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} | # What does this PR do ?
Roll back dist checkpoint loading changes from strict, which cause neva loading failed
**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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Makes checkpointing more robust by setting `async_save` from the strategy. This allows us to avoid the restriction that the strategy be set up before attempting to access the the `checkpoint_io` attribute.
**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
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# 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.
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Makes torch_dist strategy as default strategy for NeMo GPT models.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
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# Before your PR is "Ready for review"
**Pre checks**:
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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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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 ?
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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"@pablo-garay @ko3n1g I'd like to request a review, thanks!",
"@pablo-garay is OOTO til Aug 24.\r\n\r\n@ko3n1g You're a code owner for same file, so it's redundant. Could we bypass Pablo so we can merge?",
"hey @AAnoosheh, I'm still working on a fix for the CI. Unless it's highly business critical I would pre... | 2024-07-23T15:24:32 | 2024-12-29T16:20:28 | 2024-08-15T14:53:16 | COLLABORATOR | {
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} | # What does this PR do ?
Add Logits-only Distillation ability to NeMo GPT models.
**Collection**: NLP
# Changelog
- Full-fledged example script containing a distillation-enabled subclass of `MegatronGPTModel` and proper loss function for logit-based knowledge distillation.
- Default config file, docs, and CICD test
# Usage
```bash
STUDENT_CKPT=".../model1.nemo" # can also be None
TEACHER_CKPT=".../model2.nemo"
TOKENIZER=".../tokenizer.model"
FINAL_SAVE_FILE="final_checkpoint.nemo"
TP=4
PP=1
NPROC=$((TP * PP))
launch_config="torchrun --nproc_per_node=$NPROC"
${launch_config} examples/nlp/language_modeling/megatron_gpt_distillation.py \
model.restore_from_path=$STUDENT_CKPT \
model.kd_teacher_restore_from_path=$TEACHER_CKPT \
model.tensor_model_parallel_size=${TP} \
model.pipeline_model_parallel_size=${PP} \
model.micro_batch_size=1 \
model.tokenizer.model=$TOKENIZER \
model.nemo_path=$FINAL_SAVE_FILE \
trainer.precision=bf16 \
trainer.devices=$NPROC
```
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} | # What does this PR do ?
Fix arg name typo
# Changelog
- change `tp_comm_disable_qkv` to `tp_comm_overlap_disable_qkv`
# Usage
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} | # What does this PR do ?
branch name update and spelling fixes
# GitHub Actions CI
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If you haven't finished some of the above items you can still open "Draft" PR.
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} | # What does this PR do ?
branch name update and spelling fixes
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* Adds a tutorial for Llama-3.1 LoRA with Law Domain synthetically augmented dataset
* Reorganizes the llama-3 tutorials | {
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} | # What does this PR do ?
This PR corrects the argument order in the `run_online_segmentation` function when calling the `get_online_subsegments_from_buffer method`. The previous implementation had incorrect argument ordering, which caused the method to malfunction. This fix ensures that the method works as intended.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Corrected the argument order in the `run_online_segmentation` function for the `get_online_subsegments_from_buffer` method.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
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} | # What does this PR do ?
Fix main branch issue to allow load CLIPModel and SiglipModel for vision encoder
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<div type='discussions-op-text'>
<sup>Originally posted by **sdleeee** July 18, 2024</sup>
I’m curious about the differences between the functionality offered by the open-source version of NeMo and the NeMo model provided via subscription through NVIDIA AI Enterprise.
Does anyone know if the range of features differs between these two versions?</div> | null | {
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📝 Please remember the following to-do's before merge:
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"Hi @ashors1 , I saw your changes about the new mcore mb calculator merged into nemo. Thanks for the changes! Previously I had a similar PR but didn't went in nemo/main. I changed the reconfigure function in mcore for nemo's use. Here is the MCore link for the reconfigure function. https://gitlab-master.nvidia.com/... | 2024-07-22T23:53:20 | 2024-09-04T18:10:33 | 2024-07-30T18:37:30 | COLLABORATOR | {
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Add Mcore microbatches calculator supports
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
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# Before your PR is "Ready for review"
**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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**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.
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Fixes Canary prompts for back compatibility
**Collection**: [Note which collection this PR will affect]
# Changelog
- Changed reference from `target_lang` to `lang` in Canary prompt to allow compatibility with other NeMo manifests.
# 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**:
- [Y ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ N] Did you write any new necessary tests?
- [N] Did you add or update any necessary documentation?
- [ N] 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
- [ Y] 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 ?
Adding a "NeMo Fundamentals" page near the top of the developer docs.
**Collection**: Docs
# Changelog
- new file: `docs/source/starthere/fundamentals.rst`
# Usage
N/A
# 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)
- [N/A] Did you write any new necessary tests?
- [N/A] Did you add or update any necessary documentation?
- [N/A] 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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"> Changes LGTM but the deploy module was not included in the pip installer. So, having references in the collections might break the code for those who uses the pip installer. Can you please check with @ericharper to if this is Ok?\r\n\r\nIt's fine but needs to be import guarded",
"@oyilmaz-nvidia I have added i... | 2024-07-22T22:55:36 | 2024-08-01T13:58:26 | 2024-08-01T13:58:24 | COLLABORATOR | {
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"merged_at": "2024-08-01T13:58:24"
} | # What does this PR do ?
