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**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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The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
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To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
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Adds padding support for packed sequences, enables mcore cudagraph knobs. This depends on an mcore PR that has not been merged.
**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
```
# GitHub Actions CI
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The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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} | # What does this PR do ?
https://gitlab-master.nvidia.com/ADLR/megatron-lm/-/merge_requests/2293
we need to fix all occurances in NeMo where TransformerBlock is using a non-mcore TransformerLayer. Otherwise the forward interface between Block and Layer will not match anymore and so NeMo will break
**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
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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**Collection**: [Note which collection this PR will affect]
# Changelog
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# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
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**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
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- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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* Related to # (issue)
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] 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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- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
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"default": false,
"description": ""
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"<!-- pylint-output-strict-mode-false -->\n\nbeep boop 🤖: 🙏 The following files have warnings. In case you are familiar with these, please try helping us to improve the code base.\n\n---\n\nYour code was analyzed with PyLint. The following annotations have been identified:\n\n```\n\n------------------------------... | 2024-11-14T08:51:55 | 2024-11-27T19:56:53 | 2024-11-27T19:56:51 | COLLABORATOR | {
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} | # What does this PR do ?
Sortformer Diarizer Model, 4 speaker limit, v1
[Sortformer Paper Link](https://arxiv.org/pdf/2409.06656)
In this PR, we are adding: model files, module files and corresponding dataloader and evalutations.
**Collection**: ASR/speaker_tasks
# Changelog
- model files
nemo/collections/asr/models/sortformer_diar_models.py
- module files
nemo/collections/asr/modules/sortformer_modules.py
- evaluation files
nemo/collections/asr/metrics/der.py
nemo/collections/asr/metrics/multi_binary_acc.py
- dataloader files
NeMo/nemo/collections/asr/data/audio_to_diar_label.py
NeMo/nemo/collections/asr/data/audio_to_diar_label_lhotse.py
- training yaml
examples/speaker_tasks/diarization/conf/neural_diarizer/sortformer_diarizer_hybrid_loss_4spk-v1.yaml
- post-processing yaml files
NeMo/examples/speaker_tasks/diarization/conf/post_processing/sortformer_diar_4spk-v1_callhome-part1.yaml
NeMo/examples/speaker_tasks/diarization/conf/post_processing/sortformer_diar_4spk-v1_dihard-dev.yaml
NeMo/nemo/collections/asr/data/audio_to_diar_label.py
NeMo/nemo/collections/asr/data/audio_to_diar_label_lhotse.py
- util files
NeMo/nemo/collections/asr/parts/utils/speaker_utils.py
NeMo/nemo/collections/asr/parts/utils/vad_utils.py
- Changed the file names of these yaml files
examples/speaker_tasks/diarization/neural_diarizer/sortformer_diar_train.py
nemo/collections/asr/data/audio_to_diar_label.py
nemo/collections/asr/models/__init__.py
nemo/collections/asr/modules/sortformer_modules.py
nemo/collections/asr/parts/utils/asr_multispeaker_utils.py
nemo/collections/asr/parts/utils/speaker_utils.py
nemo/collections/asr/parts/utils/vad_utils.py
nemo/collections/common/parts/preprocessing/collections.py
# Usage
* You can potentially add a usage example below
```bash
python ${NEMO_ROOT}/examples/speaker_tasks/diarization/neural_diarizer/e2e_diarize_speech.py \
model_path=/path/to/diar_sortformer_4spk-v1.nemo \
dataset_manifest=/path/to/eval_dataset.json
```
# GitHub Actions CI
CI tests will be added in the second PR.
Third PR will include documents and tutorials.
# 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)
- [x] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [x] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the ASR and speaker_tasks
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"merged_at": "2024-11-16T01:22:34"
} | # 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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# 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
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
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- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
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- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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Requires a related MCore MR ([link](https://gitlab-master.nvidia.com/ADLR/megatron-lm/-/merge_requests/2116)).
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# Usage
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- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
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- [ ] Bugfix
- [ ] Documentation
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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# Changelog
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# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
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To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
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- [ ] Bugfix
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
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- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
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- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
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## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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**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.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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} | # What does this PR do ?
Introducing TensorRT lazy export and caching option with trt_compile():
- TRT engine build happens on first forward() call, using either ONNX->TRT or Torch-TensorRT and the inputs passed to forward()
- Dynamic dimensions can be specified either via 'input_profiles' argument (full-blowt TRT optimization profile values) or 'dynamic_batchsize' argument (batch dimension min/opt/max only).
