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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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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
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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.
# Additional Information
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📝 Please remember the following to-do's before merge:
- [ ] Verify the presubmit CI
🙏 Please merge this PR only if the CI workflow completed successfully. | {
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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The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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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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"Adding @oyilmaz-nvidia for viz.",
"@hemildesai would you please add some code snippet in your MR description to demonstrate how to use generation implemented? I mean how to use it with a container like `nvcr.io/nvidia/nemo:dev` for some basic case like Llama with, say, TP=4 (PP > 1 example would also be great if that is already supported).\r\n\r\nThis is to have some basic example that users can immediately try out - generation is quite a common use-case.",
"> @hemildesai would you please add some code snippet in your MR description to demonstrate how to use generation implemented? I mean how to use it with a container like `nvcr.io/nvidia/nemo:dev` for some basic case like Llama with, say, TP=4 (PP > 1 example would also be great if that is already supported).\r\n> \r\n> This is to have some basic example that users can immediately try out - generation is quite a common use-case.\r\n\r\nHi @janekl yes we will be adding an example for using llm.generate to this PR soon",
"@janekl I've added an example script in https://github.com/NVIDIA/NeMo/pull/10471/commits/6ad3d9425a1287cdc914e104f9bd93430e605227",
"[🤖]: Hi @hemildesai 👋,\n\nWe wanted to let you know that a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/11333699450) for this PR just finished successfully\n\nSo it might be time to merge this PR or get some approvals\n\nI'm just a bot so I'll leave it you what to do next.\n\n//cc @pablo-garay @ko3n1g"
] | 2024-09-11T23:14:19 | 2024-10-15T01:17:37 | 2024-10-15T01:17:36 | COLLABORATOR | {
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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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- [ ] 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 ?
Checkpoint restoration process (roughly):
1. generate a state dict that contains model's state dict and optimizer's state dict.
2. load the two state dicts from the file checkpoint
3. restore model's state from the state contained in the checkpoint
4. reload optimizer params from the model's state.
5. restore optimizer's state from the state contained in the checkpoint.
The bug was in (1) and (4), the optimizer state does not contain cloned tensors but rather references. As a result, when the parameters were reloaded in (4) they were actually overwriting what was restored in (2) (in particular the fp32_from_fp16_params).
**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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"[🤖]: Hi @nithinraok 👋,\r\n\r\nI just wanted to let you know that, you know, a [CICD pipeline](https://github.com/NVIDIA/NeMo/actions/runs/11056453334) for this PR just finished successfully ✨\r\n\r\nSo it might be time to merge this PR or like to get some approvals 🚀\r\n\r\nBut I'm just a 🤖 so I'll leave it you what to do next.\r\n\r\nHave a great day! \r\n\r\n//cc @ko3n1g",
"In CI-CD stage for more than a week. Merging as it was failing for LLM issues unrelated to this PR. "
] | 2024-09-11T21:26:12 | 2024-09-26T17:02:01 | 2024-09-26T16:35:20 | COLLABORATOR | {
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} | # What does this PR do ?
Replaces deprecated cuda.amp.autocast with amp.autocast(**Args)
**Collection**: All (majorly ASR, TTS, Audio)
# Changelog
- replace cuda.amp.autocast with amp.autocast(**Args)
# 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"
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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?
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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 ?
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} | # What does this PR do ?
#10241 introduced the `save_weights_only` arg, which had an unexpected consequence on PEFT checkpoint saving. Setting `save_weights_only=True` will bypass the `PEFT.on_save_checkpoint` function, since PEFT is a callback. (See [here](https://github.com/Lightning-AI/pytorch-lightning/blob/bc3c9c536dc88bfa9a46f63fbce22b382a86a9cb/src/lightning/pytorch/trainer/connectors/checkpoint_connector.py#L487-L492))
This PR removes `PEFT.on_save_checkpoint` and moves the checkpoint saving logic in `WrappedAdapterIO.save_checkpoint`
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} | # What does this PR do ?
Allow model outputs to be dictionary instead of just tensor. This allows more flexible metric logging through megatron hooks.
**Collection**: all
# Changelog
- update `setup_megatron_parallel` to fix callback addition
- update `training_step` and `validation_step` to allow dictionary as model outputs
# GitHub Actions CI
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**PR Type**:
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"would be great to address this"
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} | null | null | null | **Is your feature request related to a problem? Please describe.**
We found checkpoint averaging to be very helpful, but the current scripts in https://github.com/NVIDIA/NeMo/tree/main/scripts/checkpoint_averaging don't work with the new format.