1. Adds `deploy` method from NeMo 1.0 as a `task` to NeMo 2.0
2. This PR aims at minimum viable product to deploy and expose REST API with NeMo 2.0 and hence only adds `TRTLLM` backend route of deploy module to NeMo 2.0. Also, it only supports the basic arguments for the export method. More optimizations like `paged_kv_cache`, `parallel_embedding`, `lora_plugin`, `multi_block_mode` etc., and other backends (like `in-framework`) will be supported in a subsequent PR.
**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 ?
Removes an assert which prevents PEFT + virtual pipeline parallel settings from being run together.
**Collection**: nlp
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
```python
python /opt/NeMo/examples/nlp/language_modeling/tuning/megatron_gpt_finetuning.py \
model.peft.peft_scheme=lora \
model.virtual_pipeline_model_parallel_size=8 \
...
```
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} | # What does this PR do ?
When copying a TransformerConfig use dir to get attribute names, instead of copying manually.
improves-maintainability= we don't have to manually change anything if the def. of TransformerConfig changes.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
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# Before your PR is "Ready for review"
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- [ ] 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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[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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Adds IOMixin to PreemptionCallback to make it serializable
**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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## 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 ?
Fix lita bugs
1. fix script warnings
2. fix lita tutorial nemo version
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# Changelog
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Add parameters to CLIP model loading for SD training.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
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- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
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**PR Type**:
- [ ] New Feature
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- [ ] 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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"https://github.com/NVIDIA/NeMo/pull/9958"
] | 2024-07-22T14:20:40 | 2024-08-23T23:06:06 | 2024-08-23T23:06:06 | COLLABORATOR | {
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} | null | null | null | **Describe the bug**
pkg_resources is deprecated in setuptools >= 70.0.0
https://setuptools.pypa.io/en/latest/pkg_resources.html#workingset-objects
pkg_resources <= 70.0.0 has a CVE: https://github.com/advisories/GHSA-cx63-2mw6-8hw5
**Steps/Code to reproduce bug**
Install setuptools >= 70.0.0 and attempt to run code with pkg_resources import.
Import failure
**Expected behavior**
**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**
If NVIDIA docker image is used you don't need to specify these.
Otherwise, please provide:
- OS version
- PyTorch version
- Python version
**Additional context**
Add any other context about the problem here.
Example: GPU model
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"Hi, \r\nI noticed the same thing, here a few more things I noted:\r\n- 'log_prediction' and 'decoding_strategy' are not used if specify\r\n- Hparams file of the experiment directory seems to be the values from the model config file\r\n- Learning rate seems to work because initial_lr of the model is what I specify ... | 2024-07-22T11:19:01 | 2024-10-27T02:02:52 | 2024-10-27T02:02:51 | NONE | {
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} | null | null | null | **Describe the bug**
When using the `examples/asr/speech_to_text_finetune.py` to finetune an ASR model with a finetuning config modified from the example `examples/asr/conf/asr_finetune/speech_to_text_finetune.yaml`.
```yaml
model:
sample_rate: 16000
log_prediction: true
rnnt_reduction: 'mean_volume'
ctc_reduction: 'mean_volume'
skip_nan_grad: false
...
optim:
name: adamw
lr: 1e-5
# optimizer arguments
betas: [ 0.9, 0.98 ]
weight_decay: 1e-3
```
`ctc_reduction` has no effect.
`asr_model.hparams["cfg"]["ctc_reduction"]` is `mean_batch` like in the original model.
`optim` seems to have no effect
`asr_model.hparams["cfg"]["optim"]` is `{'betas': [0.9, 0.98], 'lr': 3.0, 'name': 'adamw', 'sched': {'d_model': 1024, 'min_lr': 1e-06, 'name': 'NoamAnnealing', 'warmup_ratio': None, 'warmup_steps': 5000}, 'weight_decay': 0.001}`
`asr_model.hparams["cfg"]["nemo_version"]` is not updated (set to 1.20.0, finetuning done with 1.23.0)
Evaluated right before `trainer.fit(asr_model)`.
When logged in wandb the config is as above BUT the logged learning rate actually follows the target config, not the original config.
**Steps/Code to reproduce bug**
1. Download pretrained model https://catalog.ngc.nvidia.com/orgs/nvidia/teams/riva/models/parakeet-ctc-riva-0-6b-unified-en-us/files
2. Write a basic manifest file as above
3. `python speech_to_text_finetune.py --config-path=./configs/ --config-name=[name]`
4. If using wandb, the config will be logged with the bugs explained above
5. If not using wandb, breakpoint before train and run `asr_model.hparams`
**Expected behavior**
`asr_model.hparams["cfg"]["optim"]` should match the finetuning config
`asr_model.hparams["cfg"]["nemo_version"]` should be updated to the nemo version used for finetuning
**Environment overview (please complete the following information)**
- Environment location: Docker on AWS `g5.2xlarge`
- Method of NeMo install: pip intall
Dockerfile
```Dockerfile
ARG BASE_IMAGE=763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:2.0.1-gpu-py310-cu118-ubuntu20.04-sagemaker
FROM $BASE_IMAGE AS base
# Set the working directory to /opt/ml/code for Sagemaker
WORKDIR /opt/ml/code
# Assumes we run the docker build from ai/asr/nemo folder
COPY ./code .
