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} | Signed-off-by: stevehuang52 <heh@nvidia.com>
This PR fixes the second problem in this [issue 4455](https://github.com/NVIDIA/NeMo/issues/4455).
Previously, the code will fail when there are "/" in the filepaths of tarred datasets. Now we only add the manifest directory to the audio filepath if the resulting file ... | {
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} | # What does this PR do ?
Fix the RPE implementation converging slower with loss consistently higher than NeMo APE and Megatron-LM RPE implementation.
NEW: exception is raised when configured with pipelie-parallel-size > 2 and RPE.
**Collection**: NLP
# Changelog
- Changed how RPE parameters are initialize... | {
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updated indentation
**Collection**: TTS
# 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 ?
- Quick fix to Jenkins CI config for Wav2Vec.
Add a one line overview of what this PR aims to accomplish.
- Halved number of conformer blocks and feedforward parameters to ease up memory requirements on Jenkins
**Collection**: [Note which collection this PR will affect]
- ASR
# Changelog ... | {
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It runs fine. However, while saving results after Epoch 0 it gives this error
In automatic_optimization, when `training_step` returns a dict, the 'loss' key needs to be present
I checked and training step method does have a dictionary. What could be the reason for th... | {
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} | # What does this PR do ?
This PR adds support for bucketing to `TarredAudioToClassificationLabelDataset`.
**Collection**: [ASR]
# Changelog
- Modify `_setup_dataloader_from_config` in `nemo.collections.asr.models.classification_models._EncDecBaseModel` to enable bucketing.
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I am using PunctuationCapitalizationModel to add punctuation marks in raw text.
When i load the pretrained model it consumes 1427 mib memory approximately. This memory never gets free. The application that i created is flask application and runs in multithreaded environment. For every new request 1427mib memory g... | {
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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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} | # 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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} | 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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} | Signed-off-by: Jocelyn Huang <jocelynh@nvidia.com>
# What does this PR do ?
Fix some handling of "s" cases in the IPA G2P class.
**Collection**: TTS
# Changelog
- Indexing fixed for cases where there's no apostrophe
- Removed extraneous "t" added for "ts/t's"
- Removed "s" case when there's no apostroph... | {
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} | # What does this PR do ?
Address QA bugs for German TTS tutorial. Correct PR instead of https://github.com/NVIDIA/NeMo/pull/4449
**Collection**: TTS
# Changelog
- tutorial notebook changed
- learning rate updated to 1e-3 based on https://github.com/NVIDIA/NeMo/pull/4308
**PR Type**: Bugfix
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} | # What does this PR do ?
Update interface with Megatron GPT Prompt Learning 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 snippet demonstrating how to use this
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} | # What does this PR do ?
Proposed fix for #4455
**Collection**: asr, common
# Changelog
- [Plumb is_tar_manifest throughout dataset code.](https://github.com/NVIDIA/NeMo/commit/b1bc3ab190cbb1e24898cd2af6ff84e2425f69d7)
- [Fix for KeyError.](https://github.com/NVIDIA/NeMo/commit/653d4d755d0132d640305017336dd... | {
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Tar file datasets have two problems today that I am aware of:
1. The filenames inside tar files are *required* not to have "/" or "." in them. Disallowing "." is fine, given that it has special meaning in webdataset. Disallowing "/" causes some di... | {
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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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} | null | null | null | I am running this Colab Notebook : https://colab.research.google.com/github/NVIDIA/NeMo/blob/v1.0.2/tutorials/nlp/Entity_Linking_Medical.ipynb#scrollTo=2qLS4_0tyf_A
When I run second cell it gives error on this line
from nemo.collections import nlp as nemo_nlp
And the error is this:
(RuntimeError ... | {
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model.classifytext(queries=config.model.infer_samples, batch_size=8, max_seq_length=511)
This time when calling the above command with nemo 1.8.2 I am facing issue as **RuntimeError: expected scalar type H... | {
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Trying to run `megatron_nmt_training.py`, with `conf/aayn_base_megatron.yml` initialization crashes with the following trace:
```python
Traceback (most recent call last):
File "examples/nlp/machine_translation/megatron_nmt_training.py", line 95, in <module>
main()
File "/workspace/n... | {
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Co-authored-by: Eric Harper <complex451@gmail.com>
# What does this PR do ?
related to https://github.com/NVIDIA/NeMo/pull/4446, which has been merged to r1.10.0.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specifi... | {
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} | # What does this PR do ?