**Describe the solution you'd like**
Please provide an example of the averaging script that works.
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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.
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# Before your PR is "Ready for review"
**Pre checks**:
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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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"> Thanks a lot! Would be awesome if you could help inform other team colleagues too about this, it can prevent these infra-issues we've had before. Approving now\r\n\r\n@ko3n1g of course, will let them know. Could you please approve this again? I needed to update some parameter naming."
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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?
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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
* 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
* Related to # (issue)
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📝 Please remember the following to-do's before merge:
- [ ] Verify the presubmit CI
🙏 Please merge this PR only if the CI workflow completed successfully. | {
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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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} | # What does this PR do ?
added megatron-energon based datamodule for neva training
**Collection**: [Note which collection this PR will affect]
Multimodal
# Changelog
- Energon based
```python
from nemo.collections.multimodal.data.energon import (
ImageToken,
MultiModalSampleConfig,
SimpleMultiModalDataModule,
)
processor = AutoProcessor.from_pretrained("llava-hf/llava-1.5-7b-hf")
tokenizer = processor.tokenizer
image_processor = processor.image_processor
config = MultiModalSampleConfig(
image_token=ImageToken(token_str="<image>", token_id=-200), ignore_place_holder=-100
)
data_module = SimpleMultiModalDataModule(
path=dataset_path,
tokenizer=tokenizer,
image_processor=image_processor,
num_workers=0,
micro_batch_size=1,
multimodal_sample_config=config,
)
```
# 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**:
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- [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**:
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- [ ] 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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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 write any new necessary tests?
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**PR Type**:
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- [ ] 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 ?
Should save 20-30mins in CI docker image builds.
**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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"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.",
"[🤖]: Hi @cuichenx 👋,\n\nI just wanted to let you know that, you know, a [CICD pipeline](https://github.com/$REPOSITORY/actions/runs/$RUN_ID) for this PR just finished successfully ✨\n\nSo it might be time to merge this PR or like to get some approvals 🚀\n\nBut I'm just a 🤖 so I'll leave it you what to do next.\n\nHave a great day! \n\n//cc @ko3n1g"
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} | # What does this PR do ?
Enable sequence packing in SFT/PEFT training in NeMo 2.
Compared to NeMo 1, sequence packing now supports
- Online packing -- No need to run the data preparation script off line. Simply specify packed sequence size and the packed sequence will be prepared in the training run.
- mbs > 1 -- NeMo 2 will automatically convert data to mbs=1 by concatenating the input sequences.
**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**:
- [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.
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* Related to # (issue)
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} | # What does this PR do ?
Update documentation for fp8 trt-llm export
**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
- [X] 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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# Usage
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```python
# Add a code snippet demonstrating how to use this
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# 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.
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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
- [ ] 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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**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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**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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📝 Please remember the following to-do's before merge:
- [ ] Verify the presubmit CI
🙏 Please merge this PR only if the CI workflow completed successfully. | {
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"Talked with @erhoo82 offline [8307fcda5fff57ab0e77131b09bf37da997ec1f2](https://github.com/NVIDIA/NeMo/pull/10423/files) is sufficient for this PR."
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} | # What does this PR do ?
Performance FP8 AMAX reduction in TP (+CP) domain only compared to the default domain of TP+DP (+CP).
TP-only FP8 reduction would only work with training from scratch at the moment.
# Changelog
- Add `model.tp_only_amax_red` to TransformerConfig interface
# Usage
- Set `model.tp_only_amax_red=True` to reduce FP8 AMAX only in TP (+CP) domain
# 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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} | # What does this PR do ?
Previously, the `GPTDatasetConfig.mock` attribute was not set correctly, as a result, training scripts were passing a `MockGPTDataset` class to MCore, but the `.mock` was still set to default value (`False`), thus instead of `MockGPTDataset` it was instantiating a `GPTDataset`.
The fix is to set the `.mock` to have the correct value.
**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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https://api.github.com/repos/NVIDIA/NeMo/issues/10433 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/10433/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/10433/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/10433/events | https://github.com/NVIDIA/NeMo/pull/10433 | 2,514,407,500 | PR_kwDOC_bI7s564ECd | 10,433 | Bump Mcore commit to 90cd925ed0842afd709b4bf63c56ee889f03323e | {
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"Hey @akoumpa , it’s not necessary to do this manually, we have a nightly job that attempt this bump too. If it failed, it means that NeMo isn’t compatible to Mcore ToT and someone needs to look into it",
"https://github.com/NVIDIA/NeMo/pull/10423",
"@ko3n1g thanks I was not aware; I'll close this in favor of 10423 and look into fixing any issues remaining."