FROM base AS cert
FROM cert AS requirements
WORKDIR /opt/ml/code
RUN pip install Cython # needed for NeMo
RUN pip install -r ./requirements.txt
FROM requirements AS final
WORKDIR /opt/ml/code
CMD bash
```
requirements.txt content
```text
huggingface-hub==0.23.5
nemo_toolkit[all]==1.23.0
numpy==1.23.5
torchmetrics==0.11.4
```
**Environment details**
torch==2.0.1
python==3.10.8
Distributor ID: Ubuntu
Description: Ubuntu 20.04.6 LTS
Release: 20.04
Codename: focal
**Additional context**
CUDA Driver Version: 12.3
GPU: A10g
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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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} | … adding a embedding generation script
# What does this PR do ?
This PR adds distributed training capability in bert embedding model that uses in-batch negatives from all ranks during training.
This PR also adds an embedding generation script to evaluate bert model on retrieval tasks.
**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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"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."
] | 2024-07-21T19:26:25 | 2024-09-08T01:58:49 | 2024-09-08T01:58:49 | NONE | {
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The merge_file_ method merges the index.sizes list but leaves the doc_idx list untouched. This results in the following assertion error when trying to load the dataset:
```
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/indexed_dataset.py", line 293, in __init__
(head, rank=0, pid=4773) assert self.sequence_lengths.shape[0] == self.document_indices[-1]
(head, rank=0, pid=4773) AssertionError
```
**To Reproduce**
* Construct a merged indexed dataset by calling `MMapIndexedDatasetBuilder.merge_file_` on one or more existing datasets (class from nemo/collections/nlp/data/language_modeling/megatron/indexed_dataset.py)
* Point data_prefix config to the merged dataset and launch training
* Then should see the above error
**Expected behavior**
doc_idx list should be properly merged
**Stack trace/logs**
```
(head, rank=0, pid=4773) [NeMo I 2024-07-20 16:51:33 utils:215] Building dataset splits with cls=GPTDataset, sizes=[-64, 0, 64], and config=GPTDatasetConfig(random_seed=1234, sequence_length=8192, blend=(['/k8s-nfs/nemo/merged_dataset'], [1.0]), blend_per_split=None, split='90,8,2', split_matrix=[(0, 0.9), (0.9, 0.98), (0.98, 1.0)], num_dataset_builder_threads=1, path_to_cache=None, mmap_bin_files=True, mock=False, tokenizer=<nemo.collections.common.tokenizers.huggingface.auto_tokenizer.AutoTokenizer object at 0x7d5250884ac0>, reset_position_ids=False, reset_attention_mask=False, eod_mask_loss=False, create_attention_mask=False, drop_last_partial_validation_sequence=True, add_extra_token_to_sequence=True)
(head, rank=0, pid=4773) [NeMo I 2024-07-20 16:51:33 utils:215] Load the _IndexReader from /k8s-nfs/nemo/merged_dataset.idx
(head, rank=0, pid=4773) [NeMo I 2024-07-20 16:51:33 utils:215] Extract the sequence lengths
(head, rank=0, pid=4773) [NeMo I 2024-07-20 16:51:33 utils:215] Extract the sequence pointers
(head, rank=0, pid=4773) [NeMo I 2024-07-20 16:51:33 utils:215] Extract the document indices
(head, rank=0, pid=4773) Error executing job with overrides: ['trainer.devices=8', 'trainer.num_nodes=4', 'run.name=llama3_8b_sky-2024-07-20-09-48-11-555945_nemo-rocky-4x-nexttoteonly_3']
(head, rank=0, pid=4773) Traceback (most recent call last):
(head, rank=0, pid=4773) File "/root/sky_workdir/NeMo/examples/nlp/language_modeling/megatron_gpt_pretraining.py", line 63, in main
(head, rank=0, pid=4773) trainer.fit(model)
(head, rank=0, pid=4773) File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/trainer.py", line 543, in fit
(head, rank=0, pid=4773) call._call_and_handle_interrupt(
(head, rank=0, pid=4773) File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/call.py", line 43, in _call_and_handle_interrupt
(head, rank=0, pid=4773) return trainer.strategy.launcher.launch(trainer_fn, *args, trainer=trainer, **kwargs)
(head, rank=0, pid=4773) File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/strategies/launchers/subprocess_script.py", line 105, in launch
(head, rank=0, pid=4773) return function(*args, **kwargs)
(head, rank=0, pid=4773) File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/trainer.py", line 579, in _fit_impl
(head, rank=0, pid=4773) self._run(model, ckpt_path=ckpt_path)
(head, rank=0, pid=4773) File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/trainer.py", line 948, in _run
(head, rank=0, pid=4773) call._call_setup_hook(self) # allow user to set up LightningModule in accelerator environment
(head, rank=0, pid=4773) File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/call.py", line 96, in _call_setup_hook
(head, rank=0, pid=4773) _call_lightning_module_hook(trainer, "setup", stage=fn)
(head, rank=0, pid=4773) File "/usr/local/lib/python3.10/dist-packages/pytorch_lightning/trainer/call.py", line 159, in _call_lightning_module_hook
(head, rank=0, pid=4773) output = fn(*args, **kwargs)
(head, rank=0, pid=4773) File "/root/sky_workdir/NeMo/nemo/collections/nlp/models/language_modeling/megatron_gpt_model.py", line 1656, in setup
(head, rank=0, pid=4773) self.build_train_valid_test_datasets()
(head, rank=0, pid=4773) File "/root/sky_workdir/NeMo/nemo/collections/nlp/models/language_modeling/megatron_gpt_model.py", line 1566, in build_train_valid_test_datasets
(head, rank=0, pid=4773) ).build()