- The engine is serialized to the disk for reuse
See inline documentation in the source for more details.
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# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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# Before your PR is "Ready for review"
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- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
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- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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* 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
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**Collection**: [Note which collection this PR will affect]
# Changelog
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# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
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To re-run CI remove and add the label again.
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# Before your PR is "Ready for review"
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- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
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- [ ] Bugfix
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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**Collection**: NLP / LLM
# Changelog
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# GitHub Actions CI
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To re-run CI remove and add the label again.
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- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
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**PR Type**:
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} | # What does this PR do ?
Reduces the memory overhead of PTQ by leaving the DDP module uninitialised and changing parameters' `dtype` during model loading.
**Collection**: llm
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
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```python
# Add a code snippet demonstrating how to use this
```
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# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
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## Who can review?
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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"Is there a way we can now save non .distcp files or huggingface .bin files directly after training?\nIf not, how to convert nemo2.0 checkpoint to the community common format?",
"Hi, the scripts/checkpoint_converters/convert_llama_nemo_to_hf.py script is only for NeMo 1.0 checkpoints. To export 2.0 checkpoints, y... | 2024-11-12T05:42:28 | 2024-12-23T01:59:42 | 2024-12-23T01:59:41 | NONE | {
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} | null | null | null | **Describe the bug**
I use Nemo 2.0 to train my model and get Nemo 2.0 checkpoint like this with .distcp files:
model_name
├── context
│ ├── model_config.yaml
│ ├── io.json
│ └── tokenizer
├── weights
│ ├── distributed checkpointing directories/files in torch_dist format
│ ├── metadata.json
│ └── common.pt
but filed to use NeMo/scripts/checkpoint_converters/convert_llama_nemo_to_hf.py to export it to a HF file
**Expected behavior**
get HF files by Nemo2.0 checkpoint
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
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**Pre checks**:
- [ ] 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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- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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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 code snippet demonstrating how to use this
```
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To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
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**PR Type**:
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- [ ] Bugfix
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If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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Currently, if trying to install from source (`pip install -e ./pytorch-lightning`), only `lightning` package will be installed, not `pytorch_lightning`. Nemo will therefore use the unchanged `pytorch_lightning` package instead of `lightning`.
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
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- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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* Related to # (issue)
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
* Related to # (issue)
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"See the following answer: [https://github.com/NVIDIA/NeMo/issues/9615#issuecomment-2264136385](https://github.com/NVIDIA/NeMo/issues/9615#issuecomment-2264136385)",
"Thanks! "
] | 2024-11-11T09:21:57 | 2024-12-08T11:59:19 | 2024-12-08T11:59:18 | CONTRIBUTOR | {
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} | null | null | null | Hello,
Thank you for all your amazing work!
At the moment, nemo only support the fastconformer 120M streaming model, however I would like to also try a bigger model. I was wondering if it is possible to modify the architecture to match de 600M parakeet model and initialize the encoder weights from the offline parakeet model? Otherwise, training a bare 600M streaming model without any SSL pretraining would probably be worse and slower to train than the 120M model.
Best regards,
Gabi | {
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} | # What does this PR do ?
Add a one line overview of what this PR aims to accomplish.
Lhotse support for transcribe_speech_parallel
**Collection**: [Note which collection this PR will affect]
ASR
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
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- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
* Related to # (issue)
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Adds the following new features to the Diffusion Training Framework:
- FSDP support
- MovieGen 1B/5B/30B Stages 1-3 Training with FSDP + TP/SP + CP
- EC-DiT model (https://arxiv.org/abs/2410.02098)
- Adds mock video data module for mock training across stages 1-3
- Mixed Image-Video Training with THD Packed Sequencing
**Collection**: diffusion
# 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
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# 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?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [X] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# 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
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
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**Collection**: common
# 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
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
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Adds the following new features to the Diffusion Training Framework:
- FSDP support
- MovieGen 1B/5B/30B Stages 1-3 Training with FSDP + TP/SP + CP
- EC-DiT model (https://arxiv.org/abs/2410.02098)
- Adds mock video data module for mock training across stages 1-3
- Mixed Image-Video Training with THD Packed Sequencing
**Collection**: diffusion
# 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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- [ ] Bugfix
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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📝 Please remember the following to-do's before merge:
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the exact copy of https://github.com/NVIDIA/NeMo/pull/10200.