Address QA bugs for German TTS tutorial
**Collection**: TTS
# Changelog
- tutorial notebook changed
**PR Type**: Bugfix
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**Collection**: [Note which collection this PR will affect]
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# Usage
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```python
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} | Signed-off-by: Virginia Adams <vadams@nvidia.com>
Bug fixes for prompt learning notebook after pipeline parallel addition
https://nvbugs/3681543 [ML-NeMo][A30] Multitask_Prompt_and_PTuning.ipynb branch name not 'r1.10.0' and failed with ValueError if manually changed to the r1.10.0 branch
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# What does this PR do ?
Fix typo in the default `max_steps` for HiFi-GAN configs (see #4431).
**Collection**: TTS
# Changelog
- Changed default steps from 25M to 2.5M
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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Unify intent slot util function file locations
**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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Decrease font size on tables to fit more content
**Collection**: None
# Changelog
- Decrease font size on tables to fit more content
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
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Add table overflow handling. In particular, this caused issues on the [Scores page](https://github.com/NVIDIA/NeMo/blob/r1.10.0/docs/source/asr/scores.rst)
**Collection**: None
# Changelog
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- Add scrolling to tables placed under `section` tags... | {
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Fix the RPE implementation converging slower with loss consistently higher than NeMo APE and Megatron-LM RPE implementation.
**Collection**: NLP
# Changelog
- Changed how RPE parameters are initialized and passed on.
# Usage
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If not which is the best way I can go about adding support for it.
Any reason why Is not supported?
Thanks | {
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} | # What does this PR do ?
Fix the `gpt_eval` argument in the text | {
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Update dialogue tutorial version
**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 ?
relate to https://github.com/NVIDIA/NeMo/pull/4392
**Collection**: [Note which collection this PR will affect]
# Changelog
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# What does this PR do ?
related to https://github.com/NVIDIA/NeMo/pull/4392
**Collection**: [Note which collection this PR will affect]
# Changelog
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# What does this PR do ?
related to https://github.com/NVIDIA/NeMo/pull/4388
**Collection**: [Note which collection this PR will affect]
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https://api.github.com/repos/NVIDIA/NeMo/issues/4430 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/4430/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/4430/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/4430/events | https://github.com/NVIDIA/NeMo/issues/4430 | 1,281,955,369 | I_kwDOC_bI7s5MaRYp | 4,430 | `StopIteration` Exception in Conformer Encoder because of `next(self.parameters())` | {
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https://github.com/NVIDIA/NeMo/blob/41f27a5e68934761b05dd373e7b288aa798858e5/nemo/collections/asr/modules/conformer_encoder.py#L231
I call this method from `forward_for_export` here:
https://github.com/NVIDIA/NeMo/blob/41f27a5e68934761b05dd373e7b288aa798858e5/nemo/coll... | {
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I want to change the Model according to the BLS input. But BLS requires the same input bach size. So I have to make input like ["model1", "model1"]. If my batch size is 100, should I send 100 same data like ["model1", "model1", "model1"].
**Describe... | {
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https://api.github.com/repos/NVIDIA/NeMo/issues/4428 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/4428/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/4428/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/4428/events | https://github.com/NVIDIA/NeMo/pull/4428 | 1,280,929,974 | PR_kwDOC_bI7s46KdKz | 4,428 | Try Jenkinsfile Fix | {
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# What does this PR do ?