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/blended_megatron_dataset_builder.py", line 126, in build
(head, rank=0, pid=4773) datasets = self._build_blended_dataset_splits()
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/blended_megatron_dataset_builder.py", line 184, in _build_blended_dataset_splits
(head, rank=0, pid=4773) megatron_datasets = self._build_megatron_datasets_parallel(
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/blended_megatron_dataset_builder.py", line 344, in _build_megatron_datasets_parallel
(head, rank=0, pid=4773) _threading_helper(
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/blended_megatron_dataset_builder.py", line 327, in _threading_helper
(head, rank=0, pid=4773) raise err
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/blended_megatron_dataset_builder.py", line 323, in _threading_helper
(head, rank=0, pid=4773) megatron_datasets_split = future.result()
(head, rank=0, pid=4773) File "/usr/lib/python3.10/concurrent/futures/_base.py", line 458, in result
(head, rank=0, pid=4773) return self.__get_result()
(head, rank=0, pid=4773) File "/usr/lib/python3.10/concurrent/futures/_base.py", line 403, in __get_result
(head, rank=0, pid=4773) raise self._exception
(head, rank=0, pid=4773) File "/usr/lib/python3.10/concurrent/futures/thread.py", line 58, in run
(head, rank=0, pid=4773) result = self.fn(*self.args, **self.kwargs)
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/blended_megatron_dataset_builder.py", line 388, in _build_megatron_dataset_splits
(head, rank=0, pid=4773) low_level_dataset = self.cls.build_low_level_dataset(dataset_path, self.config)
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/gpt_dataset.py", line 143, in build_low_level_dataset
(head, rank=0, pid=4773) return IndexedDataset(dataset_path, multimodal=False, mmap=config.mmap_bin_files)
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/indexed_dataset.py", line 351, in __init__
(head, rank=0, pid=4773) self.initialize(path_prefix, multimodal, mmap)
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/indexed_dataset.py", line 376, in initialize
(head, rank=0, pid=4773) self.index = _IndexReader(idx_path, self.multimodal)
(head, rank=0, pid=4773) File "/root/sky_workdir/Megatron-LM/megatron/core/datasets/indexed_dataset.py", line 293, in __init__
(head, rank=0, pid=4773) assert self.sequence_lengths.shape[0] == self.document_indices[-1]
(head, rank=0, pid=4773) AssertionError
```
**Environment overview (please complete the following information)**
- Environment location: Docker
- Method of NeMo install: `nvcr.io/nvidia/nemo:24.05.01`
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"Have you tried `pip install nemo_toolkit[all]` without the `'`?",
"> Have you tried `pip install nemo_toolkit[all]` without the `'`?\n\nThis does not affect the error.",
"Any resolution for this ?",
"This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or t... | 2024-07-20T07:29:57 | 2024-11-29T02:03:54 | 2024-11-29T02:03:54 | NONE | {
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Collecting numpy<1.24,>=1.22 (from nemo_toolkit[all])
Using cached numpy-1.23.5.tar.gz (10.7 MB)
Installing build dependencies ... done
Getting requirements to build wheel ... error
error: subprocess-exited-with-error
× Getting requirements to build wheel did not run successfully.
│ exit code: 1
╰─> [33 lines of output]
Traceback (most recent call last):
File "lib/python3.12/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 353, in <module>
main()
File "lib/python3.12/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 335, in main
json_out['return_val'] = hook(**hook_input['kwargs'])
^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "lib/python3.12/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 112, in get_requires_for_build_wheel
backend = _build_backend()
^^^^^^^^^^^^^^^^
File "lib/python3.12/site-packages/pip/_vendor/pyproject_hooks/_in_process/_in_process.py", line 77, in _build_backend
obj = import_module(mod_path)
^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/lib/python3.12/importlib/__init__.py", line 90, in import_module
return _bootstrap._gcd_import(name[level:], package, level)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "<frozen importlib._bootstrap>", line 1387, in _gcd_import
File "<frozen importlib._bootstrap>", line 1360, in _find_and_load
File "<frozen importlib._bootstrap>", line 1310, in _find_and_load_unlocked
File "<frozen importlib._bootstrap>", line 488, in _call_with_frames_removed
File "<frozen importlib._bootstrap>", line 1387, in _gcd_import
File "<frozen importlib._bootstrap>", line 1360, in _find_and_load
File "<frozen importlib._bootstrap>", line 1331, in _find_and_load_unlocked
File "<frozen importlib._bootstrap>", line 935, in _load_unlocked
File "<frozen importlib._bootstrap_external>", line 995, in exec_module
File "<frozen importlib._bootstrap>", line 488, in _call_with_frames_removed
File "/tmp/pip-build-env-houud5k4/overlay/lib/python3.12/site-packages/setuptools/__init__.py", line 16, in <module>
import setuptools.version
File "/tmp/pip-build-env-houud5k4/overlay/lib/python3.12/site-packages/setuptools/version.py", line 1, in <module>
import pkg_resources
File "/tmp/pip-build-env-houud5k4/overlay/lib/python3.12/site-packages/pkg_resources/__init__.py", line 2172, in <module>
register_finder(pkgutil.ImpImporter, find_on_path)
^^^^^^^^^^^^^^^^^^^
AttributeError: module 'pkgutil' has no attribute 'ImpImporter'. Did you mean: 'zipimporter'?