] | 2024-09-09T16:32:58 | 2024-09-09T16:40:53 | 2024-09-09T16:40:53 | MEMBER | {
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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
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# Usage
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# 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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"Added long context recipes for 15B and 22B models."
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} | # What does this PR do ?
Adds example recipes and tests for nemotron
**Collection**:
LLM
# Changelog
- Added recipes for nemotron 3_4b, 3_8b, 4_15b, 5_22b, 4_340b
- Updated `distributed_fused_adam_with_cosine_annealing` function in the recipes to support different precessions and expose lr parameters
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
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# Before your PR is "Ready for 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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"Depends on optimal similarity for the model. \n\nYou could first convert all similarity scores to postive value and within range of [0,1] by (1+cs)/2 and observe the values for a know trial set. \n\nBased on my analysis for titanet, optimal value for same speaker was found to be 0.7 (which you could consider as 50% case). However its not a 1:1 matching. "
] | 2024-09-09T14:07:24 | 2024-09-22T21:30:20 | 2024-09-22T21:29:51 | NONE | {
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} | null | null | null | Hi I'm trying to understand in this model how should I convert in some way the cosine Similarity to a probability.
I'm working for my company in a project where we need to detect if 2 audios have the same speaker or not. Basically, trying to detect if an audio has been cloned or it's original.
The client has required the output of the application that detects audios to be a percentage. That is, 100% should be max similarity and 0% it's not the same speaker at all.
My question is: Is it possible to do that?. Does it make sense? Because what I understant is that cosine similarity = 0 does not mean 50% right?
I would really appreciate any help here as I have not found anything on the internet.
Thank you in advance!! | {
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} | # What does this PR do ?
Currently `causal_conv1d` and `mamba_ssm` are in fact required to use NeMo but are not included in [requirements](https://github.com/NVIDIA/NeMo/blob/main/requirements/requirements_nlp.txt). This MR introduces the "import guard" mechanism for these two packages so that users that setup NeMo using `pip install nemo-toolkit` are not immediately hit by missing dependency problems if their use case is not related to Griffin or Mamba models.
**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
```
# 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**:
- [ ] 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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https://api.github.com/repos/NVIDIA/NeMo/issues/10428 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/10428/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/10428/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/10428/events | https://github.com/NVIDIA/NeMo/issues/10428 | 2,513,620,656 | I_kwDOC_bI7s6V0s6w | 10,428 | Problem running LoRA PEFT on Llama 3 8B Instruct using NeMo docker container | {
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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.",
"This issue was closed because it has been inactive for 7 days since being marked as stale."
] | 2024-09-09T10:54:05 | 2024-10-17T01:58:49 | 2024-10-17T01:58:48 | NONE | {
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} | null | null | null | I am trying to run the tutorial on [LoRA PEFT on Llama 3 8B Instruct using PubMedQA with NeMo](https://github.com/NVIDIA/NeMo/tree/main/tutorials/llm/llama-3/biomedical-qa) . I am running the notebook through the provided docker container, but I'm encountering some errors right at the early start of the code. Both the model and datasets seem to be properly loaded into the container.
When running:
%%bash
# Set paths to the model, train, validation and test sets.
MODEL="./workspace/llama-3-8b-instruct-nemo_v1.0/8b_instruct_nemo_bf16.nemo"
TRAIN_DS="[./pubmedqa/data/pubmedqa_train.jsonl]"
VALID_DS="[./pubmedqa/data/pubmedqa_val.jsonl]"
TEST_DS="[./pubmedqa/data/pubmedqa_test.jsonl]"
TEST_NAMES="[pubmedqa]"
SCHEME="lora"
TP_SIZE=1
PP_SIZE=1
OUTPUT_DIR="./results/Meta-Llama-3-8B-Instruct/"
rm -r $OUTPUT_DIR
torchrun --nproc_per_node=1 \
/opt/NeMo/examples/nlp/language_modeling/tuning/megatron_gpt_finetuning.py \
exp_manager.exp_dir=${OUTPUT_DIR} \
exp_manager.explicit_log_dir=${OUTPUT_DIR} \
trainer.devices=1 \
trainer.num_nodes=1 \
trainer.precision=bf16-mixed \
trainer.val_check_interval=20 \
trainer.max_steps=500 \
model.megatron_amp_O2=True \
++model.mcore_gpt=True \
model.tensor_model_parallel_size=${TP_SIZE} \
model.pipeline_model_parallel_size=${PP_SIZE} \
model.micro_batch_size=1 \
model.global_batch_size=8 \
model.restore_from_path=${MODEL} \
model.data.train_ds.num_workers=0 \
model.data.validation_ds.num_workers=0 \
model.data.train_ds.file_names=${TRAIN_DS} \
model.data.train_ds.concat_sampling_probabilities=[1.0] \
model.data.validation_ds.file_names=${VALID_DS} \
model.peft.peft_scheme=${SCHEME}
I get the following error:
[NeMo W 2024-09-09 10:39:45 exp_manager:966] The checkpoint callback was told to monitor a validation value and trainer's max_steps was set to 500. Please ensure that max_steps will run for at least 1 epochs to ensure that checkpointing will not error out.
Error executing job with overrides: ['exp_manager.exp_dir=./results/Meta-Llama-3-8B-Instruct/', 'exp_manager.explicit_log_dir=./results/Meta-Llama-3-8B-Instruct/', 'trainer.devices=1', 'trainer.num_nodes=1', 'trainer.precision=bf16-mixed', 'trainer.val_check_interval=20', 'trainer.max_steps=500', 'model.megatron_amp_O2=True', '++model.mcore_gpt=True', 'model.tensor_model_parallel_size=1', 'model.pipeline_model_parallel_size=1', 'model.micro_batch_size=1', 'model.global_batch_size=8', 'model.restore_from_path=./workspace/llama-3-8b-instruct-nemo_v1.0/8b_instruct_nemo_bf16.nemo', 'model.data.train_ds.num_workers=0', 'model.data.validation_ds.num_workers=0', 'model.data.train_ds.file_names=[./pubmedqa/data/pubmedqa_train.jsonl]', 'model.data.train_ds.concat_sampling_probabilities=[1.0]', 'model.data.validation_ds.file_names=[./pubmedqa/data/pubmedqa_val.jsonl]', 'model.peft.peft_scheme=lora']
Traceback (most recent call last):
File "/opt/NeMo/examples/nlp/language_modeling/tuning/megatron_gpt_finetuning.py", line 62, in main
model_cfg = MegatronGPTSFTModel.merge_cfg_with(cfg.model.restore_from_path, cfg)
File "/opt/NeMo/nemo/collections/nlp/parts/mixins/nlp_adapter_mixins.py", line 469, in merge_cfg_with
base_cfg = cls.restore_from(path, return_config=True)
File "/opt/NeMo/nemo/collections/nlp/models/nlp_model.py", line 465, in restore_from
return super().restore_from(
File "/opt/NeMo/nemo/core/classes/modelPT.py", line 464, in restore_from
instance = cls._save_restore_connector.restore_from(
File "/opt/NeMo/nemo/collections/nlp/parts/nlp_overrides.py", line 1122, in restore_from
loaded_params = super().load_config_and_state_dict(
File "/opt/NeMo/nemo/core/connectors/save_restore_connector.py", line 143, in load_config_and_state_dict
self._unpack_nemo_file(
File "/opt/NeMo/nemo/core/connectors/save_restore_connector.py", line 597, in _unpack_nemo_file
members = [x for x in tar.getmembers() if ".yaml" in x.name]
File "/usr/lib/python3.10/tarfile.py", line 1987, in getmembers
self._load() # all members, we first have to
File "/usr/lib/python3.10/tarfile.py", line 2682, in _load
tarinfo = self.next()
File "/usr/lib/python3.10/tarfile.py", line 2589, in next
raise ReadError("unexpected end of data")
tarfile.ReadError: unexpected end of data
Set the environment variable HYDRA_FULL_ERROR=1 for a complete stack trace.