Try updating jerkins tests
**Collection**: [ASR]
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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https://api.github.com/repos/NVIDIA/NeMo/issues/4427 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/4427/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/4427/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/4427/events | https://github.com/NVIDIA/NeMo/pull/4427 | 1,280,819,405 | PR_kwDOC_bI7s46KDyU | 4,427 | [ASR] Replace all paths with /content/ | {
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# What does this PR do ?
Fixes paths on ASR Adapter tutorial
**Collection**: [ASR]
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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https://api.github.com/repos/NVIDIA/NeMo/issues/4426 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/4426/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/4426/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/4426/events | https://github.com/NVIDIA/NeMo/issues/4426 | 1,280,785,639 | I_kwDOC_bI7s5MVzzn | 4,426 | Scores for transcriptions | {
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i was following this tutorial: https://github.com/NVIDIA/NeMo/blob/main/tutorials/asr/Offline_ASR.ipynb | null | {
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# What does this PR do ?
Re-apply the fixes to the Tacotron 2 tutorial from #4209. Need to open this PR since those fixes never made it to main and the 1.10 branch.
**Collection**: TTS
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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# What does this PR do ?
Fix import error in Offline_ASR_with_VAD_for_CTC_models in r1.10
**Collection**: ASR
# Changelog
- change `main` to `$BRANCH `
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating ho... | {
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# What does this PR do ?
Update the prompt learning documentations.
**Collection**: [NLP]
# Changelog
- Add T5-specific details
- Fix some typos
# Before your PR is "Ready for review"
**Pre checks**:
- [x] Make sure you read and followed [Contri... | {
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} | # What does this PR do ?
Update the English conformer checkpoints with models trained on NeMo ASRSET 3.0.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Updated the English conformer checkpoints
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Adds SqueezeFormer model to ASR collections
**Collection**: [ASR]
# Changelog
- Adds prototype configs, code and model level support for Squeezeformer models
- Checkpoints may be provided at a later date after debugging smaller sized models.
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Fix typos in docs.
**Collection**: [Documentation]
# Changelog
- Add specific line by line info of high level changes in this PR.
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [x] Documentation
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} | # What does this PR do ?
Fixed a bug in calling the ctc_decoder_predictions_tensor method from the WER objects instead of WER.decoding.
# Changelog
- Changed all the wer.ctc_decoder_predictions_tensor to wer.decoding.ctc_decoder_predictions_tensor .
**PR Type**:
- [ ] New Feature
- [x ] Bugfix
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* created a dataset preparation recipe for HUI-ACG.
* re-write `get_data.py` to support multiprocessing and decouple text normalization.
* added a script to convert graphemes into phonemes.
* created a model config for multi-speaker Fastpitch model training.
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Adds current ASR model scores to "scores" page.
**Collection**: [ASR]
# Changelog
- Adds the scores of all ASR models from NGC to docs.
# Usage
* You can potentially add a usage example below
# Before your PR is "Ready for review"
**Pre checks**:
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Fix bugs to make sure post-ln work.
Fix bug to make sure cyclicLR work. | {
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Polish the batch matmul code, make it more pytorchnic
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Hi, I am trying to follow the steps underlines here: https://github.com/NVIDIA/NeMo/tree/main/examples/speaker_tasks/recognition
but when i launch : python speaker_reco_finetune.py --pretrained_model='/notebooks/data/atc_tenant/asr/smancha5/Nemo_speaker_training/titanet_l/titanet-l.nemo' --fine... | {
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```
---------------------------------------------------------------------------
OSError Traceback (most recent call last)
<ipython-input-16-358abbfc674b> in <module>
----> 1 from nemo.collections.nlp.models import PunctuationCapitalizationModel
/opt/conda... | {
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} | # What does this PR do ?
Fix hanging/deadlock issue caused by multiprocessing in SD tutorial and add tdqm that informs ETA to reduce false alarm of hanging.
reflected review in https://github.com/NVIDIA/NeMo/pull/4378
**Collection**: ASR
# Changelog
Cherry pick updates to r1.10.0 https://github.com/NVIDIA/... | {
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cfg = copy.deepcopy(asr_model.confg)
OmegaConf.set_struct(cfg.preprocessor, False)
# some changes for streaming scenario
cfg.preprocessor.dither = 0.0
cfg.preprocessor.pad_to = 0
cfg.preprocessor.normalize = "No... | null | {
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# What does this PR do ?