**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
```
# GitHub Actions CI
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The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] 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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- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
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Save tokenizer in PTQ workflow in order to set it up in `nemo.export` later.
**Collection**: NLP & LLM
# Changelog
- For [NeMo 2](https://github.com/NVIDIA/NeMo/pull/11237/commits/f3d3501155b2fcd32d05f713198150efe47b6e76): copy full NeMo context in the TensorRT-LLM checkpoint export step
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# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
* Related to # (issue)
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"Left some minor comments, overall LGTM",
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"@hemildesai can you hold on this, I think my previous pr might get affected, since we are deleting encoder_pp_size and encoder_tp_size. https://github.com/NVIDIA/NeMo/pull/10643 ",
"This PR is stale because it has been open for 14 days with no activity. Remove stale label or comment or update or this will be c... | 2024-11-08T15:59:48 | 2024-12-05T02:05:32 | 2024-12-05T02:05:31 | COLLABORATOR | {
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"as per https://github.com/NVIDIA/NeMo/issues/9793\ndegrading huggingface-hub impacted other packages\n",
"This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed in 7 days.",
"This issue was closed because it has been inactive for 7 days s... | 2024-11-08T15:03:27 | 2024-12-16T02:07:10 | 2024-12-16T02:07:09 | NONE | {
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tried all varients of python 3.10<
but
```
conda create --name nemo python==3.10.12
conda activate nemo
apt-get update && apt-get install -y libsndfile1 ffmpeg
pip install Cython packaging
pip install nemo_toolkit['all']
```
installation works but multiple errors during code exectution
mostly
`
ImportError: cannot import name 'ModelFilter' from 'huggingface_hub' (/home/jugal/anaconda3/envs/nemo/lib/python3.10/site-packages/huggingface_hub/__init__.py)
`
can someone please export and share their python env along with python version
Thank you in advance | {
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https://api.github.com/repos/NVIDIA/NeMo/issues/11230 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/11230/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/11230/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/11230/events | https://github.com/NVIDIA/NeMo/pull/11230 | 2,643,977,883 | PR_kwDOC_bI7s6BUaCi | 11,230 | Fix head_size in NeMo to HF checkpoint converters for width pruned model support | {
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"You need to signoff commit: `git commit -s -m \"MESSAGE\"` else NeMo wont allow: https://github.com/NVIDIA/NeMo/pull/11230/checks?check_run_id=32714934933",
"FYI) @kevalmorabia97 \r\nWhen I add args related to tokenizer, I encounter errors as below.\r\n\r\nI put manually modified config file to `hf_input_path` a... | 2024-11-08T13:00:52 | 2024-11-15T12:23:05 | 2024-11-15T12:23:05 | CONTRIBUTOR | {
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} | # What does this PR do ?
- update llama ckpt converter for supporting width pruning.
- change head_size as kv_channels
- Because of [width pruning of hidden_size](https://github.com/eagle705/NeMo/blob/main/examples/nlp/language_modeling/megatron_gpt_prune.py#L113), attention head size should be updated by kv_channels.
# Changelog
- update llama ckpt converter's attention head dim size by kv_channels
- `head_size = model.cfg.get("kv_channels") or (hidden_size // head_num)`
# Usage
```python
hidden_size = model.cfg.hidden_size
head_num = model.cfg.num_attention_heads
num_layers = model.cfg.num_layers
ffn_hidden_size = model.cfg.ffn_hidden_size
num_query_groups = model.cfg.get("num_query_groups", head_num) # different num_query_groups for 70B
+ head_size = model.cfg.get("kv_channels") or (hidden_size // head_num) # equivalent to hf's head_dim
- head_size = hidden_size // head_num
heads_per_group = head_num // num_query_groups
qkv_total_dim = head_num + 2 * num_query_groups
```
# GitHub Actions CI
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# 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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**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
## Who can review?
@kevalmorabia97
# Additional Information
Pruned values corresponding to huggingface's config.json should be updated.
I added `head_dim (hf)` to hf's config.json with the same value of `kv_channels (nemo)`
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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 code snippet demonstrating how to use this
```
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If you haven't finished some of the above items you can still open "Draft" PR.
