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just replace the text promp with: "hallo wie geht es ihnen?" - German for "Hello, how are you doing?"
This occours:
[hallo wie geht es ihnen?] contains unknown char: [g]. ... | {
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I get an error when trying to run inference on the provided question answering tutorial notebook.
**Steps/Code to reproduce bug**
Run this notebook to reproduce the error.
https://colab.research.google.com/github/NVIDIA/NeMo/blob/stable/tutorials/nlp/Question_Answering.ipynb
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} | Signed-off-by: Ante Jukić <ajukic@nvidia.com>
# What does this PR do ?
This PR adds an option to use ASR datasets from an AIStore cluster.
## NOTE
Blocked by #5569.
**Collection**: [ASR]
# Changelog
- Added AIS binary to Docker image
- Added env variables for configuring NeMo data store cache
- Ad... | {
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Cherry pick of #5358 from 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 usage example below
```python
# Add a code snippet demonstrating how ... | {
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} | # What does this PR do ?
Adding VITS model to NeMo
**Collection**: [Note which collection this PR will affect]```
# 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 writ... | {
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Please run... | {
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I have trained a Hindi-English code-switched ASR system using the dataset having the transcription written in English (for English words) & Hindi (for Hindi words).
Example:
क्या सौ रुपए loan लेना चाहती है आप
The tokenization script resulted in all the letters from Hindi + English for vocabulary creation... | {
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} | # What does this PR do ?
I finally managed to properly script only necessary part, and added a guard that works around the issue with auto-casted TorchScript not workin in non-Python environment (Triton)
**Collection**: [Note which collection this PR will affect]
# Changelog
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} | # What does this PR do ?
Add script for computing speaker specific pitch mean & standard deviation, and logic in data loader to use it at training time.
Global pitch normalization can be done using the previous configs, or by providing a JSON with only a "default" key.
There is a bit of awkward typing logic du... | {
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} | Signed-off-by: Dima Rekesh <drekesh@nvidia.com>
# What does this PR do ?
Fixes the bug / ensures that Concat dataset feature supports tarred datasets.
Add a one line overview of what this PR aims to accomplish.
The tarred_audio_filepaths parameter could be a list such that each dataset that the Concat dataset i... | {
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} | # What does this PR do ?
Moves the attention and mlp classes to a separate file to avoid clutter in transformer.py
**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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} | Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
# What does this PR do ?
Sets sync_batch_comm=False for prompt-learning and inference.
**Collection**: NLP
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
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} | # What does this PR do ?
Cherry pick of #5358 from 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 usage example below
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} | Signed-off-by: subhankar-ghosh <subhankar2321@gmail.com>
# What does this PR do ?
Adds JoC Optimizations in FastPitch
1) Correcting dimensions, it will give wrong results in case of >1 attention heads in `nemo/collections/tts/modules/transformer.py`
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# What does this PR do ?
Update codeql to do LGTM style code checks.
**Collection**: [Core]
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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# What does this PR do ?
Sets sync_batch_comm=False for prompt-learning and inference.
**Collection**: NLP
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
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# What does this PR do ?
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# What does this PR do ?
Cherry-pick from #5242 to 1.13.0 to fix Conformer export https://github.com/NVIDIA/NeMo/issues/5436
Add a one line overview of what this PR aims to accomplish.
**Collection**: [asr]
# Changelog
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} | # What does this PR do ?
Fix setting up of `ReduceLROnPlateau` learning rate scheduler.
**Collection**: core
Steps to reproduce
```bash
git clone https://github.com/NVIDIA/NeMo.git
cd NeMo
git checkout fix/reduce_on_plateau_r1.11.0
git checkout r1.11.0 -- nemo/core/optim/lr_scheduler.py nemo/core/config/s... | {
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} | # What does this PR do ?
Add high level API for beam search using model.transcribe() and beam search strategy.
Currently only supports DeepSpeed beam search library, eventually can support more advanced libraries
like pyctcdecode.
**Collection**: [ASR]
# Changelog
- Adds AbstractBeamCTCInfer and BeamCTCInf... | {
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} | # What does this PR do ?
This PR fixes getting tokenizer in character-based ASR models when using tarred dataset
**Collection**: ASR
# Changelog
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} | # What does this PR do ?