[end of output]
note: This error originates from a subprocess, and is likely not a problem with pip.
error: subprocess-exited-with-error
× Getting requirements to build wheel did not run successfully.
│ exit code: 1
╰─> See above for output.
note: This error originates from a subprocess, and is likely not a problem with pip.
**Steps/Code to reproduce bug**
step 1
pip install nemo_toolkit['all']
**Expected behavior**
installation without errors
**Environment overview (please complete the following information)**
- Environment location: local disk
- Method of NeMo install: pip install nemo_toolkit['all']
**Environment details**
If NVIDIA docker image is used you don't need to specify these.
Otherwise, please provide:
- OS version Ubuntu 24
- PyTorch version 2.3.1
- Python version 3.12.3
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```python
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```
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**PR Type**:
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- [ ] 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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# Changelog
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# Usage
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```python
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```
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# Before your PR is "Ready for review"
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If you haven't finished some of the above items you can still open "Draft" PR.
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Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
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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} | # What does this PR do ?
This PR updates the megatron trainer builder to handle the creation of the s3_checkpoint_io plugin, which allows legacy checkpoints to be written to S3.
**Collection**: [Note which collection this PR will affect]
NLP
# Changelog
- Add specific line by line info of high level changes in this PR.
`MegatronTrainerBuilder::_plugins()`
- Check if dirpath is an s3 dirpath
- If so, creates an s3_checkpoint_io instance and appends it to the trainer plugins to be used by the strategy.
`megatron_gpt_pretraining_s3_checkpointing.py`
- Example script which uses s3_checkpointing
`megatron_gpt_config_s3_checkpointing.yaml`
- Example config
- Has s3 dirpath in checkpoint_callback config
- Sets mcore_gpt=False
- -When true, model adds `sharded_state_dict` to checkpoint, which uses dist_checkpointing module instead of s3_checkpoint_io.
# Usage
See example script
```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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**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
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* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
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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?
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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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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- [ ] 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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Fix few issues and docs for neva and clip in r2.0.0rc1
**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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# Changelog
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# Usage
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```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
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The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
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- [ ] 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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# 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?
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- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
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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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"TODO nemo 2.0",
"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."
] | 2024-07-18T23:34:14 | 2024-08-13T01:52:45 | 2024-08-13T01:52:44 | MEMBER | {
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} | # What does this PR do ?
Add a CLI/config option to enable reference cycle detection of tensors.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
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To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
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If you haven't finished some of the above items you can still open "Draft" PR.
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"Overall LGTM, but needs documenting of all reshapes (e.g. via `einops`)"
] | 2024-07-18T23:17:10 | 2024-07-23T16:00:14 | 2024-07-23T16:00:14 | COLLABORATOR | {
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} | # What does this PR do ?
This PR removes use of `torchaudio` from `AudioToSpectrogram` and `SpectrogramToAudio`.
Classes using `torchaudio` are kept under `AudioToSpectrogamTA` and `SpectrogramToAudioTA`, similarly to `FilterbankFeatures` and `FilterbankFeaturesTA`.
**Collection**: audio
# Changelog
- Removed `torchaudio` requirement for `AudioToSpectrogram` and `SpectrogramToAudio`
- Added unit tests to check analysis, synthesis, and reconstruction
- Added unit tests to check the update is matching `torchaudio` version
# Usage
* You can potentially add a usage example below
```python
# Prepare analysis and synthesis transforms
encoder = AudioToSpectrogram(fft_length=fft_length, hop_length=hop_length)
decoder = SpectrogramToAudio(fft_length=fft_length, hop_length=hop_length)
# Analysis transform, input shape (B, C, T)
X, _ = encoder(input=x)
# Synthesis transform, output shape (B, C, T)
y, _ = decoder(input=Y)
```
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To re-run CI remove and add the label again.
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# Before your PR is "Ready for review"
**Pre checks**:
- [x] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
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**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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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} | # What does this PR do ?
Uses a singleton for `training_loss_reduction` and `validation_loss_reduction` in `GPTModel`.
**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
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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**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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} | # What does this PR do ?
Makes checkpointing more robust by setting `async_save` from the strategy. This allows us to avoid the restriction that the strategy be set up before attempting to access the the `checkpoint_io` attribute.
**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.
# Additional Information
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Issue: hf-hub v.0.24.0 removed `ModelFilter`, resulting in the following error:
ImportError: cannot import name 'ModelFilter' from 'huggingface_hub'
Temp fix: Upper bound hf-hub to <0.24.0
Goal is to unblock PRs until ModelFilter's v.0.24.0 equivalent has been added to NeMo.