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Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# 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
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```
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https://api.github.com/repos/NVIDIA/NeMo/issues/11226 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/11226/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/11226/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/11226/events | https://github.com/NVIDIA/NeMo/pull/11226 | 2,643,245,376 | PR_kwDOC_bI7s6BSQW_ | 11,226 | Advanced DiT Training | {
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"<!-- pylint-output-strict-mode-false -->\n\nbeep boop 🤖: 🙏 The following files have warnings. In case you are familiar with these, please try helping us to improve the code base.\n\n---\n\nYour code was analyzed with PyLint. The following annotations have been identified:\n\n```\n************* Module nemo.collec... | 2024-11-08T08:14:18 | 2024-11-09T01:28:39 | 2024-11-09T01:28:39 | COLLABORATOR | {
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} | # What does this PR do ?
Adds the following new features to the Diffusion Training Framework:
- FSDP support
- MovieGen 1B/5B/30B Stages 1-3 Training with FSDP + TP/SP + CP
- EC-DiT model (https://arxiv.org/abs/2410.02098)
- Adds mock video data module for mock training across stages 1-3
- Mixed Image-Video Training with THD Packed Sequencing
**Collection**: diffusion
# 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
```
# GitHub Actions CI
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The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
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# 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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https://api.github.com/repos/NVIDIA/NeMo/issues/11225 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/11225/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/11225/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/11225/events | https://github.com/NVIDIA/NeMo/pull/11225 | 2,642,873,206 | PR_kwDOC_bI7s6BROc- | 11,225 | Update example usage to disable sequence_parallel | {
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"`sequence_parallel: false` is already added to the default config now so it should not be needed anymore if you use latest container. Can you please confirm?\r\n\r\nhttps://github.com/eagle705/NeMo/blob/main/examples/nlp/language_modeling/conf/megatron_gpt_prune.yaml#L26",
"@kevalmorabia97 \r\nRight. It already ... | 2024-11-08T05:07:50 | 2024-11-08T12:30:55 | 2024-11-08T12:28:27 | CONTRIBUTOR | {
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} | # What does this PR do ?
Update example usage about sequence_parallel option to resolve an error below
```
Traceback (most recent call last):
File "/opt/NeMo/examples/nlp/language_modeling/megatron_gpt_prune.py", line 93, in main
model = MegatronGPTModel.restore_from(
File "/opt/NeMo/nemo/collections/nlp/models/nlp_model.py", line 478, in restore_from
return super().restore_from(
File "/opt/NeMo/nemo/core/classes/modelPT.py", line 468, in restore_from
instance = cls._save_restore_connector.restore_from(
File "/opt/NeMo/nemo/collections/nlp/parts/nlp_overrides.py", line 1298, in restore_from
loaded_params = super().load_config_and_state_dict(
File "/opt/NeMo/nemo/core/connectors/save_restore_connector.py", line 182, in load_config_and_state_dict
instance = calling_cls.from_config_dict(config=conf, trainer=trainer)
File "/opt/NeMo/nemo/core/classes/common.py", line 530, in from_config_dict
raise e
File "/opt/NeMo/nemo/core/classes/common.py", line 522, in from_config_dict
instance = cls(cfg=config, trainer=trainer)
File "/opt/NeMo/nemo/collections/nlp/models/language_modeling/megatron_gpt_model.py", line 331, in __init__
super().__init__(cfg, trainer=trainer, no_lm_init=True)
File "/opt/NeMo/nemo/collections/nlp/models/language_modeling/megatron_base_model.py", line 146, in __init__
self.model_parallel_config: ModelParallelConfig = self.build_model_parallel_config()
File "/opt/NeMo/nemo/collections/nlp/models/language_modeling/megatron_base_model.py", line 1194, in build_model_parallel_config
model_parallel_config = ModelParallelConfig(**mp_config_dict)
File "<string>", line 58, in __init__
File "/opt/megatron-lm/megatron/core/model_parallel_config.py", line 313, in __post_init__
raise ValueError("Can not use sequence paralllelism without tensor parallelism")
ValueError: Can not use sequence paralllelism without tensor parallelism
```
**Collection**: [Note which collection this PR will affect]
# Changelog
- [Add sequence_parallel false arg](https://github.com/NVIDIA/NeMo/blob/0547550ad803fce1e4a019f92e9c59f4c902e7e0/examples/nlp/language_modeling/megatron_gpt_prune.py#L42)
# Usage
```
python examples/nlp/language_modeling/megatron_gpt_prune.py \
model.restore_from_path=llama3.1-8b-instruct.nemo \
model.tensor_model_parallel_size=1 \
model.pipeline_model_parallel_size=8 \