[2024-09-09 10:39:48,947] torch.distributed.elastic.multiprocessing.api: [ERROR] failed (exitcode: 1) local_rank: 0 (pid: 74718) of binary: /usr/bin/python
Traceback (most recent call last):
File "/usr/local/bin/torchrun", line 8, in <module>
sys.exit(main())
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/elastic/multiprocessing/errors/__init__.py", line 347, in wrapper
return f(*args, **kwargs)
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/run.py", line 812, in main
run(args)
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/run.py", line 803, in run
elastic_launch(
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/launcher/api.py", line 135, in __call__
return launch_agent(self._config, self._entrypoint, list(args))
File "/usr/local/lib/python3.10/dist-packages/torch/distributed/launcher/api.py", line 268, in launch_agent
raise ChildFailedError(
torch.distributed.elastic.multiprocessing.errors.ChildFailedError:
============================================================
/opt/NeMo/examples/nlp/language_modeling/tuning/megatron_gpt_finetuning.py FAILED
------------------------------------------------------------
Failures:
<NO_OTHER_FAILURES>
------------------------------------------------------------
Root Cause (first observed failure):
[0]:
time : 2024-09-09_10:39:48
host : ip-172-32-0-242.eu-west-1.compute.internal
rank : 0 (local_rank: 0)
exitcode : 1 (pid: 74718)
error_file: <N/A>
traceback : To enable traceback see: https://pytorch.org/docs/stable/elastic/errors.html
============================================================
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**Collection**: [Note which collection this PR will affect]
# Changelog
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# Usage
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# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
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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)
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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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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.
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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)
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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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# Usage
* You can potentially add a usage example below
```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.
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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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"hey @akoumpa, some of these changes are definitely missing in the release branch `r2.0.0` (specifically, adding the attribute `fp8` to `ExampleConfig` of `tests/collections/llm/test_mnist_model_nemo2.py`\r\n\r\nCan you help me figure out if this is the only change that we should cherry-pick, of its safer to cherry-pick the whole PR?"
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📝 Please remember the following to-do's before merge:
- [ ] Verify the presubmit CI
🙏 Please merge this PR only if the CI workflow completed successfully. | {
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# Changelog
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# Usage
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} | * add mamba init
* more ssm
* add 370m
* add hybrid
* fix issue
* integrate model and tokenizer config for ssm
* add all mamba configs
* modify state re pattern
* revert gpt stuff
* remove SSM class and training script
* Apply isort and black reformatting
* remove faulty export
* add script to test
* Apply isort and black reformatting
* some recent fixes
* Apply isort and black reformatting
* test script tp/pp1
* Apply isort and black reformatting
* add cicd
* include MLM mamba dist ckpt commit
* add license head and address more comments
* Apply isort and black reformatting
* add guard
* remove guard from TransformerConfig
* update scripts
* Apply isort and black reformatting
---------
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If you haven't finished some of the above items you can still open "Draft" PR.
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# Changelog
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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"
**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**:
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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.
# Additional Information
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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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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)
- [ ] 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)
- [ ] 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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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?
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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.
# Additional Information
* Related to # (issue)
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"hey @JRD971000, this PR got a bit delayed. Shall we still cherry-pick it? Can you help resolving the conflict? Otherwise feel free to close it",
"@ko3n1g thanks for the reminder, I actually added the CIs in another PR. I don't know why I had two PRs for this :) \r\n\r\nHowever, I have a PR for removing optional flag from SSM test, given the rm -rf issue is hopefully gone:\r\nhttps://github.com/NVIDIA/NeMo/pull/10460",
"closing this one"
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} | * add mamba init
* more ssm
* add 370m
* add hybrid
* fix issue
* integrate model and tokenizer config for ssm
* add all mamba configs
* modify state re pattern
* revert gpt stuff
* remove SSM class and training script
* Apply isort and black reformatting
* remove faulty export
* add script to test
* Apply isort and black reformatting
* some recent fixes
* Apply isort and black reformatting
* test script tp/pp1
* Apply isort and black reformatting
* add cicd
* include MLM mamba dist ckpt commit
* add license head and address more comments
* Apply isort and black reformatting
* add guard
* remove guard from TransformerConfig
* update scripts
* Apply isort and black reformatting
---------
# 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
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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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- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] 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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# 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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- [ ] 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?
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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.
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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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- [ ] 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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# 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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- [ ] 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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**Collection**: [Note which collection this PR will affect]
# Changelog
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**PR Type**:
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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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**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?
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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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* 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.
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* Related to # (issue)
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📝 Please remember the following to-do's before merge:
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# Add a code snippet demonstrating how to use this
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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
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# Usage
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```python
# Add a code snippet demonstrating how to use this
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The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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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)
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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"
**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)
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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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# Changelog
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```python
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# Before your PR is "Ready for review"
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📝 Please remember the following to-do's before merge:
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- [ ] Review the comment `Detailed Changelogs`
🚨 Please also keep in mind to _not_ delete the headings of the task commits. They are required by the post-merge automation.