Adding core classes and functions for online diarizer
**Collection**: [Note which collection this PR will affect]
ASR
# Changelog
- Creating online_diarizer.py as opposed to clustering_diarizer.py
--- OnlineDiarizer() class is added. This is a launcher class for load models and m... | {
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} | Signed-off-by: fayejf <fayejf07@gmail.com>
# What does this PR do ?
Refactor/unify ASR offline and buffered inference
**Collection**: ASR
# Changelog
1. Clean `transcribe_speech.py` by moving resuable functions to `trancribe_utils.py`
2. Unify `speech_to_text_buffered_infer_rnnt.py` and `speech_to_text_b... | {
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} | # What does this PR do ?
Add a standalone diarization-ASR evaluation transcript.
This script was build at the request for testing ASR+diarization with already extracted files.
Adding diar_infer_general.yaml (VAD optimized for multilingual ASR dataset, diarization optimized on DIHARD dev set)
**Collection**: [... | {
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} | # What does this PR do ?
1. Added Text generation web server for GPT model and universal prompt encoder.
2. Added Retrieval text generation services and web server.
3. Fixed various bugs for text generation
4. Allow data parallel for text generation. | {
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Trying to export conformer to TorchScript, using `model.export('conformer.pt')` and [/scripts/export.py](https://github.com/NVIDIA/NeMo/blob/main/scripts/export.py). Getting error:
`RuntimeError: Type 'Tuple[Tensor, Tensor, NoneType, NoneType]' cannot be traced. Only Tensors and (possibly nested)... | {
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} | # What does this PR do ?
Extention of English ITN rules for cardinal to support hundreds by @lociko
**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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} | Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
# What does this PR do ?
Reverts a workaround that needed workers to be 0
**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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With sync_batch_comm=True in validation step we sometimes get CUDA errors while running validation.
**Collection**: NLP
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# What does this PR do ?
Fixes GPT text generation when using a sentencepiece tokenizer.
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# What does this PR do ?
Updates export process for Megatron-based models
**Collection**: [Note which collection this PR will affect]
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# What does this PR do ?
Reverts a workaround that needed workers to be 0
**Collection**: [Note which collection this PR will affect]
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torch.onnx.errors.SymbolicValueError: Unsupported: ONNX export of operator Unfold, input size not accessible. Please feel free to request support or submit a pull request on PyTorch GitHub: https://github.co... | {
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} | Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
# What does this PR do ?
Fixes args that were not present in the T5 configs for activation checkpointing
**Collection**: NLP
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
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} | # What does this PR do ?
Add support for modeling words in kenLM for subword models.
**Collection**: ASR
# Changelog
- Add support for modeling words in kenLM for subword models.
- Add missing dependency to beam search installation.
# Usage
NA
**PR Type**:
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Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
# What does this PR do ?
* raised `NotImplementedError` for unsupported languages.
* added `@staticmethod` decor for member functions.
* fixed some typos.
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} | Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
# What does this PR do ?
Fixes GPT text generation when using a sentencepiece tokenizer.
**Collection**: NLP
# Changelog
- Add specific line by line info of high level changes in this PR.
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} | # What does this PR do ?
1. Added Perceiver based Universal Prompt encoder.
2. Supports T0 datasets.
3. Added Text generation web server for GPT model and universal prompt encoder.
4. Added Retrieval text generation services and web server.
5. fixed various bugs for text generation, sentence tokenizer for mGPT ... | {
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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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} | Signed-off-by: MaximumEntropy <sandeep.subramanian.1@umontreal.ca>
# What does this PR do ?
Fixes args that were not present in the T5 configs for activation checkpointing
**Collection**: NLP
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially a... | {
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} | # What does this PR do ?
Add Mixture of Experts support for T5 model
**Collection**: NLP
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
```
model.encoder.num_moe_experts=4 \
model.decoder.num_moe_experts=4 \
```
# Before your PR is "Ready for review"
**Pre... | {
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Every time a new low val loss is reached, the virtual tokens from the prompt encoder are moved to the prompt table in order to save a .nemo file for that checkpoint. This PR removes the premature virtual prompt tokens from the prompt table so that restoring from a .c... | {
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} | Signed-off-by: arendu <adithya.r@gmail.com>
# What does this PR do ?
add squad task template for gpt prompt learning.
**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 ?
Fix NeMo support for legacy sentencepiece models (sentencepiece models that don't necessarily contain padding tokens).
**Collection**: NLP
# Changelog
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A clear and concise description of what the bug is.
Run any example of Nemo from the repo, it will throw a Segmentation fault just at import steps.
Please list *minimal* steps or code snippet for us to be able to reproduce the bug.
One I tried is
```
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"merged_at": "2022-12-02T16:06:46"
} | # What does this PR do ?
Fix for #5401
Compute padded stats in pooling layer.
When `lengths` is `None`, the old behavior is preserved.