**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
- [x] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
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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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# 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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* Related to # (issue)
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"NeMo is notorious for not pinning their versions (`huggingface_hub>=0.20.3` in requirements.txt). `huggingface_hub` released an new version 2 days ago ([release notes](https://github.com/huggingface/huggingface_hub/releases/tag/v0.24.0)). That might be whats causing the issue, especially if you did a fresh install... | 2024-07-18T16:56:48 | 2025-01-01T08:58:53 | 2024-07-31T18:31:32 | NONE | {
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File --------------------[lib/python3.10/site-packages/nemo/core/classes/common.py:31](http://localhost:8888/home/colton/anaconda3/envs/beer_crawl/lib/python3.10/site-packages/nemo/core/classes/common.py#line=30)
29 import torch
30 import wrapt
---> 31 from huggingface_hub import HfApi, HfFolder, ModelFilter, hf_hub_download
32 from huggingface_hub.hf_api import ModelInfo
33 from omegaconf import DictConfig, OmegaConf
ImportError: cannot import name 'ModelFilter' from 'huggingface_hub' | {
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} | # What does this PR do ?
Fix warnings for the dataset conversion scripts.
Fix lita 1.0 variable bug.
**Collection**: [Note which collection this PR will affect]
# Changelog
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} | # What does this PR do ?
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https://api.github.com/repos/NVIDIA/NeMo/issues/9790 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/9790/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/9790/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/9790/events | https://github.com/NVIDIA/NeMo/issues/9790 | 2,416,673,302 | I_kwDOC_bI7s6QC4IW | 9,790 | AssertionError: (RMSNorm) is not supported in FusedLayerNorm | {
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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.",
"can you solved it?",
"@yuanzhiyong1999 No. As of now, we think that flash... | 2024-07-18T15:04:06 | 2024-09-25T14:15:01 | 2024-08-25T01:56:11 | NONE | {
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} | null | null | null | We are using the nemo:24.05 container.
We migrated from GPT-Neox. We are trying to continually pretrain a Llama 2 7B model using Nemo. We made it work, but, for some reason, it needs 8x more GPUs for the same configuration when compared to GPT-Neox.
Some people told us that flash attention does not work when setting `transformer_engine=True`, and we think this is the issue. However, when we set `transformer_engine=False` it gives the following error:
Traceback (most recent call last):
File "/opt/NeMo/examples/nlp/language_modeling/megatron_gpt_pretraining.py", line 40, in main
model = MegatronGPTModel(cfg.model, trainer)
File "/opt/NeMo/nemo/collections/nlp/models/language_modeling/megatron_gpt_model.py", line 342, in __init__
self.model = build_model(
File "/opt/NeMo/nemo/collections/nlp/modules/common/megatron/build_model.py", line 90, in build_model
model = model_provider_func(
File "/opt/NeMo/nemo/collections/nlp/models/language_modeling/megatron_gpt_model.py", line 413, in model_provider_func
model = MCoreGPTModel(
File "/opt/megatron-lm/megatron/core/models/gpt/gpt_model.py", line 95, in __init__
self.decoder = TransformerBlock(
File "/opt/megatron-lm/megatron/core/transformer/transformer_block.py", line 143, in __init__
self._build_layers()
File "/opt/megatron-lm/megatron/core/transformer/transformer_block.py", line 158, in _build_layers
[
File "/opt/megatron-lm/megatron/core/transformer/transformer_block.py", line 159, in <listcomp>
build_layer(layer_spec, i + 1)
File "/opt/megatron-lm/megatron/core/transformer/transformer_block.py", line 154, in build_layer
return build_module(layer_spec, config=self.config, layer_number=layer_number,)
File "/opt/megatron-lm/megatron/core/transformer/spec_utils.py", line 107, in build_module
raise type(e)(f"{str(e)} when instantiating {module.__name__}").with_traceback(
File "/opt/megatron-lm/megatron/core/transformer/spec_utils.py", line 99, in build_module
return module(
File "/opt/megatron-lm/megatron/core/transformer/transformer_layer.py", line 76, in __init__
self.input_layernorm = build_module(
File "/opt/megatron-lm/megatron/core/transformer/spec_utils.py", line 107, in build_module
raise type(e)(f"{str(e)} when instantiating {module.__name__}").with_traceback(
File "/opt/megatron-lm/megatron/core/transformer/spec_utils.py", line 99, in build_module
return module(
File "/opt/megatron-lm/megatron/core/fusions/fused_layer_norm.py", line 68, in __init__
self.config.normalization == "LayerNorm"
AssertionError: (RMSNorm) is not supported in FusedLayerNorm when instantiating FusedLayerNorm when instantiating TransformerLayer
Apparently, if we do not use transformer engine then only LayerNorm is supported, but Llama uses RMSNorm.
