
Changed the way the length of a dataset is retrieved to fix the bug in the bucketing.
**PR Type**:
- [ ] New... | {
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} | Signed-off-by: Subhankar Ghosh <subhankar2321@gmail.com>
# What does this PR do ?
Adds SpeakerID to `process_transcript` method of libritts/get_data.py
# Changelog
Gets speakerID from the path because the path to every manifest has the speakerID.
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I'm training a model on Tacotron2. I tried little datasets, large datasets, but always I get the same messages.
Reached max decoder steps XXXX
By default there are 1000 steps. I tried the default configuration and also I tried greater values.
I thought it was caused because the labels property in tac... | {
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} | # What does this PR do ?
Adds scripts 1) download and prepare noise data from Demand database and 2) to add noise to an audio dataset at various SNRs
**Collection**: [ASR]
# Changelog
- Added script to download and prepare manifest for noise data from Demand noise database.
- Added script to add noise to an ... | {
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I Installed a clean Ubuntu 20.04, installed nvidia drivers 440 for RTX 3080. Then I followed the instructions to train a model with Tacotron2.
numpy fails with the next error:
valueerror: numpy.ndarray size changed, may indicate binary incompatibility. expected 96 from c header, got 88 from pyobject
I... | {
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# What does this PR do ?
Adds the ability to use the prefix-LM objective for T5 which reuses the GPT dataset class that already exists.
**Collection**: NLP
# Changelog
- Adds at T5LMAdaptedDataset class that inherits from GPTDataset that j... | {
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} | Signed-off-by: smajumdar <titu1994@gmail.com>
# What does this PR do ?
Speed up CUDA RNNT loss
**Collection**: [ASR]
# Changelog
- Fix issue with data movement of costs tensor from llForward to pytorch data view in numba
- This alone costs a linear loop (scaling with batch size) that is roughly 10x th... | {
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} | Signed-off-by: ekmb <ebakhturina@nvidia.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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} | # What does this PR do ?
Update readme to include streaming inference directory for ASR.
**Collection**: [ASR]
# Changelog
- Update readme.md to contain link to streaming / buffered asr
- Update URL in tutorial for streaming / buffered transducer models
**PR Type**:
- [x] New Feature
- [ ] Bugfix
- [ ... | {
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} | Signed-off-by: nithinraok <nithinrao.koluguri@gmail.com>
# What does this PR do ?
* adds onnx support for speaker models
**Collection**: [speaker_tasks]
# Changelog
- Added forward_for_export function
- Fixed previous asr onnx exportable tests
# Usage
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} | Signed-off-by: sam1373 <samuelkriman@gmail.com>
# What does this PR do ?
Add ASR ssl tutorial to the tutorial docs page.
**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/CONTRI... | {
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Allows configuring the mean n-gram size for T5 span masking when using a geometric distribution.
**Collection**: NLP
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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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Update adobe analytics code.
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**Collection**: [Note which collection this PR will affect]
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This PR adds a function that writes cluster label. This cluster label (speaker label for each segment) is needed to provide estimated segment label for overlap-aware diarization module or target-speaker ASR.
**Collection**: asr (but actually speaker_tasks)
# Changelog
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# What does this PR do ?
reduced training time
# Changelog
- Add specific line by line info of high level changes in this PR.
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contr... | {
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**Collection**: [tts]
# Changelog
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} | Signed-off-by: Aleksandr Laptev <alaptev@nvidia.com>
# What does this PR do ?
This PR fixes the version mismatch between torchaudio and torch (0.10 vs 1.11) in Dockerfile.
If the version of torchaudio does not match the version of torch, then it loses its CUDA backend and the following errors may occur:
```
No... | {
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I'm wondering if I can make a contribution to Nemo sharing the pretrained models trained with Ksponspeech dataset which is an open-domain Korean dialog corpus with benchmark scores, configs, and related codes.
If so, please let me know how to share the pretrained models. | {
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} | # What does this PR do ?
Adds Text Normalization for spanish language to nemo_text_normalization
**Collection**: Nemo Text Normalization
# Changelog
- Adds Text Normalization for Spanish language. Verbalizers and classifiers are available for following classes
- - Cardinal
- - Decimal
- - Ordinal
- - Fra... | {
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} | # Addition of FastPitch training tutorial
Please have one of the following:
* New feature: (short feature description) FastPitch training tutorial.