**Collection**: ASR
# Usage
```python
from typing import List
import torch
import torch.nn as nn
from pytorch_lightning import seed_everything
from nemo.coll... | {
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} | # What does this PR do ?
Fix for #5401
Compute padded stats in pooling layer.
When `lengths` is `None`, the old behavior is preserved.
**Collection**: ASR
# Usage
```python
from typing import List
import torch
import torch.nn as nn
from pytorch_lightning import seed_everything
from nemo.coll... | {
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[StatsPoolLayer](https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/asr/parts/submodules/tdnn_attention.py#L25) ignores the `length` argument; statistics are pooled across what should be padded elements in LID, etc.
Will submit PR. | {
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which can be found here [https://www.thorsten-voice.de/en/datasets-2/)](https://www.thorsten-voice.de/en/datasets-2/)
Thanks.
https://github.com/NVIDIA/NeMo/issues/5400#tasklist-block-89576c70-693b-4727-bfc7... | {
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} | Signed-off-by: Taejin Park <tango4j@gmail.com>
# What does this PR do ?
Add float32 typecasting in get_samples function.
This typecasting was removed while int type filereading was being removed from the function.
**Collection**: [Note which collection this PR will affect]
ASR
# Changelog
- Add specif... | {
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the number of wav files is almost 280k.
```
python ${NEMO_ROOT}/scripts/speech_recognition/convert_to_tarred_audio_dataset.py \
--manifest_path=train_decoded_processed.json \
--target_dir=train_tarred_6bk \
--num_shards=1024 \
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} | # What does this PR do ?
With sync_batch_comm=True in validation step we sometimes get CUDA errors while running validation.
**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 ... | {
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} | # What does this PR do ?
Adds Multi Head Attention Adapter support, along with support for Tiny-Attention adapter from https://arxiv.org/abs/2211.01979
**Collection**: [Core, ASR]
# Changelog
- Add modules for tiny attention based adapter
- Add `MHAResidualAddAdapterStrategy` and config
- Add `RelPosi... | {
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} | Signed-off-by: smajumdar <titu1994@gmail.com>
# What does this PR do ?
Attempt to fix fp16 with MHA in ASR
**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)
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} | Signed-off-by: Virginia Adams <vadams@nvidia.com>
Fix bug in prompt learning notebook inference
Add a one line overview of what this PR aims to accomplish.
**Collection**: NLP
# Changelog
- Updated GPT prompt learning model class
# Usage
* You can potentially add a usage example below
```python
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Every time a new low val loss is reached, the virtual tokens from the prompt encoder are moved to the prompt table in order to save a .nemo file for that checkpoint. This PR removes the premature virtual prompt tokens from the prompt table so that restoring from a .c... | {
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# What does this PR do ?
Follow up the discussion in https://github.com/NVIDIA/NeMo/pull/5383, we decided to replace pitch norm params with ??? for all YAML configs just in case users forget to update with dataset-specific values.
**Col... | {
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} | Signed-off-by: smajumdar <titu1994@gmail.com>
# What does this PR do ?
Attempt to fix fp16 with MHA in ASR
**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)
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# What does this PR do ?
Add new Spanish FastPitch model to available models
https://catalog.ngc.nvidia.com/orgs/nvidia/teams/nemo/models/tts_es_multispeaker_fastpitchhifigan/files
After change is reviewed, I need to update the nvidia catalog with the correct versio... | {
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} | For some paramters in SpeakerClustering.forward(), tensor dimensions were not specified and this resulted in zero dimension tensor inputs. This causes error when inferencing exported model in Triton server.
# What does this PR do ?
Avoids zero dimension input tensors. Also extracts values from the tensors which h... | {
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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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Hi,
I want to train a Mandarin ASR model using `conformer_ctc_char.yaml` , meanwhile, I use `speech_to_text_ctc.py`.
When I run `python speech_to_text_ctc.py`, the following bugs are appearance.
```
[NeMo I 2022-11-10 12:57:03 features:200] PADDING: 0
Error executing job with overrides: []
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} | # What does this PR do ?
fixes the bug where nw0 does weird things in training and validation after the first epoch.
**Collection**: [NLP]
# Changelog
- changes gpt dataset creation by deep copy of inputs.
# Usage
```python
# Add a code snippet demonstrating how to use this
```
# Before your PR i... | {
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# What does this PR do ?
Add configurations for training FastPitch with Spanish tokenizers
**Collection**: [TTS]
# Changelog
- Add .yaml configs with Spanish grapheme and IPA tokenizers
# Before your PR is "Ready for review"
**Pre checks**:
- [x] Make sure yo... | {
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Fix bug in prompt learning notebook inference
Add a one line overview of what this PR aims to accomplish.