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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.
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Minor improvements to `AutoResume` class to improve readability
**Collection**: llm
# 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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https://api.github.com/repos/NVIDIA/NeMo/issues/10386 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/10386/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/10386/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/10386/events | https://github.com/NVIDIA/NeMo/issues/10386 | 2,512,028,971 | I_kwDOC_bI7s6VuoUr | 10,386 | megatron.core.dist_checkpointing.core.CheckpointingException: Object shard /ckpt/model_weights/model.decoder.layers.self_attention.core_attention._extra_state/shard_0_80.pt not found | {
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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.",
"This issue was closed because it has been inactive for 7 days since being marked as stale.",
"@OrenLeung Hello Have you fixed this problem im stuck with the same..!\n"
] | 2024-09-07T19:14:18 | 2024-11-27T12:02:36 | 2024-10-15T01:59:30 | NONE | {
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} | null | null | null | **Describe the bug**
I got MLPerf LLama2 LoRA working with 24.04-py3 pytorch image with the [same modifications](https://github.com/mlcommons/training_results_v4.0/blob/main/NVIDIA/benchmarks/llama2_70b_lora/implementations/nemo/Dockerfile) with NVIDIA's submission. The model weights are converted using the following [checkpoints conversion script](https://github.com/mlcommons/training_results_v4.0/blob/main/NVIDIA/benchmarks/llama2_70b_lora/implementations/nemo/scripts/convert_model.py#L182-L258)
While trying to update to the latest Nemo, Megatron and Pytorch image (24.08), i ran into the following issue saying that NeMo checkpoint restore `self_attention.core_attention._extra_state` but we don't have that as for llama2 lora, core attention does not have any weights. I have checked that our self attention already have qkv projection and output projection weights.
What is the resolution towards fixing this? is there a certain thing I should put to stop restore from trying to get core attention even tho it doesnt have it?
This is my config file https://github.com/mlcommons/training_results_v4.0/blob/main/NVIDIA/benchmarks/llama2_70b_lora/implementations/nemo/conf/base/model_config.yaml
```
6: [rank6]: instance = cls._save_restore_connector.restore_from(
6: [rank6]: File "/workspace/ft-llm/NeMo/nemo/collections/nlp/parts/nlp_overrides.py", line 1333, in restore_from
6: [rank6]: checkpoint = checkpoint_io.load_checkpoint(
6: [rank6]: File "/usr/lib/python3.10/contextlib.py", line 79, in inner
6: [rank6]: return func(*args, **kwds)
6: [rank6]: File "/workspace/ft-llm/NeMo/nemo/utils/callbacks/dist_ckpt_io.py", line 340, in load_checkpoint
6: [rank6]: return dist_checkpointing.load(
6: [rank6]: File "/usr/local/lib/python3.10/dist-packages/megatron/core/dist_checkpointing/serialization.py", line 155, in load
6: [rank6]: sharded_objects = common_strategy.load_sharded_objects(
6: [rank6]: File "/usr/local/lib/python3.10/dist-packages/megatron/core/dist_checkpointing/strategies/common.py", line 107, in load_sharded_objects
6: [rank6]: return dict_list_map_inplace(load_sharded_object, sharded_objects_state_dict)
6: [rank6]: File "/usr/local/lib/python3.10/dist-packages/megatron/core/dist_checkpointing/dict_utils.py", line 180, in dict_list_map_inplace
6: [rank6]: x[k] = dict_list_map_inplace(f, v)
7: [rank7]: File "/usr/local/lib/python3.10/dist-packages/megatron/core/dist_checkpointing/dict_utils.py", line 180, in dict_list_map_inplace
7: [rank7]: x[k] = dict_list_map_inplace(f, v)
7: [rank7]: File "/usr/local/lib/python3.10/dist-packages/megatron/core/dist_checkpointing/dict_utils.py", line 184, in dict_list_map_inplace
7: [rank7]: return f(x)
7: [rank7]: File "/usr/local/lib/python3.10/dist-packages/megatron/core/dist_checkpointing/strategies/common.py", line 104, in load_sharded_object
7: [rank7]: raise CheckpointingException(err_msg) from e
7: [rank7]: megatron.core.dist_checkpointing.core.CheckpointingException: Object shard /ckpt/model_weights/model.decoder.layers.self_attention.core_attention._extra_state/shard_0_80.pt not found
```
**Expected behavior**
checkpoints should work between versions
**Environment overview (please complete the following information)**
- Environment location: [Bare-metal, Docker, Cloud(specify cloud provider - AWS, Azure, GCP, Collab)]
- Method of NeMo install: [pip install or from source]. Please specify exact commands you used to install.