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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
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I tried to fine tune the hifigan model according to `FastPitch_Finetuning.ipynb`, but I encountered the following error:
```
Traceback (most recent call last):
File "examples/tts/hifigan_finetune.py", line 28, in main
trainer.fit(model)
File "/root/miniconda3/lib/python3.8/site-pa... | {
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} | # What does this PR do ?
This PR removes compression from .nemo files.
The compression is not desirable because:
* It takes awfully long to compress multi-billion parameter language models
* It does not actually save much space. For example a large CTC conformer uncompressed is 464Mb vs 431Mb compressed
This... | {
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} | Removes @experimental decorator in the diarization related files.
Signed-off-by: Taejin Park <tango4j@gmail.com>
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With the following YAML:
```
exp_manager:
exp_dir: null
name: ContextNet-8x-Stride-RNNT
create_tensorboard_logger: true
create_checkpoint_callback: true
checkpoint_callback_params:
monitor: val_wer
mode: min
save_top... | {
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} | # What does this PR do ?
It generalizes the P-tuning method to support various NLP tasks including text-cls, NER, text summation, Q/A etc. It supports multiple task with one prompt encoder model. It also includes a tutorial notebook to show how to use it.
# Changelog
- Added the decoder for the p-tuning model s... | {
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# What does this PR do ?
Updates the documentation for fine-tuning an ASR model.
**Collection**: [Docs]
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [x] Documentation
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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
- 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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When I tried to train / finetune FastPitch, the following error shows up:
```
Traceback (most recent call last):
File "/root/miniconda3/lib/python3.8/site-packages/pytorch_lightning/trainer/trainer.py", line 685, in _call_and_handle_interrupt
return trainer_fn(*args, **kwargs)
Fil... | {
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Riva: 1.8.0-beta
Nemo: 1.5.1, 1.6.2, head
Model: [tts_en_fastpitch_align.nemo](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/tts_en_fastpitch)
Related to #3613, could also be relevant for #3609, #3605 and #3567
Working example
- start off of... | {
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} | null | null | null | this is a question about the pre-trained [model](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/stt_en_conformer_ctc_small_ls).
I downloaded the model and used the following command to check the training-related conf.
```
import nemo.collections.asr as nemo_asr
asr_model = nemo_asr.models.EncDec... | {
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} | # What does this PR do ?
Updated Optimizers & schedulers documentation.
**Collection**: all
# Changelog
- minor fix to documentation
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# Before your PR is "Ready for review"
**... | {
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} | # What does this PR do ?
Mini-PR :) - Fixes the NGC location of the UnivNet LibriTTS pretrained model.
**Collection**: TTS
# Changelog
- Fixes the NGC location of the UnivNet LibriTTS pretrained model.
# Before your PR is "Ready for review"
**Pre checks**:
- [X] Make sure you read and followed [Contri... | {
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} | Update/install numba if `NVIDIA_PYTORCH_VERSION` is not equal to the one in `Dockerfile`. Resolves #3613
Signed-off-by: Iztok Lebar Bajec <ilb@fri.uni-lj.si>
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```
ERROR: Cannot uninstall 'llvmlite'. It is a distutils installed project and thus we cannot accurately determine which files belong to it which would lead to only a partial uninstall.
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docker run --runtime=nvidia -it --rm -v --shm-size=16g -p 8888:8888 -p 6006:6006 --ulimit memlock=-1 --ulimit stack=67108864 nvcr.io/nvidia/nemo:1.5.1
```
```
oot@adbd9847582b:/workspace/nemo# pip3 install nvidia-pyindex
Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com
Requirement a... | {
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} | Signed-off-by: ericharper <complex451@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... | {
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} | Signed-off-by: smajumdar <titu1994@gmail.com>
# What does this PR do ?
Fix wheel build with new syntax.
**Collection**: [Bugfix]
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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} | Signed-off-by: fayejf <fayejf07@gmail.com>
# What does this PR do ?
Reproduce and fix failing tests inside of the 22.01 container in [PR 3571 ](https://github.com/NVIDIA/NeMo/pull/3571)
**Collection**: ASR label dataloader and tarred label dataset
# Changelog
- Fix failing tests due to 22.01 container upg... | {
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Traceback:
> Traceback (most recent call last):
File "/opt/conda/bin/wandb", line 8, in <module>
sys.exit(cli())
F... | {
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} | # What does this PR do ?