**Collection**: NLP
# Changelog
- Updated GPT prompt learning model class
# Usage
* You can potentially add a usage example below
```python
# ... | {
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# What does this PR do ?
Rename Speech Dataset Processor to Speech Data Processor.
Add a one line overview of what this PR aims to accomplish.
Update directory name and contents of README to reflect name change.
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I'm trying to train an extra-small Squeezeformer-CTC ASR with parameters indicated in the basic [yaml configuration](https://github.com/NVIDIA/NeMo/blob/03a8f1560fb58b7a6b4749d078863b04c4a299af/examples/asr/conf/squeezeformer/squeezeformer_ctc_bpe.yaml). Since I'm using a custom dataset, I had to ma... | {
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} | # What does this PR do ?
fixes the bug where nw0 does weird things in training and validation after the first epoch.
**Collection**: [NLP]
# Changelog
- changes gpt dataset creation by deep copy of inputs.
# Usage
```python
# Add a code snippet demonstrating how to use this
```
# Before your PR i... | {
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# What does this PR do ?
Rename Speech Dataset Processor to Speech Data Processor.
Add a one line overview of what this PR aims to accomplish.
Update directory name and contents of README to reflect name change.
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fixes the bug where nw0 does weird things in training and validation after the first epoch.
**Collection**: [NLP]
# Changelog
- changes gpt dataset creation by deep copy of inputs.
# Usage
```python
# Add a code snippet demonstrating how to use this
```
# Before your PR i... | {
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# 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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} | # What does this PR do ?
The former PR was not merged for r1.13.0 so merging it into r.1.13.0
This PR fixes 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?... | {
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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
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This is a one-off automatically generated pull request from LGTM.com :robot:. You might have heard that we’ve integrated LGTM’s underlying CodeQL analysis engine natively into GitHub. The result is [**GitHub code scanning**](https://docs.github.com/en/code-security/code-scanning/automatically-scannin... | {
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} | # What does this PR do ?
Fix Python type annotations according to the documentation (correct syntax, missing imports, fix incompatible return types).
**Collection**: [Note which collection this PR will affect]
# Changelog
- remove duplicated type annotations
- fix tuple annotation in function return types a... | {
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# What does this PR do ?
Fix issue \(https://github.com/NVIDIA/NeMo/issues/5367)
**Collection**: ITN
# Changelog
- add suffix ```[and]?[digit]``` to thousand graph
# Usage
```python
from nemo_text_processing.inverse_text_normalization.en.taggers.c... | {
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I followed the instructions @ https://github.com/NVIDIA/NeMo/issues/1660 and could successfully train a musan noise augmented nemo ASR model. However, I have few queries:
1. Where does the noise augmented files are stored? Or Are these noise augmented files are simply produced on the fly, as and when needed, an... | {
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```pynini``` raises error *ERROR: StringFstToOutputLabels: Invalid start state* when I am trying to accept "two thousand and nine" with DateFst, which means that DateFst hasn't well-define to accept this text
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# What does this PR do ?
add get_label for lang id model in doc and reflect PR#[5278](https://github.com/NVIDIA/NeMo/pull/5278)
**Collection**: ASR
# Before your PR is "Ready for review"
**Pre checks**:
- [x] Make sure you read and followed [Contributor guidel... | {
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Training get stuck when using ddp and dali loader together.
the usage of second gpu is zero.
it works if I change `use_dali` to False
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https://github.com/NVIDIA/NeMo/pull/4854
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} | # What does this PR do ?
On setting the data config option: _no_seqlen_plus_one_input_tokens_ to True (default: False) in Megatron-GPT, the number of input tokens for each sample will be equal to the sequence length (instead of sequence length + 1) and the last token will be masked.
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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
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} | # What does this PR do ?
Fixes some issue with model upload to Huggingface
**Collection**: [ASR]
**PR Type**:
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} | # What does this PR do ?
Fixes some issue with model upload to Huggingface
**Collection**: [ASR]
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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} | Signed-off-by: Boris Fomitchev <bfomitchev@nvidia.com>
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 trace on PartialConv first.
Training ha... | {
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} | # What does this PR do ?
This PR adds a base class for audio processing models, an enhancement model, a number of audio-related modules and tests.
**Collection**: ASR
# Changelog
- Audio processing base model `AudioToAudioModel`
- `EncMaskDecAudioToAudioModel` subclass for speech enhancement
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