- If method of install is [Docker], provide `docker pull` & `docker run` commands used
**Environment details**
Nvidia pytorch 24.08 Docker
With the following package updates
```
ARG NEMO_REVISION=r2.0.0rc1
RUN git clone https://github.com/NVIDIA/NeMo.git && \
cd NeMo && \
echo NEMO_REVISION=${NEMO_REVISION} && \
git checkout ${NEMO_REVISION} && \
echo NEMO_COMMIT_HASH=$(git rev-parse HEAD) && \
pip install --no-build-isolation -e ".[nlp]"
## Megatron-core
ARG MEGATRON_REVISION=core_r0.8.0
RUN pip uninstall -y megatron-core && \
git clone https://github.com/NVIDIA/Megatron-LM.git && \
cd Megatron-LM && \
echo MEGATRON_REVISION=${MEGATRON_REVISION} && \
git checkout ${MEGATRON_REVISION} && \
echo MEGATRON_COMMIT_HASH=$(git rev-parse HEAD) && \
pip install . && \
cd megatron/core/datasets && \
make
```
```
$ ls /mnt/nvme/llama2/model/model_weights/
common.pt model.decoder.layers.self_attention.linear_proj._extra_state
metadata.json model.decoder.layers.self_attention.linear_proj.weight
model.decoder.final_layernorm.weight model.decoder.layers.self_attention.linear_qkv._extra_state
model.decoder.layers.mlp.linear_fc1._extra_state model.decoder.layers.self_attention.linear_qkv.layer_norm_weight
model.decoder.layers.mlp.linear_fc1.layer_norm_weight model.decoder.layers.self_attention.linear_qkv.weight
model.decoder.layers.mlp.linear_fc1.weight model.embedding.word_embeddings.weight
model.decoder.layers.mlp.linear_fc2._extra_state model.output_layer.weight
model.decoder.layers.mlp.linear_fc2.weight
``` | {
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} | # What does this PR do ?
When using a Megatron-based dataloader, the length of the dataset changes when we restore from a checkpoint. We do not want the `BatchProgress` class to reflect the samples that were processed before saving the checkpoint.
**Collection**: llm
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"Fixed, found stereo audio marked as single channel"
] | 2024-09-06T22:28:44 | 2024-09-23T15:57:14 | 2024-09-23T15:57:12 | NONE | {
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} | null | null | null | **Describe the bug**
Hi @pzelasko, I got the following error using lhotse shar dataset settings to train a hybrid CTC transducer model. What does this error suggest? What are the entries in this stack in this case? I'm not sure if this is a bug or something wrong with my dataset.
I'm guessing if it can be due to audio having two channels? Although I think it's also unlikely that I have that in my data.
Thank you!
```
File "***lib/python3.11/site-packages/torch/utils/data/_utils/worker.py", line 308, in _wor
ker_loop
data = fetcher.fetch(index)
^^^^^^^^^^^^^^^^^^^^
File "/***lib/python3.11/site-packages/torch/utils/data/_utils/fetch.py", line 41, in fetch
data = next(self.dataset_iter)
^^^^^^^^^^^^^^^^^^^^^^^
File "***lib/python3.11/site-packages/lhotse/dataset/iterable_dataset.py", line 100, in __n
ext__
return self.dataset[sampled]
~~~~~~~~~~~~^^^^^^^^^
File "***lib/python3.11/site-packages/nemo/collections/asr/data/audio_to_text_lhotse.py", l
ine 52, in __getitem__
audio, audio_lens, cuts = self.load_audio(cuts)
^^^^^^^^^^^^^^^^^^^^^
File "***lib/python3.11/site-packages/lhotse/dataset/input_strategies.py", line 224, in __c
all__
return collate_audio(
^^^^^^^^^^^^^^
File "***lib/python3.11/site-packages/lhotse/dataset/collation.py", line 202, in collate_au
dio
audios = torch.stack(audios)
^^^^^^^^^^^^^^^^^^^
RuntimeError: stack expects each tensor to be equal size, but got [203680] at entry 0 and [2, 203680] at entry 28
```
**Steps/Code to reproduce bug**
As described above.