+model.sequence_parallel=false \ <-- add this line
trainer.num_nodes=1 \
trainer.precision=bf16 \
trainer.devices=8 \
prune.ffn_hidden_size=9216 \
prune.num_attention_heads=null \
prune.num_query_groups=null \
prune.hidden_size=3072 \
export.save_path=llama3.1-8b-instruct-pruned.nemo
```
# GitHub Actions CI
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The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
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# 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?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
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**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [x] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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https://api.github.com/repos/NVIDIA/NeMo/issues/11224 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/11224/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/11224/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/11224/events | https://github.com/NVIDIA/NeMo/issues/11224 | 2,642,756,694 | I_kwDOC_bI7s6dhURW | 11,224 | [Question] Is there a way to get the results of each layer of a model? | {
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] | 2024-11-08T03:42:43 | 2024-12-16T02:07:11 | 2024-12-16T02:07:10 | NONE | {
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In PyTorch, we can use `register_forward_hook` to capture the output of specific layers. I’m wondering if there’s a similar feature in NeMo or a way to convert a NeMo model to PyTorch to achieve this. Any guidance would be appreciated! | {
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Update README.md for collection page
**Collection**: [doc]
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```python
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📝 Please remember the following to-do's before merge:
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* Add default value
# 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 code snippet demonstrating how to use this
```
# GitHub Actions CI
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To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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* Related to # (issue)
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} | # What does this PR do ?
Add a one line overview of what this PR aims to accomplish.
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# Changelog
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# GitHub Actions CI
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# Before your PR is "Ready for review"
**Pre checks**:
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"This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed in 7 days.",
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] | 2024-11-07T22:29:30 | 2024-12-16T02:07:12 | 2024-12-16T02:07:12 | NONE | {
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} | null | null | null | **Describe the bug**
When trying to run `nemo` with `gemma_2b`, `Exception: No dot product attention support for the provided inputs!` was returned.
```
[rank0]: Traceback (most recent call last):
[rank0]: File "/usr/local/bin/nemo", line 8, in <module>
[rank0]: sys.exit(app())
[rank0]: File "/usr/local/lib/python3.10/dist-packages/typer/main.py", line 326, in __call__
[rank0]: raise e
[rank0]: File "/usr/local/lib/python3.10/dist-packages/typer/main.py", line 309, in __call__
[rank0]: return get_command(self)(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/click/core.py", line 1157, in __call__
[rank0]: return self.main(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/typer/core.py", line 723, in main
[rank0]: return _main(
[rank0]: File "/usr/local/lib/python3.10/dist-packages/typer/core.py", line 193, in _main
[rank0]: rv = self.invoke(ctx)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/click/core.py", line 1688, in invoke
[rank0]: return _process_result(sub_ctx.command.invoke(sub_ctx))
[rank0]: File "/usr/local/lib/python3.10/dist-packages/click/core.py", line 1688, in invoke
[rank0]: return _process_result(sub_ctx.command.invoke(sub_ctx))
[rank0]: File "/usr/local/lib/python3.10/dist-packages/click/core.py", line 1434, in invoke
[rank0]: return ctx.invoke(self.callback, **ctx.params)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/click/core.py", line 783, in invoke
[rank0]: return __callback(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/typer/main.py", line 692, in wrapper
[rank0]: return callback(**use_params)
[rank0]: File "/opt/NeMo-Run/src/nemo_run/cli/api.py", line 793, in command
[rank0]: self.cli_execute(fn, ctx.args, type)
[rank0]: File "/opt/NeMo-Run/src/nemo_run/cli/api.py", line 845, in cli_execute
[rank0]: self._execute_task(fn, filtered_args)
[rank0]: File "/opt/NeMo-Run/src/nemo_run/cli/api.py", line 895, in _execute_task
[rank0]: run_task()
[rank0]: File "/opt/NeMo-Run/src/nemo_run/cli/api.py", line 874, in run_task
[rank0]: run.run(