Fixes import error in rare cases
**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 an import error for some models
**Collection**: [Note which collection this PR will affect]
# Changelog
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I'm new to ASR (AI in general) and I'm struggling to fine-tune the Conformer CTC (small) on the [UASpeech dataset](http://www.isle.illinois.edu/sst/data/UASpeech/).
If I try to fine-tune the model from the NeMo pre-trained checkpoint, the loss starts around 40 and jumps to 4.14e+03 in the next step then so... | null | {
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} | # What does this PR do ?
Removes race condition from 2 Punctuation and Capitalization tests. These tests were using files with fixed names
and thus if such a test had 2 replicas on same machine a race condition could occur.
**Collection**: nlp
# Additional Information
* Related to # (issue)
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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
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} | Signed-off-by: smajumdar <smajumdar@nvidia.com>
# What does this PR do ?
Add a line referencing NVIDIA AI Platform.
**Collection**: [Docs, Core]
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [x] Documentation
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} | # What does this PR do ?
1. Trains Megatron-based NMT models based on maximum number of samples.
2. Added support in `text_memmap` and `csv_memmap` in Megatron encoder-decoder models (T5, BART, UL2)
**Collection**: NLP
# Usage
Add to command line
```
model.data.data_impl=text_mmap \
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Fixes Wav2Vec configs so compatible with contrastive loss. (Adds MaskedAugmentation to pretrain models.) Removes Wav2Vec from experimental folder and moves wav2vec configs to SSL folder for consistency.
**Collection**: [Note which collection this PR will affect]
- ASR
# Changelog
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} | # What does this PR do ?
Fix artifact restore
**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 ?
- Reconfigures micro-batch sizes for validation datasets on validation start in Megatron NMT
**Collection**: NLP
# Changelog
- Add an `on_validation_epoch_start()` hook to reconfigure batch sizes.
# Usage
* You... | {
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} | # What does this PR do ?
pitch, voiced_mask, and prob_voiced are return values for the func `librosa.pyin`, but we always returned the value of `voiced_mask` after going through `load_from_dir()` no matter which one of the three variables were requested.
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} | # What does this PR do ?
Implement prompt learning for T5 models.
**Collection**: [NLP]
# Changelog
- A base prompt learning dataset class (will support both T5 and GPT in the future).
- A T5-specific prompt learning dataset class.
- A base prompt learning model class (will support both T5 and GPT in the f... | {
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When training an TransformerXL model by following the script transformer_lm.py, I get the following error:
For this, I use the same train, eval and test json files as I use for t... | {
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Hide the right side bar
**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 t... | {
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} | Signed-off-by: Xuesong Yang <1646669+XuesongYang@users.noreply.github.com>
# What does this PR do ?
1. This bug blocks modeling using speaker IDs because `speaker_ids` (or saying `_` in this context) should be placed before `voiced_masks`.
2. `P_voiceds` was also not correct because it aggregates `voiced_mask` i... | {
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} | # What does this PR do ?
`nmesc_clustering.py`
- This PR adds an option named "maj_vote_spk_count" to NMESC clustering module.
Originally, speaker number was obtained from one p-value.
In the new implementation, maj_vote_spk_count = True, the system takes majority vote on
all p-values that are included.
This... | {
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} | Signed-off-by: Subhankar Ghosh <subhankar2321@gmail.com>
# What does this PR do ?
FastPitch multi-speaker code was setup such that speaker embeddings would only condition the encoder. This PR changes that and conditions encoder, pitch predictor, duration predictor and decoder on the speaker embeddings. Through ex... | {
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} | # What does this PR do ?
Fix the bug of T5 decoding given input embeddings.
**Collection**: [NLP]
# Changelog
- Updating the way of passing arguments to avoid argument mismatching.