Add env variable to force transformers to run offline during CI
**Collection**: [bugfix]
# 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 us... | {
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NeMo ASR grammar seems to be incorrect on any version except v1.4.0.
Besides the odd behavior with the grammar we can also notice that Punctuation takes much longer (100x~) in v1.4.0 compared to other versions that worked for my setup which leaves me with the only choice of using v1.4.0 for t... | {
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# What does this PR do ?
Adds current nemo version to all nemo files generated.
# Note
The version will point to the *earliest* known version of NeMo that was compatible with this model. This does not preclude later versions being compatible/incompatible with t... | {
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**Collection**: [DOC]
# Changelog
- fix typo in README
- fix minimal version for SciPy (it is necessary to use `scipy.stats`
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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Trying to run tts/tutorials/fastpitch_finetune.ipynb from Colab, the first cell give the following error:
`Collecting nemo_toolkit[tts]
Cloning https://github.com/NeMo/NeMo.git (to revision r1.6.1) to /tmp/pip-install-dikw_cg4/nemo-toolkit_dde310e4647c4385a9c5f59aa12c3537
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} | # What does this PR do ?
This PR adds support for buffered RNNT evaluation, so that models can be evaluated on audio of any length by models which are normally restricted to small audio duration.
**Collection**: [ASR]
# Changelog
- Refactor the asr_chunked_inference into ctc and rnnt sub folders
- Add speec... | {
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# What does this PR do ?
Updates from old `python setup.py bdist_wheel` syntax to `pip build`.
**Collection**: [bugfix]
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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If the language code is supplied to `MTEncDecModel.translate()` , preprocessing will occur. On the other hand, if the language code is not supplied ('ignore'), the directional tokens ('\<es\>', etc.) cannot be appended. This makes it im... | {
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# What does this PR do ?
Updates the DÉJÀ entry in CMUdict to the correct encoding (UTF-8), as mentioned in #3594.
**Collection**: TTS
# Changelog
Bytes `D\xc9J\xc0` updated to `D\xc3\x89J\xc3\x80`.
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Do... | {
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I have about 100 hours of pre-processed data for male and female speakers. There is some overlap in the lines the speakers are reciting.
I was wondering if having different speakers saying the same exact text would negatively impact the training of an automatic speech recognition model? Would I have to remove... | {
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} | # Overview
This change adds [Variational Inference with adversarial learning (VITS)](https://github.com/jaywalnut310/vits) to the collection of TTS models.
VITS uses the `monotonic_align` module, which requires Cython to be installed prior to building (i.e. run `pip install cython` before running `./reinstall.sh`... | {
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} | Signed-off-by: Oktai Tatanov <oktai.tatanov@gmail.com>
# What does this PR do ?
**Collection**: [tts]
# Changelog
- Fix bug in NVIDIA's CMUDict: word `INTERNATIONAL` used non-existent phoneme
- Fix incorrect usage of TTSDataset in some files
**PR Type**:
- [x] Bugfix
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} | # What does this PR do ?
Fixes a typo in fastpitch_align_v1.05 config that leads to high pitch loss values on validation.
**Collection**: TTS
**PR Type**:
- [x] Bugfix
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**Collection**: [Note which collection this PR will affect]
# Changelog
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# Usage
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Add a one line overview of what this PR aims to accomplish.
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# What does this PR do ?
Upgrade pytorch_lightning trainer flags that are going to be deprecated in future
**Collection**: Core and All collections yaml files
# Changelog
- Update pytorch_lightning deprecated variables, namely:
> - accelerator ... | {
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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
- 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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Add a one line overview of what this PR aims to accomplish.
Merge bugfixes from r1.6.1 into main.
**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 usag... | {
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} | # What does this PR do ?
Closes #3509 on the NeMo side. Requires a fix in Riva as well.
**Collection**: TTS
# Changelog
- There was a name collusion with audio that resulted in a onnx dynamic axes error
- input_example was changed to be compliant with the new spec of (return dict,) as opposed to the older r... | {
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# Changelog
- refactoring of HiFi-GAN code and config, replacing deprecated datasets with `VocoderDataset`
- refactoring of UnivNet code and config, replacing deprecated datasets with `VocoderDataset`, add exportability (it works correctly only for TorchScript)
- refactoring of WaveGlow cod... | {
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