[rank0]: File "/opt/NeMo-Run/src/nemo_run/run/api.py", line 65, in run
[rank0]: direct_run_fn(fn_or_script, dryrun=dryrun)
[rank0]: File "/opt/NeMo-Run/src/nemo_run/run/task.py", line 77, in direct_run_fn
[rank0]: built_fn()
[rank0]: File "/opt/NeMo/nemo/collections/llm/api.py", line 134, in pretrain
[rank0]: return train(
[rank0]: File "/opt/NeMo/nemo/collections/llm/api.py", line 92, in train
[rank0]: trainer.fit(model, data)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/trainer.py", line 538, in fit
[rank0]: call._call_and_handle_interrupt(
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/call.py", line 46, in _call_and_handle_interrupt
[rank0]: return trainer.strategy.launcher.launch(trainer_fn, *args, trainer=trainer, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/strategies/launchers/subprocess_script.py", line 105, in launch
[rank0]: return function(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/trainer.py", line 574, in _fit_impl
[rank0]: self._run(model, ckpt_path=ckpt_path)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/trainer.py", line 981, in _run
[rank0]: results = self._run_stage()
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/trainer.py", line 1023, in _run_stage
[rank0]: self._run_sanity_check()
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/trainer.py", line 1052, in _run_sanity_check
[rank0]: val_loop.run()
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/loops/utilities.py", line 178, in _decorator
[rank0]: return loop_run(self, *args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/loops/evaluation_loop.py", line 135, in run
[rank0]: self._evaluation_step(batch, batch_idx, dataloader_idx, dataloader_iter)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/loops/evaluation_loop.py", line 396, in _evaluation_step
[rank0]: output = call._call_strategy_hook(trainer, hook_name, *step_args)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/call.py", line 319, in _call_strategy_hook
[rank0]: output = fn(*args, **kwargs)
[rank0]: File "/opt/NeMo/nemo/lightning/pytorch/strategies/megatron_strategy.py", line 571, in validation_step
[rank0]: out = self.model.validation_step(dataloader_iter, *args, **kwargs)
[rank0]: File "/opt/NeMo/nemo/lightning/megatron_parallel.py", line 342, in validation_step
[rank0]: return self._step(
[rank0]: File "/opt/NeMo/nemo/lightning/megatron_parallel.py", line 429, in _step
[rank0]: return self.forward(
[rank0]: File "/opt/NeMo/nemo/lightning/megatron_parallel.py", line 279, in forward
[rank0]: microbatch_outputs = step()
[rank0]: File "/opt/NeMo/nemo/lightning/megatron_parallel.py", line 1126, in __call__
[rank0]: return self.forward_backward_func(
[rank0]: File "/opt/megatron-lm/megatron/core/pipeline_parallel/schedules.py", line 450, in forward_backward_no_pipelining
[rank0]: output_tensor, num_tokens = forward_step(
[rank0]: File "/opt/megatron-lm/megatron/core/pipeline_parallel/schedules.py", line 273, in forward_step
[rank0]: output_tensor, loss_func = forward_step_func(data_iterator, model)
[rank0]: File "/opt/NeMo/nemo/lightning/megatron_parallel.py", line 492, in wrapped_forward_step_func
[rank0]: output_tensor = _forward_step(model, batch)
[rank0]: File "/opt/NeMo/nemo/lightning/megatron_parallel.py", line 742, in wrapped
[rank0]: return attr(*args)
[rank0]: File "/opt/NeMo/nemo/collections/llm/gpt/model/base.py", line 311, in validation_step
[rank0]: return self.forward_step(batch)
[rank0]: File "/opt/NeMo/nemo/collections/llm/gpt/model/base.py", line 302, in forward_step
[rank0]: return self.config.forward_step_fn(self, batch)
[rank0]: File "/opt/NeMo/nemo/collections/llm/gpt/model/base.py", line 101, in gpt_forward_step
[rank0]: return model(**forward_args)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1552, in _wrapped_call_impl
[rank0]: return self._call_impl(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1561, in _call_impl
[rank0]: return forward_call(*args, **kwargs)
[rank0]: File "/opt/NeMo/nemo/collections/llm/gpt/model/base.py", line 286, in forward
[rank0]: output_tensor = self.module(
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1552, in _wrapped_call_impl
[rank0]: return self._call_impl(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1561, in _call_impl
[rank0]: return forward_call(*args, **kwargs)
[rank0]: File "/opt/megatron-lm/megatron/core/distributed/distributed_data_parallel.py", line 305, in forward
[rank0]: return self.module(*inputs, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1552, in _wrapped_call_impl
[rank0]: return self._call_impl(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1602, in _call_impl
[rank0]: result = forward_call(*args, **kwargs)
[rank0]: File "/opt/megatron-lm/megatron/core/transformer/module.py", line 178, in forward
[rank0]: outputs = self.module(*inputs, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1552, in _wrapped_call_impl
[rank0]: return self._call_impl(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1602, in _call_impl
[rank0]: result = forward_call(*args, **kwargs)