- Delete an argument which is not being utilized.
# Before your PR is "Ready for review"
**Pre checks**:
- [x] Make s... | {
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} | # What does this PR do ?
Fixes typos in the tutorial notebooks
**Collection**: [ASR]
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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} | …to encoder was overwriting leaf history. Wasn't caught on previous torch versions.
Signed-off-by: tbartley94 <tbartley@nvidia.com>
# What does this PR do ?
Fixes bug on backward pass with wav2vec module. See https://github.com/NVIDIA/NeMo/issues/4362
**Collection**: [Note which collection this PR will affe... | {
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} | Signed-off-by: Xiaowei Ren <xren@nvidia.com>
# What does this PR do ?
Remove redundant bias expand. The bias should be broadcast automatically.
# Changelog
- deleted redundant code in transformer.py
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating h... | {
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} | # What does this PR do ?
Turns WandB logger off by default
**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 ho... | {
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} | # What does this PR do ?
Add sequence parallelism and selective activation checkpointing.
This PR currently depends on a fork of Apex: https://github.com/NVIDIA/apex/pull/1396
**Collection**: NLP
# Changelog
- Update GPT config
- Update parallel_lm_logits
- Add CoreAttention
- This is the block that ... | {
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# What does this PR do ?
A user can now specify the name of the directory to save the wandb logs by setting the value `exp_manager.wandb_logger_kwargs.save_dir` in the config.
**Collection**: [utils]
# Changelog
Files changed: `nemo/utils/exp_manage... | {
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Fix hanging/deadlock issue caused by multiprocessing in SD tutorial
**Collection**: ASR
# Changelog
- Cherry pick updates to r1.10.0 https://github.com/NVIDIA/NeMo/pull/4317-
Add instruction and set num_workers=1 in SD tutorial as a workaround for python multiprocessing would hang wi... | {
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# What does this PR do ?
Refactors bias activation fusion logic and adds the config option to the remaining yaml files.
**Collection**: [Note which collection this PR will affect]
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I installed and tested NeMo for English and it works quite well. In the paper it is also mentioned that it is possible to apply the idea to a different language.
But I cannot see any documentation/guide to ... | null | {
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# What does this PR do ?
fixes invalid_ids error on Megatron decode function by changing invalid tokens to <unk>
**Collection**: NLP
# Changelog
- small bug fix
# Before your PR is "Ready for review"
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fixes invalid_ids error on Megatron decode function
**Collection**: NLP
# Changelog
- filter invalid tokens from the predicted tokens
# Usage
N/A
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**Pre checks**:
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# What does this PR do ?
Fix issue with adapters where config is a dataclass and cannot be iterated on correctly.
**Collection**: [ASR]
# Changelog
- Add a check and force cast to Dict Config for input to the function.
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fixes invalid_ids error on Megatron decode function
**Collection**: NLP
# Changelog
- filter invalid tokens from the predicted tokens
# Usage
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fixes invalid_ids error on Megatron decode function
**Collection**: NLP
# Changelog
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# Usage
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**Collection**: [Core]
# Changelog
- Adds documentation about NeMo adapters.
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# What does this PR do ?
`is_phoneme may not exist in JSON files if only considering chars as inputs.`
**Collection**: [Note which collection this PR will affect]
`nemo.collections.tts.torch.data`
# Changelog
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Remove depreciated comments and implement unimplemented features
**Collection**: NLP
# Changelog
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# What does this PR do ?
Fixes trainer/global_step in wandb logs
**Collection**: [ASR]
**PR Type**:
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# What does this PR do ?
Add a one line overview of what this PR aims to accomplish.
**Collection**: [Core]
# Changelog
- Adds wandb as a dependency specifically for core
**PR Type**:
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- [x] Bugfix
- [ ] Documentation
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**Collection**: [Note which collection this PR will affect]
# Changelog
- Sets headscale=False by default in ParallelAttention
# Usage
N/A
# Before your PR is "Ready for review"
**Pre checks**:
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**Collection**: [Note which collection this PR will affect]
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