**Expected behavior**
Tensors should all just have one dimension?
**Environment overview (please complete the following information)**
N/A
**Environment details**
N/A
**Additional context**
N/A
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# Changelog
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"wouldn't it be better to enable pre-sorting for partial audio instead (if possible)?",
"Thanks for the suggestion @pzelasko, that needs a whole revamp and done that. \r\nBut now I notice we can unify partial audio.\r\n1. ~Canary can perform partial audio transcription when offset provided through manifest (previous assumption was no I believe looking at the code)~ -> Fixed to allow partial transcribe to be done using transcribe by default \r\n2. ~If 1, then we can add additional support for .transcribe() for ASR Models to support reading from manifest. Currently TranscriptioMixin supports audio, list of audio, dataloader.~ Added support for manifest file reading to TranscribeMixIn high level "
] | 2024-09-06T20:21:37 | 2024-09-16T17:01:52 | 2024-09-16T17:01:50 | COLLABORATOR | {
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} | # What does this PR do ?
* Removes special case of sorting for EncDecMultiTaskModels
* Removes partial audio transcription for all Model Types
* Now transcribe_speech.py transcribes as per presence of offset and duration in manifest automatically without special conditions
* Adds support to transcriptionmixin to read manifest for transcribing on high level rather than subclasses to deal with it
* Merges NeMo 2.0 transcription usage for all Model Types
**Collection**: ASR
# Usage
```bash
python transcribe_speech.py model_path=<.nemo file> dataset_manifest=<manifest_file>
```
# GitHub Actions CI
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- [x] Bugfix
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If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
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"closing in favor of https://github.com/NVIDIA/NeMo/pull/10376"
] | 2024-09-06T20:16:19 | 2024-09-06T22:10:53 | 2024-09-06T22:10:52 | MEMBER | {
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} | # What does this PR do ?
During ckpt restoration PTL [requires](https://github.com/Lightning-AI/pytorch-lightning/blob/9624aae07e3e2dca18f87f35ae2a8a32cf903b39/src/lightning/pytorch/trainer/connectors/checkpoint_connector.py#L363) key `optimizer_states` to be contained in the checkpoint.
This PR adds a dummy key to the saved ckpt to bypass the check.
We use the key `optimizer` to save the optimizer's state.
**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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"reopening another PR"
] | 2024-09-06T20:09:47 | 2024-09-06T20:20:47 | 2024-09-06T20:18:20 | COLLABORATOR | {
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Temp fix. Removes reording for partial audio, as it was not enabled for it.
But need to understand why presorting of manifest is only enabled for EncDecMultiTask @pzelasko
**Collection**: ASR
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```bash
python transcribe_speech.py model_path=<.nemo file> dataset_manifest=<manifest_file> allow_partial_transcribe=True
```
# GitHub Actions CI
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"FYI discussed with @ashors1 offline that this PR might land in 24.09 via cherry-pick. It's definitely the type and size of a fix, so given that our merge-queue is quite chunked up right now it's unclear whether this PR can land in `main` before the cut-off. If not, it can definitely get cherry-picked afterwards"
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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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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.
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"Let's add some docs and ci test then we can merge.",
"If possible we'd like to keep the number of scripts to a minimum and instead add things like this to our CLI. You can look at [api.py](https://github.com/NVIDIA/NeMo/blob/main/nemo/collections/llm/api.py) as examples for things like train, finetune, etc. There are some usage docs [here](https://github.com/NVIDIA/NeMo/tree/main/examples/llm/pretrain). We have some docs around creating CLI-entrypoints [here](https://github.com/NVIDIA/NeMo-Run/tree/main/examples/entrypoint).",
"This is a temporary solution for exporting nemo2 ckpt. Eventually we will integrate this into megatron, so we won't add this into api.",
"This script has been tested by llama3-8b nemo2 checkpoint."
] | 2024-09-06T18:32:49 | 2024-09-17T17:37:19 | 2024-09-17T17:37:17 | COLLABORATOR | {
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} | # What does this PR do ?
Add nemo2 conversion scripts for export
**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.
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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)
- [ ] Did you write any new necessary tests?
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**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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"Depends on #10300 ",
"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 was closed because it has been inactive for 7 days since being marked as stale."
] | 2024-09-06T18:31:29 | 2024-10-16T01:59:35 | 2024-10-16T01:59:34 | COLLABORATOR | {
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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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# Usage
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```python
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