[rank0]: File "/opt/megatron-lm/megatron/core/models/gpt/gpt_model.py", line 226, in forward
[rank0]: hidden_states = self.decoder(
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1552, in _wrapped_call_impl
[rank0]: return self._call_impl(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1602, in _call_impl
[rank0]: result = forward_call(*args, **kwargs)
[rank0]: File "/opt/megatron-lm/megatron/core/transformer/transformer_block.py", line 493, in forward
[rank0]: hidden_states, context = layer(
[rank0]: File "/opt/megatron-lm/megatron/core/transformer/transformer_layer.py", line 390, in __call__
[rank0]: return super(MegatronModule, self).__call__(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1552, in _wrapped_call_impl
[rank0]: return self._call_impl(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1602, in _call_impl
[rank0]: result = forward_call(*args, **kwargs)
[rank0]: File "/opt/megatron-lm/megatron/core/transformer/transformer_layer.py", line 294, in forward
[rank0]: attention_output_with_bias = self.self_attention(
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1552, in _wrapped_call_impl
[rank0]: return self._call_impl(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1602, in _call_impl
[rank0]: result = forward_call(*args, **kwargs)
[rank0]: File "/opt/megatron-lm/megatron/core/transformer/attention.py", line 314, in forward
[rank0]: core_attn_out = self.core_attention(
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1552, in _wrapped_call_impl
[rank0]: return self._call_impl(*args, **kwargs)
[rank0]: File "/usr/local/lib/python3.10/dist-packages/torch/nn/modules/module.py", line 1602, in _call_impl
[rank0]: result = forward_call(*args, **kwargs)
[rank0]: File "/opt/megatron-lm/megatron/core/extensions/transformer_engine.py", line 699, in forward
[rank0]: core_attn_out = super().forward(
[rank0]: File "/opt/TransformerEngine/transformer_engine/pytorch/attention.py", line 6984, in forward
[rank0]: raise Exception("No dot product attention support for the provided inputs!")
[rank0]: Exception: No dot product attention support for the provided inputs!
```
**Steps/Code to reproduce bug**
```
nemo llm pretrain -f gemma_2b trainer.max_steps=10
```
**Expected behavior**
Exception should not pop up or abort.
**Environment overview (please complete the following information)**
```
sudo docker run --gpus all --ipc=host --ulimit memlock=-1 --ulimit stack=67108864 -it nvcr.io/nvidia/nemo:dev
```
on GCP VM
**Environment details**
If NVIDIA docker image is used you don't need to specify these.
Otherwise, please provide:
- OS version: Ubuntu Ubuntu 22.04.4 LTS
- PyTorch version: 2.4.0a0+3bcc3cddb5.nv24.07
- Python version: 3.10.12
**Additional context**
GPU model: NVIDIA L4 * 8
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# Add a code snippet demonstrating how to use this
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# GitHub Actions CI
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To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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"This PR is stale because it has been open for 14 days with no activity. Remove stale label or comment or update or this will be closed in 7 days.",
"This PR is stale because it has been open for 14 days with no activity. Remove stale label or comment or update or this will be closed in 7 days.",
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# Usage
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```python
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# GitHub Actions CI
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- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
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- [ ] Bugfix
- [ ] Documentation
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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* Related to # (issue)
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```python
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# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# 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?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [x] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
* Related to # (issue)
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the rest are pylint related.
**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
```
# GitHub Actions CI
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# Before your PR is "Ready for review"
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- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" 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
- 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
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
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- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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* Related to # (issue)
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} | # What does this PR do ?