How can we fix this? Is it true that flash attention does not work when enabling transformer engine? Why does it need 8x more GPUs with respect to GPT-Neox? | {
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https://api.github.com/repos/NVIDIA/NeMo/issues/9789 | https://api.github.com/repos/NVIDIA/NeMo | https://api.github.com/repos/NVIDIA/NeMo/issues/9789/labels{/name} | https://api.github.com/repos/NVIDIA/NeMo/issues/9789/comments | https://api.github.com/repos/NVIDIA/NeMo/issues/9789/events | https://github.com/NVIDIA/NeMo/issues/9789 | 2,416,672,631 | I_kwDOC_bI7s6QC393 | 9,789 | Question: Difference of paths2audio_files param and path in manifest file for speaker diarization with ClusteringDiarizer | {
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"Hei, I have the same issue! Im getting frustrated",
"Thanks for bringing this. Looks like the path followed when providing audio_files is being diverged compared to manifests. \r\n\r\n@weiqingw4ng pls have a look at this issue. ",
"This issue is stale because it has been open for 30 days with no activity. Remo... | 2024-07-18T15:03:47 | 2024-09-30T02:00:34 | 2024-09-30T02:00:33 | NONE | {
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} | null | null | null | Hello,
First I used the ClusteringDiarizer just like shown in the provided tutorial https://github.com/NVIDIA/NeMo/blob/main/tutorials/speaker_tasks/Speaker_Diarization_Inference.ipynb.
I provided the path to my audio file in the manifest file with the audio_filepath key. The file was getting diarized with a good result.
```
from nemo.collections.asr.models import ClusteringDiarizer
config = OmegaConf.load(path/to/config)
sd_model = ClusteringDiarizer(cfg=config)
sd_model.diarize()
```
However I just tried to use the .diarize() method with the paths2audio_files functionality to provide the file path to my file directly as a parameter in the diarize method.
```
paths = [„path/to/audio/file/1“]
sd_model.diarize(paths)
```
The results of the same files diarized with the paths2audio_files functionality are significantly worse than diarizing them, providing the path in the manifest file.
Sadly I can’t find much documentation on what the differences between the two possibilities are in terms of the actual speaker diarization.
Furthermore I noticed when providing more than one file to the paths2audio_files, the computation time when diarizing the files is much faster compared to manually diarizing them after each other and changing the path in the manifest file.
So the question is what differences are there between the two approaches, and what influences the result of the diarization of the same audio file?
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} | # What does this PR do ?
This fixes the template such that collapsable sections are properly rendered.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
* Related to # (issue)
| {
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📝 Please remember the following to-do's before merge:
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- [ ] 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
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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)
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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?
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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 ?
- Fix Docker container build (currently fails) from `Dockerfile`
- Make `Dockerfile` consistent with `Dockerfile.ci` used on CI
- Fix k2 installation
**Known issues**: `TransformerEngine` custom installation results in failures when no GPUs are present: `from nemo.core import ModelPT` fails with `OSError: libcuda.so.1: cannot open shared object file: No such file or directory`. Removing the custom TransformerEngine installation solves the issue. It is also possible to adjust LD_LIBRARY_PATH, but if done globally, this breaks the container with GPU. So, currently, there is a temporary workaround before imports since `docker build` does not expose GPUs (and should not since we want to compile for all architectures, not only for current GPUs).
**Collection**: [CI]
# 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?
- [x] 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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} | # What does this PR do ?
Add a one line overview of what this PR aims to accomplish.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
# Usage
* You can potentially add a usage example below
```python
# Add a code snippet demonstrating how to use this
```
# GitHub Actions CI
The Jenkins CI system has been replaced by GitHub Actions self-hosted runners.
The GitHub Actions CI will run automatically when the "Run CICD" label is added to the PR.
To re-run CI remove and add the label again.
To run CI on an untrusted fork, a NeMo user with write access must first click "Approve and run".
# Before your PR is "Ready for review"
**Pre checks**:
- [ ] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
- [ ] Did you write any new necessary tests?
- [ ] Did you add or update any necessary documentation?
- [ ] Does the PR affect components that are optional to install? (Ex: Numba, Pynini, Apex etc)
- [ ] Reviewer: Does the PR have correct import guards for all optional libraries?
**PR Type**:
- [ ] New Feature
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
Anyone in the community is free to review the PR once the checks have passed.
[Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md) contains specific people who can review PRs to various areas.
# Additional Information
* Related to # (issue)
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📝 Please remember the following to-do's before merge:
- [ ] Verify the presubmit CI
🙏 Please merge this PR only if the CI workflow completed successfully. | {
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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."
] | 2024-07-17T23:58:41 | 2024-08-19T15:41:16 | 2024-08-19T15:41:14 | CONTRIBUTOR | {
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} | # What does this PR do ?
Fix megatron data preprocessing script (for pretraining data) in the case where input is a *folder* of *uncompressed jsonl* files
**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 ?
Add docs to SpeechLLM
**Collection**: [multimodal]
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} | # What does this PR do ?
Fixes some minor things to make the vLLM integration work with version 0.5.1
**Collection**: NLP
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} | Cherry-Pick from https://github.com/NVIDIA/NeMo/pull/9670
---------
# GitHub Actions CI
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} | # What does this PR do ?