Fix the current incompatibility issue with latest MCore due to the recent change https://github.com/NVIDIA/Megatron-LM/commit/4295be1a6c5a0a5d340fa5a081cb741f5b3e863a
**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
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
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# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
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```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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# Before your PR is "Ready for review"
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- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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* Related to # (issue)
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"As far as I can tell, this model doesn't exist. The only \"stt_*_*conformer_ctc_small\" models I've found were Conformer models, not FastConformer. Do you have a link to this model?",
"This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed ... | 2024-11-07T10:29:30 | 2024-12-20T01:58:56 | 2024-12-20T01:58:56 | NONE | {
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```yaml
name: "FastConformer-CTC-BPE"
# name: "model STT N test"
init_from_pretrained_model: "stt_en_fastconformer_ctc_small"
model:
sample_rate: 16000
log_prediction: true # enables logging sample predictions in the output during training
ctc_reduction: 'mean_volume'
skip_nan_grad: false
model_defaults:
pred_hidden: 320
joint_hidden: 320
train_ds:
manifest_filepath: /home/team_voice/STT_pdnguyen/finetune-fast-conformer_14m/metadata_train/fubon_add_all_data_train_10_10_2024.json
sample_rate: ${model.sample_rate}
batch_size: 1 # you may increase batch_size if your memory allows
shuffle: true
num_workers: 32
pin_memory: true
max_duration: 20 # it is set for LibriSpeech, you may need to update it for your dataset
min_duration: 0.3
# tarred datasets
is_tarred: false
tarred_audio_filepaths: null
shuffle_n: 2048
# bucketing params
bucketing_strategy: "fully_randomized"
bucketing_batch_size: null
``` | {
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Still TODO: Apply it in non-test scenario
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# Changelog
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# Usage
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```python
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} | beep boop [🤖]: Hi @janekl 👋,
we've cherry picked #10570 into `r2.0.0` for you! 🚀
Please review and approve this cherry pick by your convenience! | {
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"what is the output of `pip freeze`?\n\n I'm running `flash-attn==2.0.4` and `nemo_toolkit==1.23.0` and \n\n```\n>>> from nemo.collections.nlp.modules.common.megatron.attention import CoreAttention\n```\n\nruns without issue",
"This issue is stale because it has been open for 30 days with no activity. Remove stal... | 2024-11-07T03:24:44 | 2024-12-22T02:03:10 | 2024-12-22T02:03:09 | NONE | {
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} | null | null | null | **Describe the bug**
When I use flash attn=2.0.4, running Nemo will result in an error `NameError: name' flash_attn_with_kvcache 'is not defined`
After checking the [code,](https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/nlp/modules/common/megatron/attention.py) I found that when
```python
try:
# Flash Attention 1.X
from flash_attn.bert_padding import pad_input, unpad_input
from flash_attn.flash_attn_interface import flash_attn_unpadded_func
HAVE_FLASH_ATTENTION = True
flash_attn_func = None
```
After success, below
```python
except (ImportError, ModuleNotFoundError):
try:
from flash_attn import flash_attn_with_kvcache
except
flash_attn_with_kvcache = None
```
I won't execute it
So below
```python
if (
flash_attn_with_kvcache is not None
and self.use_flash_attention
and rotary_pos_emb is not None
and inference_max_sequence_len
and not set_inference_key_value_memory
）
```
The above error will be reported, I think this is a bug, right?
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} | This prevents errors of the form
```
penwebtext/0 [default0]: File "/opt/NeMo/nemo/lightning/io/mixin.py", line 564, in _io_unflatten_object
penwebtext/0 [default0]: assert hasattr(_thread_local, "output_dir")
penwebtext/0 [default0]:AssertionError
``` | {
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
* Related to # (issue)
| {
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📝 Please remember the following to-do's before merge:
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
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To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
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- [ ] Did you write any new necessary tests?
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- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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* Related to # (issue)
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**Collection**: This creates a new collection under common/video_tokenizers. Specifically, this collection creates a NeMo PyTorch lightning model for the Cosmos Tokenizers.
# Changelog
- Add a PyTorch lightning model for the Cosmos Tokenizers
- Add an example for multi-modal autoregressive image generation with Cosmos Tokenizer
- Add an example for preparing a megatron-energon dataset with Cosmos Tokenizer
# Usage
* We provide README's under the following directories
* `nemo/collections/common/video_tokenizers`
* `nemo/collections/diffusion/data`
* `nemo/collections/multimodal_autoregressive/data`
# GitHub Actions CI
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- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
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[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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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 code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
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} | # What does this PR do ?
Adds import guard for ipython in vad_utils.py
**Collection**: ASR
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
* Related to # (issue)
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