Set default nvidia torch version
**Collection**: [nlp]
# Changelog
- Update nvidia torch version if YY.MM formatting is not met
# 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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**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.",
"@yidong72 Shall we contact someone to conduct the CI? ",
"> @yidong72 Shall we contact someone to conduct the CI?\r\n\r\nI think we need to add \"RUN CICD\" label... | 2024-07-17T20:57:28 | 2024-10-11T01:58:19 | 2024-10-11T01:58:18 | NONE | {
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} | # What does this PR do ?
The original implementation of the prompt template in `gpt_sft_chat_dataset.py` uses a fix system token `System`.
This PR enables to read the system token from the dataset so that it is configurable. This enables us to include more prompt templates such as the llama3 prompt template.
**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**:
- [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
- [ ] Bugfix
- [ ] Documentation
If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
@yidong72
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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**Collection**: [Note which collection this PR will affect]
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```python
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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)
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- [x] 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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# Usage
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```python
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📝 Please remember the following to-do's before merge:
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} | # What does this PR do ?
`AudioFeatureIterator` yields `np.ndarray` for the last item while `torch.Tensor` is returned for the rest. This change fixes this minor inconsistency.
**Collection**: ASR
# Changelog
- Use `torch.zeros` instead of `np.zeros` in one of the cases that causes this inconsistency
# Usage
NA
# 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**:
- [x] Make sure you read and followed [Contributor guidelines](https://github.com/NVIDIA/NeMo/blob/main/CONTRIBUTING.md)
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**PR Type**:
- [ ] New Feature
- [x] Bugfix
- [ ] Documentation
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
NA
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Currently, the docker build is failing because the Megatron commit pinned in the Dockerfile is too outdated:
```
13.25 from megatron.core.num_microbatches_calculator import (
13.25 ModuleNotFoundError: No module named 'megatron.core.num_microbatches_calculator'
```
This PR bumps the Megatron version to fix this error.
**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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Updates branch name to r2.0.0rc1
# 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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} | # What does this PR do ?
Updates branch name to r2.0.0rc1
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"I realized we can make a post-processing pass on the max_batch_size list and merge buckets with identical batch sizes. Merging buckets will improve randomization. If the original num_buckets was large enough to trigger merging, that approach will lead us to an optimal number of buckets. ",
"\"Optimal = maximum G... | 2024-07-17T15:14:26 | 2024-08-23T12:42:10 | 2024-08-16T11:59:00 | COLLABORATOR | {
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} | # What does this PR do ?
Major contributions:
* Canary-1B can be trained with 5x larger batch sizes compared to our earlier baseline. It maxes out GPU utilization (memory, compute, and power consumption wise). As a result the mean training step time is 2.75x longer, resulting in a training throughput of 5x / 2.75x ~= 180% of the original recipe. I managed to reproduce Canary-1B in about 40k training steps on the same number of GPUs, changing only bucketing/batch size settings using new features in this PR.
* Update: actually reproduces Canary-1B in half of the training time with slightly improved WERs.
* Update 2: also reproduced Canary-1B in the original training time using 4x less GPUs.
* Note: these tools are applicable to all ASR models and can easily be made applicable to any (audio|text)->(audio|text) model.
* OOMptimizer script that given a model config and bucket bins, finds the optimal batch sizes for each bucket bin. Optimal = maximum GPU utilization.
* 2D bucketing with a dedicated estimation script and dataloading support. Allows to stratify sampling by input and output sequence lengths, resulting in improved training throughput for encoder-decoder models.
* Ability to filter out examples exceeding a tokens-per-second threshold during training (e.g. some datasets have very severe outliers, 20x more tokens than median).
* Enables concurrent bucketing, speeding up the start of the training loop (in my experiments reduces the wait time from ~2min to ~20 seconds). With this setting, the bucketing buffer is filled asynchronously and lets the sampler draw batches when it's at least 10% filled, so the training can start faster.
* Documentation and examples of usage of the new features.
* Unit and integration for the new features.
**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
```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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**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?
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"what is `stt-eu` config you are mentioning about? ",
"Hi @SatenHarutyunyan, I don't know about `stt-eu` recipe but I can offer some insights. Briefly before we released Canary-1B, we added [lhotse](https://github.com/lhotse-speech/lhotse) as an alternative dataloading backend for NeMo. The original NeMo dataload... | 2024-07-17T12:39:16 | 2024-09-14T01:54:59 | 2024-09-14T01:54:59 | NONE | {
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```
bucketing_strategy: synced_randomized
bucketing_batch_size: null
```
I assume this null means not doing that.
I wonder why? | {
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} | # What does this PR do ?
Fix megatron data preprocessing script (for pretraining data) in the case where input is a *folder* of *uncompressed jsonl* files
**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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# Before your PR is "Ready for review"
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**PR Type**:
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- [ ] Bugfix
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If you haven't finished some of the above items you can still open "Draft" PR.
## Who can review?
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CP and EP config values were not being passed to model parallel initialization methods.
**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
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# GitHub Actions CI
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To re-run CI remove and add the label again.
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- [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)
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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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PR #9677 accidently removed some tests from previous version of cicd. This PR adds those tests back.
**Collection**: [Note which collection this PR will affect]
# Changelog
- Add specific line by line info of high level changes in this PR.
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```python
# Add a code snippet demonstrating how to use this
```
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**Collection**: [Note which collection this PR will affect]
# Changelog
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# Usage
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```python
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# Before your PR is "Ready for review"
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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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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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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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